Spark集群搭建【Spark+Hadoop+Scala+Zookeeper】
2024-05-15 05:52:42
1.安装Linux
需要：3台CentOS7虚拟机
IP：192.168.245.130，192.168.245.131，192.168.245.132（类似，尽量保持连续，方便记忆）
注意：
3台虚拟机的网络设置为NAT模式，这样安装好后的3台虚拟机的IP是挨着的，不然还要修改IP，以达到便于配置集群的目的！
NAT模式可以在断网的情况下连接上虚拟机而桥架模式不行！
2.安装JDK
参考我的博客：https://www.cnblogs.com/yszd/p/10140327.html
3.运行Spark预编译包中的实例
1.测试Scala代码实例
执行：
运行Scala版本计算Pi的代码实例结果：
表示运行成功！
2.测试python代码实例
执行：，运行python版本计算Pi的代码实例
注意，若要是遇到下面的异常：
表示没有指定ip，这是需要修改配置文件spark-env.sh，前往conf目录下执行
拷贝配置模板文件，并修改为spark-env.sh，执行
打开配置文件，添加，指定默认ip。
然后继续执行计算Pi代码命令：
结果如下：
表示执行成功！
4.本地体验Spark
1.执行命令进入Spark交互模式
2.编写简单代码实例
执行结果：
5.Zookeeper集群部署
1.上传zookeeper到集群的各个节点
2.修改配置，指定datadir和集群节点配置
initLimit=10syncLimit=5dataDir=/hadoop/zookeeperdataLogDir=/usr/local/soft/zookeeper-3.4.12/logclientPort=2181#maxClientCnxns=60server.1 = master:2888:3888server.2 = worker1:2888:3888server.3 = worker2:2888:3888
3.配置myid
注意：内容为上面server.x中的x
4.启动zookeeper节点，查看节点运行状态
注意：节点zhen启动异常，查看zoo.cfg配置是否正确及防火墙是否已经关闭，确定无误后等待zookeeper自启！
异常节点zhen启动成功，zookeeper集群搭建完成！
6.Spark Standalone集群搭建
1.配置集群免密码登录
参考我的博客：https://www.cnblogs.com/yszd/p/10123911.html
2.安装scala环境
上传scala安装包，执行命令：rpm -ivh scala-2.11.8.rpm安装scala环境
输入scala检测是否安装成功
表示安装成功！
配置环境变量，编辑etc/profile，添加：
7.Hadoop2.7.3完全分布式搭建
1.下载文件
http://www-eu.apache.org/dist/hadoop/common/hadoop-2.7.3/hadoop-2.7.3.tar.gz
2.上传并解压Hadoop文件
3.修改相应配置文件
3.1 etc/profile:
3.2 HADOOP_HOME/etc/hadoop/hadoop-env.sh
3.3 HADOOP_HOME/etc/hadoop/slaves
3.4 HADOOP_HOME/etc/hadoop/core-site.xml
<configuration><property><name>fs.default.name</name><value>hdfs://master:9000</value></property><property><name>io.file.buffer.size</name><value>131072</value></property><property><name>hadoop.tmp.dir</name><value>/usr/local/soft/hadoop-2.7.3/tmp</value></property></configuration>
3.5 HADOOP_HOME/etc/hadoop/hdfs-site.xml
<configuration><property><name>dfs.replication</name><value>2</value></property><property><name>dfs.namenode.name.dir</name><value>file:/usr/local/soft/hadoop-2.7.3/hdfs/name</value></property><property><name>dfs.datanode.data.dir</name><value>file:/usr/local/soft/hadoop-2.7.3/hdfs/data</value></property><property><name>dfs.namenode.secondary.http-address</name><value>master:50090</value></property></configuration>
3.6 HADOOP_HOME/etc/hadoop/mapred-site.xml
<configuration><property><name>mapreduce.framework.name</name><value>yarn</value></property></configuration>
3.7 HADOOP_HOME/etc/hadoop/yarn-site.xml
<configuration><property><name>yarn.nodemanager.aux-services</name><value>mapreduce_shuffle</value></property><property><name>yarn.resourcemanager.hostname</name><value>master</value></property><property><name>yarn.log-aggregation-enable</name><value>true</value></property><property><name>yarn.log-aggregation.retain-seconds</name><value>604800</value></property></configuration>
3.8 格式化Hadoop
执行：hdfs namenode -format
执行结果：
[root@zhen etc]# hdfs namenode format 19/01/24 15:28:58 INFO namenode.NameNode: STARTUP_MSG: /************************************************************ STARTUP_MSG: Starting NameNode STARTUP_MSG: host = zhen-03.zookeeper.com/192.168.245.133 STARTUP_MSG: args = [format] STARTUP_MSG: version = 2.7.3 STARTUP_MSG: classpath = /usr/local/soft/hadoop-2.7.3/etc/hadoop:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/activation-1.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/apacheds-i18n-2.0.0-M15.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/apacheds-kerberos-codec-2.0.0-M15.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/api-asn1-api-1.0.0-M20.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/api-util-1.0.0-M20.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/asm-3.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/avro-1.7.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-beanutils-1.7.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-beanutils-core-1.8.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-cli-1.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-codec-1.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-collections-3.2.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-compress-1.4.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-configuration-1.6.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-digester-1.8.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-httpclient-3.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-io-2.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-lang-2.6.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-logging-1.1.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-math3-3.1.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-net-3.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/curator-client-2.7.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/curator-framework-2.7.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/curator-recipes-2.7.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/gson-2.2.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/guava-11.0.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/hadoop-annotations-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/hadoop-auth-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/hamcrest-core-1.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/htrace-core-3.1.0-incubating.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/httpclient-4.2.5.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/httpcore-4.2.5.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jackson-core-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jackson-jaxrs-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jackson-mapper-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jackson-xc-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/java-xmlbuilder-0.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jaxb-api-2.2.