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  1. Spark
  2. SPARK-25268

runParallelPersonalizedPageRank throws serialization Exception

    Details

    • Type: Bug
    • Status: Resolved
    • Priority: Critical
    • Resolution: Fixed
    • Affects Version/s: 2.4.0
    • Fix Version/s: 2.4.0
    • Component/s: GraphX
    • Labels:
      None
    • Target Version/s:

      Description

      A recent change to PageRank introduced a bug in the ParallelPersonalizedPageRank implementation. The change prevents serialization of a Map which needs to be broadcast to all workers. The issue is in this line here: https://github.com/apache/spark/blob/6c5cb85856235efd464b109558896f81ae2c4c75/graphx/src/main/scala/org/apache/spark/graphx/lib/PageRank.scala#L201

      Because graphx units tests are run in local mode, the Serialization issue is not caught.

       

      [info] - Star example parallel personalized PageRank *** FAILED *** (2 seconds, 160 milliseconds)
      [info] java.io.NotSerializableException: scala.collection.immutable.MapLike$$anon$2
      [info] Serialization stack:
      [info] - object not serializable (class: scala.collection.immutable.MapLike$$anon$2, value: Map(1 -> SparseVector(3)((0,1.0)), 2 -> SparseVector(3)((1,1.0)), 3 -> SparseVector(3)((2,1.0))))
      [info] at org.apache.spark.serializer.SerializationDebugger$.improveException(SerializationDebugger.scala:40)
      [info] at org.apache.spark.serializer.JavaSerializationStream.writeObject(JavaSerializer.scala:46)
      [info] at org.apache.spark.broadcast.TorrentBroadcast$$anonfun$blockifyObject$2.apply(TorrentBroadcast.scala:291)
      [info] at org.apache.spark.broadcast.TorrentBroadcast$$anonfun$blockifyObject$2.apply(TorrentBroadcast.scala:291)
      [info] at org.apache.spark.util.Utils$.tryWithSafeFinally(Utils.scala:1348)
      [info] at org.apache.spark.broadcast.TorrentBroadcast$.blockifyObject(TorrentBroadcast.scala:292)
      [info] at org.apache.spark.broadcast.TorrentBroadcast.writeBlocks(TorrentBroadcast.scala:127)
      [info] at org.apache.spark.broadcast.TorrentBroadcast.<init>(TorrentBroadcast.scala:88)
      [info] at org.apache.spark.broadcast.TorrentBroadcastFactory.newBroadcast(TorrentBroadcastFactory.scala:34)
      [info] at org.apache.spark.broadcast.BroadcastManager.newBroadcast(BroadcastManager.scala:62)
      [info] at org.apache.spark.SparkContext.broadcast(SparkContext.scala:1489)
      [info] at org.apache.spark.graphx.lib.PageRank$.runParallelPersonalizedPageRank(PageRank.scala:205)
      [info] at org.apache.spark.graphx.lib.GraphXHelpers$.runParallelPersonalizedPageRank(GraphXHelpers.scala:31)
      [info] at org.graphframes.lib.ParallelPersonalizedPageRank$.run(ParallelPersonalizedPageRank.scala:115)
      [info] at org.graphframes.lib.ParallelPersonalizedPageRank.run(ParallelPersonalizedPageRank.scala:84)
      [info] at org.graphframes.lib.ParallelPersonalizedPageRankSuite$$anonfun$2.apply$mcV$sp(ParallelPersonalizedPageRankSuite.scala:62)
      [info] at org.graphframes.lib.ParallelPersonalizedPageRankSuite$$anonfun$2.apply(ParallelPersonalizedPageRankSuite.scala:51)
      [info] at org.graphframes.lib.ParallelPersonalizedPageRankSuite$$anonfun$2.apply(ParallelPersonalizedPageRankSuite.scala:51)
      [info] at org.scalatest.Transformer$$anonfun$apply$1.apply$mcV$sp(Transformer.scala:22)
      [info] at org.scalatest.OutcomeOf$class.outcomeOf(OutcomeOf.scala:85)
      [info] at org.scalatest.OutcomeOf$.outcomeOf(OutcomeOf.scala:104)
