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【云计算】Hadoop2

重启网络

[root@localhost ~]# systemctl restart network
[root@localhost ~]# ping www.baidu.com

java：安装、配置

rpm安装

[root@localhost Desktop]# ls
jdk-8u281-linux-x64.rpm  
[root@localhost Desktop]# rpm -ivh jdk-8u281-linux-x64.rpm
warning: jdk-8u281-linux-x64.rpm: Header V3 RSA/SHA256 Signature, key ID ec551f03: NOKEY
Preparing...                          ################################# [100%]
Updating / installing...
   1:jdk1.8-2000:1.8.0_281-fcs        ################################# [100%]
Unpacking JAR files...
        tools.jar...
        plugin.jar...
        javaws.jar...
        deploy.jar...
        rt.jar...
        jsse.jar...
        charsets.jar...
        localedata.jar...

rpm文件安装完成后的默认路径为/usr/java/jdk1.8.0_281-amd64/

[root@localhost /]# vi /etc/profile
追加
export JAVA\_HOME=/usr/java/jdk1.8.0_281-amd64/
export CLASSPATH=$JAVA\_HOME$lib:$CLASSPATH
export PATH=$JAVA\_HOME$\bin:$PATH

更新
[root@localhost /]# source /etc/profile

查看java版本
[root@localhost /]# java -version
openjdk version "1.8.0\_161"
OpenJDK Runtime Environment (build 1.8.0_161-b14)
OpenJDK 64-Bit Server VM (build 25.161-b14, mixed mode)

免密前的准备

私钥、公钥
私钥：留给自己即本机
公钥：发给其他计算机 

位置：根目录的隐藏目录

[root@localhost ~]# cd .ssh/
[root@localhost .ssh]# ls
id_rsa  id_rsa.pub
[root@localhost .ssh]# pwd
/root/.ssh
克隆、改名、改IP
克隆三台
hadoop01 192.168.196.71
hadoop02 192.168.196.72
hadoop03 192.168.196.73

三台机都要做：👇

改ip：
[root@localhost ~]# vi /etc/sysconfig/network-scripts/ifcfg-ens33

改名：
[root@localhost ~]# hostnamectl set-hostname hadoop01
[root@localhost ~]# hostnamectl set-hostname hadoop02
[root@localhost ~]# hostnamectl set-hostname hadoop03

重启：
[root@localhost ~]reboot

ssh免密登录

生成密钥
[root@hadoop01 ~]# ssh-keygen -t rsa
Generating public/private rsa key pair.
Enter file in which to save the key (/root/.ssh/id_rsa): 
Enter passphrase (empty for no passphrase): 
Enter same passphrase again: 
Your identification has been saved in /root/.ssh/id_rsa.
Your public key has been saved in /root/.ssh/id_rsa.pub.
The key fingerprint is:
SHA256:pW1bexRKYdsv8tNjg5DBk7iYoTaOiX/9TksBqN5YIlo root@hadoop01
The key's randomart image is:
+---[RSA 2048]----+
| o |
| . o..+ |
| . o ..=o o |
| . . =+..+. o |
| .Eo = oSooo+ o .|
|..+ X . ..o.=.o |
|.. = o. o. ..++.|
| . . .o . ...o|
| .. o+ |
+----[SHA256]-----+
[root@hadoop01 ~]# ssh-copy-id localhost
/usr/bin/ssh-copy-id: INFO: Source of key(s) to be installed: "/root/.ssh/id\_rsa.pub"
The authenticity of host 'localhost (::1)' can't be established.
ECDSA key fingerprint is SHA256:sd4vCsEraYT7vqvsW4egMtl9ctOCt9SkHQQWe0jK6BM.
ECDSA key fingerprint is MD5:04:f4:c4:4b:8a:ae:a5:cf:de:52:16:40:db:b4:17:fc.
Are you sure you want to continue connecting (yes/no)? yes
/usr/bin/ssh-copy-id: INFO: attempting to log in with the new key(s), to filter out any that are already installed
/usr/bin/ssh-copy-id: INFO: 1 key(s) remain to be installed -- if you are prompted now it is to install the new keys
root@localhost's password: 
Permission denied, please try again.
root@localhost's password: 