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jaxb-impl-2.2.3-1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jersey-core-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jersey-json-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jersey-server-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jets3t-0.9.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jettison-1.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jetty-6.1.26.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jetty-util-6.1.26.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jsch-0.1.42.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jsp-api-2.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jsr305-3.0.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/junit-4.11.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/log4j-1.2.17.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/mockito-all-1.8.5.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/netty-3.6.2.Final.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/paranamer-2.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/protobuf-java-2.5.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/servlet-api-2.5.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/slf4j-api-1.7.10.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/slf4j-log4j12-1.7.10.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/snappy-java-1.0.4.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/stax-api-1.0-2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/xmlenc-0.52.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/xz-1.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/zookeeper-3.4.6.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/hadoop-common-2.7.3-tests.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/hadoop-common-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/hadoop-nfs-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/asm-3.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/commons-cli-1.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/commons-codec-1.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/commons-daemon-1.0.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/commons-io-2.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/commons-lang-2.6.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/commons-logging-1.1.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/guava-11.0.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/htrace-core-3.1.0-incubating.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jackson-core-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jackson-mapper-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jersey-core-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jersey-server-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jetty-6.1.26.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jetty-util-6.1.26.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jsr305-3.0.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/leveldbjni-all-1.8.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/log4j-1.2.17.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/netty-3.6.2.Final.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/netty-all-4.0.23.Final.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/protobuf-java-2.5.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/servlet-api-2.5.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/xercesImpl-2.9.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/xml-apis-1.3.04.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/xmlenc-0.52.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/hadoop-hdfs-2.7.3-tests.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/hadoop-hdfs-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/hadoop-hdfs-nfs-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/activation-1.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/aopalliance-1.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/asm-3.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-cli-1.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-codec-1.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-collections-3.2.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-compress-1.4.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-io-2.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-lang-2.6.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-logging-1.1.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/guava-11.0.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/guice-3.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/guice-servlet-3.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jackson-core-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jackson-jaxrs-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jackson-mapper-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jackson-xc-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/javax.inject-1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jaxb-api-2.2.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jaxb-impl-2.2.3-1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jersey-client-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jersey-core-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jersey-guice-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jersey-json-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jersey-server-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jettison-1.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jetty-6.1.26.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jetty-util-6.1.26.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jsr305-3.0.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/leveldbjni-all-1.8.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/log4j-1.2.17.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/netty-3.6.2.Final.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/protobuf-java-2.5.