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快速搭建 Hadoop 环境

快速搭建 Hadoop 环境

作者: 天上的小仙女呀 | 来源:发表于2021-02-04 14:33 被阅读0次

    对于Hadoop来说,最主要的是两个方面,一个是分布式文件系统HDFS,另一个是MapReduce计算模型,下面讲解下我在搭建Hadoop 环境过程。Hadoop 测试环境

    共4台测试机,1台namenode 3台datanode OS版本:RHEL 5.5 X86_64 Hadoop:0.20.203.0 Jdk:jdk1.7.0 角色 ip地址 namenode 192.168.57.75 datanode1 192.168.57.76 datanode2 192.168.57.78 datanode3 192.168.57.79

    一 部署 Hadoop 前的准备工作

    1 需要知道hadoop依赖Java和SSH Java 1.5.x (以上),必须安装。 ssh 必须安装并且保证 sshd 一直运行,以便用Hadoop 脚本管理远端Hadoop守护进程。 2 建立 Hadoop 公共帐号 所有的节点应该具有相同的用户名,可以使用如下命令添加: useradd hadoop passwd hadoop 3 配置 host 主机名 tail -n 3 /etc/hosts 192.168.57.75 namenode 192.168.57.76 datanode1 192.168.57.78 datanode2 192.168.57.79 datanode3 4 以上几点要求所有节点(namenode|datanode)配置全部相同

    二 ssh 配置

    1 生成私匙 id_rsa 与 公匙 id_rsa.pub 配置文件

    [hadoop@hadoop1 ~]$ ssh-keygen -t rsa

    Generating public/private rsa key pair.

    Enter file in which to save the key (/home/hadoop/.ssh/id_rsa):

    Enter passphrase (empty for no passphrase):

    Enter same passphrase again:

    Your identification has been saved in /home/hadoop/.ssh/id_rsa.

    Your public key has been saved in /home/hadoop/.ssh/id_rsa.pub.

    The key fingerprint is:

    d6:63:76:43:e2:5b:8e:85:ab:67:a2:7c:a6:8f:23:f9 hadoop@hadoop1.test.com

    2 私匙 id_rsa 与 公匙 id_rsa.pub 配置文件

    [hadoop@hadoop1 ~]$ ls .ssh/

    authorized_keys id_rsa id_rsa.pub known_hosts

    3 把公匙文件上传到datanode服务器

    [hadoop@hadoop1 ~]$ ssh-copy-id -i ~/.ssh/id_rsa.pub hadoop@datanode1

    28

    hadoop@datanode1's password:

    Now try logging into the machine, with "ssh 'hadoop@datanode1'", and check in:

    .ssh/authorized_keys

    to make sure we haven't added extra keys that you weren't expecting.

    [hadoop@hadoop1 ~]$ ssh-copy-id -i ~/.ssh/id_rsa.pub hadoop@datanode2

    28

    hadoop@datanode2's password:

    Now try logging into the machine, with "ssh 'hadoop@datanode2'", and check in:

    .ssh/authorized_keys

    to make sure we haven't added extra keys that you weren't expecting.

    [hadoop@hadoop1 ~]$ ssh-copy-id -i ~/.ssh/id_rsa.pub hadoop@datanode3

    28

    hadoop@datanode3's password:

    Now try logging into the machine, with "ssh 'hadoop@datanode3'", and check in:

    .ssh/authorized_keys

    to make sure we haven't added extra keys that you weren't expecting.

    [hadoop@hadoop1 ~]$ ssh-copy-id -i ~/.ssh/id_rsa.pub hadoop@localhost

    28

    hadoop@localhost's password:

    Now try logging into the machine, with "ssh 'hadoop@localhost'", and check in:

    .ssh/authorized_keys

    to make sure we haven't added extra keys that you weren't expecting.

