Hadoop(1)---运行Hadoop自带的wordcount出错问题。
在hadoop2.9.0版本中,对namenode、yarn做了ha,随后在某一台namenode节点上运行自带的wordcount程序出现偶发性的错误(有时成功,有时失败),错误信息如下:
18/08/16 17:02:42 INFO client.ConfiguredRMFailoverProxyProvider: Failing over to rm2 18/08/16 17:02:42 INFO input.FileInputFormat: Total input files to process : 1 18/08/16 17:02:42 INFO mapreduce.JobSubmitter: number of splits:1 18/08/16 17:02:42 INFO Configuration.deprecation: yarn.resourcemanager.zk-address is deprecated. Instead, use hadoop.zk.address 18/08/16 17:02:42 INFO Configuration.deprecation: yarn.resourcemanager.system-metrics-publisher.enabled is deprecated. Instead, use yarn.system-metrics-publisher.enabled 18/08/16 17:02:42 INFO mapreduce.JobSubmitter: Submitting tokens for job: job_1534406793739_0005 18/08/16 17:02:42 INFO impl.YarnClientImpl: Submitted application application_1534406793739_0005 18/08/16 17:02:43 INFO mapreduce.Job: The url to track the job: http://HLJRslog2:8088/proxy/application_1534406793739_0005/ 18/08/16 17:02:43 INFO mapreduce.Job: Running job: job_1534406793739_0005 18/08/16 17:02:54 INFO mapreduce.Job: Job job_1534406793739_0005 running in uber mode : false 18/08/16 17:02:54 INFO mapreduce.Job: map 0% reduce 0% 18/08/16 17:02:54 INFO mapreduce.Job: Job job_1534406793739_0005 failed with state FAILED due to: Application application_1534406793739_0005 failed 2 times due to AM Container for appattempt_1534406793739_0005_000002 exited with exitCode: 1 Failing this attempt.Diagnostics: [2018-08-16 17:02:48.561]Exception from container-launch. Container id: container_e27_1534406793739_0005_02_000001 Exit code: 1 [2018-08-16 17:02:48.562] [2018-08-16 17:02:48.574]Container exited with a non-zero exit code 1. Error file: prelaunch.err. Last 4096 bytes of prelaunch.err : Last 4096 bytes of stderr : log4j:WARN No appenders could be found for logger (org.apache.hadoop.mapreduce.v2.app.MRAppMaster). log4j:WARN Please initialize the log4j system properly. log4j:WARN See http://logging.apache.org/log4j/1.2/faq.html#noconfig for more info. [2018-08-16 17:02:48.575] [2018-08-16 17:02:48.575]Container exited with a non-zero exit code 1. Error file: prelaunch.err. Last 4096 bytes of prelaunch.err : Last 4096 bytes of stderr : log4j:WARN No appenders could be found for logger (org.apache.hadoop.mapreduce.v2.app.MRAppMaster). log4j:WARN Please initialize the log4j system properly. log4j:WARN See http://logging.apache.org/log4j/1.2/faq.html#noconfig for more info.