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/servlet-api-2.5.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/stax-api-1.0-2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/xz-1.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/zookeeper-3.4.6-tests.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/zookeeper-3.4.6.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-api-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-applications-distributedshell-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-applications-unmanaged-am-launcher-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-client-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-common-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-registry-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-applicationhistoryservice-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-common-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-nodemanager-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-resourcemanager-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-sharedcachemanager-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-tests-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-web-proxy-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/aopalliance-1.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/asm-3.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/avro-1.7.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/commons-compress-1.4.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/commons-io-2.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/guice-3.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/guice-servlet-3.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/hadoop-annotations-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/hamcrest-core-1.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/jackson-core-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/jackson-mapper-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/javax.inject-1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/jersey-core-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/jersey-guice-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/jersey-server-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/junit-4.11.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/leveldbjni-all-1.8.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/log4j-1.2.17.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/netty-3.6.2.Final.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/paranamer-2.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/protobuf-java-2.5.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/snappy-java-1.0.4.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/xz-1.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-app-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-common-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-core-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-hs-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-hs-plugins-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-jobclient-2.7.3-tests.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-jobclient-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-shuffle-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-examples-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/contrib/capacity-scheduler/*.jar STARTUP_MSG: build = https://git-wip-us.apache.org/repos/asf/hadoop.git -r baa91f7c6bc9cb92be5982de4719c1c8af91ccff; compiled by 'root' on 2016-08-18T01:41Z STARTUP_MSG: java = 1.8.0_172 ************************************************************/ 19/01/24 15:28:58 INFO namenode.NameNode: registered UNIX signal handlers for [TERM, HUP, INT] 19/01/24 15:28:58 INFO namenode.NameNode: createNameNode [format] Usage: java NameNode [-backup] | [-checkpoint] | [-format [-clusterid cid ] [-force] [-nonInteractive] ] | [-upgrade [-clusterid cid] [-renameReserved<k-v pairs>] ] | [-upgradeOnly [-clusterid cid] [-renameReserved<k-v pairs>] ] | [-rollback] | [-rollingUpgrade <rollback|downgrade|started> ] | [-finalize] | [-importCheckpoint] | [-initializeSharedEdits] | [-bootstrapStandby] | [-recover [ -force] ] | [-metadataVersion ] ]19/01/24 15:29:00 INFO namenode.NameNode: SHUTDOWN_MSG: /************************************************************ SHUTDOWN_MSG: Shutting down NameNode at zhen-03.zookeeper.com/192.168.245.133 ************************************************************/
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4.拷贝Hadoop到Worker节点
执行命令：scp -r /usr/local/soft/hadoop-2.7.3 root@worker1:/usr/local/soft
执行命令：scp -r /usr/local/soft/hadoop-2.7.3 root@worker2:/usr/local/soft
5.在浏览器上输入：master:50070查看
表示安装成功！
8.Spark-2.1.1完全分布式搭建
1.下载安装文件
http://d3kbcqa49mib13.cloudfront.net/spark-2.1.1-bin-hadoop2.7.tgz
2.上传并解压安装文件
3.修改相应的配置文件
3.1 etc/profile
3.2 SPARK_HOME/conf/spark-env.sh
3.3 SPARK_HOME/conf/slaves
9.编辑集群的脚本
1.启动脚本
#!/bin/bash echo -e "=========================Start spark cluster==================================" echo -e "Starting Hadoop..." /usr/local/soft/hadoop-2.7.3/sbin/start-all.sh echo -e "Starting Spark..." /usr/local/soft/spark-2.1.1-bin-hadoop2.7/sbin/start-all.sh echo -e "The Result of the Command \"jps\"" jps echo -e "=================================End=========================================="
2.启动结果
