本地YARN集群部署

请先完成HDFS的前置部署，部署方式可查看:本地部署HDFS集群https://blog.csdn.net/m0_73641796/article/details/145998092?spm=1001.2014.3001.5502

部署说明

|------------------|------|---------------------------------------------------------------------------------------------------|---------|
| 组件 | 配置文件 | 启动进程 | 备注 |
| Hadoop HDFS | 需修改 | 需启动: NameNode作为主节点 DataNode作为从节点 SecondaryNameNode主节点辅助 | 分布式文件系统 |
| Hadoop YARN | 需修改 | 需启动 ResourceManager作为集群资源管理者 NodeManager作为单机资源管理者 ProxyServer代理服务器提供安全性 JobHistoryServer记录历史信息和日志 | 分布式资源调度 |
| Hadoop MapReduce | 需修改 | 无需启动任何进程 MapReduce程序运行在YARN容器内 | 分布式数据计算 |

集群规划

|-------|----------------------------------------------------------|
| 主机 | 角色 |
| node1 | ResourceManager NodeManager ProxyServer JobHistoryServer |
| node2 | NodeManager |
| node3 | NodeManager |

修改MapReduce配置文件

在$HADOOP_HOME/etc/hadoop文件夹内，修改mapred-env.sh文件，添加如下环境变量

复制代码

export JAVA_HOME=/export/server/jdk
export HADOOP_JOB_HISTORYSERVER_HEAPSIZE=1000
export HADOOP_MAPRED_ROOT_LOGGER=INFO,RFA

修改mapred-site.xml文件，添加如下配置信息

复制代码

<configuration>
  <property>
    <name>mapreduce.framework.name</name>
    <value>yarn</value>
    <description></description>
  </property>
  <property>
    <name>mapreduce.jobhistory.address</name>
    <value>node1:10020</value>
    <description></description>
  </property>
  <property>
    <name>mapreduce.jobhistory.webapp.address</name>
    <value>node1:19888</value>
    <description></description>
  </property>
  <property>
    <name>mapreduce.jobhistory.intermediate-done-dir</name>
    <value>/data/mr-history/tmp</value>
    <description></description>
  </property>
  <property>
    <name>mapreduce.jobhistory.done-dir</name>
    <value>/data/mr-history/done</value>
    <description></description>
  </property>
 <property>
   <name>yarn.app.mapreduce.am.env</name>
   <value>HADOOP_MAPRED_HOME=$HADOOP_HOME</value>
 </property>
 <property>
   <name>mapreduce.map.env</name>
   <value>HADOOP_MAPRED_HOME=$HADOOP_HOME</value>
 </property>
 <property>
   <name>mapreduce.reduce.env</name>
   <value>HADOOP_MAPRED_HOME=$HADOOP_HOME</value>
 </property>
</configuration>

修改YARN配置文件

在$HADOOP_HOME/etc/hadoop文件夹内，修改yarn-env.sh文件，添加如下环境变量

复制代码

export JAVA_HOME=/export/server/jdk
export HADOOP_HOME=/export/server/hadoop
export HADOOP_CONF_DIR=$HADOOP_HOME/etc/hadoop
export HADOOP_LOG_DIR=$HADOOP_HOME/logs

修改yarn-site.xml文件，添加如下内容：

复制代码

<configuration>

<!-- Site specific YARN configuration properties -->
<property>
    <name>yarn.log.server.url</name>
    <value>http://node1:19888/jobhistory/logs</value>
    <description></description>
</property>
  <property>
    <name>yarn.web-proxy.address</name>
    <value>node1:8089</value>
    <description>proxy server hostname and port</description>
  </property>
  <property>
    <name>yarn.log-aggregation-enable</name>
    <value>true</value>
    <description>Configuration to enable or disable log aggregation</description>
  </property>
  <property>
    <name>yarn.nodemanager.remote-app-log-dir</name>
    <value>/tmp/logs</value>
    <description>Configuration to enable or disable log aggregation</description>
  </property>

<!-- Site specific YARN configuration properties -->
  <property>
    <name>yarn.resourcemanager.hostname</name>
    <value>node1</value>
    <description></description>
  </property>
  <property>
    <name>yarn.resourcemanager.scheduler.class</name>
<value>org.apache.hadoop.yarn.server.resourcemanager.scheduler.fair.FairScheduler</value>
    <description></description>
  </property>
  <property>
    <name>yarn.nodemanager.local-dirs</name>
    <value>/data/nm-local</value>
    <description>Comma-separated list of paths on the local filesystem where intermediate data is written.</description>
  </property>
  <property>
    <name>yarn.nodemanager.log-dirs</name>
    <value>/data/nm-log</value>
    <description>Comma-separated list of paths on the local filesystem where logs are written.</description>
  </property>
  <property>
    <name>yarn.nodemanager.log.retain-seconds</name>
    <value>10800</value>
    <description>Default time (in seconds) to retain log files on the NodeManager Only applicable if log-aggregation is disabled.</description>
  </property>
  <property>
    <name>yarn.nodemanager.aux-services</name>
    <value>mapreduce_shuffle</value>
    <description>Shuffle service that needs to be set for Map Reduce applications.</description>
  </property>
</configuration>

分发配置文件

复制代码

scp mapred-env.sh mapred-site.xml yarn-env.sh yarn-site.xml node2:`pwd`/
scp mapred-env.sh mapred-site.xml yarn-env.sh yarn-site.xml node3:`pwd`/

启动HDFS

复制代码

start-dfs.sh

启动YARN

bash 复制代码

# 一键启动YARN集群
start-yarn.sh

# 一键停止YARN集群
stop-yarn.sh

# 在当前机器，单独启动或停止进程
yarn --daemon start|stop resourcemanager|nodemanager|proxyserver

# 历史服务器启动和停止
mapred --daemon start|stop historyserver

可通过jps命令查看当前运行的进程

查看YARN的WEB UI页面

打开 http://node1:8088 即可看到YARN集群的监控页面（ResourceManager的WEB UI）