    4 验证

    [hadoop@hadoop1 ~]$ ssh datanode1

    Last login: Thu Feb 2 09:01:16 2012 from 192.168.57.71

    [hadoop@hadoop2 ~]$ exit

    logout

    [hadoop@hadoop1 ~]$ ssh datanode2

    Last login: Thu Feb 2 09:01:18 2012 from 192.168.57.71

    [hadoop@hadoop3 ~]$ exit

    logout

    [hadoop@hadoop1 ~]$ ssh datanode3

    Last login: Thu Feb 2 09:01:20 2012 from 192.168.57.71

    [hadoop@hadoop4 ~]$ exit

    logout

    [hadoop@hadoop1 ~]$ ssh localhost

    Last login: Thu Feb 2 09:01:24 2012 from 192.168.57.71

    [hadoop@hadoop1 ~]$ exit

    logout

    三 java环境配置

    1 下载合适的jdk

    //此文件为64Linux 系统使用的 RPM包

    wget http://download.oracle.com/otn-pub/java/jdk/7/jdk-7-linux-x64.rpm

    2 安装jdk

    rpm -ivh jdk-7-linux-x64.rpm

    3 验证java

    [root@hadoop1 ~]# java -version

    java version "1.7.0"

    Java(TM) SE Runtime Environment (build 1.7.0-b147)

    Java HotSpot(TM) 64-Bit Server VM (build 21.0-b17, mixed mode)

    [root@hadoop1 ~]# ls /usr/java/

    default jdk1.7.0 latest

    4 配置java环境变量

    vim /etc/profile //在profile文件中加入如下信息:

    add for hadoop

    export JAVA_HOME=/usr/java/jdk1.7.0

    export CLASSPATH=.:JAVA_HOME/jre/lib/rt.jar:JAVA_HOME/lib/dt.jar:$JAVA_HOME/

    export PATH=PATH:JAVA_HOME/bin

    //使环境变量生效

    source /etc/profile

    5 拷贝 /etc/profile 到 datanode

    [root@hadoop1 src]# scp /etc/profile root@datanode1:/etc/

    The authenticity of host 'datanode1 (192.168.57.86)' can't be established.

    RSA key fingerprint is b5:00:d1:df:73:4c:94:f1:ea:1f:b5:cd:ed:3a:cc:e1.

    Are you sure you want to continue connecting (yes/no)? yes

    Warning: Permanently added 'datanode1,192.168.57.86' (RSA) to the list of known hosts.

    root@datanode1's password:

    profile 100% 1624 1.6KB/s 00:00

    [root@hadoop1 src]# scp /etc/profile root@datanode2:/etc/

    The authenticity of host 'datanode2 (192.168.57.87)' can't be established.

    RSA key fingerprint is 57:cf:96:15:78:a3:94:93:30:16:8e:66:47:cd:f9:cd.

    Are you sure you want to continue connecting (yes/no)? yes

    Warning: Permanently added 'datanode2,192.168.57.87' (RSA) to the list of known hosts.

    root@datanode2's password:

    profile 100% 1624 1.6KB/s 00:00

    [root@hadoop1 src]# scp /etc/profile root@datanode3:/etc/

    The authenticity of host 'datanode3 (192.168.57.88)' can't be established.

    RSA key fingerprint is 31:73:e8:3c:20:0c:1e:b2:59:5c:d1:01:4b:26:41:70.

    Are you sure you want to continue connecting (yes/no)? yes

    Warning: Permanently added 'datanode3,192.168.57.88' (RSA) to the list of known hosts.

    root@datanode3's password:

    profile 100% 1624 1.6KB/s 00:00

    6 拷贝 jdk 安装包,并在每个datanode 节点安装 jdk 包

    [root@hadoop1 ~]# scp -r /home/hadoop/src/ hadoop@datanode1:/home/hadoop/

    hadoop@datanode1's password:

    hadoop-0.20.203.0rc1.tar.gz 100% 58MB 57.8MB/s 00:01

    jdk-7-linux-x64.rpm 100% 78MB 77.9MB/s 00:01

    [root@hadoop1 ~]# scp -r /home/hadoop/src/ hadoop@datanode2:/home/hadoop/

    hadoop@datanode2's password:

    hadoop-0.20.203.0rc1.tar.gz 100% 58MB 57.8MB/s 00:01

    jdk-7-linux-x64.rpm 100% 78MB 77.9MB/s 00:01

    [root@hadoop1 ~]# scp -r /home/hadoop/src/ hadoop@datanode3:/home/hadoop/

    hadoop@datanode3's password:

    hadoop-0.20.203.0rc1.tar.gz 100% 58MB 57.8MB/s 00:01

    jdk-7-linux-x64.rpm 100% 78MB 77.9MB/s 00:01

    四 hadoop 配置 //注意使用hadoop 用户 操作

    1 配置目录

    [hadoop@hadoop1 ~]$ pwd

    /home/hadoop

    [hadoop@hadoop1 ~]$ ll

    total 59220

    lrwxrwxrwx 1 hadoop hadoop 17 Feb 1 16:59 hadoop -> hadoop-0.20.203.0

    drwxr-xr-x 12 hadoop hadoop 4096 Feb 1 17:31 hadoop-0.20.203.0

    -rw-r--r-- 1 hadoop hadoop 60569605 Feb 1 14:24 hadoop-0.20.203.0rc1.tar.gz

    2 配置hadoop-env.sh,指定java位置

    vim hadoop/conf/hadoop-env.sh

    export JAVA_HOME=/usr/java/jdk1.7.0

    3 配置core-site.xml //定位文件系统的 namenode

    [hadoop@hadoop1 ~]$ cat hadoop/conf/core-site.xml

    <?xml version="1.0"?>

    <?xml-stylesheet type="text/xsl" href="configuration.xsl"?>

    <configuration>

    <property>

    <name>fs.default.name</name>

    <value>hdfs://namenode:9000</value>

    </property>

    </configuration>

    4 配置mapred-site.xml //定位jobtracker 所在的主节点

    [hadoop@hadoop1 ~]$ cat hadoop/conf/mapred-site.xml

    <?xml version="1.0"?>

    <?xml-stylesheet type="text/xsl" href="configuration.xsl"?>

    <configuration>

    <property>

    <name>mapred.job.tracker</name>

    <value>namenode:9001</value>

    </property>

    </configuration>

    5 配置hdfs-site.xml //配置HDFS副本数量

    [hadoop@hadoop1 ~]$ cat hadoop/conf/hdfs-site.xml

    <?xml version="1.0"?>

    <?xml-stylesheet type="text/xsl" href="configuration.xsl"?>

    <configuration>

    <property>

    <name>dfs.replication</name>

    <value>3</value>

    </property>

    </configuration>

    6 配置 master 与 slave 配置文档

    [hadoop@hadoop1 ~]$ cat hadoop/conf/masters

    namenode

    [hadoop@hadoop1 ~]$ cat hadoop/conf/slaves

    datanode1

    datanode2

    7 拷贝hadoop 目录到所有节点(datanode)

    [hadoop@hadoop1 ~]$ scp -r hadoop hadoop@datanode1:/home/hadoop/

    [hadoop@hadoop1 ~]$ scp -r hadoop hadoop@datanode2:/home/hadoop/

    [hadoop@hadoop1 ~]$ scp -r hadoop hadoop@datanode3:/home/hadoop

    8 格式化 HDFS

    [hadoop@hadoop1 hadoop]$ bin/hadoop namenode -format

    12/02/02 11:31:15 INFO namenode.NameNode: STARTUP_MSG:

    /************************************************************

    STARTUP_MSG: Starting NameNode

    STARTUP_MSG: host = hadoop1.test.com/127.0.0.1

    STARTUP_MSG: args = [-format]

    STARTUP_MSG: version = 0.20.203.0

    STARTUP_MSG: build = http://svn.apache.org/repos/asf/hadoop/common/branches/branch-0.20-security-203 -r 1099333; compiled by 'oom' on Wed May 4 07:57:50 PDT 2011

    ************************************************************/

    Re-format filesystem in /tmp/hadoop-hadoop/dfs/name ? (Y or N) Y //这里输入Y

    12/02/02 11:31:17 INFO util.GSet: VM type = 64-bit

    12/02/02 11:31:17 INFO util.GSet: 2% max memory = 19.33375 MB

    12/02/02 11:31:17 INFO util.GSet: capacity = 2^21 = 2097152 entries

    12/02/02 11:31:17 INFO util.GSet: recommended=2097152, actual=2097152

    12/02/02 11:31:17 INFO namenode.FSNamesystem: fsOwner=hadoop

    12/02/02 11:31:18 INFO namenode.FSNamesystem: supergroupsupergroup=supergroup

    12/02/02 11:31:18 INFO namenode.FSNamesystem: isPermissionEnabled=true

    12/02/02 11:31:18 INFO namenode.FSNamesystem: dfs.block.invalidate.limit=100

    12/02/02 11:31:18 INFO namenode.FSNamesystem: isAccessTokenEnabled=false accessKeyUpdateInterval=0 min(s), accessTokenLifetime=0 min(s)

    12/02/02 11:31:18 INFO namenode.NameNode: Caching file names occuring more than 10 times

    12/02/02 11:31:18 INFO common.Storage: Image file of size 112 saved in 0 seconds.