Number of key(s) added: 1

Now try logging into the machine, with:   "ssh 'localhost'"
and check to make sure that only the key(s) you wanted were added.
密钥发送

[root@hadoop01 ~]# ssh-copy-id 192.168.196.72
/usr/bin/ssh-copy-id: INFO: Source of key(s) to be installed: "/root/.ssh/id\_rsa.pub"
The authenticity of host '192.168.196.72 (192.168.196.72)' can't be established.
ECDSA key fingerprint is SHA256:sd4vCsEraYT7vqvsW4egMtl9ctOCt9SkHQQWe0jK6BM.
ECDSA key fingerprint is MD5:04:f4:c4:4b:8a:ae:a5:cf:de:52:16:40:db:b4:17:fc.
Are you sure you want to continue connecting (yes/no)? yes
/usr/bin/ssh-copy-id: INFO: attempting to log in with the new key(s), to filter out any that are already installed
/usr/bin/ssh-copy-id: INFO: 1 key(s) remain to be installed -- if you are prompted now it is to install the new keys
[email protected]'s password: 

Number of key(s) added: 1

Now try logging into the machine, with:   "ssh '192.168.196.72'"
and check to make sure that only the key(s) you wanted were added.

[root@hadoop01 ~]# ssh-copy-id 192.168.196.73
/usr/bin/ssh-copy-id: INFO: Source of key(s) to be installed: "/root/.ssh/id\_rsa.pub"
The authenticity of host '192.168.196.73 (192.168.196.73)' can't be established.
ECDSA key fingerprint is SHA256:sd4vCsEraYT7vqvsW4egMtl9ctOCt9SkHQQWe0jK6BM.
ECDSA key fingerprint is MD5:04:f4:c4:4b:8a:ae:a5:cf:de:52:16:40:db:b4:17:fc.
Are you sure you want to continue connecting (yes/no)? yes
/usr/bin/ssh-copy-id: INFO: attempting to log in with the new key(s), to filter out any that are already installed
/usr/bin/ssh-copy-id: INFO: 1 key(s) remain to be installed -- if you are prompted now it is to install the new keys
[email protected]'s password: 

Number of key(s) added: 1

Now try logging into the machine, with:   "ssh '192.168.196.73'"
and check to make sure that only the key(s) you wanted were added.
登录测试
[root@hadoop01 ~]# ssh 192.168.196.72
Last login: Wed Mar 27 11:53:21 2024 from 192.168.196.1
[root@hadoop02 ~]# 
可以看到ssh hadoop02免密登录👆

但切回去hadoop01要输入密码👇
[root@hadoop02 ~]# ssh 192.168.196.71
The authenticity of host '192.168.196.71 (192.168.196.71)' can't be established.
ECDSA key fingerprint is SHA256:sd4vCsEraYT7vqvsW4egMtl9ctOCt9SkHQQWe0jK6BM.
ECDSA key fingerprint is MD5:04:f4:c4:4b:8a:ae:a5:cf:de:52:16:40:db:b4:17:fc.
Are you sure you want to continue connecting (yes/no)? yes
Warning: Permanently added '192.168.196.71' (ECDSA) to the list of known hosts.
[email protected]'s password: 
Last failed login: Wed Mar 27 11:57:40 PDT 2024 from localhost on ssh:notty
There was 1 failed login attempt since the last successful login.
Last login: Wed Mar 27 11:52:21 2024 from 192.168.196.1
[root@hadoop01 ~]#

hadoop02、hadoop03按以上步骤生成密钥，发给另外两台，然后经行ssh免密登录测试。

（此处略）

hadoop安装配置

新建用于存放hadoop的文件夹
[root@hadoop01 ~]# mkdir -p /export/servers

进入压缩包的存放目录
[root@hadoop01 ~]# cd /home/cps/Desktop/
[root@hadoop01 Desktop]# ls
hadoop-2.7.1.tar.gz

解压
[root@hadoop01 Desktop]# tar -zxvf hadoop-2.7.1.tar.gz -C /export/servers/

查看确定解压后的位置
[root@hadoop01 hadoop-2.7.1]# pwd
/export/servers/hadoop-2.7.1

配置环境
[root@hadoop01 hadoop-2.7.1]# vi /etc/profile
追加
export HADOOP\_HOME=/export/servers/hadoop-2.7.1
export PATH=$PATH:$HADOOP\_HOME/bin:$HADOOP\_HOME/sbin

