scikit-learn · jeremiedbb · Jun 5, 2025 · May 8, 2025 · May 8, 2025 · May 9, 2025
diff --git a/.github/workflows/emscripten.yml b/.github/workflows/emscripten.yml
@@ -72,7 +72,9 @@ jobs:
           CIBW_PLATFORM: pyodide
           SKLEARN_SKIP_OPENMP_TEST: "true"
           SKLEARN_SKIP_NETWORK_TESTS: 1
-          CIBW_TEST_REQUIRES: "pytest pandas"
+          # Temporary work-around to avoid joblib 1.5.0 until there is a joblib
+          # release with https://github.com/joblib/joblib/pull/1721
+          CIBW_TEST_REQUIRES: "pytest pandas joblib!=1.5.0"
           # -s pytest argument is needed to avoid an issue in pytest output capturing with Pyodide
           CIBW_TEST_COMMAND: "python -m pytest -svra --pyargs sklearn --durations 20 --showlocals"
 

diff --git a/README.rst b/README.rst
@@ -11,7 +11,7 @@
 .. |Codecov| image:: https://codecov.io/gh/scikit-learn/scikit-learn/branch/main/graph/badge.svg?token=Pk8G9gg3y9
    :target: https://codecov.io/gh/scikit-learn/scikit-learn
 
-.. |Nightly wheels| image:: https://github.com/scikit-learn/scikit-learn/workflows/Wheel%20builder/badge.svg?event=schedule
+.. |Nightly wheels| image:: https://github.com/scikit-learn/scikit-learn/actions/workflows/wheels.yml/badge.svg?event=schedule
    :target: https://github.com/scikit-learn/scikit-learn/actions?query=workflow%3A%22Wheel+builder%22+event%3Aschedule
 
 .. |Ruff| image:: https://img.shields.io/badge/code%20style-ruff-000000.svg
@@ -176,22 +176,36 @@ Documentation
 Communication
 ~~~~~~~~~~~~~
 
-- Mailing list: https://mail.python.org/mailman/listinfo/scikit-learn
-- Logos & Branding: https://github.com/scikit-learn/scikit-learn/tree/main/doc/logos
-- Blog: https://blog.scikit-learn.org
-- Calendar: https://blog.scikit-learn.org/calendar/
-- Stack Overflow: https://stackoverflow.com/questions/tagged/scikit-learn
-- GitHub Discussions: https://github.com/scikit-learn/scikit-learn/discussions
-- Website: https://scikit-learn.org
-- LinkedIn: https://www.linkedin.com/company/scikit-learn
-- Bluesky: https://bsky.app/profile/scikit-learn.org
-- Mastodon: https://mastodon.social/@sklearn@fosstodon.org
-- YouTube: https://www.youtube.com/channel/UCJosFjYm0ZYVUARxuOZqnnw/playlists
-- Facebook: https://www.facebook.com/scikitlearnofficial/
-- Instagram: https://www.instagram.com/scikitlearnofficial/
-- TikTok: https://www.tiktok.com/@scikit.learn
-- Discord: https://discord.gg/h9qyrK8Jc8
+Main Channels
+^^^^^^^^^^^^^
 
+- **Website**: https://scikit-learn.org
+- **Blog**: https://blog.scikit-learn.org
+- **Mailing list**: https://mail.python.org/mailman/listinfo/scikit-learn
+
+Developer & Support
+^^^^^^^^^^^^^^^^^^^^^^
+
+- **GitHub Discussions**: https://github.com/scikit-learn/scikit-learn/discussions
+- **Stack Overflow**: https://stackoverflow.com/questions/tagged/scikit-learn
+- **Discord**: https://discord.gg/h9qyrK8Jc8
+
+Social Media Platforms
+^^^^^^^^^^^^^^^^^^^^^^
+
+- **LinkedIn**: https://www.linkedin.com/company/scikit-learn
+- **YouTube**: https://www.youtube.com/channel/UCJosFjYm0ZYVUARxuOZqnnw/playlists
+- **Facebook**: https://www.facebook.com/scikitlearnofficial/
+- **Instagram**: https://www.instagram.com/scikitlearnofficial/
+- **TikTok**: https://www.tiktok.com/@scikit.learn
+- **Bluesky**: https://bsky.app/profile/scikit-learn.org
+- **Mastodon**: https://mastodon.social/@sklearn@fosstodon.org
+
+Resources
+^^^^^^^^^
+
+- **Calendar**: https://blog.scikit-learn.org/calendar/
+- **Logos & Branding**: https://github.com/scikit-learn/scikit-learn/tree/main/doc/logos
 
 Citation
 ~~~~~~~~

diff --git a/azure-pipelines.yml b/azure-pipelines.yml
@@ -84,7 +84,6 @@ jobs:
       )
     matrix:
       pylatest_free_threaded:
-        PYTHON_GIL: '0'
         DISTRIB: 'conda-free-threaded'
         LOCK_FILE: './build_tools/azure/pylatest_free_threaded_linux-64_conda.lock'
         COVERAGE: 'false'

diff --git a/build_tools/azure/debian_32bit_lock.txt b/build_tools/azure/debian_32bit_lock.txt
@@ -4,17 +4,17 @@
 #
 #    pip-compile --output-file=build_tools/azure/debian_32bit_lock.txt build_tools/azure/debian_32bit_requirements.txt
 #
-coverage[toml]==7.8.0
+coverage[toml]==7.8.2
     # via pytest-cov
-cython==3.0.12
+cython==3.1.1
     # via -r build_tools/azure/debian_32bit_requirements.txt
 iniconfig==2.1.0
     # via pytest
-joblib==1.5.0
+joblib==1.5.1
     # via -r build_tools/azure/debian_32bit_requirements.txt
-meson==1.8.0
+meson==1.8.1
     # via meson-python
-meson-python==0.17.1
+meson-python==0.18.0
     # via -r build_tools/azure/debian_32bit_requirements.txt
 ninja==1.11.1.4
     # via -r build_tools/azure/debian_32bit_requirements.txt
@@ -23,7 +23,7 @@ packaging==25.0
     #   meson-python
     #   pyproject-metadata
     #   pytest
-pluggy==1.5.0
+pluggy==1.6.0
     # via pytest
 pyproject-metadata==0.9.1
     # via meson-python

diff --git a/build_tools/azure/install.sh b/build_tools/azure/install.sh
@@ -67,17 +67,7 @@ python_environment_install_and_activate() {
     fi
 
     # Install additional packages on top of the lock-file in specific cases
-    if [[ "$DISTRIB" == "conda-free-threaded" ]]; then
-        # TODO: we install scipy with pip. When there is a conda-forge package,
-        # we can update build_tools/update_environments_and_lock_files.py and
-        # remove the line below
-        pip install scipy --only-binary :all:
-        # TODO: we install cython 3.1 alpha from pip. When there is a conda-forge package,
-        # we can update build_tools/update_environments_and_lock_files.py and
-        # remove the line below
-        pip install --pre cython --only-binary :all:
-
-    elif [[ "$DISTRIB" == "conda-pip-scipy-dev" ]]; then
+    if [[ "$DISTRIB" == "conda-pip-scipy-dev" ]]; then
         echo "Installing development dependency wheels"
         dev_anaconda_url=https://pypi.anaconda.org/scientific-python-nightly-wheels/simple
         dev_packages="numpy scipy pandas Cython"