=========================Start spark cluster================================== Starting Hadoop... This script is Deprecated. Instead use start-dfs.sh and start-yarn.sh Java HotSpot(TM) 64-Bit Server VM warning: You have loaded library /usr/local/soft/hadoop-2.7.3/lib/native/libhadoop.so which might have disabled stack guard. The VM will try to fix the stack guard now. It's highly recommended that you fix the library with 'execstack -c <libfile>', or link it with '-z noexecstack'. 19/01/25 14:22:24 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable Starting namenodes on [master] master: starting namenode, logging to /usr/local/soft/hadoop-2.7.3/logs/hadoop-root-namenode-zhen.out worker2: starting datanode, logging to /usr/local/soft/hadoop-2.7.3/logs/hadoop-root-datanode-CentOS9.com.out worker1: starting datanode, logging to /usr/local/soft/hadoop-2.7.3/logs/hadoop-root-datanode-CentOS.com.out Starting secondary namenodes [master] master: starting secondarynamenode, logging to /usr/local/soft/hadoop-2.7.3/logs/hadoop-root-secondarynamenode-zhen.out Java HotSpot(TM) 64-Bit Server VM warning: You have loaded library /usr/local/soft/hadoop-2.7.3/lib/native/libhadoop.so which might have disabled stack guard. The VM will try to fix the stack guard now. It's highly recommended that you fix the library with 'execstack -c <libfile>', or link it with '-z noexecstack'. 19/01/25 14:22:58 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable starting yarn daemons starting resourcemanager, logging to /usr/local/soft/hadoop-2.7.3/logs/yarn-root-resourcemanager-zhen.out worker1: starting nodemanager, logging to /usr/local/soft/hadoop-2.7.3/logs/yarn-root-nodemanager-CentOS.com.out worker2: starting nodemanager, logging to /usr/local/soft/hadoop-2.7.3/logs/yarn-root-nodemanager-CentOS9.com.out Starting Spark... starting org.apache.spark.deploy.master.Master, logging to /usr/local/soft/spark-2.1.1-bin-hadoop2.7/logs/spark-root-org.apache.spark.deploy.master.Master-1-zhen.out failed to launch: nice -n 0 /usr/local/soft/spark-2.1.1-bin-hadoop2.7/bin/spark-class org.apache.spark.deploy.master.Master --host zhen --port 7077 --webui-port 8080 full log in /usr/local/soft/spark-2.1.1-bin-hadoop2.7/logs/spark-root-org.apache.spark.deploy.master.Master-1-zhen.out master: starting org.apache.spark.deploy.worker.Worker, logging to /usr/local/soft/spark-2.1.1-bin-hadoop2.7/logs/spark-root-org.apache.spark.deploy.worker.Worker-1-zhen.out worker2: starting org.apache.spark.deploy.worker.Worker, logging to /usr/local/soft/spark-2.1.1-bin-hadoop2.7/logs/spark-root-org.apache.spark.deploy.worker.Worker-1-CentOS9.com.out worker1: starting org.apache.spark.deploy.worker.Worker, logging to /usr/local/soft/spark-2.1.1-bin-hadoop2.7/logs/spark-root-org.apache.spark.deploy.worker.Worker-1-CentOS.com.out worker2: failed to launch: nice -n 0 /usr/local/soft/spark-2.1.1-bin-hadoop2.7/bin/spark-class org.apache.spark.deploy.worker.Worker --webui-port 8081 spark://zhen:7077 worker2: full log in /usr/local/soft/spark-2.1.1-bin-hadoop2.7/logs/spark-root-org.apache.spark.deploy.worker.Worker-1-CentOS9.com.out worker1: failed to launch: nice -n 0 /usr/local/soft/spark-2.1.1-bin-hadoop2.7/bin/spark-class org.apache.spark.deploy.worker.Worker --webui-port 8081 spark://zhen:7077 worker1: full log in /usr/local/soft/spark-2.1.1-bin-hadoop2.7/logs/spark-root-org.apache.spark.deploy.worker.Worker-1-CentOS.com.out The Result of the Command "jps" 3584 Master 3872 Jps 3361 SecondaryNameNode 3505 ResourceManager 3841 Worker =================================End==========================================
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注意：如果jps没有namenode，则说明namenode元数据损坏，这时需要前往bin目录下，执行：hadoop namenode -format重建一下
结果如下：
DEPRECATED: Use of this script to execute hdfs command is deprecated. Instead use the hdfs command for it.19/01/25 14:44:56 INFO namenode.NameNode: STARTUP_MSG: /************************************************************ STARTUP_MSG: Starting NameNode STARTUP_MSG: host = zhen/123.129.254.12 STARTUP_MSG: args = [-format] STARTUP_MSG: version = 2.7.3 STARTUP_MSG: classpath = /usr/local/soft/hadoop-2.7.3/etc/hadoop:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/activation-1.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/apacheds-i18n-2.0.0-M15.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/apacheds-kerberos-codec-2.0.0-M15.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/api-asn1-api-1.0.0-M20.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/api-util-1.0.0-M20.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/asm-3.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/avro-1.7.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-beanutils-1.7.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-beanutils-core-1.8.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-cli-1.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-codec-1.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-collections-3.2.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-compress-1.4.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-configuration-1.6.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-digester-1.8.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-httpclient-3.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-io-2.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-lang-2.6.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-logging-1.1.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-math3-3.1.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/commons-net-3.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/curator-client-2.7.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/curator-framework-2.7.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/curator-recipes-2.7.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/gson-2.2.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/guava-11.0.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/hadoop-annotations-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/hadoop-auth-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/hamcrest-core-1.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/htrace-core-3.1.0-incubating.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/httpclient-4.2.5.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/httpcore-4.2.5.