System memory 259522560 must be at least 4.718592E8. Please use a larger heap size.

报错内容:

System memory 259522560 must be at least 4.718592E8. Please use a larger heap size.

在Eclipse里开发spark项目,尝试直接在spark里运行程序的时候,遇到下面这个报错:


ERROR SparkContext: Error initializing SparkContext.
java.lang.IllegalArgumentException: System memory 468189184 must be at least 4.718592E8. Please use a larger heap size.


很明显,这是JVM申请的memory不够导致无法启动SparkContext。但是该怎么设呢?


通过查看spark源码,发现源码是这么写的:

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/**
    * Return the total amount of memory shared between execution and storage, in bytes.
    */ 
   private  def getMaxMemory(conf: SparkConf): Long = { 
     val systemMemory = conf.getLong( "spark.testing.memory" , Runtime.getRuntime.maxMemory) 
     val reservedMemory = conf.getLong( "spark.testing.reservedMemory"
       if  (conf.contains( "spark.testing" )) 0  else  RESERVED_SYSTEM_MEMORY_BYTES) 
     val minSystemMemory = reservedMemory * 1.5 
     if  (systemMemory < minSystemMemory) { 
       throw  new  IllegalArgumentException(s "System memory $systemMemory must " 
         s "be at least $minSystemMemory. Please use a larger heap size."
    
     val usableMemory = systemMemory - reservedMemory 
     val memoryFraction = conf.getDouble( "spark.memory.fraction" , 0.75) 
     (usableMemory * memoryFraction).toLong 
  

  

所以,这里主要是val systemMemory = conf.getLong("spark.testing.memory", Runtime.getRuntime.maxMemory)。

conf.getLong()的定义和解释是

  1. getLong(key: String, defaultValue: Long): Long  
  2. Get a parameter as a long, falling back to a default if not set  

所以,我们应该在conf里设置一下spark.testing.memory.

通过尝试,发现可以有2个地方可以设置

1. 自己的源代码处,可以在conf之后加上:

    val conf = new SparkConf().setAppName("word count")
    conf.set("spark.testing.memory", "2147480000")//后面的值大于512m即可

2. 可以在Eclipse的Run Configuration处,有一栏是Arguments,下面有VMarguments,在下面添加下面一行(值也是只要大于512m即可)

-Dspark.testing.memory=1073741824

其他的参数,也可以动态地在这里设置,比如-Dspark.master=spark://hostname:7077

再运行就不会报这个错误了。

解决:

Window——Preference——Java——Installed JREs——选中一个Jre 后 
Edit在Default VM arguments 里加入:-Xmx512M

OK!!!

 

标签:  Spark

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