From 16506a6d7ff2882a51240c2b44ed2c3ebe79f2ba Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=83=A1=E6=98=9F=E8=BE=89?= Date: Fri, 21 Jun 2019 14:02:54 +0800 Subject: [PATCH] '2019-06-21' MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 分布式和单机大数据使用教程 --- ...77\347\224\250\346\225\231\347\250\213.md" | 235 ++++++++++++++++++ ...7\347\224\250\346\225\231\347\250\213.pdf" | Bin 0 -> 660407 bytes 2 files changed, 235 insertions(+) create mode 100644 "\351\273\221\351\251\254\345\244\264\346\235\241\346\216\250\350\215\220\345\210\206\345\270\203\345\274\217&\345\215\225\346\234\272\347\211\210\345\244\247\346\225\260\346\215\256\347\216\257\345\242\203\344\275\277\347\224\250\346\225\231\347\250\213.md" create mode 100644 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"b/\351\273\221\351\251\254\345\244\264\346\235\241\346\216\250\350\215\220\345\210\206\345\270\203\345\274\217&\345\215\225\346\234\272\347\211\210\345\244\247\346\225\260\346\215\256\347\216\257\345\242\203\344\275\277\347\224\250\346\225\231\347\250\213.md" @@ -0,0 +1,235 @@ +## 黑马头条推荐环境使用教程 + +### 1、环境说明 + +本次黑马头条提供了两种环境,单机环境(1台centos,50G)以及分布式环境(3台centos,150G)。两个环境根据自己电脑配置选择 + +* 选择单机版环境: + + * 电脑物理内存:12G以下的,磁盘剩余空间小于200G + +* 选择分布式环境: + + * 电脑物理内存:12G以上的,磁盘剩余空间大于等于200G + +> 注:建议使用单机版环境,在项目中代码编写差别不大。单机版和分布式版本主要区别在于 +> +> * 1、环境的使用配置,分布式会多一些前期环境使用操作 +> * 2、分布式环境遇到的hadoop、hbase、spark等组件问题会多一些 + +* python开发环境: + * 默认黑马头条的开发环境包,已经安装在reco_sys的虚拟环境中 + * **单机版:就是在mastr中:source activate reco_sys** + * **分布式版:三台都必须安装相关虚拟环境和库(默认三台都安装了)** + * 开发项目就在master上面编程操作即可 + +> 注:分布式开发区别,就在于三台都需要安装相关虚拟环境,否则开发会出现一些未知库的错误 + +### 2、数据说明 + +两个版本的环境中都包含了**黑马头条推荐项目所需要的数据(历史备份过的数据)**,在master中/root/目录下包含了一个bak文件夹,里面有 + +* hadoopbak: 黑马头条离线分析计算的数据,中间计算结果 +* models:黑马头条一些中间训练模型结果 + +> 注:头条数据以及模型数据文件都已经上传到hadoop平台,大家可以直接使用 +> +> * 单机版:HIVE没有建立相关表关联hadoop,需要各位同学在做项目的时候自己根据课件创建表关联 +> * 分布式版本都已经关联好。 + +### 3、前期配置 + +####前提:VMware虚拟机设置NAT模式,VM虚拟网卡固定好IP不变 + +基础部分已经设置过,此部分可以忽略 + +### 4、单机版本使用教程 + +* 一台centos hadoop-master:192.168.19.137 + +下面操作,**每次关机之后开机都需要操作!!!!,建议每天结束VM待机centos** + +打开虚拟机后,登录账号密码: + +``` +用户:root +密码:itcast +``` + +* 1、先进行防火墙关闭,防止hadoop manage启动失败,注:操作只在master操作即可 + +``` +[root@hadoop-master ~]# systemctl stop firewalld.service +``` + +* 2、后面开启HIVE需要mysql对应连接的元数据(默认HIVE关联本地mysql),需要启动mysql,centos中mysql使用docker安装的,后续模型部署中也会用到docker,注:操作只在master操作即可 + +``` +[root@hadoop-master ~]# docker start mysql + +# 然后需要进入mysql,操作相关命令 +docker exec -it mysql bash + +mysql -uroot -p +密码:password +``` + +* 3、启动hadoop、hbase、spark以及hive,已经配置好一键启动的脚本在/root/scripts/目录中 + * 都在scripts目录下有一键启动hadoop,hbase,spark的脚本,也有一键关闭hadoop,hbase,spark的脚本,hive如果需要关闭直接kill即可 + * 注:操作只在master操作即可 + +``` +[root@hadoop-master scripts]# pwd +/root/scripts +[root@hadoop-master scripts]# ls +all.sh my.cnf start.sh stop.sh +[root@hadoop-master scripts]# + + + +# 开启hadoop, hbase, spark +[root@hadoop-master ~]#. start.sh +# 开启hive元数据服务 +[root@hadoop-master ~]# hive --service metastore & +``` + +启动之后确定有以下内容或者浏览器查看状态 + +``` +5249 DataNode +11541 HMaster +6422 NodeManager +12262 Master +5703 SecondaryNameNode +4840 NameNode +5865 ResourceManager +12634 Worker +12685 Jps +12436 RunJar +``` + +* 4、关闭hadoop安全模式,注:操作只在master操作即可 + +``` +[root@hadoop-master ~]# hdfs dfsadmin -safemode leave +``` + +**然后再浏览器中查看三个组件的状态,hadoop:50070端口,hbase:16010端口,spark:8088端口** + +* 5、hbase开发时候使用happybase,需要开启thriftserver,可以提前打开保持一致开启状态 + +``` +[root@hadoop-master ~] hbase-daemon.sh start thrift +``` + +注:操作只在master操作即可 + +### 5、分布式环境使用教程 + +分布式环境相对于单机版前期要操作命令较多,总共有三台 + +* hadoop-master:192.168.19.137 +* hadoop-slave1:192.168.19.138 +* hadoop-slave2:192.168.19.139 + +#####每次开关机之后都要重复操作下面这些步骤 + +* 1、首先还是一样开机三台centos之后,首先要做的操作,注:操作需要三台centos上面操作 + * **三台时间同步,后期HBase分布式需要三台时间差不超过30s** + * **三台防火墙都需要进行关闭** + +``` +# 时间有误差问题同步一下: +[root@hadoop-master ~]# ntpdate 0.cn.pool.ntp.org +[root@hadoop-slave1 ~]# ntpdate 0.cn.pool.ntp.org +[root@hadoop-slave2 ~]# ntpdate 0.cn.pool.ntp.org + +# 三台防火墙进行关闭 + +[root@hadoop-master ~]# systemctl stop firewalld.service +[root@hadoop-slave1 ~]# systemctl stop firewalld.service +[root@hadoop-slave2 ~]# systemctl stop firewalld.service +``` + +* 2、与单机版本一样,开启mysql,后面开启HIVE需要mysql对应连接的元数据(默认HIVE关联本地mysql),需要启动mysql,centos中mysql使用docker安装的,后续模型部署中也会用到docker,注:操作只在master操作即可 +``` +[root@hadoop-master ~]# docker start mysql + +# 然后需要进入mysql,操作相关命令 +docker exec -it mysql bash + +mysql -uroot -p +密码:password +``` + +* 3、启动hadoop、hbase、spark以及hive,已经配置好一键启动的脚本在/root/scripts/目录中 + - 都在scripts目录下有一键启动hadoop,hbase,spark的脚本,也有一键关闭hadoop,hbase,spark的脚本, hive如果需要关闭直接kill即可 + - start.sh与stop.sh,一键启动一键关闭,注:操作只在master操作即可 + +``` +[root@hadoop-master scripts]# pwd +/root/scripts +[root@hadoop-master scripts]# ls +my.cnf start.sh stop.sh +[root@hadoop-master scripts]# + + +# 开启hadoop, hbase, spark +[root@hadoop-master ~]#. start.sh +# 开启hive元数据服务 +[root@hadoop-master ~]# hive --service metastore & +``` + +在浏览器中查看分布式的状态,确定与下图一致 + +* 4、hbase开发时候使用happybase,需要开启thriftserver,可以提前打开保持一致开启状态,注:操作只在master操作即可 + +``` +[root@hadoop-master ~] hbase-daemon.sh start thrift +``` + +如果开启之后确定每台机器启动结果如下: + +- hadoop-master + +已经开启hadoop、hbase、spark、hive + +```python +20160 Jps +18786 Master +4131 RunJar # hive +17395 ResourceManager +19219 Worker +16757 NameNode +17206 SecondaryNameNode +18683 HRegionServer +8637 ThriftServer # happybase使用 +18253 HMaster +18159 HQuorumPeer +``` + +- hadoop-slave1、hadoop-slave2 + +开启hadoop、hbase、spark + +```python +3857 NodeManager +4290 Worker +4680 Jps +3740 DataNode +3980 HQuorumPeer +4093 HRegionServers +``` + +hadoop + +![image-20190621133548047](/Users/huxinghui/Library/Application Support/typora-user-images/image-20190621133548047.png) + +hbase + +![image-20190621133558973](/Users/huxinghui/Library/Application Support/typora-user-images/image-20190621133558973.png) + +spark + +![image-20190621133607642](/Users/huxinghui/Library/Application Support/typora-user-images/image-20190621133607642.png) + diff --git "a/\351\273\221\351\251\254\345\244\264\346\235\241\346\216\250\350\215\220\345\210\206\345\270\203\345\274\217&\345\215\225\346\234\272\347\211\210\345\244\247\346\225\260\346\215\256\347\216\257\345\242\203\344\275\277\347\224\250\346\225\231\347\250\213.pdf" "b/\351\273\221\351\251\254\345\244\264\346\235\241\346\216\250\350\215\220\345\210\206\345\270\203\345\274\217&\345\215\225\346\234\272\347\211\210\345\244\247\346\225\260\346\215\256\347\216\257\345\242\203\344\275\277\347\224\250\346\225\231\347\250\213.pdf" new file mode 100644 index 0000000000000000000000000000000000000000..1dafb6da6896a2c21bec556f29995d26db6b0943 GIT binary patch literal 660407 zcmb@ubC6|0*QZ;y?K)-Kwr$(C?JnE4)n(h&W!tv9&^_HRzIkuV-1z3koqx{GSebjR z%#7IktayI8HkqQRI2{u`3k=!t@x$?D`D4M{@F)x$fDzzeYz@Q93t*5nv$t@y1hD@x 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