通过 Pig 提交 Map/Reduce 作业时捆绑 jar?
我正在尝试将 Hadoop、Pig 和 Cassandra 结合起来,以便能够通过简单的 Pig 查询来处理存储在 Cassandra 中的数据。问题是我无法让 Pig 创建实际与 CassandraStorage 一起使用的 Map/Reduce 作业。
我所做的是将 storage-conf.xml 文件从一台集群机器复制到 contrib/pig(Cassandra 的源发行版)中的机器之上,然后将这些内容编译到 cassandra_loadfun.jar 文件中。
接下来,我调整了 example-script.pig 以包含所有 jar:
register /opt/pig/pig-0.7.0-core.jar;
register /tmp/apache-cassandra-0.6.3-src/lib/libthrift-r917130.jar;
REGISTER /tmp/apache-cassandra-0.6.3-src/contrib/pig/build/cassandra_loadfunc.jar;
rows = LOAD 'cassandra://Keyspace1/Standard1' USING org.apache.cassandra.hadoop.pig.CassandraStorage();
cols = FOREACH rows GENERATE flatten($1);
colnames = FOREACH cols GENERATE $0;
namegroups = GROUP colnames BY $0;
namecounts = FOREACH namegroups GENERATE COUNT($1), group;
orderednames = ORDER namecounts BY $0;
topnames = LIMIT orderednames 50;
dump topnames;
因此,如果我没有记错的话,这些 jar 应该捆绑到提交给 hadoop 的作业中。 但是,当运行该作业时,它只会向我抛出一个异常:
2010-08-04 22:11:46,395 [main] ERROR org.apache.pig.tools.grunt.Grunt - ERROR 2117: Unexpected error when launching map reduce job.
2010-08-04 22:11:46,395 [main] ERROR org.apache.pig.tools.grunt.Grunt - org.apache.pig.impl.logicalLayer.FrontendException: ERROR 1066: Unable to open iterator for alias topnames
at org.apache.pig.PigServer.openIterator(PigServer.java:521)
at org.apache.pig.tools.grunt.GruntParser.processDump(GruntParser.java:544)
at org.apache.pig.tools.pigscript.parser.PigScriptParser.parse(PigScriptParser.java:241)
at org.apache.pig.tools.grunt.GruntParser.parseStopOnError(GruntParser.java:162)
at org.apache.pig.tools.grunt.GruntParser.parseStopOnError(GruntParser.java:138)
at org.apache.pig.tools.grunt.Grunt.exec(Grunt.java:89)
at org.apache.pig.Main.main(Main.java:391)
Caused by: org.apache.pig.impl.logicalLayer.FrontendException: ERROR 1002: Unable to store alias topnames
at org.apache.pig.PigServer.store(PigServer.java:577)
at org.apache.pig.PigServer.openIterator(PigServer.java:504)
... 6 more
Caused by: org.apache.pig.backend.executionengine.ExecException: ERROR 2117: Unexpected error when launching map reduce job.
at org.apache.pig.backend.hadoop.executionengine.mapReduceLayer.MapReduceLauncher.launchPig(MapReduceLauncher.java:209)
at org.apache.pig.backend.hadoop.executionengine.HExecutionEngine.execute(HExecutionEngine.java:308)
at org.apache.pig.PigServer.executeCompiledLogicalPlan(PigServer.java:835)
at org.apache.pig.PigServer.store(PigServer.java:569)
... 7 more
Caused by: java.lang.RuntimeException: Could not resolve error that occured when launching map reduce job: java.lang.NoClassDefFoundError: org/apache/thrift/TBase
at org.apache.pig.backend.hadoop.executionengine.mapReduceLayer.MapReduceLauncher$JobControlThreadExceptionHandler.uncaughtException(MapReduceLauncher.java:510)
at java.lang.Thread.dispatchUncaughtException(Thread.java:1845)
我不明白,因为 thrift 库已明确列出,并且应该捆绑在一起,不是吗?
I'm trying to combine Hadoop, Pig and Cassandra to be able to work on data stored in Cassandra by means of simple Pig queries. Problem is I can't get Pig to create Map/Reduce jobs that actually work with the CassandraStorage.