更新
[root@hadoop01 hadoop-2.7.1]# source /etc/profile

查看Hadoop版本
[root@hadoop01 hadoop-2.7.1]# hadoop version
Hadoop 2.7.1
Subversion https://git-wip-us.apache.org/repos/asf/hadoop.git -r 15ecc87ccf4a0228f35af08fc56de536e6ce657a
Compiled by jenkins on 2015-06-29T06:04Z
Compiled with protoc 2.5.0
From source with checksum fc0a1a23fc1868e4d5ee7fa2b28a58a
This command was run using /export/servers/hadoop-2.7.1/share/hadoop/common/hadoop-common-2.7.1.jar
[root@hadoop01 hadoop-2.7.1]#

其他两台一样安装配置

(此处略)
0. 进入主节点配置目录/etc/hadoop/
[root@hadoop01 ~]# cd /export/servers/hadoop-2.7.1/etc/hadoop/
[root@hadoop01 hadoop]# ll
total 156
-rw-r--r--. 1 10021 10021  4436 Jun 28  2015 capacity-scheduler.xml
-rw-r--r--. 1 10021 10021  1335 Jun 28  2015 configuration.xsl
-rw-r--r--. 1 10021 10021   318 Jun 28  2015 container-executor.cfg
-rw-r--r--. 1 10021 10021  1123 Mar 29 01:12 core-site.xml
-rw-r--r--. 1 10021 10021  3670 Jun 28  2015 hadoop-env.cmd
-rw-r--r--. 1 10021 10021  4240 Mar 29 01:20 hadoop-env.sh
-rw-r--r--. 1 10021 10021  2598 Jun 28  2015 hadoop-metrics2.properties
-rw-r--r--. 1 10021 10021  2490 Jun 28  2015 hadoop-metrics.properties
-rw-r--r--. 1 10021 10021  9683 Jun 28  2015 hadoop-policy.xml
-rw-r--r--. 1 10021 10021  1132 Mar 29 01:21 hdfs-site.xml
-rw-r--r--. 1 10021 10021  1449 Jun 28  2015 httpfs-env.sh
-rw-r--r--. 1 10021 10021  1657 Jun 28  2015 httpfs-log4j.properties
-rw-r--r--. 1 10021 10021    21 Jun 28  2015 httpfs-signature.secret
-rw-r--r--. 1 10021 10021   620 Jun 28  2015 httpfs-site.xml
-rw-r--r--. 1 10021 10021  3518 Jun 28  2015 kms-acls.xml
-rw-r--r--. 1 10021 10021  1527 Jun 28  2015 kms-env.sh
-rw-r--r--. 1 10021 10021  1631 Jun 28  2015 kms-log4j.properties
-rw-r--r--. 1 10021 10021  5511 Jun 28  2015 kms-site.xml
-rw-r--r--. 1 10021 10021 11237 Jun 28  2015 log4j.properties
-rw-r--r--. 1 10021 10021   951 Jun 28  2015 mapred-env.cmd
-rw-r--r--. 1 10021 10021  1431 Mar 29 01:28 mapred-env.sh
-rw-r--r--. 1 10021 10021  4113 Jun 28  2015 mapred-queues.xml.template
-rw-r--r--. 1 root  root    950 Mar 29 01:29 mapred-site.xml
-rw-r--r--. 1 10021 10021   758 Jun 28  2015 mapred-site.xml.template
-rw-r--r--. 1 10021 10021    10 Jun 28  2015 slaves
-rw-r--r--. 1 10021 10021  2316 Jun 28  2015 ssl-client.xml.example
-rw-r--r--. 1 10021 10021  2268 Jun 28  2015 ssl-server.xml.example
-rw-r--r--. 1 10021 10021  2250 Jun 28  2015 yarn-env.cmd
-rw-r--r--. 1 10021 10021  4585 Mar 29 01:23 yarn-env.sh
-rw-r--r--. 1 10021 10021   933 Mar 29 01:25 yarn-site.xml
1. 核心配置core-site.xml
[root@hadoop01 hadoop]# vi core-site.xml
<configuration>
    <property>
        <name>fs.defaultFS</name>
        <!--指定HDFS的NameNode-->
        <value>hdfs://192.168.196.71:9000</value>
    </property>
    <!--配置Hadoop的临时目录，默认/tem/hadoop-${user.name}-->
    <property>
        <name>hadoop.tmp.dir</name>
        <value>/export/servers/hadoop-2.7.1/tmp</value>
    </property>
</configuration>
2. HDFS配置hadoop-env.sh
[root@hadoop01 hadoop]# vi hadoop-env.sh 

配置JAVA_HOME

# The java implementation to use.
export JAVA_HOME=/usr/java/jdk1.8.0_281-amd64
3. HDFS配置hdfs-site.xml

[root@hadoop01 hadoop]# vi hdfs-site.xml

<configuration>

    <!--指定HDFS的数量.........................-->
    <property>
        <name>dfs.replication</name>
        <value>3</value>
    </property>
    
    <!--secondary namenode 辅助节点所在主机的IP和端口-->
    <property>
        <name>dfs.namenode.secondary.http-address</name>
        <value>192.168.196.73:50090</value>
    </property>

</configuration>
4. YARN配置yarn-env.sh
配置JAVA_HOME
5. YARN配置yarn-site.xml

[root@hadoop01 hadoop]# vi yarn-site.xml

<configuration>
    <property>
        <name>yarn.resourcemanager.hostname</name>
        <value>192.168.196.72</value>
    </property>
    <property>
        <name>yarn.nodemanager.aux-services</name>
        <value>mapreduce_shuffle</value>
    </property>
</configuration>
6. MapReduce配置mapred-env.sh
配置JAVA_HOME
7. MapReduce配置mapred-site.xml
拷贝template模板
[root@hadoop01 hadoop]# cp mapred-site.xml.template mapred-site.xml
[root@hadoop01 hadoop]# vi mapred-site.xml

<configuration>
    <!--指定MapReduce运行时的框架，这里指定在YARN上，默认在local-->
    <property>
        <name>mapreduce.framework.name</name>
        <value>yarn</value>
    </property>
</configuration>

集群分发配置文件

一、分发脚本xsync

[root@hadoop01 bin]# pwd
/bin
[root@hadoop01 bin]# vi xsync

#!/bin/bash
#获取输入参数个数,如果没有参数,直接退出
pcount=$#
if((pcount==0)); then
echo no args;
exit;
fi

#获取文件名称
p1=$1
fname=`basename $p1`
echo fname=$fname

#获取上级目录到绝对路径
pdir=`~cd -P $(dirname Sp1); pwd`
echo pdir=$pdir

#获取当前用户名称
user=`whoami`
#循环
for((host=72; host<74 ; host++)); do
       echo ====== rsync -rvl $pdir/$fname [email protected].$host:$pdir ======
       rsync -rvl $pdir/$fname [email protected].$host:$pdir
done

[root@hadoop01 bin]# chmod 777 xsync
二、集群分发配置
[root@hadoop01 bin]# cd /export/servers/hadoop-2.7.1/etc/

[root@hadoop01 etc]# xsync hadoop/
fname=hadoop
/usr/bin/xsync: line 15: ~cd: command not found
pdir=/export/servers/hadoop-2.7.1/etc
====== rsync -rvl /export/servers/hadoop-2.7.1/etc/hadoop [email protected]:/export/servers/hadoop-2.7.1/etc ======
sending incremental file list
hadoop/.mapred-env.sh.swp
hadoop/core-site.xml
hadoop/hadoop-env.sh
hadoop/hdfs-site.xml
hadoop/mapred-env.sh
hadoop/mapred-site.xml
hadoop/yarn-env.sh
hadoop/yarn-site.xml

sent 19,167 bytes  received 295 bytes  3,538.55 bytes/sec
total size is 91,049  speedup is 4.68
====== rsync -rvl /export/servers/hadoop-2.7.1/etc/hadoop [email protected]:/export/servers/hadoop-2.7.1/etc ======
sending incremental file list
hadoop/.mapred-env.sh.swp
hadoop/core-site.xml
hadoop/hadoop-env.sh
hadoop/hdfs-site.xml
hadoop/mapred-env.sh
hadoop/mapred-site.xml
hadoop/yarn-env.sh
hadoop/yarn-site.xml

sent 19,167 bytes  received 295 bytes  2,994.15 bytes/sec
total size is 91,049  speedup is 4.68
[root@hadoop01 etc]#
三、查看文件分发情况

