Yunfeng Zhou created FLINK-27084:
------------------------------------
Summary: Perround mode recreating operator fails
Key: FLINK-27084
URL: https://issues.apache.org/jira/browse/FLINK-27084
Project: Flink
Issue Type: Bug
Components: Library / Machine Learning
Affects Versions: ml-2.0.0
Environment: Flink 1.14.0, Flink ML 2.0.0
Reporter: Yunfeng Zhou
When I was trying to submit a job containing Flink ML KMeans operator to a
Flink cluster, the following exception is thrown out.
{code:java}
The program finished with the following
exception:org.apache.flink.client.program.ProgramInvocationException: The main
method caused an error:
org.apache.flink.client.program.ProgramInvocationException: Job failed (JobID:
8ba9d3173d1c83eb4803298f81349aea)
at
org.apache.flink.client.program.PackagedProgram.callMainMethod(PackagedProgram.java:372)
at
org.apache.flink.client.program.PackagedProgram.invokeInteractiveModeForExecution(PackagedProgram.java:222)
at org.apache.flink.client.ClientUtils.executeProgram(ClientUtils.java:114)
at org.apache.flink.client.cli.CliFrontend.executeProgram(CliFrontend.java:812)
at org.apache.flink.client.cli.CliFrontend.run(CliFrontend.java:246)
at org.apache.flink.client.cli.CliFrontend.parseAndRun(CliFrontend.java:1054)
at org.apache.flink.client.cli.CliFrontend.lambda$main$10(CliFrontend.java:1132)
at
org.apache.flink.runtime.security.contexts.NoOpSecurityContext.runSecured(NoOpSecurityContext.java:28)
at org.apache.flink.client.cli.CliFrontend.main(CliFrontend.java:1132)
Caused by: java.util.concurrent.ExecutionException:
org.apache.flink.client.program.ProgramInvocationException: Job failed (JobID:
8ba9d3173d1c83eb4803298f81349aea)
at java.util.concurrent.CompletableFuture.reportGet(CompletableFuture.java:357)
at java.util.concurrent.CompletableFuture.get(CompletableFuture.java:1908)
at
org.apache.flink.client.program.StreamContextEnvironment.getJobExecutionResult(StreamContextEnvironment.java:123)
at
org.apache.flink.client.program.StreamContextEnvironment.execute(StreamContextEnvironment.java:80)
at
org.apache.flink.streaming.api.environment.StreamExecutionEnvironment.execute(StreamExecutionEnvironment.java:1898)
at
org.apache.flink.ml.benchmark.BenchmarkUtils.runBenchmark(BenchmarkUtils.java:127)
at
org.apache.flink.ml.benchmark.BenchmarkUtils.runBenchmark(BenchmarkUtils.java:84)
at org.apache.flink.ml.benchmark.Benchmark.main(Benchmark.java:50)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
at
sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
at java.lang.reflect.Method.invoke(Method.java:498)
at
org.apache.flink.client.program.PackagedProgram.callMainMethod(PackagedProgram.java:355)
... 8 more
Caused by: org.apache.flink.client.program.ProgramInvocationException: Job
failed (JobID: 8ba9d3173d1c83eb4803298f81349aea)
at
org.apache.flink.client.deployment.ClusterClientJobClientAdapter.lambda$null$6(ClusterClientJobClientAdapter.java:125)
at java.util.concurrent.CompletableFuture.uniApply(CompletableFuture.java:616)
at
java.util.concurrent.CompletableFuture$UniApply.tryFire(CompletableFuture.java:591)
at
java.util.concurrent.CompletableFuture.postComplete(CompletableFuture.java:488)
at java.util.concurrent.CompletableFuture.complete(CompletableFuture.java:1975)
at
org.apache.flink.util.concurrent.FutureUtils.lambda$retryOperationWithDelay$9(FutureUtils.java:403)
at
java.util.concurrent.CompletableFuture.uniWhenComplete(CompletableFuture.java:774)
at
java.util.concurrent.CompletableFuture$UniWhenComplete.tryFire(CompletableFuture.java:750)
at
java.util.concurrent.CompletableFuture.postComplete(CompletableFuture.java:488)
at java.util.concurrent.CompletableFuture.complete(CompletableFuture.java:1975)
at
org.apache.flink.client.program.rest.RestClusterClient.lambda$pollResourceAsync$26(RestClusterClient.java:698)
at
java.util.concurrent.CompletableFuture.uniWhenComplete(CompletableFuture.java:774)
at
java.util.concurrent.CompletableFuture$UniWhenComplete.tryFire(CompletableFuture.java:750)
at
java.util.concurrent.CompletableFuture.postComplete(CompletableFuture.java:488)
at java.util.concurrent.CompletableFuture.complete(CompletableFuture.java:1975)
at
org.apache.flink.util.concurrent.FutureUtils.lambda$retryOperationWithDelay$9(FutureUtils.java:403)
at
java.util.concurrent.CompletableFuture.uniWhenComplete(CompletableFuture.java:774)
at
java.util.concurrent.CompletableFuture$UniWhenComplete.tryFire(CompletableFuture.java:750)
at
java.util.concurrent.CompletableFuture.postComplete(CompletableFuture.java:488)
at java.util.concurrent.CompletableFuture.postFire(CompletableFuture.java:575)
at
java.util.concurrent.CompletableFuture$UniCompose.tryFire(CompletableFuture.java:943)
at
java.util.concurrent.CompletableFuture$Completion.run(CompletableFuture.java:456)
at
java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149)
at
java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624)
at java.lang.Thread.run(Thread.java:748)
Caused by: org.apache.flink.runtime.client.JobExecutionException: Job execution
failed.
