我的fnl2数据集的格式为：
scala> fnl2.first()
res4: org.apache.spark.mllib.regression.LabeledPoint = (0.0,(612515,[28693,86703,94568,162663,267733,292870,327313,347868,362660,396595,415817,436773,443713,470149,485282,486556,489594,496185,541453,570126,571088],[1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0]))
scala> fnl2.count()
res5: Long = 775946
然后，我尝试构建一个SVMWithSGD模型：
import org.apache.spark.mllib.classification.SVMWithSGD
import org.apache.spark.mllib.evaluation.BinaryClassificationMetrics
val splits = fnl2.randomSplit(Array(0.6, 0.4), seed = 11L)
val training = splits(0).cache()
val test = splits(1)
val numIterations = 100
val model = SVMWithSGD.train(training, numIterations)
但是我收到以下Java heap size错误，然后火花上下文意外关闭：
15/08/10 09:15:41 WARN BLAS: Failed to load implementation from: com.github.fommil.netlib.NativeSystemBLAS
15/08/10 09:15:41 WARN BLAS: Failed to load implementation from: com.github.fommil.netlib.NativeRefBLAS
15/08/10 09:23:50 ERROR ActorSystemImpl: Uncaught fatal error from thread [sparkDriver-akka.actor.default-dispatcher-30] shutting down ActorSystem [sparkDriver]
java.lang.OutOfMemoryError: Java heap space
at com.google.protobuf_spark.ByteString.toByteArray(ByteString.java:213)
at akka.remote.MessageSerializer$.deserialize(MessageSerializer.scala:24)
at akka.remote.DefaultMessageDispatcher.payload$lzycompute$1(Endpoint.scala:55)
at akka.remote.DefaultMessageDispatcher.payload$1(Endpoint.scala:55)
at akka.remote.DefaultMessageDispatcher.dispatch(Endpoint.scala:73)
at akka.remote.EndpointReader$$anonfun$receive$2.applyOrElse(Endpoint.scala:764)
at akka.actor.ActorCell.receiveMessage(ActorCell.scala:498)
at akka.actor.ActorCell.invoke(ActorCell.scala:456)
at akka.dispatch.Mailbox.processMailbox(Mailbox.scala:237)
at akka.dispatch.Mailbox.run(Mailbox.scala:219)
at akka.dispatch.ForkJoinExecutorConfigurator$AkkaForkJoinTask.exec(AbstractDispatcher.scala:386)
at scala.concurrent.forkjoin.ForkJoinTask.doExec(ForkJoinTask.java:260)
at scala.concurrent.forkjoin.ForkJoinPool$WorkQueue.runTask(ForkJoinPool.java:1339)
at scala.concurrent.forkjoin.ForkJoinPool.runWorker(ForkJoinPool.java:1979)
at scala.concurrent.forkjoin.ForkJoinWorkerThread.run(ForkJoinWorkerThread.java:107)
15/08/10 09:23:56 ERROR ConnectionManager: Corresponding SendingConnection to ConnectionManagerId(eastspark1,57211) not found
org.apache.spark.SparkException: Job cancelled because SparkContext was shut down
at org.apache.spark.scheduler.DAGScheduler$$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)
scala> 15/08/10 09:23:56 ERROR ConnectionManager: Corresponding SendingConnection to ConnectionManagerId(10.2.0.14,37151) not found
15/08/10 09:23:56 ERROR SendingConnection: Exception while reading SendingConnection to ConnectionManagerId(10.2.0.16,54187)
java.nio.channels.ClosedChannelException
at sun.nio.ch.SocketChannelImpl.ensureReadOpen(SocketChannelImpl.java:257)
at sun.nio.ch.SocketChannelImpl.read(SocketChannelImpl.java:300)
at org.apache.spark.network.SendingConnection.read(Connection.scala:390)
at org.apache.spark.network.ConnectionManager$$anon$7.run(ConnectionManager.scala:199)
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)
Spark上下文基于12 cores，每个节点都有8G of memory。
有什么想法吗？
修改
这是将潜水员的记忆力增加到5G后出现的错误：导出SPARK_DRIVER_MEMORY =“5000M”
scala> val model = SVMWithSGD.train(training, numIterations)
15/08/10 11:33:07 WARN BLAS: Failed to load implementation from: com.github.fommil.netlib.NativeSystemBLAS
15/08/10 11:33:07 WARN BLAS: Failed to load implementation from: com.github.fommil.netlib.NativeRefBLAS
Exception in thread "qtp950243028-158" java.lang.OutOfMemoryError: GC overhead limit exceeded
