This is the stack trace from running with the patched branch: The program finished with the following exception: > > org.apache.flink.client.program.ProgramInvocationException: The program > execution failed: Job execution failed. > at > org.apache.flink.client.program.Client.runBlocking(Client.java:381) > at > org.apache.flink.client.program.Client.runBlocking(Client.java:355) > at > org.apache.flink.client.program.Client.runBlocking(Client.java:315) > at > org.apache.flink.client.program.ContextEnvironment.execute(ContextEnvironment.java:60) > at > org.apache.flink.api.java.ExecutionEnvironment.execute(ExecutionEnvironment.java:803) > at > org.apache.flink.api.scala.ExecutionEnvironment.execute(ExecutionEnvironment.scala:591) > at org.apache.flink.api.scala.DataSet.collect(DataSet.scala:544) > at fosdem.SVMClassification$.main(SVMClassification.scala:114) > at fosdem.SVMClassification.main(SVMClassification.scala) > 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:497) > at > org.apache.flink.client.program.PackagedProgram.callMainMethod(PackagedProgram.java:505) > at > org.apache.flink.client.program.PackagedProgram.invokeInteractiveModeForExecution(PackagedProgram.java:403) > at > org.apache.flink.client.program.Client.runBlocking(Client.java:248) > at > org.apache.flink.client.CliFrontend.executeProgramBlocking(CliFrontend.java:796) > at org.apache.flink.client.CliFrontend.run(CliFrontend.java:323) > at > org.apache.flink.client.CliFrontend.parseParameters(CliFrontend.java:1112) > at org.apache.flink.client.CliFrontend.main(CliFrontend.java:1160) > Caused by: org.apache.flink.runtime.client.JobExecutionException: Job > execution failed. > at > org.apache.flink.runtime.jobmanager.JobManager$$anonfun$handleMessage$1$$anonfun$applyOrElse$7.apply$mcV$sp(JobManager.scala:659) > at > org.apache.flink.runtime.jobmanager.JobManager$$anonfun$handleMessage$1$$anonfun$applyOrElse$7.apply(JobManager.scala:605) > at > org.apache.flink.runtime.jobmanager.JobManager$$anonfun$handleMessage$1$$anonfun$applyOrElse$7.apply(JobManager.scala:605) > at > scala.concurrent.impl.Future$PromiseCompletingRunnable.liftedTree1$1(Future.scala:24) > at > scala.concurrent.impl.Future$PromiseCompletingRunnable.run(Future.scala:24) > at akka.dispatch.TaskInvocation.run(AbstractDispatcher.scala:41) > at > akka.dispatch.ForkJoinExecutorConfigurator$AkkaForkJoinTask.exec(AbstractDispatcher.scala:401) > at > scala.concurrent.forkjoin.ForkJoinTask.doExec(ForkJoinTask.java:260) > at > scala.concurrent.forkjoin.ForkJoinPool$WorkQueue.pollAndExecAll(ForkJoinPool.java:1253) > at > scala.concurrent.forkjoin.ForkJoinPool$WorkQueue.runTask(ForkJoinPool.java:1346) > at > scala.concurrent.forkjoin.ForkJoinPool.runWorker(ForkJoinPool.java:1979) > at > scala.concurrent.forkjoin.ForkJoinWorkerThread.run(ForkJoinWorkerThread.java:107) > Caused by: java.lang.RuntimeException: Error obtaining the sorted input: > Thread 'SortMerger spilling thread' terminated due to an exception: > java.lang.ArrayIndexOutOfBoundsException > Serialization trace: > indices (org.apache.flink.ml.math.SparseVector) > at > org.apache.flink.runtime.operators.sort.UnilateralSortMerger.getIterator(UnilateralSortMerger.java:619) > at > org.apache.flink.runtime.operators.BatchTask.getInput(BatchTask.java:1085) > at > org.apache.flink.runtime.operators.NoOpDriver.run(NoOpDriver.java:78) > at > org.apache.flink.runtime.operators.BatchTask.run(BatchTask.java:486) > at > org.apache.flink.runtime.operators.BatchTask.invoke(BatchTask.java:351) > at org.apache.flink.runtime.taskmanager.Task.run(Task.java:567) > at java.lang.Thread.run(Thread.java:745) > Caused by: java.io.IOException: Thread 'SortMerger spilling thread' > terminated due to an exception: java.lang.ArrayIndexOutOfBoundsException > Serialization trace: > indices (org.apache.flink.ml.math.SparseVector) > at > org.apache.flink.runtime.operators.sort.UnilateralSortMerger$ThreadBase.run(UnilateralSortMerger.java:800) > Caused by: com.esotericsoftware.kryo.KryoException: > java.lang.ArrayIndexOutOfBoundsException > Serialization trace: > indices (org.apache.flink.ml.math.SparseVector) > at > com.esotericsoftware.kryo.serializers.ObjectField.write(ObjectField.java:82) > at > com.esotericsoftware.kryo.serializers.FieldSerializer.write(FieldSerializer.java:495) > at > com.esotericsoftware.kryo.Kryo.writeClassAndObject(Kryo.java:599) > at > org.apache.flink.api.java.typeutils.runtime.kryo.KryoSerializer.serialize(KryoSerializer.java:194) > at > org.apache.flink.api.java.typeutils.runtime.kryo.KryoSerializer.copy(KryoSerializer.java:248) > at > org.apache.flink.api.java.typeutils.runtime.TupleSerializerBase.copy(TupleSerializerBase.java:75) > at > org.apache.flink.api.java.typeutils.runtime.TupleSerializerBase.copy(TupleSerializerBase.java:75) > at > org.apache.flink.runtime.operators.sort.NormalizedKeySorter.writeToOutput(NormalizedKeySorter.java:499) > at > org.apache.flink.runtime.operators.sort.UnilateralSortMerger$SpillingThread.go(UnilateralSortMerger.java:1344) > at > org.apache.flink.runtime.operators.sort.UnilateralSortMerger$ThreadBase.run(UnilateralSortMerger.java:796) > Caused by: java.lang.ArrayIndexOutOfBoundsException > at > org.apache.flink.core.memory.HeapMemorySegment.put(HeapMemorySegment.java:128) > at > org.apache.flink.runtime.memory.AbstractPagedOutputView.write(AbstractPagedOutputView.java:195) > at > org.apache.flink.api.java.typeutils.runtime.DataOutputViewStream.write(DataOutputViewStream.java:39) > at com.esotericsoftware.kryo.io.Output.flush(Output.java:163) > at com.esotericsoftware.kryo.io.Output.require(Output.java:142) > at com.esotericsoftware.kryo.io.Output.writeVarInt(Output.java:266) > at com.esotericsoftware.kryo.io.Output.writeInt(Output.java:251) > at com.esotericsoftware.kryo.io.Output.writeInts(Output.java:669) > at > com.esotericsoftware.kryo.serializers.DefaultArraySerializers$IntArraySerializer.write(DefaultArraySerializers.java:63) > at > com.esotericsoftware.kryo.serializers.DefaultArraySerializers$IntArraySerializer.write(DefaultArraySerializers.java:52) > at com.esotericsoftware.kryo.Kryo.writeObjectOrNull(Kryo.java:577) > at > com.esotericsoftware.kryo.serializers.ObjectField.write(ObjectField.java:68) > ... 9 more >
On Wed, Jan 20, 2016 at 9:45 PM, Stephan Ewen <se...@apache.org> wrote: > Can you again post the stack trace? With the patched branch, the reference > mapper should not be used any more (which is where the original exception > occurred). > > On Wed, Jan 20, 2016 at 7:38 PM, Theodore Vasiloudis < > theodoros.vasilou...@gmail.com> wrote: > >> Alright I will try to do that. >> >> I've tried running the job with a CSV file as input, and using >> DenseVectors to represent the features, still the same IndexOutOfBounds >> error. >> >> On Wed, Jan 20, 2016 at 6:05 PM, Till Rohrmann <trohrm...@apache.org> >> wrote: >> >>> You could change the version of Stephan’s branch via mvn versions:set >>> -DnewVersion=MyCustomBuildVersion and then mvn versions:commit. Now >>> after you install the Flink binaries you can reference them in your project >>> by setting the version of your Flink dependencies to >>> MyCustomBuildVersion. That way, you are sure that the right >>> dependencies are used. >>> >>> Alternatively, you could compile an example program with example input >>> data which can reproduce the problem. Then I could also take a look at it. >>> >>> Cheers, >>> Till >>> >>> >>> On Wed, Jan 20, 2016 at 5:58 PM, Theodore Vasiloudis < >>> theodoros.vasilou...@gmail.com> wrote: >>> >>>> OK here's what I tried: >>>> >>>> * Build Flink (mvn clean install) from the branch you linked (kryo) >>>> * Build my uber-jar, I use SBT with 1.0-SNAPSHOT as the Flink version, >>>> added local maven repo to resolvers so that it picks up the previously >>>> installed version (I hope) >>>> * Launch local cluster from newly built Flink, try to run job >>>> >>>> Still getting the same error. >>>> >>>> Is there a way to ensure that SBT is picking up the local version of >>>> Flink to build the uber-jar? >>>> Does it matter in this case, or is it enough that I'm sure the launched >>>> Flink instance comes from the branch you linked? >>>> >>>> >>>> On Wed, Jan 20, 2016 at 4:30 PM, Stephan Ewen <se...