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jackson-core-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jackson-jaxrs-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jackson-mapper-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jackson-xc-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/java-xmlbuilder-0.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jaxb-api-2.2.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jaxb-impl-2.2.3-1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jersey-core-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jersey-json-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jersey-server-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jets3t-0.9.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jettison-1.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jetty-6.1.26.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jetty-util-6.1.26.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jsch-0.1.42.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jsp-api-2.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/jsr305-3.0.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/junit-4.11.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/log4j-1.2.17.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/mockito-all-1.8.5.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/netty-3.6.2.Final.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/paranamer-2.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/protobuf-java-2.5.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/servlet-api-2.5.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/slf4j-api-1.7.10.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/slf4j-log4j12-1.7.10.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/snappy-java-1.0.4.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/stax-api-1.0-2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/xmlenc-0.52.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/xz-1.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/lib/zookeeper-3.4.6.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/hadoop-common-2.7.3-tests.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/hadoop-common-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/common/hadoop-nfs-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/asm-3.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/commons-cli-1.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/commons-codec-1.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/commons-daemon-1.0.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/commons-io-2.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/commons-lang-2.6.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/commons-logging-1.1.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/guava-11.0.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/htrace-core-3.1.0-incubating.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jackson-core-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jackson-mapper-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jersey-core-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jersey-server-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jetty-6.1.26.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jetty-util-6.1.26.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/jsr305-3.0.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/leveldbjni-all-1.8.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/log4j-1.2.17.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/netty-3.6.2.Final.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/netty-all-4.0.23.Final.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/protobuf-java-2.5.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/servlet-api-2.5.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/xercesImpl-2.9.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/xml-apis-1.3.04.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/lib/xmlenc-0.52.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/hadoop-hdfs-2.7.3-tests.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/hadoop-hdfs-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/hdfs/hadoop-hdfs-nfs-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/activation-1.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/aopalliance-1.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/asm-3.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-cli-1.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-codec-1.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-collections-3.2.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-compress-1.4.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-io-2.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-lang-2.6.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/commons-logging-1.1.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/guava-11.0.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/guice-3.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/guice-servlet-3.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jackson-core-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jackson-jaxrs-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jackson-mapper-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jackson-xc-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/javax.inject-1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jaxb-api-2.2.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jaxb-impl-2.2.3-1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jersey-client-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jersey-core-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jersey-guice-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jersey-json-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jersey-server-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jettison-1.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jetty-6.1.26.