Details
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Bug
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Status: Resolved
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Blocker
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Resolution: Fixed
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1.1.0
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None
Description
When using SparkPerf's aggregate-by-key workload to test sort-based shuffle, data type for key and value is (String, String), always meet this issue:
java.lang.IllegalArgumentException: Comparison method violates its general contract! at org.apache.spark.util.collection.Sorter$SortState.mergeLo(Sorter.java:755) at org.apache.spark.util.collection.Sorter$SortState.mergeAt(Sorter.java:493) at org.apache.spark.util.collection.Sorter$SortState.mergeCollapse(Sorter.java:420) at org.apache.spark.util.collection.Sorter$SortState.access$200(Sorter.java:294) at org.apache.spark.util.collection.Sorter.sort(Sorter.java:128) at org.apache.spark.util.collection.SizeTrackingPairBuffer.destructiveSortedIterator(SizeTrackingPairBuffer.scala:83) at org.apache.spark.util.collection.ExternalSorter.spillToMergeableFile(ExternalSorter.scala:323) at org.apache.spark.util.collection.ExternalSorter.spill(ExternalSorter.scala:271) at org.apache.spark.util.collection.ExternalSorter.maybeSpill(ExternalSorter.scala:249) at org.apache.spark.util.collection.ExternalSorter.insertAll(ExternalSorter.scala:220) at org.apache.spark.shuffle.sort.SortShuffleWriter.write(SortShuffleWriter.scala:85) at org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:68) at org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:41) at org.apache.spark.scheduler.Task.run(Task.scala:54) at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:199) at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1110) at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:603) at java.lang.Thread.run(Thread.java:722)
Seems the current partitionKeyComparator which use hashcode of String as key comparator break some sorting contracts.
Also I tested using data type Int as key, this is OK to pass the test, since hashcode of Int is its self. So I think potentially partitionDiff + hashcode of String may break the sorting contracts.
Attachments
Issue Links
- is duplicated by
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SPARK-3656 IllegalArgumentException when I using sort-based shuffle
- Resolved
- links to