    12/02/02 11:31:18 INFO common.Storage: Storage directory /tmp/hadoop-hadoop/dfs/name has been successfully formatted.

    12/02/02 11:31:18 INFO namenode.NameNode: SHUTDOWN_MSG:

    /************************************************************

    SHUTDOWN_MSG: Shutting down NameNode at hadoop1.test.com/127.0.0.1

    ************************************************************/

    [hadoop@hadoop1 hadoop]$

    9 启动hadoop 守护进程

    [hadoop@hadoop1 hadoop]$ bin/start-all.sh

    starting namenode, logging to /home/hadoop/hadoop/bin/../logs/hadoop-hadoop-namenode-hadoop1.test.com.out

    datanode1: starting datanode, logging to /home/hadoop/hadoop/bin/../logs/hadoop-hadoop-datanode-hadoop2.test.com.out

    datanode2: starting datanode, logging to /home/hadoop/hadoop/bin/../logs/hadoop-hadoop-datanode-hadoop3.test.com.out

    datanode3: starting datanode, logging to /home/hadoop/hadoop/bin/../logs/hadoop-hadoop-datanode-hadoop4.test.com.out

    starting jobtracker, logging to /home/hadoop/hadoop/bin/../logs/hadoop-hadoop-jobtracker-hadoop1.test.com.out

    datanode1: starting tasktracker, logging to /home/hadoop/hadoop/bin/../logs/hadoop-hadoop-tasktracker-hadoop2.test.com.out

    datanode2: starting tasktracker, logging to /home/hadoop/hadoop/bin/../logs/hadoop-hadoop-tasktracker-hadoop3.test.com.out

    datanode3: starting tasktracker, logging to /home/hadoop/hadoop/bin/../logs/hadoop-hadoop-tasktracker-hadoop4.test.com.out

    10 验证

    //namenode

    [hadoop@hadoop1 logs]$ jps

    2883 JobTracker

    3002 Jps

    2769 NameNode

    //datanode

    [hadoop@hadoop2 ~]$ jps

    2743 TaskTracker

    2670 DataNode

    2857 Jps

    [hadoop@hadoop3 ~]$ jps

    2742 TaskTracker

    2856 Jps

    2669 DataNode

    [hadoop@hadoop4 ~]$ jps

    2742 TaskTracker

    2852 Jps

    2659 DataNode

    Hadoop 监控web页面

    http://192.168.57.75:50070/dfshealth.jsp

    五 简单验证HDFS

    hadoop 的文件命令格式如下:

    hadoop fs -cmd <args>

    //建立目录

    [hadoop@hadoop1 hadoop]$ bin/hadoop fs -mkdir /test-hadoop

    //査看目录

    [hadoop@hadoop1 hadoop]$ bin/hadoop fs -ls /

    Found 2 items

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 13:32 /test-hadoop

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 11:32 /tmp

    //査看目录包括子目录

    [hadoop@hadoop1 hadoop]$ bin/hadoop fs -lsr /

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 13:32 /test-hadoop

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 11:32 /tmp

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 11:32 /tmp/hadoop-hadoop

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 11:32 /tmp/hadoop-hadoop/mapred

    drwx------ - hadoop supergroup 0 2012-02-02 11:32 /tmp/hadoop-hadoop/mapred/system

    -rw------- 2 hadoop supergroup 4 2012-02-02 11:32 /tmp/hadoop-hadoop/mapred/system/jobtracker.info

    //添加文件

    [hadoop@hadoop1 hadoop]$ bin/hadoop fs -put /home/hadoop/hadoop-0.20.203.0rc1.tar.gz /test-hadoop

    [hadoop@hadoop1 hadoop]$ bin/hadoop fs -lsr /

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 13:34 /test-hadoop

    -rw-r--r-- 2 hadoop supergroup 60569605 2012-02-02 13:34 /test-hadoop/hadoop-0.20.203.0rc1.tar.gz

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 11:32 /tmp

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 11:32 /tmp/hadoop-hadoop

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 11:32 /tmp/hadoop-hadoop/mapred

    drwx------ - hadoop supergroup 0 2012-02-02 11:32 /tmp/hadoop-hadoop/mapred/system

