Hi All,
I need some help with Out Of Memory errors in my application. I am using
Spark 1.1.0 and my application is using Java API. I am running my app on
EC2 25 m3.xlarge (4 Cores 15GB Memory) instances. The app only fails
sometimes. Lots of mapToPair tasks a failing. My app is configured to run
120 executors and executor memory is 2G.
These are various errors i see the in my logs.
15/02/16 10:53:48 INFO storage.MemoryStore: Block broadcast_1 of size
4680 dropped from memory (free 257277829)
15/02/16 10:53:49 WARN channel.DefaultChannelPipeline: An exception
was thrown by a user handler while handling an exception event ([id:
0x6e0138a3, /10.61.192.194:35196 => /10.164.164.228:49445] EXCEPTION:
java.lang.OutOfMemoryError: Java heap space)
java.lang.OutOfMemoryError: Java heap space
at java.nio.HeapByteBuffer.<init>(HeapByteBuffer.java:57)
at java.nio.ByteBuffer.allocate(ByteBuffer.java:331)
at
org.jboss.netty.buffer.CompositeChannelBuffer.toByteBuffer(CompositeChannelBuffer.java:649)
at
org.jboss.netty.buffer.AbstractChannelBuffer.toByteBuffer(AbstractChannelBuffer.java:530)
at
org.jboss.netty.channel.socket.nio.SocketSendBufferPool.acquire(SocketSendBufferPool.java:77)
at
org.jboss.netty.channel.socket.nio.SocketSendBufferPool.acquire(SocketSendBufferPool.java:46)
at
org.jboss.netty.channel.socket.nio.AbstractNioWorker.write0(AbstractNioWorker.java:194)
at
org.jboss.netty.channel.socket.nio.AbstractNioWorker.writeFromTaskLoop(AbstractNioWorker.java:152)
at
org.jboss.netty.channel.socket.nio.AbstractNioChannel$WriteTask.run(AbstractNioChannel.java:335)
at
org.jboss.netty.channel.socket.nio.AbstractNioSelector.processTaskQueue(AbstractNioSelector.java:366)
at
org.jboss.netty.channel.socket.nio.AbstractNioSelector.run(AbstractNioSelector.java:290)
at
org.jboss.netty.channel.socket.nio.AbstractNioWorker.run(AbstractNioWorker.java:90)
at org.jboss.netty.channel.socket.nio.NioWorker.run(NioWorker.java:178)
at
java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
at
java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
at java.lang.Thread.run(Thread.java:745)
15/02/16 10:53:49 WARN channel.DefaultChannelPipeline: An exception
was thrown by a user handler while handling an exception event ([id:
0x2d0c1db1, /10.169.226.254:55790 => /10.164.164.228:49445] EXCEPTION:
java.lang.OutOfMemoryError: Java heap space)
java.lang.OutOfMemoryError: Java heap space
at java.nio.HeapByteBuffer.<init>(HeapByteBuffer.java:57)
at java.nio.ByteBuffer.allocate(ByteBuffer.java:331)
at
org.jboss.netty.buffer.CompositeChannelBuffer.toByteBuffer(CompositeChannelBuffer.java:649)
at
org.jboss.netty.buffer.AbstractChannelBuffer.toByteBuffer(AbstractChannelBuffer.java:530)
at
org.jboss.netty.channel.socket.nio.SocketSendBufferPool.acquire(SocketSendBufferPool.java:77)
at
org.jboss.netty.channel.socket.nio.SocketSendBufferPool.acquire(SocketSendBufferPool.java:46)
at
org.jboss.netty.channel.socket.nio.AbstractNioWorker.write0(AbstractNioWorker.java:194)
at
org.jboss.netty.channel.socket.nio.AbstractNioWorker.writeFromTaskLoop(AbstractNioWorker.java:152)
at
org.jboss.netty.channel.socket.nio.AbstractNioChannel$WriteTask.run(AbstractNioChannel.java:335)
at
org.jboss.netty.channel.socket.nio.AbstractNioSelector.processTaskQueue(AbstractNioSelector.java:366)
at
org.jboss.netty.channel.socket.nio.AbstractNioSelector.run(AbstractNioSelector.java:290)
at
org.jboss.netty.channel.socket.nio.AbstractNioWorker.run(AbstractNioWorker.java:90)
at org.jboss.netty.channel.socket.nio.NioWorker.run(NioWorker.java:178)
at
java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
at
java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
at java.lang.Thread.run(Thread.java:745)
