楼主搭建了一套CDH大数据平台,其中包括Spark2服务,近来在终端启动spark-shell以及利用spark-submit提交任务时,分别报以下错误:
[root@cdh0 ~]# spark-shell
Exception in thread "main" java.lang.NoClassDefFoundError: org/apache/hadoop/fs/FSDataInputStream
at org.apache.spark.deploy.SparkSubmitArguments$$anonfun$mergeDefaultSparkProperties$1.apply(SparkSubmitArguments.scala:123)
at org.apache.spark.deploy.SparkSubmitArguments$$anonfun$mergeDefaultSparkProperties$1.apply(SparkSubmitArguments.scala:123)
at scala.Option.getOrElse(Option.scala:120)
at org.apache.spark.deploy.SparkSubmitArguments.mergeDefaultSparkProperties(SparkSubmitArguments.scala:123)
at org.apache.spark.deploy.SparkSubmitArguments.<init>(SparkSubmitArguments.scala:109)
at org.apache.spark.deploy.SparkSubmit$.main(SparkSubmit.scala:114)
at org.apache.spark.deploy.SparkSubmit.main(SparkSubmit.scala)
Caused by: java.lang.ClassNotFoundException: org.apache.hadoop.fs.FSDataInputStream
at java.net.URLClassLoader.findClass(URLClassLoader.java:382)
at java.lang.ClassLoader.loadClass(ClassLoader.java:418)
at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:355)
at java.lang.ClassLoader.loadClass(ClassLoader.java:351)
... 7 more
[root@cdh0 wordcount]# spark-submit --class "SimpleApp" /home/spark/mycode/wordcount/target/scala-2.11/simple-project_2.11-1.0.jar
Exception in thread "main" java.lang.NoClassDefFoundError: org/apache/hadoop/fs/FSDataInputStream
at org.apache.spark.deploy.SparkSubmitArguments.handleUnknown(SparkSubmitArguments.scala:457)
at org.apache.spark.launcher.SparkSubmitOptionParser.parse(SparkSubmitOptionParser.java:178)
at org.apache.spark.deploy.SparkSubmitArguments.<init>(SparkSubmitArguments.scala:103)
at org.apache.spark.deploy.SparkSubmit$.main(SparkSubmit.scala:114)
at org.apache.spark.deploy.SparkSubmit.main(SparkSubmit.scala)
Caused by: java.lang.ClassNotFoundException: org.apache.hadoop.fs.FSDataInputStream
at java.net.URLClassLoader.findClass(URLClassLoader.java:382)
at java.lang.ClassLoader.loadClass(ClassLoader.java:418)
at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:355)
at java.lang.ClassLoader.loadClass(ClassLoader.java:351)
... 5 more
如上面所示,两个指令一开始的错误提示是一致的,说明这两个错误的原因也是类似的。因为我是采用Cloudera Manager进行服务管理的,所以不存在其他朋友说的要对配置文件进行更改的情况,我的理解是配置系统早已构建好了。
那到底是因为什么呢?其实原因很简单,文章一开始也说了,我的环境是Spark2而不是Spark,所以在执行上述两条指令时要在“spark”后面加上个“2”,即:
[root@cdh0 ~]# spark2-shell
[root@cdh0 wordcount]# spark2-submit --class "SimpleApp" /home/spark/mycode/wordcount/target/scala-2.11/simple-project_2.11-1.0.jar
这两个指令的存储位置如下:
[root@cdh0 bin]# pwd
/opt/cloudera/parcels/SPARK2-2.4.0.cloudera2-1.cdh5.13.3.p0.1041012/bin
[root@cdh0 bin]# ll
total 12
-rwxr-xr-x 1 root root 692 Apr 24 2019 pyspark2
-rwxr-xr-x 1 root root 653 Apr 24 2019 spark2-shell
-rwxr-xr-x 1 root root 654 Apr 24 2019 spark2-submit
由上面可以看到,确实是spark2-shell和spark2-submit。