在远程服务器上使用lambda表达式在spark作业中出现java.lang.ClassCastException错误。
在远程服务器上使用lambda表达式在spark作业中出现java.lang.ClassCastException错误。
我正在尝试使用sparkjava.com框架为我的apache spark作业构建一个Web API。我的代码如下:
@Override public void init() { get("/hello", (req, res) -> { String sourcePath = "hdfs://spark:54310/input/*"; SparkConf conf = new SparkConf().setAppName("LineCount"); conf.setJars(new String[] { "/home/sam/resin-4.0.42/webapps/test.war" }); File configFile = new File("config.properties"); String sparkURI = "spark://hamrah:7077"; conf.setMaster(sparkURI); conf.set("spark.driver.allowMultipleContexts", "true"); JavaSparkContext sc = new JavaSparkContext(conf); @SuppressWarnings("resource") JavaRDDlog = sc.textFile(sourcePath); JavaRDD lines = log.filter(x -> { return true; }); return lines.count(); }); }
如果我删除lambda表达式或将其放在一个简单的jar包中而不是一个Web服务(某种方式是一个servlet),它将可以运行而不会出现任何错误。但是在servlet中使用lambda表达式将导致以下异常:
15/01/28 10:36:33 WARN TaskSetManager: Lost task 0.0 in stage 0.0 (TID 0, hamrah): java.lang.ClassCastException: cannot assign instance of java.lang.invoke.SerializedLambda to field org.apache.spark.api.java.JavaRDD$$anonfun$filter$1.f$1 of type org.apache.spark.api.java.function.Function in instance of org.apache.spark.api.java.JavaRDD$$anonfun$filter$1 at java.io.ObjectStreamClass$FieldReflector.setObjFieldValues(ObjectStreamClass.java:2089) at java.io.ObjectStreamClass.setObjFieldValues(ObjectStreamClass.java:1261) at java.io.ObjectInputStream.defaultReadFields(ObjectInputStream.java:1999) at java.io.ObjectInputStream.readSerialData(ObjectInputStream.java:1918) at java.io.ObjectInputStream.readOrdinaryObject(ObjectInputStream.java:1801) at java.io.ObjectInputStream.readObject0(ObjectInputStream.java:1351) at java.io.ObjectInputStream.defaultReadFields(ObjectInputStream.java:1993) at java.io.ObjectInputStream.readSerialData(ObjectInputStream.java:1918) at java.io.ObjectInputStream.readOrdinaryObject(ObjectInputStream.java:1801) at java.io.ObjectInputStream.readObject0(ObjectInputStream.java:1351) at java.io.ObjectInputStream.defaultReadFields(ObjectInputStream.java:1993) at java.io.ObjectInputStream.readSerialData(ObjectInputStream.java:1918) at java.io.ObjectInputStream.readOrdinaryObject(ObjectInputStream.java:1801) at java.io.ObjectInputStream.readObject0(ObjectInputStream.java:1351) at java.io.ObjectInputStream.readObject(ObjectInputStream.java:371) at org.apache.spark.serializer.JavaDeserializationStream.readObject(JavaSerializer.scala:62) at org.apache.spark.serializer.JavaSerializerInstance.deserialize(JavaSerializer.scala:87) at org.apache.spark.scheduler.ResultTask.runTask(ResultTask.scala:57) at org.apache.spark.scheduler.Task.run(Task.scala:56) at org.apache.spark.executor.Executor$TaskRunner.run(Executor.scala:196) at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142) at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617) at java.lang.Thread.run(Thread.java:745)
附:我尝试了jersey和javaspark与jetty、tomcat和resin的组合,它们都导致了相同的结果。