Spark与Cassandra:无法注册spark.kryo.registrator

时间:2013-10-28 07:40:03

标签: scala cassandra apache-spark kryo

当我尝试在独立模式下使用Cassandra运行Spark时,我遇到了一些问题。

最初,我在SparkContext中使用参数mater =“local [4]”成功运行。

然后,我尝试进入独立模式。我用的是:

Ubuntu:12.04 卡桑德拉:1.2.11 Spark:0.8.0 斯卡拉:2.9.3 JDK:Oracle 1.6.0_35 Kryo:2.21

起初,我遇到了“未读阻止”错误。作为其他主题的建议,我改为使用Kryo序列化程序并添加Twitter Chill。然后,我在我的控制台中收到“无法注册spark.kryo.registrator”和下面的例外情况:

13/10/28 12:12:36 INFO cluster.ClusterTaskSetManager: Lost TID 0 (task 0.0:0)
13/10/28 12:12:36 INFO cluster.ClusterTaskSetManager: Loss was due to java.io.EOFException
java.io.EOFException
    at org.apache.spark.serializer.KryoDeserializationStream.readObject(KryoSerializer.scala:109)
    at org.apache.spark.broadcast.HttpBroadcast$.read(HttpBroadcast.scala:150)
    at org.apache.spark.broadcast.HttpBroadcast.readObject(HttpBroadcast.scala:56)
    at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
    at sun.reflect.NativeMethodAccessorImpl.invoke(Unknown Source)
    at sun.reflect.DelegatingMethodAccessorImpl.invoke(Unknown Source)
    at java.lang.reflect.Method.invoke(Unknown Source)
    at java.io.ObjectStreamClass.invokeReadObject(Unknown Source)
    at java.io.ObjectInputStream.readSerialData(Unknown Source)
    at java.io.ObjectInputStream.readOrdinaryObject(Unknown Source)
    at java.io.ObjectInputStream.readObject0(Unknown Source)
    at java.io.ObjectInputStream.defaultReadFields(Unknown Source)
    at java.io.ObjectInputStream.readSerialData(Unknown Source)
    at java.io.ObjectInputStream.readOrdinaryObject(Unknown Source)
    at java.io.ObjectInputStream.readObject0(Unknown Source)
    at java.io.ObjectInputStream.defaultReadFields(Unknown Source)
    at java.io.ObjectInputStream.readSerialData(Unknown Source)
    at java.io.ObjectInputStream.readOrdinaryObject(Unknown Source)
    at java.io.ObjectInputStream.readObject0(Unknown Source)
    at java.io.ObjectInputStream.readObject(Unknown Source)
    at scala.collection.immutable.$colon$colon.readObject(List.scala:435)
    at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
    at sun.reflect.NativeMethodAccessorImpl.invoke(Unknown Source)
    at sun.reflect.DelegatingMethodAccessorImpl.invoke(Unknown Source)
    at java.lang.reflect.Method.invoke(Unknown Source)
    at java.io.ObjectStreamClass.invokeReadObject(Unknown Source)
    at java.io.ObjectInputStream.readSerialData(Unknown Source)
    at java.io.ObjectInputStream.readOrdinaryObject(Unknown Source)
    at java.io.ObjectInputStream.readObject0(Unknown Source)
    at java.io.ObjectInputStream.defaultReadFields(Unknown Source)
    at java.io.ObjectInputStream.readSerialData(Unknown Source)
    at java.io.ObjectInputStream.readOrdinaryObject(Unknown Source)
    at java.io.ObjectInputStream.readObject0(Unknown Source)
    at java.io.ObjectInputStream.readObject(Unknown Source)
    at org.apache.spark.serializer.JavaDeserializationStream.readObject(JavaSerializer.scala:39)
    at org.apache.spark.scheduler.ResultTask$.deserializeInfo(ResultTask.scala:61)
    at org.apache.spark.scheduler.ResultTask.readExternal(ResultTask.scala:129)
    at java.io.ObjectInputStream.readExternalData(Unknown Source)
    at java.io.ObjectInputStream.readOrdinaryObject(Unknown Source)
    at java.io.ObjectInputStream.readObject0(Unknown Source)
    at java.io.ObjectInputStream.readObject(Unknown Source)
    at org.apache.spark.serializer.JavaDeserializationStream.readObject(JavaSerializer.scala:39)
    at org.apache.spark.serializer.JavaSerializerInstance.deserialize(JavaSerializer.scala:61)
    at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:153)
    at java.util.concurrent.ThreadPoolExecutor$Worker.runTask(Unknown Source)
    at java.util.concurrent.ThreadPoolExecutor$Worker.run(Unknown Source)
    at java.lang.Thread.run(Unknown Source)

之前有人在spark中遇到过EOFException,答案是没有正确注册registrator。我按照Spark指南注册了Registrator。 Registrator如下:

    class MyRegistrator extends KryoRegistrator {
        override def registerClasses(kryo: Kryo) {
            kryo.register(classOf[org.apache.spark.rdd.RDD[(Map[String, ByteBuffer], Map[String, ByteBuffer])]])
            kryo.register(classOf[String], 1)
            kryo.register(classOf[Map[String, ByteBuffer]], 2)
        }
    }

我也像导游那样设置了属性。

    System.setProperty("spark.serializer", "org.apache.spark.serializer.KryoSerializer")
    System.setProperty("spark.kryo.registrator", "main.scala.MyRegistrator")

任何人都可以给我一些我做错的提示吗? 感谢。

1 个答案:

答案 0 :(得分:0)

根据我的经验,获得“EOFException”和“数据未读块”的原因是相同的。在群集上运行时,它们缺少一些库。最有线的是我在spark中添加了带有“sbt assembly”的库,而库实际上存在于jars文件夹中。但火花仍无法找到并成功加载它们。然后我在spark上下文中添加库,它可以工作。这意味着我需要通过在代码中指定将库传输到每个节点。