15/02/16 10:53:50 WARN channel.DefaultChannelPipeline: An exception
was thrown by a user handler while handling an exception event ([id:
0xd4211985, /10.181.125.52:60959 => /10.164.164.228:49445] EXCEPTION:
java.lang.OutOfMemoryError: Java heap space)
java.lang.OutOfMemoryError: Java heap space
at java.nio.HeapByteBuffer.<init>(HeapByteBuffer.java:57)
at java.nio.ByteBuffer.allocate(ByteBuffer.java:331)
at
org.jboss.netty.buffer.CompositeChannelBuffer.toByteBuffer(CompositeChannelBuffer.java:649)
at
org.jboss.netty.buffer.AbstractChannelBuffer.toByteBuffer(AbstractChannelBuffer.java:530)
at
org.jboss.netty.channel.socket.nio.SocketSendBufferPool.acquire(SocketSendBufferPool.java:77)
at
org.jboss.netty.channel.socket.nio.SocketSendBufferPool.acquire(SocketSendBufferPool.java:46)
at
org.jboss.netty.channel.socket.nio.AbstractNioWorker.write0(AbstractNioWorker.java:194)
at
org.jboss.netty.channel.socket.nio.AbstractNioWorker.writeFromTaskLoop(AbstractNioWorker.java:152)
at
org.jboss.netty.channel.socket.nio.AbstractNioChannel$WriteTask.run(AbstractNioChannel.java:335)
at
org.jboss.netty.channel.socket.nio.AbstractNioSelector.processTaskQueue(AbstractNioSelector.java:366)
at
org.jboss.netty.channel.socket.nio.AbstractNioSelector.run(AbstractNioSelector.java:290)
at
org.jboss.netty.channel.socket.nio.AbstractNioWorker.run(AbstractNioWorker.java:90)
at org.jboss.netty.channel.socket.nio.NioWorker.run(NioWorker.java:178)
at
java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
at
java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
at java.lang.Thread.run(Thread.java:745)
15/02/16 10:53:50 WARN channel.DefaultChannelPipeline: An exception
was thrown by a user handler while handling an exception event ([id:
0x889ad652, /10.61.192.194:35199 => /10.164.164.228:49445] EXCEPTION:
java.lang.OutOfMemoryError: Java heap space)
java.lang.OutOfMemoryError: Java heap space
at java.nio.HeapByteBuffer.<init>(HeapByteBuffer.java:57)
at java.nio.ByteBuffer.allocate(ByteBuffer.java:331)
at
org.jboss.netty.buffer.CompositeChannelBuffer.toByteBuffer(CompositeChannelBuffer.java:649)
at
org.jboss.netty.buffer.AbstractChannelBuffer.toByteBuffer(AbstractChannelBuffer.java:530)
at
org.jboss.netty.channel.socket.nio.SocketSendBufferPool.acquire(SocketSendBufferPool.java:77)
at
org.jboss.netty.channel.socket.nio.SocketSendBufferPool.acquire(SocketSendBufferPool.java:46)
at
org.jboss.netty.channel.socket.nio.AbstractNioWorker.write0(AbstractNioWorker.java:194)
at
org.jboss.netty.channel.socket.nio.AbstractNioWorker.writeFromTaskLoop(AbstractNioWorker.java:152)
at
org.jboss.netty.channel.socket.nio.AbstractNioChannel$WriteTask.run(AbstractNioChannel.java:335)
at
org.jboss.netty.channel.socket.nio.AbstractNioSelector.processTaskQueue(AbstractNioSelector.java:366)
at
org.jboss.netty.channel.socket.nio.AbstractNioSelector.run(AbstractNioSelector.java:290)
at
org.jboss.netty.channel.socket.nio.AbstractNioWorker.run(AbstractNioWorker.java:90)
at org.jboss.netty.channel.socket.nio.NioWorker.run(NioWorker.java:178)
at
java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
at
java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
at java.lang.Thread.run(Thread.java:745)
15/02/16 10:53:51 WARN channel.DefaultChannelPipeline: An exception
was thrown by a user handler while handling an exception event ([id:
0xd4e2a539, /10.69.48.33:60287 => /10.164.164.228:49445] EXCEPTION:
java.lang.OutOfMemoryError: Java heap space)
java.lang.OutOfMemoryError: Java heap space
15/02/16 10:53:51 WARN channel.DefaultChannelPipeline: An exception
was thrown by a user handler while handling an exception event ([id:
0x25831d30, /10.61.192.194:35197 => /10.164.164.228:49445] EXCEPTION:
