apache-spark - "Bad substitution"将 spark 作业提交到 yarn-cluster 时

Question

我正在使用 yarn-cluster 作为主节点和 SparkPi 示例程序对 yarn 集群进行烟雾测试。这是命令行:

  $SPARK_HOME/bin/spark-submit --master yarn-cluster 
 --executor-memory 8G --executor-cores 240 --class org.apache.spark.examples.SparkPi 

示例/目标/scala-2.11/spark-examples-1.4.1-hadoop2.7.1.jar

yarn 接受了这项工作，但随后提示 “坏替换” 。也许它在 hdp.version 上？？

15/09/01 21:54:05 INFO yarn.Client: Application report for application_1441066518301_0013 (state: ACCEPTED)
15/09/01 21:54:05 INFO yarn.Client:
     client token: N/A
     diagnostics: N/A
     ApplicationMaster host: N/A
     ApplicationMaster RPC port: -1
     queue: default
     start time: 1441144443866
     final status: UNDEFINED
     tracking URL: http://yarnmaster-8245.lvs01.dev.ebayc3.com:8088/proxy/application_1441066518301_0013/
     user: stack
15/09/01 21:54:06 INFO yarn.Client: Application report for application_1441066518301_0013 (state: ACCEPTED)
15/09/01 21:54:10 INFO yarn.Client: Application report for application_1441066518301_0013 (state: FAILED)
15/09/01 21:54:10 INFO yarn.Client:
     client token: N/A
     diagnostics: Application application_1441066518301_0013 failed 2 times due to AM Container for appattempt_1441066518301_0013_000002 exited with  exitCode: 1
For more detailed output, check application tracking page:http://yarnmaster-8245.lvs01.dev.ebayc3.com:8088/cluster/app/application_1441066518301_0013Then, click on links to logs of each attempt.
Diagnostics: Exception from container-launch.
Container id: container_e03_1441066518301_0013_02_000001
Exit code: 1
Exception message: /mnt/yarn/nm/local/usercache/stack/appcache/
application_1441066518301_0013/container_e03_1441066518301_0013_02_000001/
launch_container.sh: line 24: $PWD:$PWD/__hadoop_conf__:$PWD/__spark__.jar:$HADOOP_CONF_DIR:
/usr/hdp/current/hadoop-client/*::$PWD/mr-framework/hadoop/share/hadoop/tools/lib/*:
/usr/hdp/${hdp.version}/hadoop/lib/hadoop-lzo-.6.0.${hdp.version}.jar:
/etc/hadoop/conf/secure: bad substitution

Stack trace: ExitCodeException exitCode=1: /mnt/yarn/nm/local/usercache/stack/appcache/application_1441066518301_0013/container_e03_1441066518301_0013_02_000001/launch_container.sh: line 24: $PWD:$PWD/__hadoop_conf__:$PWD/__spark__.jar:$HADOOP_CONF_DIR:/usr/hdp/current/hadoop-client/*:/usr/hdp/current/hadoop-client/lib/*:/usr/hdp/current/hadoop-hdfs-client/*:/usr/hdp/current/hadoop-hdfs-client/lib/*:/usr/hdp/current/hadoop-yarn-client/*:/usr/hdp/current/hadoop-yarn-client/lib/*:$PWD/mr-framework/hadoop/share/hadoop/mapreduce/*:$PWD/mr-framework/hadoop/share/hadoop/mapreduce/lib/*:$PWD/mr-framework/hadoop/share/hadoop/hdfs/lib/*:$PWD/mr-framework/hadoop/share/hadoop/tools/lib/*:/usr/hdp/${hdp.version}/hadoop/lib/hadoop-lzo-0.6.0.${hdp.version}.jar:/etc/hadoop/conf/secure: bad substitution

    at org.apache.hadoop.util.Shell.runCommand(Shell.java:545)
    at org.apache.hadoop.util.Shell.run(Shell.java:456)
    at org.apache.hadoop.util.Shell$ShellCommandExecutor.execute(Shell.java:722)
    at org.apache.hadoop.yarn.server.nodemanager.DefaultContainerExecutor.launchContainer(DefaultContainerExecutor.java:211)
    at org.apache.hadoop.yarn.server.nodemanager.containermanager.launcher.ContainerLaunch.call(ContainerLaunch.java:302)
    at org.apache.hadoop.yarn.server.nodemanager.containermanager.launcher.ContainerLaunch.call(ContainerLaunch.java:82)
    at java.util.concurrent.FutureTask.run(FutureTask.java:266)
    at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
    at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
    at java.lang.Thread.run(Thread.java:745)

这里值得注意的是:

/usr/hdp/${hdp.version}/hadoop/lib/hadoop-lzo-.6.0.${hdp.version}.jar:
/etc/hadoop/conf/secure: bad substitution

“sh”链接到 bash:

$ ll /bin/sh
lrwxrwxrwx 1 root root 4 Sep  1 05:48 /bin/sh -> bash

Answer 1

它是由 hdp.version 引起的没有被正确替换。您必须设置 hdp.version在文件中 java-opts下 $SPARK_HOME/conf .

你必须设置

spark.driver.extraJavaOptions -Dhdp.version=XXX 
spark.yarn.am.extraJavaOptions -Dhdp.version=XXX

在 spark-defaults.conf下 $SPARK_HOME/conf其中 XXX 是 hdp 的版本。