在这里插入图片描述hadoop03检查文件分发情况

（此处略）

[root@hadoop02 ~]# source /etc/profile
[root@hadoop03 ~]# source /etc/profile

集群：单节点启动

hadoop01
格式化

先检查目录

cd /export/servers/hadoop-2.7.1

下是否存在logs和tmp。
若有，先删除 

rm -rf tmp/ logs/

，三台机都要查！！！
这次才是干净的目录👇

[root@hadoop01 etc]# cd ..
[root@hadoop01 hadoop-2.7.1]# ll
total 28
drwxr-xr-x. 2 10021 10021   194 Jun 28  2015 bin
drwxr-xr-x. 3 10021 10021    20 Jun 28  2015 etc
drwxr-xr-x. 2 10021 10021   106 Jun 28  2015 include
drwxr-xr-x. 3 10021 10021    20 Jun 28  2015 lib
drwxr-xr-x. 2 10021 10021   239 Jun 28  2015 libexec
-rw-r--r--. 1 10021 10021 15429 Jun 28  2015 LICENSE.txt
-rw-r--r--. 1 10021 10021   101 Jun 28  2015 NOTICE.txt
-rw-r--r--. 1 10021 10021  1366 Jun 28  2015 README.txt
drwxr-xr-x. 2 10021 10021  4096 Jun 28  2015 sbin
drwxr-xr-x. 4 10021 10021    31 Jun 28  2015 share
[root@hadoop01 hadoop-2.7.1]#

首次启动需要格式化namenode

[root@hadoop01 hadoop-2.7.1]# bin/hdfs namenode -format
(略）
24/03/29 09:34:10 INFO util.GSet: capacity      = 2^15 = 32768 entries
24/03/29 09:34:26 INFO namenode.FSImage: Allocated new BlockPoolId: BP-241537842-192.168.196.71-1711730066285
24/03/29 09:34:26 INFO common.Storage: Storage directory /export/servers/hadoop-2.7.1/tmp/dfs/name has been successfully formatted.
24/03/29 09:34:26 INFO namenode.NNStorageRetentionManager: Going to retain 1 images with txid >= 0
24/03/29 09:34:26 INFO util.ExitUtil: Exiting with status 0
24/03/29 09:34:26 INFO namenode.NameNode: SHUTDOWN_MSG: 
/************************************************************
SHUTDOWN_MSG: Shutting down NameNode at hadoop01/192.168.196.71
************************************************************/

在这里插入图片描述

发现问题！！
[root@hadoop01 hadoop-2.7.1]# jps
bash: jps: command not found...

/usr/bin 目录配置jps

[root@hadoop01 bin]# pwd
/usr/bin
[root@hadoop01 bin]# ln -s -f /usr/java/jdk1.8.0\_281-amd64/bin/jps jps
[root@hadoop01 bin]# jps
46708 Jps
启动 NameNode、DataNode
[root@hadoop01 bin]# cd /export/servers/hadoop-2.7.1
[root@hadoop01 hadoop-2.7.1]# jps
46629 Jps

[root@hadoop01 hadoop-2.7.1]# sbin/hadoop-daemon.sh start namenode
starting namenode, logging to /export/servers/hadoop-2.7.1/logs/hadoop-root-namenode-hadoop01.out
[root@hadoop01 hadoop-2.7.1]# jps
49991 Jps
49944 NameNode

