apache spark java设置内存大小

gudnpqoy  于 2021-05-27  发布在  Spark
关注(0)|答案(1)|浏览(455)

我已经在网上搜索了一段时间的解决方案，但没有结果。我正在尝试在客户机节点中运行spark作业（通过intellj构建和运行）。由于某些原因，我无法在spark会话中设置目录内存（似乎在客户机模式下，内存是在jvm启动之前分配的）。我的vm有20g的ram，但是spark作业在内存达到5g时被终止，大约是默认分配的驱动程序内存大小。有一些解决方案建议通过spark submit运行作业。但由于java版本可比性的原因，我不能这么做。也有人建议尝试修改spark\conf\spark-defaults.conf下的配置文件，但对我也不起作用。有没有人遇到过同样的情况并且能够解决？我对在intellj中运行javaspark和正确设置驱动程序内存很感兴趣。谢谢你的帮助！
错误跟踪如下

java.lang.OutOfMemoryError: Java heap space
    at java.base/java.nio.HeapByteBuffer.<init>(HeapByteBuffer.java:61)
    at java.base/java.nio.ByteBuffer.allocate(ByteBuffer.java:348)
    at org.apache.spark.sql.execution.columnar.ColumnBuilder$.ensureFreeSpace(ColumnBuilder.scala:157)
    at org.apache.spark.sql.execution.columnar.BasicColumnBuilder.appendFrom(ColumnBuilder.scala:71)
    at org.apache.spark.sql.execution.columnar.NativeColumnBuilder.org$apache$spark$sql$execution$columnar$NullableColumnBuilder$$super$appendFrom(ColumnBuilder.scala:97)
    at org.apache.spark.sql.execution.columnar.NullableColumnBuilder$class.appendFrom(NullableColumnBuilder.scala:61)
    at org.apache.spark.sql.execution.columnar.NativeColumnBuilder.org$apache$spark$sql$execution$columnar$compression$CompressibleColumnBuilder$$super$appendFrom(ColumnBuilder.scala:97)
    at org.apache.spark.sql.execution.columnar.compression.CompressibleColumnBuilder$class.appendFrom(CompressibleColumnBuilder.scala:78)
    at org.apache.spark.sql.execution.columnar.NativeColumnBuilder.appendFrom(ColumnBuilder.scala:97)
    at org.apache.spark.sql.execution.columnar.InMemoryRelation$$anonfun$1$$anon$1.next(InMemoryRelation.scala:122)
    at org.apache.spark.sql.execution.columnar.InMemoryRelation$$anonfun$1$$anon$1.next(InMemoryRelation.scala:97)
    at org.apache.spark.storage.memory.MemoryStore.putIteratorAsValues(MemoryStore.scala:216)
    at org.apache.spark.storage.BlockManager$$anonfun$doPutIterator$1.apply(BlockManager.scala:957)
    at org.apache.spark.storage.BlockManager$$anonfun$doPutIterator$1.apply(BlockManager.scala:948)
    at org.apache.spark.storage.BlockManager.doPut(BlockManager.scala:888)
    at org.apache.spark.storage.BlockManager.doPutIterator(BlockManager.scala:948)
    at org.apache.spark.storage.BlockManager.getOrElseUpdate(BlockManager.scala:694)
    at org.apache.spark.rdd.RDD.getOrCompute(RDD.scala:334)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:285)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
20/05/09 05:49:04 WARN TaskSetManager: Lost task 0.0 in stage 0.0 (TID 0, localhost, executor driver): java.lang.OutOfMemoryError: Java heap space
    at java.base/java.nio.HeapByteBuffer.<init>(HeapByteBuffer.java:61)
    at java.base/java.nio.ByteBuffer.allocate(ByteBuffer.java:348)
    at org.apache.spark.sql.execution.columnar.ColumnBuilder$.ensureFreeSpace(ColumnBuilder.scala:157)
    at org.apache.spark.sql.execution.columnar.BasicColumnBuilder.appendFrom(ColumnBuilder.scala:71)
    at org.apache.spark.sql.execution.columnar.NativeColumnBuilder.org$apache$spark$sql$execution$columnar$NullableColumnBuilder$$super$appendFrom(ColumnBuilder.scala:97)
    at org.apache.spark.sql.execution.columnar.NullableColumnBuilder$class.appendFrom(NullableColumnBuilder.scala:61)
    at org.apache.spark.sql.execution.columnar.NativeColumnBuilder.org$apache$spark$sql$execution$columnar$compression$CompressibleColumnBuilder$$super$appendFrom(ColumnBuilder.scala:97)
    at org.apache.spark.sql.execution.columnar.compression.CompressibleColumnBuilder$class.appendFrom(CompressibleColumnBuilder.scala:78)
    at org.apache.spark.sql.execution.columnar.NativeColumnBuilder.appendFrom(ColumnBuilder.scala:97)
    at org.apache.spark.sql.execution.columnar.InMemoryRelation$$anonfun$1$$anon$1.next(InMemoryRelation.scala:122)
    at org.apache.spark.sql.execution.columnar.InMemoryRelation$$anonfun$1$$anon$1.next(InMemoryRelation.scala:97)
    at org.apache.spark.storage.memory.MemoryStore.putIteratorAsValues(MemoryStore.scala:216)
    at org.apache.spark.storage.BlockManager$$anonfun$doPutIterator$1.apply(BlockManager.scala:957)
    at org.apache.spark.storage.BlockManager$$anonfun$doPutIterator$1.apply(BlockManager.scala:948)
    at org.apache.spark.storage.BlockManager.doPut(BlockManager.scala:888)
    at org.apache.spark.storage.BlockManager.doPutIterator(BlockManager.scala:948)
    at org.apache.spark.storage.BlockManager.getOrElseUpdate(BlockManager.scala:694)
    at org.apache.spark.rdd.RDD.getOrCompute(RDD.scala:334)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:285)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)