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jetty-util-6.1.26.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/jsr305-3.0.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/leveldbjni-all-1.8.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/log4j-1.2.17.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/netty-3.6.2.Final.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/protobuf-java-2.5.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/servlet-api-2.5.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/stax-api-1.0-2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/xz-1.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/zookeeper-3.4.6-tests.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/lib/zookeeper-3.4.6.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-api-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-applications-distributedshell-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-applications-unmanaged-am-launcher-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-client-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-common-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-registry-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-applicationhistoryservice-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-common-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-nodemanager-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-resourcemanager-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-sharedcachemanager-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-tests-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/yarn/hadoop-yarn-server-web-proxy-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/aopalliance-1.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/asm-3.2.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/avro-1.7.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/commons-compress-1.4.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/commons-io-2.4.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/guice-3.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/guice-servlet-3.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/hadoop-annotations-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/hamcrest-core-1.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/jackson-core-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/jackson-mapper-asl-1.9.13.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/javax.inject-1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/jersey-core-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/jersey-guice-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/jersey-server-1.9.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/junit-4.11.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/leveldbjni-all-1.8.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/log4j-1.2.17.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/netty-3.6.2.Final.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/paranamer-2.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/protobuf-java-2.5.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/snappy-java-1.0.4.1.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/lib/xz-1.0.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-app-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-common-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-core-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-hs-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-hs-plugins-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-jobclient-2.7.3-tests.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-jobclient-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-client-shuffle-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-examples-2.7.3.jar:/usr/local/soft/hadoop-2.7.3/contrib/capacity-scheduler/*.jar:/usr/local/soft/hadoop-2.7.3/contrib/capacity-scheduler/*.jar STARTUP_MSG: build = https://git-wip-us.apache.org/repos/asf/hadoop.git -r baa91f7c6bc9cb92be5982de4719c1c8af91ccff; compiled by 'root' on 2016-08-18T01:41Z STARTUP_MSG: java = 1.8.0_172 ************************************************************/ 19/01/25 14:44:56 INFO namenode.NameNode: registered UNIX signal handlers for [TERM, HUP, INT] 19/01/25 14:44:56 INFO namenode.NameNode: createNameNode [-format] Java HotSpot(TM) 64-Bit Server VM warning: You have loaded library /usr/local/soft/hadoop-2.7.3/lib/native/libhadoop.so which might have disabled stack guard. The VM will try to fix the stack guard now. It's highly recommended that you fix the library with 'execstack -c <libfile>', or link it with '-z noexecstack'. 19/01/25 14:44:58 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable Formatting using clusterid: CID-27b9e297-649c-4dfc-8792-46ded8f0e5fd 19/01/25 14:45:00 INFO namenode.FSNamesystem: No KeyProvider found. 19/01/25 14:45:00 INFO namenode.FSNamesystem: fsLock is fair:true 19/01/25 14:45:00 INFO blockmanagement.DatanodeManager: dfs.block.invalidate.limit=1000 19/01/25 14:45:00 INFO blockmanagement.DatanodeManager: dfs.namenode.datanode.registration.ip-hostname-check=true 19/01/25 14:45:00 INFO blockmanagement.BlockManager: dfs.namenode.startup.delay.block.deletion.sec is set to 000:00:00:00.000 19/01/25 14:45:00 INFO blockmanagement.BlockManager: The block deletion will start around 2019 一月 25 14:45:00 19/01/25 14:45:00 INFO util.GSet: Computing capacity for map BlocksMap 19/01/25 14:45:00 INFO util.GSet: VM type = 64-bit 19/01/25 14:45:00 INFO util.GSet: 2.0% max memory 966.7 MB = 19.3 MB 19/01/25 14:45:00 INFO util.GSet: capacity = 2^21 = 2097152 entries 19/01/25 14:45:00 INFO blockmanagement.BlockManager: dfs.block.access.token.enable=false 19/01/25 14:45:00 INFO blockmanagement.BlockManager: defaultReplication = 2 19/01/25 14:45:00 INFO blockmanagement.BlockManager: maxReplication = 512 19/01/25 14:45:00 INFO blockmanagement.BlockManager: minReplication = 1 19/01/25 14:45:00 INFO blockmanagement.BlockManager: maxReplicationStreams = 2 19/01/25 14:45:00 INFO blockmanagement.BlockManager: replicationRecheckInterval = 3000 19/01/25 14:45:00 INFO blockmanagement.BlockManager: encryptDataTransfer = false 19/01/25 14:45:00 INFO blockmanagement.BlockManager: maxNumBlocksToLog = 1000 19/01/25 14:45:00 INFO namenode.FSNamesystem: fsOwner = root (auth:SIMPLE) 19/01/25 14:45:00 INFO namenode.FSNamesystem: supergroup = supergroup 19/01/25 14:45:00 INFO namenode.FSNamesystem: isPermissionEnabled = true 19/01/25 14:45:00 INFO namenode.FSNamesystem: HA Enabled: false 19/01/25 14:45:00 INFO namenode.FSNamesystem: Append Enabled: true 19/01/25 14:45:02 INFO util.GSet: Computing capacity for map INodeMap 19/01/25 14:45:02 INFO util.GSet: VM type = 64-bit 19/01/25 14:45:02 INFO util.GSet: 1.0% max memory 966.7 MB = 9.7 MB 19/01/25 14:45:02 INFO util.GSet: capacity = 2^20 = 1048576 entries 19/01/25 14:45:02 INFO namenode.FSDirectory: ACLs enabled? false 19/01/25 14:45:02 INFO namenode.FSDirectory: XAttrs enabled? true 19/01/25 14:45:02 INFO namenode.FSDirectory: Maximum size of an xattr: 16384 19/01/25 14:45:02 INFO namenode.NameNode: Caching file names occuring more than 10 times 19/01/25 14:45:02 INFO util.GSet: Computing capacity for map cachedBlocks 19/01/25 14:45:02 INFO util.GSet: VM type = 64-bit 19/01/25 14:45:02 INFO util.GSet: 0.25% max memory 966.7 MB = 2.4 MB 19/01/25 14:45:02 INFO util.GSet: capacity = 2^18 = 262144 entries 19/01/25 14:45:02 INFO namenode.FSNamesystem: dfs.namenode.safemode.threshold-pct = 0.9990000128746033 19/01/25 14:45:02 INFO namenode.FSNamesystem: dfs.namenode.safemode.min.datanodes = 0 19/01/25 14:45:02 INFO namenode.FSNamesystem: dfs.namenode.safemode.extension = 30000 19/01/25 14:45:02 INFO metrics.TopMetrics: NNTop conf: dfs.namenode.top.window.num.buckets = 10 19/01/25 14:45:02 INFO metrics.TopMetrics: NNTop conf: dfs.namenode.top.num.users = 10 19/01/25 14:45:02 INFO metrics.TopMetrics: NNTop conf: dfs.namenode.top.windows.minutes = 1,5,25 19/01/25 14:45:02 INFO namenode.FSNamesystem: Retry cache on namenode is enabled 19/01/25 14:45:02 INFO namenode.FSNamesystem: Retry cache will use 0.03 of total heap and retry cache entry expiry time is 600000 millis 19/01/25 14:45:02 INFO util.GSet: Computing capacity for map NameNodeRetryCache 19/01/25 14:45:02 INFO util.GSet: VM type = 64-bit 19/01/25 14:45:02 INFO util.GSet: 0.029999999329447746% max memory 966.7 MB = 297.0 KB 19/01/25 14:45:02 INFO util.GSet: capacity = 2^15 = 32768 entries 19/01/25 14:45:43 INFO namenode.FSImage: Allocated new BlockPoolId: BP-294533571-123.129.254.12-1548398742917 19/01/25 14:45:43 INFO common.Storage: Storage directory /usr/local/soft/hadoop-2.7.3/hdfs/name has been successfully formatted. 19/01/25 14:45:43 INFO namenode.FSImageFormatProtobuf: Saving image file /usr/local/soft/hadoop-2.7.3/hdfs/name/current/fsimage.ckpt_0000000000000000000 using no compression 19/01/25 14:45:44 INFO namenode.FSImageFormatProtobuf: Image file /usr/local/soft/hadoop-2.7.3/hdfs/name/current/fsimage.ckpt_0000000000000000000 of size 351 bytes saved in 0 seconds. 19/01/25 14:45:44 INFO namenode.NNStorageRetentionManager: Going to retain 1 images with txid >= 0 19/01/25 14:45:44 INFO util.ExitUtil: Exiting with status 0 19/01/25 14:45:44 INFO namenode.NameNode: SHUTDOWN_MSG: /************************************************************ SHUTDOWN_MSG: Shutting down NameNode at zhen/123.129.254.12 ************************************************************/
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重新启动如下：
=========================Start spark cluster================================== Starting Hadoop... This script is Deprecated. Instead use start-dfs.sh and start-yarn.sh Java HotSpot(TM) 64-Bit Server VM warning: You have loaded library /usr/local/soft/hadoop-2.7.3/lib/native/libhadoop.so which might have disabled stack guard. The VM will try to fix the stack guard now. It's highly recommended that you fix the library with 'execstack -c <libfile>', or link it with '-z noexecstack'. 19/01/25 14:47:54 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable Starting namenodes on [master] master: starting namenode, logging to /usr/local/soft/hadoop-2.7.3/logs/hadoop-root-namenode-zhen.out worker1: starting datanode, logging to /usr/local/soft/hadoop-2.7.3/logs/hadoop-root-datanode-CentOS.com.out worker2: starting datanode, logging to /usr/local/soft/hadoop-2.7.3/logs/hadoop-root-datanode-CentOS9.com.out Starting secondary namenodes [master] master: starting secondarynamenode, logging to /usr/local/soft/hadoop-2.7.3/logs/hadoop-root-secondarynamenode-zhen.out Java HotSpot(TM) 64-Bit Server VM warning: You have loaded library /usr/local/soft/hadoop-2.7.3/lib/native/libhadoop.so which might have disabled stack guard. The VM will try to fix the stack guard now. It's highly recommended that you fix the library with 'execstack -c <libfile>', or link it with '-z noexecstack'. 19/01/25 14:48:30 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable starting yarn daemons starting resourcemanager, logging to /usr/local/soft/hadoop-2.7.3/logs/yarn-root-resourcemanager-zhen.out worker2: starting nodemanager, logging to /usr/local/soft/hadoop-2.7.3/logs/yarn-root-nodemanager-CentOS9.com.out worker1: starting nodemanager, logging to /usr/local/soft/hadoop-2.7.3/logs/yarn-root-nodemanager-CentOS.com.out Starting Spark... starting org.apache.spark.deploy.master.Master, logging to /usr/local/soft/spark-2.1.1-bin-hadoop2.7/logs/spark-root-org.apache.spark.deploy.master.Master-1-zhen.out master: starting org.apache.spark.deploy.worker.Worker, logging to /usr/local/soft/spark-2.1.1-bin-hadoop2.7/logs/spark-root-org.apache.spark.deploy.worker.Worker-1-zhen.out worker1: starting org.apache.spark.deploy.worker.Worker, logging to /usr/local/soft/spark-2.1.1-bin-hadoop2.7/logs/spark-root-org.apache.spark.deploy.worker.Worker-1-CentOS.com.out worker2: starting org.apache.spark.deploy.worker.Worker, logging to /usr/local/soft/spark-2.1.1-bin-hadoop2.7/logs/spark-root-org.apache.spark.deploy.worker.Worker-1-CentOS9.com.out The Result of the Command "jps" 7808 Worker 7729 Master 7494 SecondaryNameNode 7641 ResourceManager 7836 Jps 7341 NameNode =================================End==========================================