分析与解决:
网上对类似问题解决办法,主要就是添加对应的classpath,测试了一遍,都不好使,说明上诉问题并不是classpath造成的,出错的时候也查看了classpath,都有对应的值,这里贴一下添加classpath的方法。
1、# yarn classpath 注:查看对应的classpath的值
/data1/hadoop/hadoop/etc/hadoop:/data1/hadoop/hadoop/etc/hadoop:/data1/hadoop/hadoop/etc/hadoop:/data1/hadoop/hadoop/share/hadoop/common/lib/*:/data1/hadoop/hadoop/share/hadoop/common/*:/data1/hadoop/hadoop/share/hadoop/hdfs:/data1/hadoop/hadoop/share/hadoop/hdfs/lib/*:/data1/hadoop/hadoop/share/hadoop/hdfs/*:/data1/hadoop/hadoop/share/hadoop/yarn:/data1/hadoop/hadoop/share/hadoop/yarn/lib/*:/data1/hadoop/hadoop/share/hadoop/yarn/*:/data1/hadoop/hadoop/share/hadoop/mapreduce/lib/*:/data1/hadoop/hadoop/share/hadoop/mapreduce/*:/data1/hadoop/hadoop/contrib/capacity-scheduler/*.jar:/data1/hadoop/hadoop/share/hadoop/yarn/*:/data1/hadoop/hadoop/share/hadoop/yarn/lib/*
如果是上述类变量为空,可以通过下面三个步骤添加classpath。
2.修改mapred.site.xml
添加:
<property> <name>mapreduce.application.classpath</name> <value>$HADOOP_MAPRED_HOME/share/hadoop/mapreduce/*,$HADOOP_MAPRED_HOME/share/hadoop/mapreduce/lib/*</value> </property>
3.yarn.site.xml
添加:
<property> <name>yarn.application.classpath</name> <value>$HADOOP_MAPRED_HOME/share/hadoop/mapreduce/*,$HADOOP_MAPRED_HOME/share/hadoop/mapreduce/lib/*</value> </property>
4.修改环境变量
#vim ~/.bashrc
在文件最后添加下述环境变量:
export HADOOP_CONF_DIR=$HADOOP_HOME/etc/hadoop export HADOOP_COMMON_HOME=$HADOOP_HOME export HADOOP_HDFS_HOME=$HADOOP_HOME export HADOOP_MAPRED_HOME=$HADOOP_HOME export HADOOP_YARN_HOME=$HADOOP_HOME export HADOOP_OPTS="-Djava.library.path=$HADOOP_HOME/lib/native" export HADOOP_COMMON_LIB_NATIVE_DIR=$HADOOP_HOME/lib/native
5. source ~/.bashrc
解决报错问题:
从日志可以看出,发现是由于跑AM的container退出了,并没有为任务去RM获取资源,怀疑是AM和RM通信有问题;一台是备RM,一台活动的RM,在yarn内部,当MR去活动的RM为任务获取资源的时候当然没问题,但是去备RM获取时就会出现这个问题了。
修改vim yarn-site.xml
<property> <!-- 客户端通过该地址向RM提交对应用程序操作 --> <name>yarn.resourcemanager.address.rm1</name> <value>master:8032</value> </property> <property> <!--ResourceManager 对ApplicationMaster暴露的访问地址。ApplicationMaster通过该地址向RM申请资源、释放资源等。 --> <name>yarn.resourcemanager.scheduler.address.rm1</name> <value>master:8030</value> </property> <property> <!-- RM HTTP访问地址,查看集群信息--> <name>yarn.resourcemanager.webapp.address.rm1</name> <value>master:8088</value> </property> <property> <!-- NodeManager通过该地址交换信息 --> <name>yarn.resourcemanager.resource-tracker.address.rm1</name> <value>master:8031</value> </property> <property> <!--管理员通过该地址向RM发送管理命令 --> <name>yarn.resourcemanager.admin.address.rm1</name> <value>master:8033</value> </property> <property> <name>yarn.resourcemanager.ha.admin.address.rm1</name> <value>master:23142</value> </property> <!-- <property> <name>yarn.resourcemanager.address.rm2</name> <value>slave1:8032</value> </property> <property> <name>yarn.resourcemanager.scheduler.address.rm2</name> <value>slave1:8030</value> </property> <property> <name>yarn.resourcemanager.webapp.address.rm2</name> <value>slave1:8088</value> </property> <property> <name>yarn.resourcemanager.resource-tracker.address.rm2</name> <value>slave1:8031</value> </property> <property> <name>yarn.resourcemanager.admin.address.rm2</name> <value>slave1:8033</value> </property> <property> <name>yarn.resourcemanager.ha.admin.address.rm2</name> <value>slave1:23142</value> </property> -->
注:标红的地方就是AM向RM申请资源的rpc端口,出错问题就在这里。
红框里面是我在rm1机器(也就是master)上的yarn文件添加的;当然,如果是在slave1里面添加的话就是添加红框上面以.rm1结尾的那几行,其实,说白点,就是要在yarn-site.xml这个配置文件里面添加所有resourcemanager机器的通信主机与端口。然后拷贝到其他机器,重新启动yarn。最后在跑wordcount或者其他程序没在出错。其实这就是由于MR与RM通信的问题,所以在配置yarn-site.xml文件的时候,最好把主备的通信端口都配置到改文件,防止出错。