      [info] at org.scalatest.Transformer.apply(Transformer.scala:22)
      [info] at org.scalatest.Transformer.apply(Transformer.scala:20)
      [info] at org.scalatest.FunSuiteLike$$anon$1.apply(FunSuiteLike.scala:166)
      [info] at org.graphframes.SparkFunSuite.withFixture(SparkFunSuite.scala:40)
      [info] at org.scalatest.FunSuiteLike$class.invokeWithFixture$1(FunSuiteLike.scala:163)
      [info] at org.scalatest.FunSuiteLike$$anonfun$runTest$1.apply(FunSuiteLike.scala:175)
      [info] at org.scalatest.FunSuiteLike$$anonfun$runTest$1.apply(FunSuiteLike.scala:175)
      [info] at org.scalatest.SuperEngine.runTestImpl(Engine.scala:306)
      [info] at org.scalatest.FunSuiteLike$class.runTest(FunSuiteLike.scala:175)
      [info] at org.scalatest.FunSuite.runTest(FunSuite.scala:1555)
      [info] at org.scalatest.FunSuiteLike$$anonfun$runTests$1.apply(FunSuiteLike.scala:208)
      [info] at org.scalatest.FunSuiteLike$$anonfun$runTests$1.apply(FunSuiteLike.scala:208)
      [info] at org.scalatest.SuperEngine$$anonfun$traverseSubNodes$1$1.apply(Engine.scala:413)
      [info] at org.scalatest.SuperEngine$$anonfun$traverseSubNodes$1$1.apply(Engine.scala:401)
      [info] at scala.collection.immutable.List.foreach(List.scala:383)
      [info] at org.scalatest.SuperEngine.traverseSubNodes$1(Engine.scala:401)
      [info] at org.scalatest.SuperEngine.org$scalatest$SuperEngine$$runTestsInBranch(Engine.scala:396)
      [info] at org.scalatest.SuperEngine.runTestsImpl(Engine.scala:483)
      [info] at org.scalatest.FunSuiteLike$class.runTests(FunSuiteLike.scala:208)
      [info] at org.scalatest.FunSuite.runTests(FunSuite.scala:1555)
      [info] at org.scalatest.Suite$class.run(Suite.scala:1424)
      [info] at org.scalatest.FunSuite.org$scalatest$FunSuiteLike$$super$run(FunSuite.scala:1555)
      [info] at org.scalatest.FunSuiteLike$$anonfun$run$1.apply(FunSuiteLike.scala:212)
      [info] at org.scalatest.FunSuiteLike$$anonfun$run$1.apply(FunSuiteLike.scala:212)
      [info] at org.scalatest.SuperEngine.runImpl(Engine.scala:545)
      [info] at org.scalatest.FunSuiteLike$class.run(FunSuiteLike.scala:212)
      [info] at org.graphframes.lib.ParallelPersonalizedPageRankSuite.org$scalatest$BeforeAndAfterAll$$super$run(ParallelPersonalizedPageRankSuite.scala:27)
      [info] at org.scalatest.BeforeAndAfterAll$class.liftedTree1$1(BeforeAndAfterAll.scala:257)
      [info] at org.scalatest.BeforeAndAfterAll$class.run(BeforeAndAfterAll.scala:256)
      [info] at org.graphframes.lib.ParallelPersonalizedPageRankSuite.run(ParallelPersonalizedPageRankSuite.scala:27)
      [info] at org.scalatest.tools.Framework.org$scalatest$tools$Framework$$runSuite(Framework.scala:357)
      [info] at org.scalatest.tools.Framework$ScalaTestTask.execute(Framework.scala:502)
      [info] at sbt.ForkMain$Run$2.call(ForkMain.java:296)
      [info] at sbt.ForkMain$Run$2.call(ForkMain.java:286)
      [info] at java.util.concurrent.FutureTask.run(FutureTask.java:266)
      [info] at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
      [info] at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
      [info] at java.lang.Thread.run(Thread.java:745)

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              • Assignee:
                shahid shahid
                Reporter:
                bago.amirbekian Bago Amirbekian
                Shepherd:
                Joseph K. Bradley
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                • Created:
                  Updated:
                  Resolved: