René's URL Explorer Experiment


Title: feat: random walks and embeddings by SemyonSinchenko · Pull Request #752 · graphframes/graphframes · GitHub

Open Graph Title: feat: random walks and embeddings by SemyonSinchenko · Pull Request #752 · graphframes/graphframes

X Title: feat: random walks and embeddings by SemyonSinchenko · Pull Request #752 · graphframes/graphframes

Description: What changes were proposed in this pull request? RandomWalks Base RandomWalks with Restart Impl Edges Sampling API Why are the changes needed? Close #726 Close #324

Open Graph Description: What changes were proposed in this pull request? RandomWalks Base RandomWalks with Restart Impl Edges Sampling API Why are the changes needed? Close #726 Close #324

X Description: What changes were proposed in this pull request? RandomWalks Base RandomWalks with Restart Impl Edges Sampling API Why are the changes needed? Close #726 Close #324

Opengraph URL: https://github.com/graphframes/graphframes/pull/752

X: @github

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Merge remote-tracking branch 'graphframes/main' into 726-sampling-apihttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/08ee0eb74ac24eab57cd71d88e89ea3417750676
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docstrings to RandomWalkBase and RandomWalkWithRestarthttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/579a5c36b658a8f251bf1d031ff8cd80b2ff2ec0
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Fix RandomWalk implementation bugs and add examplehttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/16dd46ccd7b7db550226624f3363b03dc6407d29
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Add Word2VecHashingTrick implementation for graph embeddingshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/965dea8286dfefca033e5a414f46d6b21f6e2a96
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Implement reservoir sampling for neighbor selection in random walkshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/3260cc97adcafcffada32fb156f407b71e3c6c61
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docstrings + scalfixhttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/2113376e4afae89355090983898042c0edf33036
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fixes in build and codehttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/a9ce66589294a5b79b7633301667d67c1538b004
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Big updatehttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/0d5da92f8ad8274aa9533e47cd6f4f3c4ada237c
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workaround scala 2.13 deprecation of Searching.searchhttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/5084d88cf5f8e1a06290446027f8370124238947
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SemyonSinchenkohttps://patch-diff.githubusercontent.com/SemyonSinchenko
December 30, 2025 15:28https://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752#commits-pushed-0a9dc90
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Fixeshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/0a9dc90ceaa8d872f8881bbca4bef9a19a312617
0a9dc90https://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/0a9dc90ceaa8d872f8881bbca4bef9a19a312617
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Fix accesshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/f7a9aeb1e27f61c009aa962f6b0b2904a78ab2ee
f7a9aebhttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/f7a9aeb1e27f61c009aa962f6b0b2904a78ab2ee
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SemyonSinchenkohttps://patch-diff.githubusercontent.com/SemyonSinchenko
Dec 30, 2025https://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752#issuecomment-3699785078
https://issues.apache.org/jira/browse/SPARK-52819https://issues.apache.org/jira/browse/SPARK-52819
Please reload this pagehttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752
SemyonSinchenkohttps://patch-diff.githubusercontent.com/SemyonSinchenko
December 30, 2025 17:37https://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752#commits-pushed-acc5a2c
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fallback to java Serializationhttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/acc5a2c81b97599a23728e5e2700578445e663b3
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Fix some bugshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/8b20f0092cee671e1d395b19caa187bce26ef815
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Sampling Convolution tests and docstringshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/538a72d7e6d0ec8e2b1ad55e08dabca9e90d2c72