at
org.apache.flink.runtime.jobmaster.JobResult.toJobExecutionResult(JobResult.java:144)
at
org.apache.flink.client.deployment.ClusterClientJobClientAdapter.lambda$null$6(ClusterClientJobClientAdapter.java:123)
... 24 more
Caused by: org.apache.flink.runtime.JobException: Recovery is suppressed by
NoRestartBackoffTimeStrategy
at
org.apache.flink.runtime.executiongraph.failover.flip1.ExecutionFailureHandler.handleFailure(ExecutionFailureHandler.java:138)
at
org.apache.flink.runtime.executiongraph.failover.flip1.ExecutionFailureHandler.getFailureHandlingResult(ExecutionFailureHandler.java:82)
at
org.apache.flink.runtime.scheduler.DefaultScheduler.handleTaskFailure(DefaultScheduler.java:252)
at
org.apache.flink.runtime.scheduler.DefaultScheduler.maybeHandleTaskFailure(DefaultScheduler.java:242)
at
org.apache.flink.runtime.scheduler.DefaultScheduler.updateTaskExecutionStateInternal(DefaultScheduler.java:233)
at
org.apache.flink.runtime.scheduler.SchedulerBase.updateTaskExecutionState(SchedulerBase.java:684)
at
org.apache.flink.runtime.scheduler.SchedulerNG.updateTaskExecutionState(SchedulerNG.java:79)
at
org.apache.flink.runtime.jobmaster.JobMaster.updateTaskExecutionState(JobMaster.java:444)
at sun.reflect.GeneratedMethodAccessor18.invoke(Unknown Source)
at
sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
at java.lang.reflect.Method.invoke(Method.java:498)
at
org.apache.flink.runtime.rpc.akka.AkkaRpcActor.lambda$handleRpcInvocation$1(AkkaRpcActor.java:316)
at
org.apache.flink.runtime.concurrent.akka.ClassLoadingUtils.runWithContextClassLoader(ClassLoadingUtils.java:83)
at
org.apache.flink.runtime.rpc.akka.AkkaRpcActor.handleRpcInvocation(AkkaRpcActor.java:314)
at
org.apache.flink.runtime.rpc.akka.AkkaRpcActor.handleRpcMessage(AkkaRpcActor.java:217)
at
org.apache.flink.runtime.rpc.akka.FencedAkkaRpcActor.handleRpcMessage(FencedAkkaRpcActor.java:78)
at
org.apache.flink.runtime.rpc.akka.AkkaRpcActor.handleMessage(AkkaRpcActor.java:163)
at akka.japi.pf.UnitCaseStatement.apply(CaseStatements.scala:24)
at akka.japi.pf.UnitCaseStatement.apply(CaseStatements.scala:20)
at scala.PartialFunction.applyOrElse(PartialFunction.scala:123)
at scala.PartialFunction.applyOrElse$(PartialFunction.scala:122)
at akka.japi.pf.UnitCaseStatement.applyOrElse(CaseStatements.scala:20)
at scala.PartialFunction$OrElse.applyOrElse(PartialFunction.scala:171)
at scala.PartialFunction$OrElse.applyOrElse(PartialFunction.scala:172)
at scala.PartialFunction$OrElse.applyOrElse(PartialFunction.scala:172)
at akka.actor.Actor.aroundReceive(Actor.scala:537)
at akka.actor.Actor.aroundReceive$(Actor.scala:535)
at akka.actor.AbstractActor.aroundReceive(AbstractActor.scala:220)
at akka.actor.ActorCell.receiveMessage(ActorCell.scala:580)
at akka.actor.ActorCell.invoke(ActorCell.scala:548)
at akka.dispatch.Mailbox.processMailbox(Mailbox.scala:270)
at akka.dispatch.Mailbox.run(Mailbox.scala:231)
at akka.dispatch.Mailbox.exec(Mailbox.scala:243)
at java.util.concurrent.ForkJoinTask.doExec(ForkJoinTask.java:289)
at java.util.concurrent.ForkJoinPool$WorkQueue.runTask(ForkJoinPool.java:1067)
at java.util.concurrent.ForkJoinPool.runWorker(ForkJoinPool.java:1703)
at java.util.concurrent.ForkJoinWorkerThread.run(ForkJoinWorkerThread.java:172)
Caused by: java.lang.RuntimeException: java.lang.ClassNotFoundException:
org.apache.flink.ml.clustering.kmeans.KMeans$CountAppender