java.lang.OutOfMemoryError: Java heap space)
15/02/15 10:49:12 WARN scheduler.TaskSetManager: Lost task 96.0 in
stage 0.0 (TID 2078, ip-10-149-84-49.ec2.internal):
org.apache.spark.SparkException: Error communicating with
MapOutputTracker
org.apache.spark.MapOutputTracker.askTracker(MapOutputTracker.scala:111)
org.apache.spark.MapOutputTracker.getServerStatuses(MapOutputTracker.scala:160)
org.apache.spark.shuffle.hash.BlockStoreShuffleFetcher$.fetch(BlockStoreShuffleFetcher.scala:43)
org.apache.spark.shuffle.hash.HashShuffleReader.read(HashShuffleReader.scala:41)
org.apache.spark.rdd.ShuffledRDD.compute(ShuffledRDD.scala:92)
org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:262)
org.apache.spark.CacheManager.getOrCompute(CacheManager.scala:61)
org.apache.spark.rdd.RDD.iterator(RDD.scala:227)
org.apache.spark.rdd.MappedRDD.compute(MappedRDD.scala:31)
org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:262)
org.apache.spark.rdd.RDD.iterator(RDD.scala:229)
org.apache.spark.rdd.FilteredRDD.compute(FilteredRDD.scala:34)
org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:262)
org.apache.spark.rdd.RDD.iterator(RDD.scala:229)
org.apache.spark.rdd.MappedRDD.compute(MappedRDD.scala:31)
org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:262)
org.apache.spark.rdd.RDD.iterator(RDD.scala:229)
org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:62)
org.apache.spark.scheduler.Task.run(Task.scala:54)
org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:177)
java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
java.lang.Thread.run(Thread.java:745)
15/02/16 10:57:26 INFO
remote.RemoteActorRefProvider$RemotingTerminator: Remote daemon shut
down; proceeding with flushing remote transports.
Exception in thread "Driver" java.lang.reflect.InvocationTargetException
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at
sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:57)
at
sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
at java.lang.reflect.Method.invoke(Method.java:606)
at
org.apache.spark.deploy.yarn.ApplicationMaster$$anon$2.run(ApplicationMaster.scala:162)
Caused by: org.apache.spark.SparkException: Job cancelled because
SparkContext was shut down
at
org.apache.spark.scheduler.DAGScheduler$$anonfun$cleanUpAfterSchedulerStop$1.apply(DAGScheduler.scala:694)
at
org.apache.spark.scheduler.DAGScheduler$$anonfun$cleanUpAfterSchedulerStop$1.apply(DAGScheduler.scala:693)
at scala.collection.mutable.HashSet.foreach(HashSet.scala:79)
at
org.apache.spark.scheduler.DAGScheduler.cleanUpAfterSchedulerStop(DAGScheduler.scala:693)
at
org.apache.spark.scheduler.DAGSchedulerEventProcessActor.postStop(DAGScheduler.scala:1399)
at
akka.actor.dungeon.FaultHandling$class.akka$actor$dungeon$FaultHandling$$finishTerminate(FaultHandling.scala:201)
at
akka.actor.dungeon.FaultHandling$class.terminate(FaultHandling.scala:163)
at akka.actor.ActorCell.terminate(ActorCell.scala:338)
at akka.actor.ActorCell.invokeAll$1(ActorCell.scala:431)
at akka.actor.ActorCell.systemInvoke(ActorCell.scala:447)
at akka.dispatch.Mailbox.processAllSystemMessages(Mailbox.scala:262)
at akka.dispatch.Mailbox.run(Mailbox.scala:218)
at
akka.dispatch.ForkJoinExecutorConfigurator$AkkaForkJoinTask.exec(AbstractDispatcher.scala:386)
at scala.concurrent.forkjoin.ForkJoinTask.doExec(ForkJoinTask.java:260)
at
scala.concurrent.forkjoin.ForkJoinPool$WorkQueue.runTask(ForkJoinPool.java:1339)
at
scala.concurrent.forkjoin.ForkJoinPool.runWorker(ForkJoinPool.java:1979)
at
scala.concurrent.forkjoin.ForkJoinWorkerThread.run(ForkJoinWorkerThread.java:107)
--
*Harshvardhan Chauhan* | Software Engineer
*GumGum* <http://www.gumgum.com/> | *Ads that stick*
310-260-9666 | [email protected]