538a72dhttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/538a72d7e6d0ec8e2b1ad55e08dabca9e90d2c72
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docstrings for RW Emebddingshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/3548bb163986c1d031af58f4be80a89d7f13e416
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Python APIhttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/3df9282a4765824644b6733d534e936fc50b6b46
3df9282https://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/3df9282a4765824644b6733d534e936fc50b6b46
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hash2vec testshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/af97cacb2aab44868e97eae7153b2237f794e6d8
af97cachttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/af97cacb2aab44868e97eae7153b2237f794e6d8
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Explicit typeshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/5d724b56ca3e627203015fd4a888746e9fe134b7
5d724b5https://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/5d724b56ca3e627203015fd4a888746e9fe134b7
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.../graphframes/embeddings/RandomWalkEmbeddings.scalahttps://app.codecov.io/gh/graphframes/graphframes/pull/752?src=pr&el=tree&filepath=core%2Fsrc%2Fmain%2Fscala%2Forg%2Fgraphframes%2Fembeddings%2FRandomWalkEmbeddings.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=graphframes#diff-Y29yZS9zcmMvbWFpbi9zY2FsYS9vcmcvZ3JhcGhmcmFtZXMvZW1iZWRkaW5ncy9SYW5kb21XYWxrRW1iZWRkaW5ncy5zY2FsYQ==
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...ark/sql/graphframes/expressions/KMinSampling.scalahttps://app.codecov.io/gh/graphframes/graphframes/pull/752?src=pr&el=tree&filepath=core%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fgraphframes%2Fexpressions%2FKMinSampling.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=graphframes#diff-Y29yZS9zcmMvbWFpbi9zY2FsYS9vcmcvYXBhY2hlL3NwYXJrL3NxbC9ncmFwaGZyYW1lcy9leHByZXNzaW9ucy9LTWluU2FtcGxpbmcuc2NhbGE=
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...a/org/graphframes/examples/EmbeddingsExample.scalahttps://app.codecov.io/gh/graphframes/graphframes/pull/752?src=pr&el=tree&filepath=core%2Fsrc%2Fmain%2Fscala%2Forg%2Fgraphframes%2Fexamples%2FEmbeddingsExample.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=graphframes#diff-Y29yZS9zcmMvbWFpbi9zY2FsYS9vcmcvZ3JhcGhmcmFtZXMvZXhhbXBsZXMvRW1iZWRkaW5nc0V4YW1wbGUuc2NhbGE=
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...park/sql/graphframes/GraphFramesConnectUtils.scalahttps://app.codecov.io/gh/graphframes/graphframes/pull/752?src=pr&el=tree&filepath=connect%2Fsrc%2Fmain%2Fscala%2Forg%2Fapache%2Fspark%2Fsql%2Fgraphframes%2FGraphFramesConnectUtils.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=graphframes#diff-Y29ubmVjdC9zcmMvbWFpbi9zY2FsYS9vcmcvYXBhY2hlL3NwYXJrL3NxbC9ncmFwaGZyYW1lcy9HcmFwaEZyYW1lc0Nvbm5lY3RVdGlscy5zY2FsYQ==
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...ain/scala/org/graphframes/examples/RWExample.scalahttps://app.codecov.io/gh/graphframes/graphframes/pull/752?src=pr&el=tree&filepath=core%2Fsrc%2Fmain%2Fscala%2Forg%2Fgraphframes%2Fexamples%2FRWExample.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=graphframes#diff-Y29yZS9zcmMvbWFpbi9zY2FsYS9vcmcvZ3JhcGhmcmFtZXMvZXhhbXBsZXMvUldFeGFtcGxlLnNjYWxh
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...in/scala/org/graphframes/embeddings/Hash2Vec.scalahttps://app.codecov.io/gh/graphframes/graphframes/pull/752?src=pr&el=tree&filepath=core%2Fsrc%2Fmain%2Fscala%2Forg%2Fgraphframes%2Fembeddings%2FHash2Vec.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=graphframes#diff-Y29yZS9zcmMvbWFpbi9zY2FsYS9vcmcvZ3JhcGhmcmFtZXMvZW1iZWRkaW5ncy9IYXNoMlZlYy5zY2FsYQ==
13 Missing ⚠️ https://app.codecov.io/gh/graphframes/graphframes/pull/752?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=graphframes
...main/scala/org/graphframes/rw/RandomWalkBase.scalahttps://app.codecov.io/gh/graphframes/graphframes/pull/752?src=pr&el=tree&filepath=core%2Fsrc%2Fmain%2Fscala%2Forg%2Fgraphframes%2Frw%2FRandomWalkBase.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=graphframes#diff-Y29yZS9zcmMvbWFpbi9zY2FsYS9vcmcvZ3JhcGhmcmFtZXMvcncvUmFuZG9tV2Fsa0Jhc2Uuc2NhbGE=
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...re/src/main/scala/org/graphframes/GraphFrame.scalahttps://app.codecov.io/gh/graphframes/graphframes/pull/752?src=pr&el=tree&filepath=core%2Fsrc%2Fmain%2Fscala%2Forg%2Fgraphframes%2FGraphFrame.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=graphframes#diff-Y29yZS9zcmMvbWFpbi9zY2FsYS9vcmcvZ3JhcGhmcmFtZXMvR3JhcGhGcmFtZS5zY2FsYQ==
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...graphframes/convolutions/SamplingConvolution.scalahttps://app.codecov.io/gh/graphframes/graphframes/pull/752?src=pr&el=tree&filepath=core%2Fsrc%2Fmain%2Fscala%2Forg%2Fgraphframes%2Fconvolutions%2FSamplingConvolution.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=graphframes#diff-Y29yZS9zcmMvbWFpbi9zY2FsYS9vcmcvZ3JhcGhmcmFtZXMvY29udm9sdXRpb25zL1NhbXBsaW5nQ29udm9sdXRpb24uc2NhbGE=
2 Missing ⚠️ https://app.codecov.io/gh/graphframes/graphframes/pull/752?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=graphframes
...13/org/graphframes/internal/CollectionCompat.scalahttps://app.codecov.io/gh/graphframes/graphframes/pull/752?src=pr&el=tree&filepath=core%2Fsrc%2Fmain%2Fscala-2.13%2Forg%2Fgraphframes%2Finternal%2FCollectionCompat.scala&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=graphframes#diff-Y29yZS9zcmMvbWFpbi9zY2FsYS0yLjEzL29yZy9ncmFwaGZyYW1lcy9pbnRlcm5hbC9Db2xsZWN0aW9uQ29tcGF0LnNjYWxh
1 Missing ⚠️ https://app.codecov.io/gh/graphframes/graphframes/pull/752?src=pr&el=tree&utm_medium=referral&utm_source=github&utm_content=comment&utm_campaign=pr+comments&utm_term=graphframes
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Please reload this pagehttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752
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January 2, 2026 15:36https://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752#commits-pushed-526330c
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hash2vec and random walks with restart testshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/526330c09251b5e79436820af6b0cfca59a439e3
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Merge remote-tracking branch 'graphframes/main' into 726-sampling-apihttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/061fab36410b81dc919f8d65660bbbe9a708c807
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performancehttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/7e77bc996b8b92776390e49cde54a5c417556f85
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ignore unused nowarnhttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/02c22f81021b44bf7e9632ac0bcbb553e6737278
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performance + cached walks support + continous modehttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/97d529a1022f58b885a0b3f07afd102eae3ebcbf
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Merge remote-tracking branch 'graphframes/main' into 726-sampling-apihttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/cc7f908e1c5b2cb28c5e7e1d2e3ec9bf0b7485fb
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fix rw and update the branchhttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/48e981a4a651153e33ee2a78ea14d11fdf7e2617
48e981ahttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/48e981a4a651153e33ee2a78ea14d11fdf7e2617
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fixhttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/de63a45b94285afda894df56b39d5249cad33ade
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Jan 7, 2026https://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752#event-21899949797
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January 7, 2026 17:06https://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752#commits-pushed-e1cf2a4
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protobuf & connecthttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/e1cf2a42344ec082d83c8bb5be8f207aa8341496
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public API for embeddings and small refactoring of methodshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/d2780a4685f2ab361253eaf49ba501a4edffb13c
d2780a4https://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/d2780a4685f2ab361253eaf49ba501a4edffb13c
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initial Py API for embeddingshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/a294c038b82eb6c3fea87213b126a5eb10fa3505
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fixhttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/60ca7e50c915d2d7d77acc244077e4db11901c70
60ca7e5https://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/60ca7e50c915d2d7d77acc244077e4db11901c70
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tests + docshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/6583c20ce7961b22a4ee1a4d1b5ac470539a3eae
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fix connect testshttps://patch-diff.githubusercontent.com/graphframes/graphframes/pull/752/commits/54ee3d743db2e215692efda7bdad73f274aeffcb
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