15/08/10 11:46:26 ERROR ActorSystemImpl: Uncaught fatal error from thread [sparkDriver-akka.actor.default-dispatcher-32] shutting down ActorSystem [sparkDriver]
java.lang.OutOfMemoryError: Java heap space
at com.google.protobuf_spark.ByteString.copyFrom(ByteString.java:90)
at com.google.protobuf_spark.CodedInputStream.readBytes(CodedInputStream.java:289)
at akka.remote.WireFormats$SerializedMessage$Builder.mergeFrom(WireFormats.java:2700)
at akka.remote.WireFormats$SerializedMessage$Builder.mergeFrom(WireFormats.java:2546)
at com.google.protobuf_spark.CodedInputStream.readMessage(CodedInputStream.java:275)
at akka.remote.WireFormats$RemoteEnvelope$Builder.mergeFrom(WireFormats.java:1165)
at akka.remote.WireFormats$RemoteEnvelope$Builder.mergeFrom(WireFormats.java:949)
at com.google.protobuf_spark.CodedInputStream.readMessage(CodedInputStream.java:275)
at akka.remote.WireFormats$AckAndEnvelopeContainer$Builder.mergeFrom(WireFormats.java:479)
at akka.remote.WireFormats$AckAndEnvelopeContainer$Builder.mergeFrom(WireFormats.java:300)
at com.google.protobuf_spark.AbstractMessage$Builder.mergeFrom(AbstractMessage.java:300)
at com.google.protobuf_spark.AbstractMessage$Builder.mergeFrom(AbstractMessage.java:238)
at com.google.protobuf_spark.AbstractMessageLite$Builder.mergeFrom(AbstractMessageLite.java:162)
at com.google.protobuf_spark.AbstractMessage$Builder.mergeFrom(AbstractMessage.java:716)
at com.google.protobuf_spark.AbstractMessage$Builder.mergeFrom(AbstractMessage.java:238)
at com.google.protobuf_spark.AbstractMessageLite$Builder.mergeFrom(AbstractMessageLite.java:153)
at com.google.protobuf_spark.AbstractMessage$Builder.mergeFrom(AbstractMessage.java:709)
at akka.remote.WireFormats$AckAndEnvelopeContainer.parseFrom(WireFormats.java:234)
at akka.remote.transport.AkkaPduProtobufCodec$.decodeMessage(AkkaPduCodec.scala:181)
at akka.remote.EndpointReader.akka$remote$EndpointReader$$tryDecodeMessageAndAck(Endpoint.scala:821)
at akka.remote.EndpointReader$$anonfun$receive$2.applyOrElse(Endpoint.scala:755)
at akka.actor.ActorCell.receiveMessage(ActorCell.scala:498)
at akka.actor.ActorCell.invoke(ActorCell.scala:456)
at akka.dispatch.Mailbox.processMailbox(Mailbox.scala:237)
at akka.dispatch.Mailbox.run(Mailbox.scala:219)
at akka.dispatch.ForkJoinExecutorConfigurator$AkkaForkJoinTask.exec(AbstractDispatcher.scala:386)
at scala.concurrent.forkjoin.ForkJoinTask.doExec(ForkJoinTask.java:260)
at scala.concurrent.forkjoin.ForkJoinPool$WorkQueue.runTask(ForkJoinPool.java:1339)
at scala.concurrent.forkjoin.ForkJoinPool.runWorker(ForkJoinPool.java:1979)
at scala.concurrent.forkjoin.ForkJoinWorkerThread.run(ForkJoinWorkerThread.java:107)
15/08/10 11:46:45 WARN AbstractNioWorker: Unexpected exception in the selector loop.
java.lang.OutOfMemoryError: Java heap space
at org.jboss.netty.buffer.HeapChannelBuffer.<init>(HeapChannelBuffer.java:42)
at org.jboss.netty.buffer.BigEndianHeapChannelBuffer.<init>(BigEndianHeapChannelBuffer.java:34)
at org.jboss.netty.buffer.ChannelBuffers.buffer(ChannelBuffers.java:134)
at org.jboss.netty.buffer.HeapChannelBufferFactory.getBuffer(HeapChannelBufferFactory.java:69)
at org.jboss.netty.buffer.AbstractChannelBufferFactory.getBuffer(AbstractChannelBufferFactory.java:48)
at org.jboss.netty.channel.socket.nio.NioWorker.read(NioWorker.java:75)
at org.jboss.netty.channel.socket.nio.AbstractNioWorker.processSelectedKeys(AbstractNioWorker.java:472)
at org.jboss.netty.channel.socket.nio.AbstractNioWorker.run(AbstractNioWorker.java:333)
at org.jboss.netty.channel.socket.nio.NioWorker.run(NioWorker.java:35)
at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
at java.lang.Thread.run(Thread.java:745)