[root@hadoop01 hadoop-2.7.1]# sbin/hadoop-daemon.sh start datanode
starting datanode, logging to /export/servers/hadoop-2.7.1/logs/hadoop-root-datanode-hadoop01.out
[root@hadoop01 hadoop-2.7.1]# jps
51479 DataNode
51527 Jps
49944 NameNode
hadoop02
启动DataNode
Last login: Fri Mar 29 09:33:25 2024 from 192.168.196.1
[root@hadoop02 ~]# cd /export/servers/hadoop-2.7.1
[root@hadoop02 hadoop-2.7.1]# sbin/hadoop-d~~t~~ aemon.sh start datanode
starting datanode, logging to /export/servers/hadoop-2.7.1/logs/hadoop-root-datanode-hadoop02.out
[root@hadoop02 hadoop-2.7.1]# jps
bash: jps: command not found...
[root@hadoop02 hadoop-2.7.1]# cd /usr/bin/
[root@hadoop02 bin]# pwd
/usr/bin
[root@hadoop02 bin]# ln -s -f /usr/java/jdk1.8.0\_281-amd64/bin/jps jps
[root@hadoop02 bin]# cd /export/servers/hadoop-2.7.1
[root@hadoop02 hadoop-2.7.1]# jps
34802 Jps
34505 DataNode
hadoop03
启动DataNode
Last login: Fri Mar 29 16:43:14 2024 from 192.168.196.1
[root@hadoop03 ~]# cd /usr/bin/
[root@hadoop03 bin]# ln -s -f /usr/java/jdk1.8.0\_281-amd64/bin/jps jps
[root@hadoop03 bin]# cd /export/servers/hadoop-2.7.1
[root@hadoop03 hadoop-2.7.1]# sbin/hadoop-daemon.sh start datanode
starting datanode, logging to /export/servers/hadoop-2.7.1/logs/hadoop-root-datanode-hadoop03.out
[root@hadoop03 hadoop-2.7.1]# jps
41073 DataNode
41125 Jps
[root@hadoop03 hadoop-2.7.1]#
单启web测试

关闭防火墙，三台。

[root@hadoop01 ~]# systemctl stop firewalld

浏览器http://192.168.196.71:50070

在这里插入图片描述

集群群启与配置

配置slaves
[root@hadoop01 bin]# cd /export/servers/hadoop-2.7.1
[root@hadoop01 hadoop-2.7.1]# cd etc/
[root@hadoop01 etc]# cd hadoop/
[root@hadoop01 hadoop]# vi slaves 
[root@hadoop01 hadoop]# cat slaves 
192.168.196.71
192.168.196.72
192.198.196.73
xsync脚本同步
[root@hadoop01 hadoop]# xsync slaves 
fname=slaves
/usr/bin/xsync: line 15: ~cd: command not found
pdir=/export/servers/hadoop-2.7.1/etc/hadoop
====== rsync -rvl /export/servers/hadoop-2.7.1/etc/hadoop/slaves [email protected]:/export/servers/hadoop-2.7.1/etc/hadoop ======
sending incremental file list
slaves

sent 137 bytes  received 41 bytes  27.38 bytes/sec
total size is 47  speedup is 0.26
====== rsync -rvl /export/servers/hadoop-2.7.1/etc/hadoop/slaves [email protected]:/export/servers/hadoop-2.7.1/etc/hadoop ======
sending incremental file list
slaves

sent 137 bytes  received 41 bytes  32.36 bytes/sec
total size is 47  speedup is 0.26

检查分发情况

深知大多数程序员，想要提升技能，往往是自己摸索成长，但自己不成体系的自学效果低效又漫长，而且极易碰到天花板技术停滞不前！

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/hadoop-2.7.1/etc/hadoop/slaves root@192.168.196.72:/export/servers/hadoop-2.7.1/etc/hadoop ======
sending incremental file list
slaves

sent 137 bytes received 41 bytes 27.38 bytes/sec
total size is 47 speedup is 0.26
====== rsync -rvl /export/servers/hadoop-2.7.1/etc/hadoop/slaves root@192.168.196.73:/export/servers/hadoop-2.7.1/etc/hadoop ======
sending incremental file list
slaves

sent 137 bytes received 41 bytes 32.36 bytes/sec
total size is 47 speedup is 0.26


检查分发情况

**深知大多数程序员，想要提升技能，往往是自己摸索成长，但自己不成体系的自学效果低效又漫长，而且极易碰到天花板技术停滞不前！**

[外链图片转存中...(img-zVK6vgdy-1725766601556)]
[外链图片转存中...(img-zCmqlfmv-1725766601556)]

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