at org.apache.flink.util.ExceptionUtils.rethrow(ExceptionUtils.java:316)
at
org.apache.flink.iteration.operator.perround.AbstractPerRoundWrapperOperator.getWrappedOperator(AbstractPerRoundWrapperOperator.java:176)
at
org.apache.flink.iteration.operator.perround.AbstractPerRoundWrapperOperator.getWrappedOperator(AbstractPerRoundWrapperOperator.java:146)
at
org.apache.flink.iteration.operator.perround.OneInputPerRoundWrapperOperator.processElement(OneInputPerRoundWrapperOperator.java:68)
at
org.apache.flink.streaming.runtime.tasks.CopyingChainingOutput.pushToOperator(CopyingChainingOutput.java:82)
at
org.apache.flink.streaming.runtime.tasks.CopyingChainingOutput.collect(CopyingChainingOutput.java:57)
at
org.apache.flink.streaming.runtime.tasks.CopyingChainingOutput.collect(CopyingChainingOutput.java:29)
at org.apache.flink.iteration.proxy.ProxyOutput.collect(ProxyOutput.java:92)
at org.apache.flink.iteration.proxy.ProxyOutput.collect(ProxyOutput.java:35)
at
org.apache.flink.streaming.api.operators.CountingOutput.collect(CountingOutput.java:56)
at
org.apache.flink.streaming.api.operators.CountingOutput.collect(CountingOutput.java:29)
at
org.apache.flink.ml.clustering.kmeans.KMeans$SelectNearestCentroidOperator.onEpochWatermarkIncremented(KMeans.java:303)
at
org.apache.flink.iteration.operator.AbstractWrapperOperator.notifyEpochWatermarkIncrement(AbstractWrapperOperator.java:129)
at
org.apache.flink.iteration.operator.allround.AbstractAllRoundWrapperOperator.lambda$onEpochWatermarkIncrement$1(AbstractAllRoundWrapperOperator.java:105)
at
org.apache.flink.iteration.operator.OperatorUtils.processOperatorOrUdfIfSatisfy(OperatorUtils.java:79)
at
org.apache.flink.iteration.operator.allround.AbstractAllRoundWrapperOperator.onEpochWatermarkIncrement(AbstractAllRoundWrapperOperator.java:102)
at
org.apache.flink.iteration.progresstrack.OperatorEpochWatermarkTracker.tryUpdateLowerBound(OperatorEpochWatermarkTracker.java:79)
at
org.apache.flink.iteration.progresstrack.OperatorEpochWatermarkTracker.onEpochWatermark(OperatorEpochWatermarkTracker.java:63)
at
org.apache.flink.iteration.operator.AbstractWrapperOperator.onEpochWatermarkEvent(AbstractWrapperOperator.java:121)
at
org.apache.flink.iteration.operator.allround.TwoInputAllRoundWrapperOperator.processElement(TwoInputAllRoundWrapperOperator.java:77)
at
org.apache.flink.iteration.operator.allround.TwoInputAllRoundWrapperOperator.processElement2(TwoInputAllRoundWrapperOperator.java:59)
at
org.apache.flink.streaming.runtime.io.StreamTwoInputProcessorFactory.processRecord2(StreamTwoInputProcessorFactory.java:225)
at
org.apache.flink.streaming.runtime.io.StreamTwoInputProcessorFactory.lambda$create$1(StreamTwoInputProcessorFactory.java:194)
at
org.apache.flink.streaming.runtime.io.StreamTwoInputProcessorFactory$StreamTaskNetworkOutput.emitRecord(StreamTwoInputProcessorFactory.java:266)
at
org.apache.flink.streaming.runtime.io.AbstractStreamTaskNetworkInput.processElement(AbstractStreamTaskNetworkInput.java:134)
at
org.apache.flink.streaming.runtime.io.AbstractStreamTaskNetworkInput.emitNext(AbstractStreamTaskNetworkInput.java:105)
at
org.apache.flink.streaming.runtime.io.StreamOneInputProcessor.processInput(StreamOneInputProcessor.java:65)
at
org.apache.flink.streaming.runtime.io.StreamMultipleInputProcessor.processInput(StreamMultipleInputProcessor.java:85)
at
org.apache.flink.streaming.runtime.tasks.StreamTask.processInput(StreamTask.java:496)