    -rw------- 2 hadoop supergroup 4 2012-02-02 11:32 /tmp/hadoop-hadoop/mapred/system/jobtracker.info

    //获取文件

    [hadoop@hadoop1 hadoop]$ bin/hadoop fs -get /test-hadoop/hadoop-0.20.203.0rc1.tar.gz /tmp/

    [hadoop@hadoop1 hadoop]$ ls /tmp/*.tar.gz

    /tmp/1.tar.gz /tmp/hadoop-0.20.203.0rc1.tar.gz

    //删除文件

    [hadoop@hadoop1 hadoop]$ bin/hadoop fs -rm /test-hadoop/hadoop-0.20.203.0rc1.tar.gz

    Deleted hdfs://namenode:9000/test-hadoop/hadoop-0.20.203.0rc1.tar.gz

    [hadoop@hadoop1 hadoop]$ bin/hadoop fs -lsr /

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 13:57 /test-hadoop

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 11:32 /tmp

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 11:32 /tmp/hadoop-hadoop

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 11:32 /tmp/hadoop-hadoop/mapred

    drwx------ - hadoop supergroup 0 2012-02-02 11:32 /tmp/hadoop-hadoop/mapred/system

    -rw------- 2 hadoop supergroup 4 2012-02-02 11:32 /tmp/hadoop-hadoop/mapred/system/jobtracker.info

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 13:36 /user

    -rw-r--r-- 2 hadoop supergroup 321 2012-02-02 13:36 /user/hadoop

    //删除目录

    [hadoop@hadoop1 hadoop]$ bin/hadoop fs -rmr /test-hadoop

    Deleted hdfs://namenode:9000/test-hadoop

    [hadoop@hadoop1 hadoop]$ bin/hadoop fs -lsr /

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 11:32 /tmp

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 11:32 /tmp/hadoop-hadoop

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 11:32 /tmp/hadoop-hadoop/mapred

    drwx------ - hadoop supergroup 0 2012-02-02 11:32 /tmp/hadoop-hadoop/mapred/system

    -rw------- 2 hadoop supergroup 4 2012-02-02 11:32 /tmp/hadoop-hadoop/mapred/system/jobtracker.info

    drwxr-xr-x - hadoop supergroup 0 2012-02-02 13:36 /user

    -rw-r--r-- 2 hadoop supergroup 321 2012-02-02 13:36 /user/hadoop

    //hadoop fs 帮助(部分)

    [hadoop@hadoop1 hadoop]$ bin/hadoop fs -help

    hadoop fs is the command to execute fs commands. The full syntax is:

    hadoop fs [-fs <local | file system URI>] [-conf <configuration file>]

    [-D <propertyproperty=value>] [-ls <path>] [-lsr <path>] [-du <path>] 
    
    [-dus <path>] [-mv <src> <dst>] [-cp <src> <dst>] [-rm [-skipTrash] <src>] 
    
    [-rmr [-skipTrash] <src>] [-put <localsrc> ... <dst>] [-copyFromLocal <localsrc> ... <dst>] 
    
    [-moveFromLocal <localsrc> ... <dst>] [-get [-ignoreCrc] [-crc] <src> <localdst> 
    
    [-getmerge <src> <localdst> [addnl]] [-cat <src>] 
    
    [-copyToLocal [-ignoreCrc] [-crc] <src> <localdst>] [-moveToLocal <src> <localdst>] 
    
    [-mkdir <path>] [-report] [-setrep [-R] [-w] <rep> <path/file>] 
    
    [-touchz <path>] [-test -[ezd] <path>] [-stat [format] <path>] 
    
    [-tail [-f] <path>] [-text <path>] 
    
    [-chmod [-R] <MODE[,MODE]... | OCTALMODE> PATH...] 
    
    [-chown [-R] [OWNER][:[GROUP]] PATH...] 
    
    [-chgrp [-R] GROUP PATH...] 
    
    [-count[-q] <path>] 
    
    [-help [cmd]] 
    

    结束Hadoop 环境搭建步骤繁琐,需要具备一定的Linux 系统知识,需要注意的是,通过以上步骤搭建的Hadoop 环境只能让你大体了解的hadoop ,如果想将HDFS 用于线上服务,还需对hadoop 配置文档做进一步配置 ,后续文档将继续以博文的形式发布,敬请期待。

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