任务0.0在阶段13.0(tid 13)中出现异常java.lang.outofmemoryerror:java堆空间

sauutmhj  于 2021-05-29  发布在  Hadoop
关注(0)|答案(1)|浏览(314)

当我们使用“mahout”操作时，我们正在试验问题。我们有一个包含100k行和100个项目的输入矩阵，进程抛出了一个关于“Task0.0中的exception in stage 13.0（tid 13）java.lang.outofmemoryerror:java heap space”的异常，我们尝试增加java heap memory、mahout heap memory和spark.driver.memory。
环境版本：mahout:0.11.1 spark:1.6.0。
mahout命令行：

  1. /opt/mahout/bin/mahout spark-rowsimilarity -i 50k_rows__50items.dat -o test_output.tmp --maxObservations 500 --maxSimilaritiesPerRow 100 --omitStrength --master local --sparkExecutorMem 8g

此进程在具有以下规格的计算机上运行：

  1. Mem RAM: 8gb 
  2. CPU with 8 cores

.profile文件：

  1. export JAVA_HOME=/usr/lib/jvm/java-7-openjdk-amd64
  2. export HADOOP_HOME=/opt/hadoop-2.6.0
  3. export SPARK_HOME=/opt/spark
  4. export MAHOUT_HOME=/opt/mahout
  5. export MAHOUT_HEAPSIZE=8192