20/05/09 05:49:04 ERROR TaskSetManager: Task 0 in stage 0.0 failed 1 times; aborting job
Exception in thread "main" org.apache.spark.SparkException: Job aborted due to stage failure: Task 0 in stage 0.0 failed 1 times, most recent failure: Lost task 0.0 in stage 0.0 (TID 0, localhost, executor driver): java.lang.OutOfMemoryError: Java heap space
    at java.base/java.nio.HeapByteBuffer.<init>(HeapByteBuffer.java:61)
    at java.base/java.nio.ByteBuffer.allocate(ByteBuffer.java:348)
    at org.apache.spark.sql.execution.columnar.ColumnBuilder$.ensureFreeSpace(ColumnBuilder.scala:157)
    at org.apache.spark.sql.execution.columnar.BasicColumnBuilder.appendFrom(ColumnBuilder.scala:71)
    at org.apache.spark.sql.execution.columnar.NativeColumnBuilder.org$apache$spark$sql$execution$columnar$NullableColumnBuilder$$super$appendFrom(ColumnBuilder.scala:97)
    at org.apache.spark.sql.execution.columnar.NullableColumnBuilder$class.appendFrom(NullableColumnBuilder.scala:61)
    at org.apache.spark.sql.execution.columnar.NativeColumnBuilder.org$apache$spark$sql$execution$columnar$compression$CompressibleColumnBuilder$$super$appendFrom(ColumnBuilder.scala:97)
    at org.apache.spark.sql.execution.columnar.compression.CompressibleColumnBuilder$class.appendFrom(CompressibleColumnBuilder.scala:78)
    at org.apache.spark.sql.execution.columnar.NativeColumnBuilder.appendFrom(ColumnBuilder.scala:97)
    at org.apache.spark.sql.execution.columnar.InMemoryRelation$$anonfun$1$$anon$1.next(InMemoryRelation.scala:122)
    at org.apache.spark.sql.execution.columnar.InMemoryRelation$$anonfun$1$$anon$1.next(InMemoryRelation.scala:97)
    at org.apache.spark.storage.memory.MemoryStore.putIteratorAsValues(MemoryStore.scala:216)
    at org.apache.spark.storage.BlockManager$$anonfun$doPutIterator$1.apply(BlockManager.scala:957)
    at org.apache.spark.storage.BlockManager$$anonfun$doPutIterator$1.apply(BlockManager.scala:948)
    at org.apache.spark.storage.BlockManager.doPut(BlockManager.scala:888)
    at org.apache.spark.storage.BlockManager.doPutIterator(BlockManager.scala:948)
    at org.apache.spark.storage.BlockManager.getOrElseUpdate(BlockManager.scala:694)
    at org.apache.spark.rdd.RDD.getOrCompute(RDD.scala:334)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:285)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)