What I did is I copied the storage-conf.xml file from one of my cluster machines on top of the one in contrib/pig (source distro of Cassandra), and then compiled the stuff into the cassandra_loadfun.jar file.
Next I adapted the example-script.pig to include all the jars:
register /opt/pig/pig-0.7.0-core.jar;
register /tmp/apache-cassandra-0.6.3-src/lib/libthrift-r917130.jar;
REGISTER /tmp/apache-cassandra-0.6.3-src/contrib/pig/build/cassandra_loadfunc.jar;
rows = LOAD 'cassandra://Keyspace1/Standard1' USING org.apache.cassandra.hadoop.pig.CassandraStorage();
cols = FOREACH rows GENERATE flatten($1);
colnames = FOREACH cols GENERATE $0;
namegroups = GROUP colnames BY $0;
namecounts = FOREACH namegroups GENERATE COUNT($1), group;
orderednames = ORDER namecounts BY $0;
topnames = LIMIT orderednames 50;
dump topnames;
So if I'm not mistaken the jars should be bundled into the job that is submitted to hadoop.
But when running the job it just throws an exception at me:
2010-08-04 22:11:46,395 [main] ERROR org.apache.pig.tools.grunt.Grunt - ERROR 2117: Unexpected error when launching map reduce job.
2010-08-04 22:11:46,395 [main] ERROR org.apache.pig.tools.grunt.Grunt - org.apache.pig.impl.logicalLayer.FrontendException: ERROR 1066: Unable to open iterator for alias topnames
at org.apache.pig.PigServer.openIterator(PigServer.java:521)
at org.apache.pig.tools.grunt.GruntParser.processDump(GruntParser.java:544)
at org.apache.pig.tools.pigscript.parser.PigScriptParser.parse(PigScriptParser.java:241)
at org.apache.pig.tools.grunt.GruntParser.parseStopOnError(GruntParser.java:162)
at org.apache.pig.tools.grunt.GruntParser.parseStopOnError(GruntParser.java:138)
at org.apache.pig.tools.grunt.Grunt.exec(Grunt.java:89)
at org.apache.pig.Main.main(Main.java:391)
Caused by: org.apache.pig.impl.logicalLayer.FrontendException: ERROR 1002: Unable to store alias topnames
at org.apache.pig.PigServer.store(PigServer.java:577)
at org.apache.pig.PigServer.openIterator(PigServer.java:504)
... 6 more
Caused by: org.apache.pig.backend.executionengine.ExecException: ERROR 2117: Unexpected error when launching map reduce job.
at org.apache.pig.backend.hadoop.executionengine.mapReduceLayer.MapReduceLauncher.launchPig(MapReduceLauncher.java:209)
at org.apache.pig.backend.hadoop.executionengine.HExecutionEngine.execute(HExecutionEngine.java:308)
at org.apache.pig.PigServer.executeCompiledLogicalPlan(PigServer.java:835)
at org.apache.pig.PigServer.store(PigServer.java:569)
... 7 more
Caused by: java.lang.RuntimeException: Could not resolve error that occured when launching map reduce job: java.lang.NoClassDefFoundError: org/apache/thrift/TBase
at org.apache.pig.backend.hadoop.executionengine.mapReduceLayer.MapReduceLauncher$JobControlThreadExceptionHandler.uncaughtException(MapReduceLauncher.java:510)
at java.lang.Thread.dispatchUncaughtException(Thread.java:1845)
Which I don't understand since the thrift library is explicitly listed, and should be bundled, isn't it?
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该异常清楚地表明它无法找到 TBase 类
java.lang.NoClassDefFoundError: org/apache/thrift/TBase
分解捆绑的 jar 并检查 thrift lib jar 是否实际存在于正确的位置。旧罐子可能捆绑在不同的位置。
您还可以尝试将 jar 放在捆绑 jar 的 lib 文件夹中。另一种选择是将 jar 显式添加到类路径中。
The exception clearly says that it is not able to find TBase class
java.lang.NoClassDefFoundError: org/apache/thrift/TBase
Explode the bundled jar and check if thrift lib jar actually present at the right location. The thrift jar may have been bundled at the different location.
You can also try to put jars in lib folder of bundled jar. Another option would be add jar to classpath explicitly.