@apache.org> wrote: >>>> >>>>> The bug looks to be in the serialization via Kryo while spilling >>>>> windows. Note that Kryo is here used as a fallback serializer, since the >>>>> SparseVector is not transparent type to Flink. >>>>> >>>>> I think there are two possible reasons: >>>>> 1) Kryo, or our Kryo setup has an issue here >>>>> 2) Kryo is inconsistently configured. There are multiple Kryo >>>>> instances used across the serializers in the sorter. There may be a bug >>>>> that they are not initialized in sync. >>>>> >>>>> >>>>> To check this, can you build Flink with this pull request ( >>>>> https://github.com/apache/flink/pull/1528) or from this branch ( >>>>> https://github.com/StephanEwen/incubator-flink kryo) and see if that >>>>> fixes it? >>>>> >>>>> >>>>> Thanks, >>>>> Stephan >>>>> >>>>> >>>>> >>>>> >>>>> >>>>> On Wed, Jan 20, 2016 at 3:33 PM, Theodore Vasiloudis < >>>>> theodoros.vasilou...@gmail.com> wrote: >>>>> >>>>>> I haven't been able to reproduce this with other datasets. Taking a >>>>>> smaller sample from the large dataset I'm using (link to data >>>>>> <http://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/binary.html#epsilon>) >>>>>> causes the same problem however. >>>>>> >>>>>> I'm wondering if the implementation of readLibSVM is what's wrong >>>>>> here. I've tried the new version commited recently by Chiwan, but I still >>>>>> get the same error. >>>>>> >>>>>> I'll see if I can spot a bug in readLibSVM. >>>>>> >>>>>> On Wed, Jan 20, 2016 at 1:43 PM, Theodore Vasiloudis < >>>>>> theodoros.vasilou...@gmail.com> wrote: >>>>>> >>>>>>> It's on 0.10. >>>>>>> >>>>>>> I've tried explicitly registering SparseVector (which is done anyway >>>>>>> by registerFlinkMLTypes >>>>>>> <https://github.com/apache/flink/blob/e9bf13d8626099a1d6ddb6ebe98c50be848fe79e/flink-libraries/flink-ml/src/main/scala/org/apache/flink/ml/common/FlinkMLTools.scala#L49> >>>>>>> which is called when the SVM predict or evaluate functions are >>>>>>> called >>>>>>> <https://github.com/apache/flink/blob/e9bf13d8626099a1d6ddb6ebe98c50be848fe79e/flink-libraries/flink-ml/src/main/scala/org/apache/flink/ml/pipeline/Predictor.scala#L58>) >>>>>>> in my job but I still get the same. I will try a couple different >>>>>>> datasets >>>>>>> and try to see if it's the number of features that is causing this or >>>>>>> something else. >>>>>>> >>>>>>> So far it works fine for a dataset with 8 features, but the large >>>>>>> one has 2000 and I get the above error there. I will try large datasets >>>>>>> with a few features and small datasets with many features as well. >>>>>>> >>>>>>> On Wed, Jan 20, 2016 at 11:39 AM, Stephan Ewen <se...@apache.org> >>>>>>> wrote: >>>>>>> >>>>>>>> Hi! >>>>>>>> >>>>>>>> Does this error occur in 0.10 or im 1.0-SNAPSHOT? >>>>>>>> >>>>>>>> It is probably an incorrectly configured Kryo instance (not a >>>>>>>> problem of the sorter). >>>>>>>> What is strange is that it occurs in the "MapReferenceResolver" - >>>>>>>> there should be no reference resolution during serialization / >>>>>>>> deserialization. >>>>>>>> >>>>>>>> Can you try what happens when you explicitly register the type >>>>>>>> SparseVector at the ExecutionEnvironment? >>>>>>>> >>>>>>>> Stephan >>>>>>>> >>>>>>>> >>>>>>>> On Wed, Jan 20, 2016 at 11:24 AM, Theodore Vasiloudis < >>>>>>>> theodoros.vasilou...