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表示启动成功！
3.关闭脚本
#!/bin/bash echo -e "=========================Stop spark cluster==================================" echo -e "Stoping Hadoop..." /usr/local/soft/hadoop-2.7.3/sbin/stop-all.sh echo -e "Stoping Spark..." /usr/local/soft/spark-2.1.1-bin-hadoop2.7/sbin/stop-all.sh echo -e "The Result of the Command \"jps\"" jps echo -e "=================================End=========================================="
4.执行结果
=========================Stop spark cluster================================== Stoping Hadoop... This script is Deprecated. Instead use stop-dfs.sh and stop-yarn.sh Java HotSpot(TM) 64-Bit Server VM warning: You have loaded library /usr/local/soft/hadoop-2.7.3/lib/native/libhadoop.so which might have disabled stack guard. The VM will try to fix the stack guard now. It's highly recommended that you fix the library with 'execstack -c <libfile>', or link it with '-z noexecstack'. 19/01/25 14:53:01 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable Stopping namenodes on [master] master: stopping namenode worker1: stopping datanode worker2: stopping datanode Stopping secondary namenodes [master] master: stopping secondarynamenode Java HotSpot(TM) 64-Bit Server VM warning: You have loaded library /usr/local/soft/hadoop-2.7.3/lib/native/libhadoop.so which might have disabled stack guard. The VM will try to fix the stack guard now. It's highly recommended that you fix the library with 'execstack -c <libfile>', or link it with '-z noexecstack'. 19/01/25 14:53:33 WARN util.NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable stopping yarn daemons stopping resourcemanager worker2: stopping nodemanager worker1: stopping nodemanager no proxyserver to stop Stoping Spark... master: no org.apache.spark.deploy.worker.Worker to stop worker2: no org.apache.spark.deploy.worker.Worker to stop worker1: no org.apache.spark.deploy.worker.Worker to stop no org.apache.spark.deploy.master.Master to stop The Result of the Command "jps" 8563 Jps =================================End==========================================
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10.测试
1.测试Hadoop
1.1 创建测试文件
1.2 编辑内容
spark scala hadoop spark hadoop java redis hbase hive kafka flume
1.3 创建Hadoop文件夹，用于保存测试文件
hadoop fs -mkdir -p /hadoop/data
1.4 把创建好的测试文件导入到Hadoop中
hadoop fs -put /wordcount.txt
1.5 运行程序
hadoop jar /usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-examples-2.7.3.jar wordcount /hadoop/data /hadoop/output
1.6 执行日志
[root@master data]# hadoop jar /usr/local/soft/hadoop-2.7.3/share/hadoop/mapreduce/hadoop-mapreduce-examples-2.7.3.jar wordcount /hadoop/data /hadoop/output 19/03/29 17:38:50 INFO client.RMProxy: Connecting to ResourceManager at master/192.168.245.136:8032 19/03/29 17:38:56 INFO input.FileInputFormat: Total input paths to process : 1 19/03/29 17:38:56 INFO mapreduce.JobSubmitter: number of splits:1 19/03/29 17:38:57 INFO mapreduce.JobSubmitter: Submitting tokens for job: job_1553851703365_0002 19/03/29 17:39:00 INFO impl.YarnClientImpl: Submitted application application_1553851703365_0002 19/03/29 17:39:00 INFO mapreduce.Job: The url to track the job: http://master:8088/proxy/application_1553851703365_0002/ 19/03/29 17:39:00 INFO mapreduce.Job: Running job: job_1553851703365_0002 19/03/29 17:39:50 INFO mapreduce.Job: Job job_1553851703365_0002 running in uber mode : false 19/03/29 17:39:50 INFO mapreduce.Job: map 0% reduce 0% 19/03/29 17:40:22 INFO mapreduce.Job: map 100% reduce 0% 19/03/29 17:40:56 INFO mapreduce.Job: map 100% reduce 100% 19/03/29 17:40:58 INFO mapreduce.Job: Job job_1553851703365_0002 completed successfully 19/03/29 17:40:59 INFO mapreduce.Job: Counters: 49File System CountersFILE: Number of bytes read=113FILE: Number of bytes written=237519FILE: Number of read operations=0FILE: Number of large read operations=0FILE: Number of write operations=0HDFS: Number of bytes read=176HDFS: Number of bytes written=71HDFS: Number of read operations=6HDFS: Number of large read operations=0HDFS: Number of write operations=2Job Counters Launched map tasks=1Launched reduce tasks=1Data-local map tasks=1Total time spent by all maps in occupied slots (ms)=28026Total time spent by all reduces in occupied slots (ms)=28758Total time spent by all map tasks (ms)=28026Total time spent by all reduce tasks (ms)=28758Total vcore-milliseconds taken by all map tasks=28026Total vcore-milliseconds taken by all reduce tasks=28758Total megabyte-milliseconds taken by all map tasks=28698624Total megabyte-milliseconds taken by all reduce tasks=29448192Map-Reduce FrameworkMap input records=1Map output records=11Map output bytes=110Map output materialized bytes=113Input split bytes=109Combine input records=11Combine output records=9Reduce input groups=9Reduce shuffle bytes=113Reduce input records=9Reduce output records=9Spilled Records=18Shuffled Maps =1Failed Shuffles=0Merged Map outputs=1GC time elapsed (ms)=736CPU time spent (ms)=8700Physical memory (bytes) snapshot=296263680Virtual memory (bytes) snapshot=4165492736Total committed heap usage (bytes)=140288000Shuffle ErrorsBAD_ID=0CONNECTION=0IO_ERROR=0WRONG_LENGTH=0WRONG_MAP=0WRONG_REDUCE=0File Input Format Counters Bytes Read=67File Output Format Counters Bytes Written=71
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1.7 执行结果
完成！！
转载于:https://www.cnblogs.com/yszd/p/10039249.html
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