graphframes
GraphFrames is a package for Apache Spark which provides DataFrame-based Graphs
File Explorer
Download Latest Version (.zip)- bug_report.md
- feature_request.md
- question.md
- docs.yml
- pyspark-client-ci.yml
- python-ci.yml
- python-publish.yml
- scala-ci.yml
- scala-publish.yml
- spellcheck.yml
- pull_request_template.md
- ConnectedComponentsBenchmark.scala
- LabelPropagationBenchmark.scala
- LDBCBenchmarkBase.scala
- LDBCBenchmarkSuite.scala
- ParquetDataLoader.scala
- ShortestPathsBenchmark.scala
- README.md
- sbt
- sbt-launch-lib.bash
- graphframes.proto
- GraphFramesConnectUtils.scala
- GraphFramesConnect.scala
- GraphFramesConnect.scala
- TriangleCountExample.java
- FiniteAXPlusB.scala
- KCoreMerge.scala
- KMinSampling.scala
- GraphFramesConf.scala
- SamplingConvolution.scala
- Hash2Vec.scala
- RandomWalkEmbeddings.scala
- BeliefPropagation.scala
- ConnectedComponentsLDBC.scala
- EmbeddingsExample.scala
- Graphs.scala
- LDBCUtils.scala
- RWExample.scala
- AggregateMessages.scala
- AggregateNeighbors.scala
- AllPaths.scala
- BFS.scala
- ConnectedComponents.scala
- DetectingCycles.scala
- GraphXConversions.scala
- HyperANF.scala
- KCore.scala
- LabelPropagation.scala
- MaximalIndependentSet.scala
- PageRank.scala
- ParallelPersonalizedPageRank.scala
- Pregel.scala
- RandomizedContraction.scala
- ShortestPaths.scala
- StronglyConnectedComponents.scala
- StructureAwareLabelPropagation.scala
- SVDPlusPlus.scala
- TriangleCount.scala
- TwoPhase.scala
- patterns.scala
- EdgePropertyGroup.scala
- PropertyGroup.scala
- VertexPropertyGroup.scala
- PropertyGraphFrame.scala
- RandomWalkBase.scala
- RandomWalkWithRestart.scala
- exceptions.scala
- GraphFrame.scala
- GraphFramePythonAPI.scala
- Logging.scala
- mixins.scala
- SparkShims.scala
- SparkShims.scala
- als-test.data
- log4j.properties
- log4j2.properties
- KMinSamplingSuite.scala
- SamplingConvolutionSuite.scala
- Hash2VecSuite.scala
- BeliefPropagationSuite.scala
- GraphsSuite.scala
- TestLDBCCases.scala
- AggregateMessagesSuite.scala
- AggregateNeighborsSuite.scala
- AllPathsSuite.scala
- BFSSuite.scala
- ConnectedComponentsSuite.scala
- DetectingCyclesSuite.scala
- HyperANFSuite.scala
- KCoreSuite.scala
- LabelPropagationSuite.scala
- MaximalIndependentSetSuite.scala
- PageRankSuite.scala
- ParallelPersonalizedPageRankSuite.scala
- PregelSuite.scala
- RandomizedContractionSuite.scala
- ShortestPathsSuite.scala
- StronglyConnectedComponentsSuite.scala
- StructureAwareLabelPropagation.scala
- SVDPlusPlusSuite.scala
- TriangleCountSuite.scala
- PatternSuite.scala
- PropertyGraphFrameTest.scala
- RandomWalkWithRestartSuite.scala
- GraphFrameSuite.scala
- GraphFrameTestSparkContext.scala
- PatternMatchSuite.scala
- SparkFunSuite.scala
- SparkShimsSuite.scala
- TestUtils.scala
- restore_mtime.py
- run_doc_benchmarks.py
- 01-installation.md
- 01-index.md
- 02-architecture.md
- 03-benchmarks.md
- directory.conf
- 02-quick-start.md
- directory.conf
- 01-tutorials.md
- 02-motif-tutorial.md
- directory.conf
- 01-creating-graphframes.md
- 02-basic-operations.md
- 03-centralities.md
- 04-motif-finding.md
- 05-traversals.md
- 06-graph-clustering.md
- 07-subgraphs.md
- 08-saving-and-loading.md
- 09-aggregate-messages.md
- 10-pregel.md
- 11-property-graphs.md
- 12-graphx-conversion.md
- 13-configurations.md
- 14-special-columns.md
- 15-graph-ml.md
- directory.conf
- 01-index.md
- 1000-graphframes-is-back.md
- 996-graphframes-012-release.md
- 997-graphframes-011-release.md
- 998-graphframes-010-release.md
- 999-graphframes-093-release.md
- directory.conf
- 01-contributing-guide.md
- 02-community.md
- directory.conf
- directory.conf
- graphframes-overview.png
- pregel-pagerank.png
- property-graph-example.png
- 4-node-directed-graphlets.png
- android-chrome-192x192.png
- android-chrome-512x512.png
- apple-touch-icon.png
- Directed-Graphlet-G17.png
- Directed-Graphlet-G22.png
- Directed-Graphlet-G30.png
- directed_graphlets.webp
- favicon-16x16.png
- favicon-32x32.png
- favicon.ico
- G11_motif.png
- G4_and_G5_directed_network_motif.png
- GraphFrames-Logo-Dark-Small.png
- GraphFrames-Logo-Large.png
- GraphFrames-Logo-Small.png
- graphframes_logo.png
- java-sm.png
- logo-dark.png