Driver stacktrace:
    at org.apache.spark.scheduler.DAGScheduler.org$apache$spark$scheduler$DAGScheduler$$failJobAndIndependentStages(DAGScheduler.scala:1435)
    at org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1423)
    at org.apache.spark.scheduler.DAGScheduler$$anonfun$abortStage$1.apply(DAGScheduler.scala:1422)
    at scala.collection.mutable.ResizableArray$class.foreach(ResizableArray.scala:59)
    at scala.collection.mutable.ArrayBuffer.foreach(ArrayBuffer.scala:47)
    at org.apache.spark.scheduler.DAGScheduler.abortStage(DAGScheduler.scala:1422)
    at org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:802)
    at org.apache.spark.scheduler.DAGScheduler$$anonfun$handleTaskSetFailed$1.apply(DAGScheduler.scala:802)
    at scala.Option.foreach(Option.scala:236)
    at org.apache.spark.scheduler.DAGScheduler.handleTaskSetFailed(DAGScheduler.scala:802)
    at org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.doOnReceive(DAGScheduler.scala:1650)
    at org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:1605)
    at org.apache.spark.scheduler.DAGSchedulerEventProcessLoop.onReceive(DAGScheduler.scala:1594)
    at org.apache.spark.util.EventLoop$$anon$1.run(EventLoop.scala:48)
    at org.apache.spark.scheduler.DAGScheduler.runJob(DAGScheduler.scala:628)
    at org.apache.spark.SparkContext.runJob(SparkContext.scala:1918)
    at org.apache.spark.SparkContext.runJob(SparkContext.scala:1931)
    at org.apache.spark.SparkContext.runJob(SparkContext.scala:1944)
    at org.apache.spark.SparkContext.runJob(SparkContext.scala:1958)
    at org.apache.spark.rdd.RDD.count(RDD.scala:1157)
    at org.apache.spark.api.java.JavaRDDLike$class.count(JavaRDDLike.scala:455)
    at org.apache.spark.api.java.AbstractJavaRDDLike.count(JavaRDDLike.scala:45)
    at edu.upenn.cis455.pagerank.SparkAppMain.main(SparkAppMain.java:149)
Caused by: java.lang.OutOfMemoryError: Java heap space
    at java.base/java.nio.HeapByteBuffer.<init>(HeapByteBuffer.java:61)
    at java.base/java.nio.ByteBuffer.allocate(ByteBuffer.java:348)
    at org.apache.spark.sql.execution.columnar.ColumnBuilder$.ensureFreeSpace(ColumnBuilder.scala:157)
    at org.apache.spark.sql.execution.columnar.BasicColumnBuilder.appendFrom(ColumnBuilder.scala:71)
    at org.apache.spark.sql.execution.columnar.NativeColumnBuilder.org$apache$spark$sql$execution$columnar$NullableColumnBuilder$$super$appendFrom(ColumnBuilder.scala:97)
    at org.apache.spark.sql.execution.columnar.NullableColumnBuilder$class.appendFrom(NullableColumnBuilder.scala:61)
    at org.apache.spark.sql.execution.columnar.NativeColumnBuilder.org$apache$spark$sql$execution$columnar$compression$CompressibleColumnBuilder$$super$appendFrom(ColumnBuilder.scala:97)
    at org.apache.spark.sql.execution.columnar.compression.CompressibleColumnBuilder$class.appendFrom(CompressibleColumnBuilder.scala:78)
    at org.apache.spark.sql.execution.columnar.NativeColumnBuilder.appendFrom(ColumnBuilder.scala:97)
    at org.apache.spark.sql.execution.columnar.InMemoryRelation$$anonfun$1$$anon$1.next(InMemoryRelation.scala:122)
    at org.apache.spark.sql.execution.columnar.InMemoryRelation$$anonfun$1$$anon$1.next(InMemoryRelation.scala:97)
    at org.apache.spark.storage.memory.MemoryStore.putIteratorAsValues(MemoryStore.scala:216)
    at org.apache.spark.storage.BlockManager$$anonfun$doPutIterator$1.apply(BlockManager.scala:957)
    at org.apache.spark.storage.BlockManager$$anonfun$doPutIterator$1.apply(BlockManager.scala:948)
    at org.apache.spark.storage.BlockManager.doPut(BlockManager.scala:888)
    at org.apache.spark.storage.BlockManager.doPutIterator(BlockManager.scala:948)
    at org.apache.spark.storage.BlockManager.getOrElseUpdate(BlockManager.scala:694)
    at org.apache.spark.rdd.RDD.getOrCompute(RDD.scala:334)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:285)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
    at org.apache.spark.rdd.RDD.computeOrReadCheckpoint(RDD.scala:323)
    at org.apache.spark.rdd.RDD.iterator(RDD.scala:287)
    at org.apache.spark.rdd.MapPartitionsRDD.compute(MapPartitionsRDD.scala:38)
Javaapache-sparkapache-spark-sqlintellij-idea

1条答案

按热度按时间
yjghlzjz

yjghlzjz1#

对于intellij idea set

Run\Debug Configurations ---> VM options : -Xmx1g

从你的代码你可以尝试设置内存为

sparkConf.set("spark.testing.memory", "1073741824")
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