at
org.apache.flink.streaming.runtime.tasks.mailbox.MailboxProcessor.runMailboxLoop(MailboxProcessor.java:203)
at
org.apache.flink.streaming.runtime.tasks.StreamTask.runMailboxLoop(StreamTask.java:809)
at
org.apache.flink.streaming.runtime.tasks.StreamTask.invoke(StreamTask.java:761)
at
org.apache.flink.runtime.taskmanager.Task.runWithSystemExitMonitoring(Task.java:958)
at org.apache.flink.runtime.taskmanager.Task.restoreAndInvoke(Task.java:937)
at org.apache.flink.runtime.taskmanager.Task.doRun(Task.java:766)
at org.apache.flink.runtime.taskmanager.Task.run(Task.java:575)
at java.lang.Thread.run(Thread.java:748)
Caused by: java.lang.ClassNotFoundException:
org.apache.flink.ml.clustering.kmeans.KMeans$CountAppender
at java.net.URLClassLoader.findClass(URLClassLoader.java:382)
at java.lang.ClassLoader.loadClass(ClassLoader.java:418)
at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:355)
at java.lang.ClassLoader.loadClass(ClassLoader.java:351)
at java.lang.Class.forName0(Native Method)
at java.lang.Class.forName(Class.java:348)
at
org.apache.flink.util.InstantiationUtil$ClassLoaderObjectInputStream.resolveClass(InstantiationUtil.java:78)
at java.io.ObjectInputStream.readNonProxyDesc(ObjectInputStream.java:1984)
at java.io.ObjectInputStream.readClassDesc(ObjectInputStream.java:1848)
at java.io.ObjectInputStream.readOrdinaryObject(ObjectInputStream.java:2158)
at java.io.ObjectInputStream.readObject0(ObjectInputStream.java:1665)
at java.io.ObjectInputStream.defaultReadFields(ObjectInputStream.java:2403)
at java.io.ObjectInputStream.readSerialData(ObjectInputStream.java:2327)
at java.io.ObjectInputStream.readOrdinaryObject(ObjectInputStream.java:2185)
at java.io.ObjectInputStream.readObject0(ObjectInputStream.java:1665)
at java.io.ObjectInputStream.defaultReadFields(ObjectInputStream.java:2403)
at java.io.ObjectInputStream.readSerialData(ObjectInputStream.java:2327)
at java.io.ObjectInputStream.readOrdinaryObject(ObjectInputStream.java:2185)
at java.io.ObjectInputStream.readObject0(ObjectInputStream.java:1665)
at java.io.ObjectInputStream.readObject(ObjectInputStream.java:501)
at java.io.ObjectInputStream.readObject(ObjectInputStream.java:459)
at
org.apache.flink.util.InstantiationUtil.deserializeObject(InstantiationUtil.java:617)
at
org.apache.flink.util.InstantiationUtil.deserializeObject(InstantiationUtil.java:602)
at
org.apache.flink.util.InstantiationUtil.deserializeObject(InstantiationUtil.java:589)
at org.apache.flink.util.InstantiationUtil.clone(InstantiationUtil.java:704)
at org.apache.flink.util.InstantiationUtil.clone(InstantiationUtil.java:682)
at
org.apache.flink.iteration.operator.perround.AbstractPerRoundWrapperOperator.getWrappedOperator(AbstractPerRoundWrapperOperator.java:161)
... 35 more{code}
The location that throws the exception above is within `PerRoundSubBody`, when
`InstantiationUtil.clone(operatorFactory)` is invoked.
If the submitted job contains `KMeansModel` instead of `KMeans`, then the job
can run successfully.
If the Flink ML dependencies are added to`$FLINK_HOME/lib` folder, instead of
included in the submitted jar, the KMeans operator can also be executed
successfully.
Thus there might be a bug with the implementation of `PerRoundSubBody`, that it
cannot find the correct classpath when recreating operators inside the
per-round body.
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