- python-sm.png
- scala-sm.png
- site.webmanifest
- llms.txt
- EdgeActiveness.java
- TripletFields.java
- EdgePartition.scala
- EdgePartitionBuilder.scala
- EdgeRDDImpl.scala
- GraphImpl.scala
- package.scala
- ReplicatedVertexView.scala
- RoutingTablePartition.scala
- ShippableVertexPartition.scala
- VertexPartition.scala
- VertexPartitionBase.scala
- VertexPartitionBaseOps.scala
- VertexRDDImpl.scala
- ConnectedComponents.scala
- LabelPropagation.scala
- package-info.java
- package.scala
- PageRank.scala
- ShortestPaths.scala
- StronglyConnectedComponents.scala
- SVDPlusPlus.scala
- TriangleCount.scala
- GraphXPrimitiveKeyOpenHashMap.scala
- GraphGenerators.scala
- package-info.java
- package.scala
- PeriodicGraphCheckpointer.scala
- Edge.scala
- EdgeContext.scala
- EdgeDirection.scala
- EdgeRDD.scala
- EdgeTriplet.scala
- Graph.scala
- GraphLoader.scala
- GraphOps.scala
- GraphXUtils.scala
- package-info.java
- package.scala
- PartitionStrategy.scala
- Pregel.scala
- VertexRDD.scala
- log4j2.properties
- EdgePartitionSuite.scala
- VertexPartitionSuite.scala
- ConnectedComponentsSuite.scala
- LabelPropagationSuite.scala
- PageRankSuite.scala
- ShortestPathsSuite.scala
- StronglyConnectedComponentsSuite.scala
- SVDPlusPlusSuite.scala
- TriangleCountSuite.scala
- GraphGeneratorsSuite.scala
- PeriodicGraphCheckpointerSuite.scala
- EdgeRDDSuite.scala
- EdgeSuite.scala
- GraphLoaderSuite.scala
- GraphOpsSuite.scala
- GraphSuite.scala
- LocalSparkContext.scala
- PregelSuite.scala
- VertexRDDSuite.scala
- build.properties
- LaikaCustomDirectives.scala
- LaikaCustoms.scala
- plugins.sbt
- build_jar.py
- run_connect.py
- stop_connect.py
- layout.html
- pygraphframes.css
- pygraphframes.js
- conf.py
- epytext.py
- graphframes.examples.rst
- graphframes.lib.rst
- graphframes.rst
- index.rst
- Makefile
- underscores.py
- graphframe.py
- utils.py
- graphframes_pb2.py
- graphframes_pb2.pyi
- graphframes_pb2_grpc.py
- __init__.py
- graphframes_client.py
- utils.py
- __init__.py
- belief_propagation.py
- graphs.py
- __init__.py
- utils.py
- __init__.py
- aggregate_messages.py
- pregel.py
- __init__.py
- property_graphframe.py
- property_groups.py
- download.py
- motif.py
- stackexchange.py
- utils.py
- __init__.py
- console.py
- graphframe.py
- __init__.py
- test_property_graphframe.py
- __init__.py
- conftest.py
- test_graphframes.py
- .gitignore
- MANIFEST.in
- poetry.lock
- pyproject.toml
- README.md
- spark-package-deps.txt
- tox.ini
- .codespellrc
- .gitignore
- .mailmap
- .pre-commit-config.yaml
- .scalafix.conf
- .scalafmt.conf
- AGENTS.md
- buf.gen.yaml
- buf.yaml
- build.sbt
- CONTRIBUTING.md
- Dockerfile
- LICENSE
- NOTICE
- README.md
π Installation Guide
1. Get the code
git clone https://github.com/graphframes/graphframes
Downloads the entire project code from GitHub to your computer.
cd graphframes
Moves into the project folder you just downloaded.
2. Docker
Easy RecommendedPrerequisites
- Git Needed to download the project code from GitHub.
- Docker Desktop Needed to build and run containers. Install it and keep it running in the background.
docker build -t graphframes .
Builds a runnable image based on the Dockerfile.
docker run -p 8080:80 graphframes
Runs the built image as an actual container.
Run docker compose ps to check the containers are Up. If the README mentions a port, open http://localhost:PORT in your browser.
3. Python
EasyPrerequisites
pip install .
Installs the package published on PyPI directly β no need to clone the source.
python <μ€νν νμΌλͺ
>.py # READMEμμ μ νν μ€ν νμΌλͺ
μ νμΈνμΈμ
Runs the Python script (or module).
If it runs without errors and prints output in the terminal, it worked.
4. Make
MediumPrerequisites
- Git Needed to download the project code from GitHub.
- Make Usually pre-installed on Linux/macOS. On Windows, install separately (e.g. via MSYS2 or WSL).
cd python/docs
This project's files live in a subfolder, so move into it first.
make
Compiles the code based on the generated build configuration to produce an executable.
If it finishes without errors, it worked. Try running the generated executable directly.
// repository documentation
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