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  1. Spark
  2. SPARK-4515

OOM/GC errors with sort-based shuffle

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Details

    • Bug
    • Status: Resolved
    • Blocker
    • Resolution: Duplicate
    • 1.2.0
    • None
    • Shuffle, Spark Core
    • None

    Description

      OOM/GC errors with sort-based shuffle that go away when shuffle.manager is set to hash. Also observing memory leak issues. Can be reproduced with PageRank with a large enough input dataset. Sample stack trace:

      19:22:14 WARN TaskSetManager: Lost task 56.0 in stage 1.0 (TID 298, c1706.halxg.cloudera.com): java.lang.OutOfMemoryError: Java heap space
              com.ning.compress.BufferRecycler.allocDecodeBuffer(BufferRecycler.java:137)
              com.ning.compress.lzf.LZFInputStream.<init>(LZFInputStream.java:111)
              com.ning.compress.lzf.LZFInputStream.<init>(LZFInputStream.java:97)
              com.ning.compress.lzf.LZFInputStream.<init>(LZFInputStream.java:80)
              org.apache.spark.io.LZFCompressionCodec.compressedInputStream(CompressionCodec.scala:107)
              org.apache.spark.storage.BlockManager.wrapForCompression(BlockManager.scala:1155)
              org.apache.spark.util.collection.ExternalSorter$SpillReader.nextBatchStream(ExternalSorter.scala:559)
              org.apache.spark.util.collection.ExternalSorter$SpillReader.<init>(ExternalSorter.scala:531)
              org.apache.spark.util.collection.ExternalSorter$$anonfun$6.apply(ExternalSorter.scala:379)
              org.apache.spark.util.collection.ExternalSorter$$anonfun$6.apply(ExternalSorter.scala:379)
              scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:244)
              scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:244)
              scala.collection.mutable.ResizableArray$class.foreach(ResizableArray.scala:59)
              scala.collection.mutable.ArrayBuffer.foreach(ArrayBuffer.scala:47)
              scala.collection.TraversableLike$class.map(TraversableLike.scala:244)
              scala.collection.AbstractTraversable.map(Traversable.scala:105)
              org.apache.spark.util.collection.ExternalSorter.merge(ExternalSorter.scala:379)
              org.apache.spark.util.collection.ExternalSorter.partitionedIterator(ExternalSorter.scala:686)
              org.apache.spark.util.collection.ExternalSorter.writePartitionedFile(ExternalSorter.scala:739)
              org.apache.spark.shuffle.sort.SortShuffleWriter.write(SortShuffleWriter.scala:70)
              org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:68)
              org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:41)
              org.apache.spark.scheduler.Task.run(Task.scala:56)
              org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:195)
              java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
              java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
              java.lang.Thread.run(Thread.java:745)
      

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              Unassigned Unassigned
              nravi Nishkam Ravi
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              Dates

                Created:
                Updated:
                Resolved: