Kyle Winkelman created BEAM-6771:
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Summary: Spark Runner Fails on Certain Versions of Spark 2.X
Key: BEAM-6771
URL: https://issues.apache.org/jira/browse/BEAM-6771
Project: Beam
Issue Type: Bug
Components: runner-spark
Affects Versions: 2.11.0
Reporter: Kyle Winkelman
When updating to Beam 2.11.0, I ran into the exception at the bottom of this
issue while running a pipeline on the Spark Runner (which worked in 2.9.0). My
cluster uses Spark 2.2.1.
Related Issues:
SPARK-23697 (Proof that equals must be implemented for items being accumulated.)
BEAM-1920 (In PR#3808, equals was implemented on MetricsContainerStepMap to get
Spark to run on 2.X.)
My analysis has lead me to believe that BEAM-6138 is the reason for this issue.
Before this change, versions of Spark that are affected by SPARK-23697 would
create a new MetricsContainerStepMap and make sure that the copied and reset
instance (the one serialized for distribution) is equal to the initial empty
MetricsContainerStepMap that is passed in. This would effectively check if two
empty ConcurrentHashMaps were equal. This results in true.
After this change, versions of Spark that are affected by SPARK-23697 would
effectively be checking if two empty ConcurrentHashMaps were equal _*AND*_ if
two different instances of the MetricsContainerImpl are equal. Because
MetricsContainerImpl doesn't implement equals, this results in false.
I believe BEAM-6546 will fix this issue, but I wanted to raise a red flag. I am
also hoping someone can verify my analysis.
ERROR ApplicationMaster: User class threw exception:
java.lang.RuntimeException: java.lang.AssertionError: assertion failed:
copyAndReset must return a zero value copy
java.lang.RuntimeException: java.lang.AssertionError: assertion failed:
copyAndReset must return a zero value copy
at
org.apache.beam.runners.spark.SparkPipelineResult.runtimeExceptionFrom(SparkPipelineResult.java:54)
at
org.apache.beam.runners.spark.SparkPipelineResult.beamExceptionFrom(SparkPipelineResult.java:71)
at
org.apache.beam.runners.spark.SparkPipelineResult.waitUntilFinish(SparkPipelineResult.java:98)
at com.optum.analyticstore.execution.Exec.run(Exec.java:276)
at com.optum.analyticstore.execution.Exec.main(Exec.java:364)
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.spark.deploy.yarn.ApplicationMaster$$anon$2.run(ApplicationMaster.scala:637)
Caused by: java.lang.AssertionError: assertion failed: copyAndReset must return
a zero value copy
at scala.Predef$.assert(Predef.scala:170)
at
org.apache.spark.util.AccumulatorV2.writeReplace(AccumulatorV2.scala:163)
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
java.io.ObjectStreamClass.invokeWriteReplace(ObjectStreamClass.java:1218)
at java.io.ObjectOutputStream.writeObject0(ObjectOutputStream.java:1136)
at
java.io.ObjectOutputStream.defaultWriteFields(ObjectOutputStream.java:1548)
at
java.io.ObjectOutputStream.writeSerialData(ObjectOutputStream.java:1509)
at
java.io.ObjectOutputStream.writeOrdinaryObject(ObjectOutputStream.java:1432)
at java.io.ObjectOutputStream.writeObject0(ObjectOutputStream.java:1178)
at
java.io.ObjectOutputStream.defaultWriteFields(ObjectOutputStream.java:1548)
at
java.io.ObjectOutputStream.writeSerialData(ObjectOutputStream.java:1509)
at
java.io.ObjectOutputStream.writeOrdinaryObject(ObjectOutputStream.java:1432)
at java.io.ObjectOutputStream.writeObject0(ObjectOutputStream.java:1178)
at
java.io.ObjectOutputStream.defaultWriteFields(ObjectOutputStream.java:1548)
at
java.io.ObjectOutputStream.writeSerialData(ObjectOutputStream.java:1509)
at
java.io.ObjectOutputStream.writeOrdinaryObject(ObjectOutputStream.java:1432)
at java.io.ObjectOutputStream.writeObject0(ObjectOutputStream.java:1178)
at java.io.ObjectOutputStream.writeObject(ObjectOutputStream.java:348)
at
org.apache.spark.serializer.JavaSerializationStream.writeObject(JavaSerializer.scala:43)
at
org.apache.spark.serializer.JavaSerializerInstance.serialize(JavaSerializer.scala:100)
at
org.apache.spark.util.ClosureCleaner$.ensureSerializable(ClosureCleaner.scala:295)
at
org.apache.spark.util.ClosureCleaner$.org$apache$spark$util$ClosureCleaner$$clean(ClosureCleaner.scala:288)
at org.apache.spark.util.ClosureCleaner$.clean(ClosureCleaner.scala:108)
at org.apache.spark.SparkContext.clean(SparkContext.scala:2094)
at
org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1.apply(RDD.scala:794)
at
org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1.apply(RDD.scala:793)
at
org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:151)
at
org.apache.spark.rdd.RDDOperationScope$.withScope(RDDOperationScope.scala:112)
at org.apache.spark.rdd.RDD.withScope(RDD.scala:362)
at org.apache.spark.rdd.RDD.mapPartitions(RDD.scala:793)
at
org.apache.spark.api.java.JavaRDDLike$class.mapPartitionsToPair(JavaRDDLike.scala:188)
at
org.apache.spark.api.java.AbstractJavaRDDLike.mapPartitionsToPair(JavaRDDLike.scala:45)
at
org.apache.beam.runners.spark.translation.TransformTranslator$6.evaluate(TransformTranslator.java:388)
at
org.apache.beam.runners.spark.translation.TransformTranslator$6.evaluate(TransformTranslator.java:339)
at
org.apache.beam.runners.spark.SparkRunner$Evaluator.doVisitTransform(SparkRunner.java:440)
at
org.apache.beam.runners.spark.SparkRunner$Evaluator.visitPrimitiveTransform(SparkRunner.java:428)
at
org.apache.beam.sdk.runners.TransformHierarchy$Node.visit(TransformHierarchy.java:665)
at
org.apache.beam.sdk.runners.TransformHierarchy$Node.visit(TransformHierarchy.java:657)
at
org.apache.beam.sdk.runners.TransformHierarchy$Node.visit(TransformHierarchy.java:657)
at
org.apache.beam.sdk.runners.TransformHierarchy$Node.access$600(TransformHierarchy.java:317)
at
org.apache.beam.sdk.runners.TransformHierarchy.visit(TransformHierarchy.java:251)
at org.apache.beam.sdk.Pipeline.traverseTopologically(Pipeline.java:458)
at
org.apache.beam.runners.spark.SparkRunner.lambda$run$1(SparkRunner.java:224)
at
java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:511)
at java.util.concurrent.FutureTask.run(FutureTask.java:266)
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)
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