Scala 在纱线簇上运行时，Spark ClassNotFound异常

我的代码：

import org.apache.spark.{SparkConf, SparkContext}

object Run extends App {
  val conf = new SparkConf().setMaster("yarn-cluster").setAppName("t666")
  sc.addJar("hdfs://10.1.11.99:8020/user/spark/share/scalaj-http_2.10-2.3.0.jar")
  val sc = new SparkContext(conf)
  val b = scalaj.http.Base64.encodeString("刘")
  val a = Array[String](b)
  sc.parallelize(a).saveAsTextFile("hdfs://10.1.11.99:8020/testdata/t2/")
}

我的建议是：

spark-submit --master yarn-cluster --class start.Run run.jar

登录纱线展示：

16/11/04 13:50:01 INFO cluster.YarnClusterScheduler: YarnClusterScheduler.postStartHook done
16/11/04 13:50:01 INFO spark.SparkContext: Added JAR hdfs://10.1.11.99:8020/user/spark/share/scalaj-http_2.10-2.3.0.jar at hdfs://10.1.11.99:8020/user/spark/share/scalaj-http_2.10-2.3.0.jar with timestamp 1478238601256
16/11/04 13:50:01 INFO cluster.YarnSchedulerBackend$YarnSchedulerEndpoint: ApplicationMaster registered as NettyRpcEndpointRef(spark://YarnAM@192.168.3.49:53976)
16/11/04 13:50:01 ERROR yarn.ApplicationMaster: User class threw exception: java.lang.NoClassDefFoundError: scalaj/http/Base64
java.lang.NoClassDefFoundError: scalaj/http/Base64
    at start.Run$delayedInit$body.apply(Run.scala:31)
    at scala.Function0$class.apply$mcV$sp(Function0.scala:40)
    at scala.runtime.AbstractFunction0.apply$mcV$sp(AbstractFunction0.scala:12)
    at scala.App$$anonfun$main$1.apply(App.scala:71)
    at scala.App$$anonfun$main$1.apply(App.scala:71)
    at scala.collection.immutable.List.foreach(List.scala:318)
    at scala.collection.generic.TraversableForwarder$class.foreach(TraversableForwarder.scala:32)
    at scala.App$class.main(App.scala:71)
    at start.Run$.main(Run.scala:9)
    at start.Run.main(Run.scala)
    at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
    at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:57)
    at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
    at java.lang.reflect.Method.invoke(Method.java:606)
    at org.apache.spark.deploy.yarn.ApplicationMaster$$anon$2.run(ApplicationMaster.scala:542)
Caused by: java.lang.ClassNotFoundException: scalaj.http.Base64
    at java.net.URLClassLoader$1.run(URLClassLoader.java:366)
    at java.net.URLClassLoader$1.run(URLClassLoader.java:355)
    at java.security.AccessController.doPrivileged(Native Method)
    at java.net.URLClassLoader.findClass(URLClassLoader.java:354)
    at java.lang.ClassLoader.loadClass(ClassLoader.java:425)
    at java.lang.ClassLoader.loadClass(ClassLoader.java:358)
    ... 15 more
16/11/04 13:50:01 INFO yarn.ApplicationMaster: Final app status: FAILED, exitCode: 15, (reason: User class threw exception: java.lang.NoClassDefFoundError: scalaj/http/Base64)
16/11/04 13:50:01 INFO client.RMProxy: Connecting to ResourceManager at slave3/192.168.3.48:8030
16/11/04 13:50:01 INFO yarn.YarnRMClient: Registering the ApplicationMaster
16/11/04 13:50:01 INFO yarn.ApplicationMaster: Started progress reporter thread with (heartbeat : 3000, initial allocation : 200) intervals
16/11/04 13:50:01 INFO spark.SparkContext: Invoking stop() from shutdown hook

第二行显示：

INFO spark.SparkContext: Added JAR hdfs://10.1.11.99:8020/user/spark/share/scalaj-http_2.10-2.3.0.jar at hdfs://10.1.11.99:8020/user/spark/share/scalaj-http_2.10-2.3.0.jar with timestamp 1478238601256

它似乎已经将jar文件添加到我的类路径中，但我无法解释这个异常

---

任何人的回答都会对我有很大帮助

我相信

SparkContext.addJar

只将JAR添加到worker的类路径，而不是驱动程序。尝试使用

spark submit

命令中的

--jars

选项添加JAR：

spark-submit --master yarn \
             --deploy-mode cluster \
             --jars hdfs://10.1.11.99:8020/user/spark/share/scalaj-http_2.10-2.3.0.jar \
             --class start.Run run.jar