graphframes · SemyonSinchenko · Jul 19, 2025
diff --git a/README.md b/README.md
 @@ -1,10 +1,14 @@
-<img src="docs/img/GraphFrames-Logo-Large.png" alt="GraphFrames Logo" width="400"/>
+<img src="docs/img/GraphFrames-Logo-Large.png" alt="GraphFrames Logo" width="500"/>
 
 [![Scala CI](https://github.com/graphframes/graphframes/actions/workflows/scala-ci.yml/badge.svg)](https://github.com/graphframes/graphframes/actions/workflows/scala-ci.yml)
 [![Python CI](https://github.com/graphframes/graphframes/actions/workflows/python-ci.yml/badge.svg)](https://github.com/graphframes/graphframes/actions/workflows/python-ci.yml)
 [![pages-build-deployment](https://github.com/graphframes/graphframes/actions/workflows/pages/pages-build-deployment/badge.svg)](https://github.com/graphframes/graphframes/actions/workflows/pages/pages-build-deployment)
 [![scala-central-publish](https://github.com/graphframes/graphframes/actions/workflows/scala-publish.yml/badge.svg)](https://github.com/graphframes/graphframes/actions/workflows/scala-publish.yml)
 [![python-pypi-publish](https://github.com/graphframes/graphframes/actions/workflows/python-publish.yml/badge.svg)](https://github.com/graphframes/graphframes/actions/workflows/python-publish.yml)
+![GitHub Release](https://img.shields.io/github/v/release/graphframes/graphframes)
+![GitHub License](https://img.shields.io/github/license/graphframes/graphframes)
+
+
 
 # GraphFrames: DataFrame-based Graphs
 
@@ -26,19 +30,19 @@ GraphFrames scala core and Spark-Connect plugin are published in the Sonatype Ce
 # Interactive Scala/Java
 
 # For Spark 3.5.x, scala 2.12
-$ spark-shell --packages io.graphframes:graphframes-spark3_2.12:0.9.0
+$ spark-shell --packages io.graphframes:graphframes-spark3_2.12:0.9.1
 
 # For Spark 3.5.x, scala 2.13
-$ spark-shell --packages io.graphframes:graphframes-spark3_2.13:0.9.0
+$ spark-shell --packages io.graphframes:graphframes-spark3_2.13:0.9.1
 
 # For Spark 4.0.x
-$ spark-shell --packages io.graphframes:graphframes-spark4_2.13:0.9.0
+$ spark-shell --packages io.graphframes:graphframes-spark4_2.13:0.9.1
 
 # Interactive Python, Spark 3.5.x
-$ pyspark --packages io.graphframes:graphframes-spark3_2.12:0.9.0
+$ pyspark --packages io.graphframes:graphframes-spark3_2.12:0.9.1
 
 # Interactive Python, Spark 4.0.x
-$ pyspark --packages io.graphframes:graphframes-spark4_2.13:0.9.0
+$ pyspark --packages io.graphframes:graphframes-spark4_2.13:0.9.1
 ```
 
 ### GraphFrames Python API
@@ -58,7 +62,7 @@ To add GraphFrames to your spark connect server, you need to specify the plugin
 ```bash
 ./sbin/start-connect-server.sh \
   --conf spark.connect.extensions.relation.classes=org.apache.spark.sql.graphframes.GraphFramesConnect \
-  --packages io.graphframes.graphframes-connect-spark4_2.13:0.9.0
+  --packages io.graphframes.graphframes-connect-spark4_2.13:0.9.1
   --conf spark.checkpoint.dir=${CHECKPOINT_DIR}
 ```
 
@@ -208,14 +212,14 @@ Maven:
     <dependency>
         <groupId>io.graphframes</groupId>
         <artifactId>graphframes-spark4_2.13</artifactId>
-        <version>0.9.0</version>
+        <version>0.9.1</version>
     </dependency>
 </dependencies>
 ```
 