@gmail.com> wrote: >>>>>>>> >>>>>>>>> Hello all, >>>>>>>>> >>>>>>>>> I'm trying to run a job using FlinkML and I'm confused about the >>>>>>>>> source of an error. >>>>>>>>> >>>>>>>>> The job reads a libSVM formatted file and trains an SVM classifier >>>>>>>>> on it. >>>>>>>>> >>>>>>>>> I've tried this with small datasets and everything works out fine. >>>>>>>>> >>>>>>>>> When trying to run the same job on a large dataset (~11GB >>>>>>>>> uncompressed) however, I get the following error: >>>>>>>>> >>>>>>>>> >>>>>>>>>> java.lang.RuntimeException: Error obtaining the sorted input: >>>>>>>>>> Thread 'SortMerger spilling thread' terminated due to an exception: >>>>>>>>>> java.lang.IndexOutOfBoundsException: Index: 14, Size: 2 >>>>>>>>>> Serialization trace: >>>>>>>>>> indices (org.apache.flink.ml.math.SparseVector) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.runtime.operators.sort.UnilateralSortMerger.getIterator(UnilateralSortMerger.java:619) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.runtime.operators.BatchTask.getInput(BatchTask.java:1089) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.runtime.operators.NoOpDriver.run(NoOpDriver.java:78) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.runtime.operators.BatchTask.run(BatchTask.java:489) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.runtime.operators.BatchTask.invoke(BatchTask.java:354) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.runtime.taskmanager.Task.run(Task.java:584) >>>>>>>>>> at java.lang.Thread.run(Thread.java:745) >>>>>>>>>> Caused by: java.io.IOException: Thread 'SortMerger spilling >>>>>>>>>> thread' terminated due to an exception: >>>>>>>>>> java.lang.IndexOutOfBoundsException: Index: 14, Size: 2 >>>>>>>>>> Serialization trace: >>>>>>>>>> indices (org.apache.flink.ml.math.SparseVector) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.runtime.operators.sort.UnilateralSortMerger$ThreadBase.run(UnilateralSortMerger.java:800) >>>>>>>>>> Caused by: com.esotericsoftware.kryo.KryoException: >>>>>>>>>> java.lang.IndexOutOfBoundsException: Index: 14, Size: 2 >>>>>>>>>> Serialization trace: >>>>>>>>>> indices (org.apache.flink.ml.math.SparseVector) >>>>>>>>>> at >>>>>>>>>> com.esotericsoftware.kryo.serializers.ObjectField.read(ObjectField.java:125) >>>>>>>>>> at >>>>>>>>>> com.esotericsoftware.kryo.serializers.FieldSerializer.read(FieldSerializer.java:528) >>>>>>>>>> at >>>>>>>>>> com.esotericsoftware.kryo.Kryo.readClassAndObject(Kryo.java:761) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.api.java.typeutils.runtime.kryo.KryoSerializer.deserialize(KryoSerializer.java:222) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.api.java.typeutils.runtime.kryo.KryoSerializer.deserialize(KryoSerializer.java:236) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.api.java.typeutils.runtime.kryo.KryoSerializer.copy(KryoSerializer.java:246) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.api.java.typeutils.runtime.TupleSerializerBase.copy(TupleSerializerBase.java:73) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.api.java.typeutils.runtime.TupleSerializerBase.copy(TupleSerializerBase.java:73) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.runtime.operators.sort.NormalizedKeySorter.writeToOutput(NormalizedKeySorter.java:499) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.runtime.operators.sort.UnilateralSortMerger$SpillingThread.go(UnilateralSortMerger.java:1344) >>>>>>>>>> at >>>>>>>>>> org.apache.flink.runtime.operators.sort.UnilateralSortMerger$ThreadBase.run(UnilateralSortMerger.java:796) >>>>>>>>>> Caused by: java.lang.IndexOutOfBoundsException: Index: 14, Size: 2 >>>>>>>>>> at java.util.ArrayList.rangeCheck(ArrayList.java:653) >>>>>>>>>> at java.util.ArrayList.set(ArrayList.java:444) >>>>>>>>>> at >>>>>>>>>> com.esotericsoftware.kryo.util.MapReferenceResolver.setReadObject(MapReferenceResolver.java:38) >>>>>>>>>> at com.esotericsoftware.kryo.Kryo.reference(Kryo.java:823) >>>>>>>>>> at >>>>>>>>>> com.esotericsoftware.kryo.Kryo.readObjectOrNull(Kryo.java:731) >>>>>>>>>> at >>>>>>>>>> com.esotericsoftware.kryo.serializers.ObjectField.read(ObjectField.java:113) >>>>>>>>>> ... 10 more >>>>>>>>> >>>>>>>>> >>>>>>>>> >>>>>>>>> Any idea what might be causing this? I'm running the job in local >>>>>>>>> mode, 1 TM with 8 slots and ~32GB heap size. >>>>>>>>> >>>>>>>>> All the vectors created by the libSVM loader have the correct size. >>>>>>>>> >>>>>>>> >>>>>>>> >>>>>>> >>>>>> >>>>> >>>> >>> >> >