引发异常：

  1. 16/01/22 11:45:06 ERROR Executor: Exception in task 0.0 in stage 13.0 (TID 13)
  2. java.lang.OutOfMemoryError: Java heap space
  3.         at org.apache.mahout.math.DenseMatrix.<init>(DenseMatrix.java:66)
  4.         at org.apache.mahout.sparkbindings.drm.package$$anonfun$blockify$1.apply(package.scala:70)
  5.         at org.apache.mahout.sparkbindings.drm.package$$anonfun$blockify$1.apply(package.scala:59)
  6.         at org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$20.apply(RDD.scala:710)
  7.         at org.apache.spark.rdd.RDD$$anonfun$mapPartitions$1$$anonfun$apply$20.apply(RDD.scala:710)
  8.         at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
  9.         at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:306)
  10.         at org.apache.spark.rdd.RDD.iterator(RDD.scala:270)
  11.         at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
  12.         at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:306)
  13.         at org.apache.spark.rdd.RDD.iterator(RDD.scala:270)
  14.         at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
  15.         at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:306)
  16.         at org.apache.spark.rdd.RDD.iterator(RDD.scala:270)
  17.         at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
  18.         at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:306)
  19.         at org.apache.spark.rdd.RDD.iterator(RDD.scala:270)
  20.         at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
  21.         at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:306)
  22.         at org.apache.spark.rdd.RDD.iterator(RDD.scala:270)
  23.         at org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:66)
  24.         at org.apache.spark.scheduler.Task.run(Task.scala:89)
  25.         at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:213)
  26.         at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
  27.         at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
  28.         at java.lang.Thread.run(Thread.java:745)
  29. 16/01/22 11:45:06 WARN NettyRpcEndpointRef: Error sending message [message = Heartbeat(driver,[Lscala.Tuple2;@12498227,BlockManagerId(driver, localhost, 42107))] in 1 attempts
  30. org.apache.spark.rpc.RpcTimeoutException: Futures timed out after [120 seconds]. This timeout is controlled by spark.rpc.askTimeout
  31.         at org.apache.spark.rpc.RpcTimeout.org$apache$spark$rpc$RpcTimeout$$createRpcTimeoutException(RpcTimeout.scala:48)
  32.         at org.apache.spark.rpc.RpcTimeout$$anonfun$addMessageIfTimeout$1.applyOrElse(RpcTimeout.scala:63)
  33.         at org.apache.spark.rpc.RpcTimeout$$anonfun$addMessageIfTimeout$1.applyOrElse(RpcTimeout.scala:59)
  34.         at scala.runtime.AbstractPartialFunction.apply(AbstractPartialFunction.scala:33)
  35.         at org.apache.spark.rpc.RpcTimeout.awaitResult(RpcTimeout.scala:76)
  36.         at org.apache.spark.rpc.RpcEndpointRef.askWithRetry(RpcEndpointRef.scala:101)
  37.         at org.apache.spark.rpc.RpcEndpointRef.askWithRetry(RpcEndpointRef.scala:77)
  38.         at org.apache.spark.executor.Executor.org$apache$spark$executor$Executor$$reportHeartBeat(Executor.scala:448)
  39.         at org.apache.spark.executor.Executor$$anon$1$$anonfun$run$1.apply$mcV$sp(Executor.scala:468)
  40.         at org.apache.spark.executor.Executor$$anon$1$$anonfun$run$1.apply(Executor.scala:468)
  41.         at org.apache.spark.executor.Executor$$anon$1$$anonfun$run$1.apply(Executor.scala:468)
  42.         at org.apache.spark.util.Utils$.logUncaughtExceptions(Utils.scala:1741)
  43.         at org.apache.spark.executor.Executor$$anon$1.run(Executor.scala:468)
  44.         at java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:471)
  45.         at java.util.concurrent.FutureTask.runAndReset(FutureTask.java:304)
  46.         at java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.access$301(ScheduledThreadPoolExecutor.java:178)
  47.         at java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.run(ScheduledThreadPoolExecutor.java:293)
  48.         at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
  49.         at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
  50.         at java.lang.Thread.run(Thread.java:745)
  51. 16/01/22 11:45:06 WARN NettyRpcEndpointRef: Error sending message [message = Heartbeat(driver,[Lscala.Tuple2;@12498227,BlockManagerId(driver, localhost, 42107))] in 1 attempts
  52. org.apache.spark.rpc.RpcTimeoutException: Futures timed out after [120 seconds]. This timeout is controlled by spark.rpc.askTimeout
  53.         at org.apache.spark.rpc.RpcTimeout.org$apache$spark$rpc$RpcTimeout$$createRpcTimeoutException(RpcTimeout.scala:48)
  54.         at org.apache.spark.rpc.RpcTimeout$$anonfun$addMessageIfTimeout$1.applyOrElse(RpcTimeout.scala:63)
  55.         at org.apache.spark.rpc.RpcTimeout$$anonfun$addMessageIfTimeout$1.applyOrElse(RpcTimeout.scala:59)
  56.         at scala.runtime.AbstractPartialFunction.apply(AbstractPartialFunction.scala:33)
  57.         at org.apache.spark.rpc.RpcTimeout.awaitResult(RpcTimeout.scala:76)
  58.         at org.apache.spark.rpc.RpcEndpointRef.askWithRetry(RpcEndpointRef.scala:101)
  59.         at org.apache.spark.rpc.RpcEndpointRef.askWithRetry(RpcEndpointRef.scala:77)
  60.         at org.apache.spark.executor.Executor.org$apache$spark$executor$Executor$$reportHeartBeat(Executor.scala:448)
  61.         at org.apache.spark.executor.Executor$$anon$1$$anonfun$run$1.apply$mcV$sp(Executor.scala:468)
  62.         at org.apache.spark.executor.Executor$$anon$1$$anonfun$run$1.apply(Executor.scala:468)
  63.         at org.apache.spark.executor.Executor$$anon$1$$anonfun$run$1.apply(Executor.scala:468)
  64.         at org.apache.spark.util.Utils$.logUncaughtExceptions(Utils.scala:1741)
  65.         at org.apache.spark.executor.Executor$$anon$1.run(Executor.scala:468)
  66.         at java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:471)
  67.         at java.util.concurrent.FutureTask.runAndReset(FutureTask.java:304)
  68.         at java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.access$301(ScheduledThreadPoolExecutor.java:178)
  69.         at java.util.concurrent.ScheduledThreadPoolExecutor$ScheduledFutureTask.run(ScheduledThreadPoolExecutor.java:293)
  70.         at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
  71.         at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
  72.         at java.lang.Thread.run(Thread.java:745)
  73. Caused by: java.util.concurrent.TimeoutException: Futures timed out after [120 seconds]
  74.         at scala.concurrent.impl.Promise$DefaultPromise.ready(Promise.scala:219)
  75.         at scala.concurrent.impl.Promise$DefaultPromise.result(Promise.scala:223)
  76.         at scala.concurrent.Await$$anonfun$result$1.apply(package.scala:107)
  77.         at scala.concurrent.BlockContext$DefaultBlockContext$.blockOn(BlockContext.scala:53)
  78.         at scala.concurrent.Await$.result(package.scala:107)
  79.         at org.apache.spark.rpc.RpcTimeout.awaitResult(RpcTimeout.scala:75)
  80.         ...

你能给个建议吗？
谢谢你的预付款。干杯。

Javahadoopapache-sparkmahoutmahout-recommender

1条答案

按热度按时间
djmepvbi

djmepvbi1#

我遇到了一个类似的问题，通过还原此提交解决了此问题：
https://github.com/apache/mahout/pull/10/commits/162c5ca36e00af91a9599075332c577d9b1a13c4

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