 SBT:
 ```sbt
-libraryDependencies += "io.graphframes" %% "graphframes-spark4" % "0.9.0"
+libraryDependencies += "io.graphframes" %% "graphframes-spark4" % "0.9.1"
 ```
 
 **WARNING!**

diff --git a/docs/_config.yml b/docs/_config.yml
@@ -13,7 +13,7 @@ include:
 
 # These allow the documentation to be updated with newer releases
 # of Spark, Scala, and Mesos.
-GRAPHFRAMES_VERSION: 0.8.4
+GRAPHFRAMES_VERSION: 0.9.1
 #SCALA_BINARY_VERSION: "2.10"
 #SCALA_VERSION: "2.10.4"
 #MESOS_VERSION: 0.21.0

diff --git a/docs/_plugins/copy_api_dirs.rb b/docs/_plugins/copy_api_dirs.rb
@@ -37,7 +37,7 @@
 
     # Copy over the unified ScalaDoc for all projects to api/scala.
     # This directory will be copied over to _site when `jekyll` command is run.
-    source = "../target/scala-2.12/api"
+    source = "../core/target/scala-2.13/api"
     dest = "api/scala"
 
     puts "Making directory " + dest

diff --git a/python/README.md b/python/README.md
@@ -1,17 +1,43 @@
-# GraphFrames `graphframes-py` Python Package
+# GraphFrames Python Package
 
-The is the officila [graphframes-py PyPI package](https://pypi.org/project/graphframes-py/), which is a Python wrapper for the Scala GraphFrames library. This package is maintained by the GraphFrames project and is available on PyPI.
+![PyPI - Downloads](https://img.shields.io/pypi/dm/graphframes-py) ![PyPI - License](https://img.shields.io/pypi/l/graphframes-py) ![PyPI - Version](https://img.shields.io/pypi/v/graphframes-py)
 
-For instructions on GraphFrames, check the project [../README.md](../README.md). See [Installation and Quick-Start](#installation-and-quick-start) for the best way to install and use GraphFrames.
+<img src=https://raw.githubusercontent.com/graphframes/graphframes/refs/heads/master/docs/img/GraphFrames-Logo-Large.png width=500>
+
+https://graphframes.io/
+
+The is the officila [graphframes-py PyPI package](https://pypi.org/project/graphframes-py/), which is a Python wrapper for the Scala GraphFrames library.
+This package is maintained by the GraphFrames project and is available on PyPI.
+
+For instructions on GraphFrames, check the project [README.md](https://github.com/graphframes/graphframes?tab=readme-ov-file#graphframes-dataframe-based-graphs).
+
+See [Installation and Quick-Start](https://github.com/graphframes/graphframes?tab=readme-ov-file#installation-and-quick-start) for the best way to install and use GraphFrames.
+
+## Installation
+
+```bash
+pip install graphframes-py
+```
+
+**NOTE!** *Python distribution does not include JVM-core. You need to add it to your cluster or Spark-Connect server!*
 
 ## Running `graphframes-py`
 
 You should use GraphFrames via the `--packages` argument to `pyspark` or `spark-submit`, but this package is helpful in development environments.
 
 ```bash
-# Interactive Python
-$ pyspark --packages graphframes:graphframes:0.8.4-spark3.5-s_2.12
+# Interactive Python, Spark 3.5.x
+$ pyspark --packages io.graphframes:graphframes-spark3_2.12:0.9.1
 
-# Submit a script in Scala/Java/Python
-$ spark-submit --packages graphframes:graphframes:0.8.4-spark3.5-s_2.12 script.py
+# Interactive Python, Spark 4.0.x
+$ pyspark --packages io.graphframes:graphframes-spark4_2.13:0.9.1
 ```
+
+## Documentation
+
+- [API Reference](https://graphframes.io/api/python/index.html)
+
+## Spark-Connect Note
+
+GraphFrames PySpark is choosing connect or classic implementation implicitly based on the result of `is_remote()`.
+To enforce usage of connect-based implementation, you may export this variable `SPARK_CONNECT_MODE_ENABLED=1`