apache-spark - Spark 作业失败 : storage. DiskBlockObjectWriter:恢复部分写入文件时未捕获的异常

Question

我有一个在 Yarn 上运行的 Spark (1.4.1) 应用程序，它失败并显示以下执行程序日志条目:

16/07/21 23:09:08 ERROR executor.CoarseGrainedExecutorBackend: Driver 9.4.136.20:55995 disassociated! Shutting down.
16/07/21 23:09:08 ERROR storage.DiskBlockObjectWriter: Uncaught exception while reverting partial writes to file /dfs1/hadoop/yarn/local/usercache/mitchus/appcache/application_1465987751317_1172/blockmgr-f367f43b-f4c8-4faf-a829-530da30fb040/1c/temp_shuffle_581adb36-1561-4db8-a556-c4ac0e6400ed
java.io.FileNotFoundException: /dfs1/hadoop/yarn/local/usercache/mitchus/appcache/application_1465987751317_1172/blockmgr-f367f43b-f4c8-4faf-a829-530da30fb040/1c/temp_shuffle_581adb36-1561-4db8-a556-c4ac0e6400ed (No such file or directory)
    at java.io.FileOutputStream.open0(Native Method)
    at java.io.FileOutputStream.open(FileOutputStream.java:270)
    at java.io.FileOutputStream.<init>(FileOutputStream.java:213)
    at org.apache.spark.storage.DiskBlockObjectWriter.revertPartialWritesAndClose(BlockObjectWriter.scala:189)
    at org.apache.spark.util.collection.ExternalSorter.spillToMergeableFile(ExternalSorter.scala:328)
    at org.apache.spark.util.collection.ExternalSorter.spill(ExternalSorter.scala:257)
    at org.apache.spark.util.collection.ExternalSorter.spill(ExternalSorter.scala:95)
    at org.apache.spark.util.collection.Spillable$class.maybeSpill(Spillable.scala:83)
    at org.apache.spark.util.collection.ExternalSorter.maybeSpill(ExternalSorter.scala:95)
    at org.apache.spark.util.collection.ExternalSorter.maybeSpillCollection(ExternalSorter.scala:240)
    at org.apache.spark.util.collection.ExternalSorter.insertAll(ExternalSorter.scala:220)
    at org.apache.spark.shuffle.sort.SortShuffleWriter.write(SortShuffleWriter.scala:62)
    at org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:70)
    at org.apache.spark.scheduler.ShuffleMapTask.runTask(ShuffleMapTask.scala:41)
    at org.apache.spark.scheduler.Task.run(Task.scala:70)
    at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:213)
    at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
    at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
    at java.lang.Thread.run(Thread.java:745)

关于可能出了什么问题的任何线索？

Answer 1

删除临时 shuffle 文件引起的原因。原因有很多，我遇到的一个是因为另一个执行者被 Yarn 杀死了。执行器杀死后，会向其他执行器发送 SHUT_DOWN 信号，然后 ShutdownHookManager 将删除所有已注册到 ShutdownHookManager 的临时文件。这就是您看到错误的原因。因此，您可能需要检查是否有任何称为 log 的 ShutdownHookManager。