Hadoop (Version2.9,JDK7) hdfs安装

2018-01-17 本文已影响0人 MicoCube

各版本hadoop文档地址
Hadoop的框架最核心的设计就是：HDFS（Hadoop Distributed File System）和MapReduce。HDFS为海量的数据提供了存储，则MapReduce为海量的数据提供了计算。
hadoop优点
- 高容错
  - 数据自动保存多个副本
  - 副本丢失后自动恢复
- 批处理
  - 移动计算而非数据
  - 数据位置暴露给计算框架
- 适合大数据处理
  - PB级数据
  - 百万规模以上的文件数量
  - 10K+节点
- 可以构建在廉价机器上
  - 通过多副本提高可靠性
  - 提供容错和恢复机制
hadoop缺点
- 小文件占用NameNode大量内存，寻道时间超过读取时间
- 毫秒级别的应用低延迟与高吞吐率的应用不适合
- 一个文件只能有一个写者，仅支持append,并发写入和文件随机修改成本非常高
架构图

HDFS架构
HDFS数据存储单元[block]
- 文件被切分成固定大小的数据块
  - 默认数据块大小为64M,版本1.x为64M,2.x为128M，可配置
  - 若文件大小不足一个block，则单独存成一个block
- 存储流程
  - 按大小将文件切分成若干个block，存储到不同节点上
  - 默认情况下每个block都有3个副本
  - 追加的文件会新建block
- block大小和副本数可通过client上传文件时设置，文件上传成功后副本数可以变更，block size 不可变更
NameNode[NN]
- 主要功能是接收客户端的读写服务
- 元数据丢失，就算DN中的数据未损坏，文件也找不回来
- 保存metadata：
  - 文件owership[所有者]和permissions[权限]
  - 文件包含哪些块
  - block保存在那个DataNode（由DataNode启动时上报）
- NameNode的metadata信息启动后会加载到内存
  - metadata信息有存储到磁盘，文件名为fsimage
  - block位置信息不会保存到fsimage
  - edits记录对metadata的操作日志，之所以不直接修改到fsimage是因为防止并发修改fsimage，但是不写到fsimage，将导致fsimage文件和内存中的metadata数据不一致，这就引申出了SecondaryNameNode
SecondNameNode[SNN]
- 它不是NN的备份[可以做备份]，它的工作是帮助NN合并edits日志，
- SNN执行合并机制
  - 设置时间间隔fs.checkpoint.period，默认3600s，每隔3600s后会启动合并机制
  - 设置edits文件大小，fs.checkpoint.size，默认64MB，达到上限后会启动合并机制
  - 合并后fsimage文件在SNN中会保留一份，可以当做是备份，但是丢失了合并期间产生的edits.new中的内容
  - 合并机制流程
DataNode[DN]
- 存储数据
- 启动DN线程是会向NN汇报block信息
- 通过向NN发送心跳保持与其联系[3s/次]，如果NN10分钟没收到DN的心跳，则认为该DN已经lost，并copy其上的block到其他的DN，但是如果是启动的时候就挂了，该DN的block信息是不会上报给NN的，所以此时NN会检测是否有block的副本数量小于3，如果是的话，则复制该副本直到该副本总数为3或3以上，如果该机器重新加入的话，可能会有4个副本，但这并不影响
Block的副本放置策略
- 第一个副本放置在上传文件的DN，如果是集群外提交，随机选一台磁盘不太满，cpu不太忙的节点
- 第二个副本放置在第一个副本不同机架的节点
- 第三个副本放置到与第二个副本相同机架的节点
- 更多副本随机节点
HDFS写流程
- 写流程
- 访问NN的时候会返回block的大小和空闲的DN
- 数据块是边写边切分，比如128M的block，DN写到128MB的时候就开启下一个block
HDFS读流程
- 读流程
- 因为每个block都有3个副本所以你读的是那个DN由NN返回的[一般返回比较空闲的一台DN]信息决定
HDFS文件权限
- 与linux文件权限类似
  - r:read;w:write;x:execute,权限x对于文件忽略，对于文件夹表示是否允许访问其内容
- 如果linux系统用户a，使用hadoop命令创建一个文件，那么这个文件在HDFS中owner就是a
- HDFS权限目的：防止好人做错事，而不是防止坏人做坏事，HDFS相信，你告诉我你是谁，我就认为你是谁
安全模式
- NN启动的时候，首先将fsimage载入内存，并执行edits中的各项操作
- 一旦在内存中成功创建文件系统元数据的映射，则创建一个新的fsimage文件[这个操作不需要SNN]，和一个空的edits
- 此刻NN运行在安全模式，即NN的文件系统对于客户端来说是只读的，只显示目录，显示文件内容等等；写，删除，重命名操作都会失败
- 此阶段NN收集各个DN的报告，当数据块达到最小副本以上时，会认为是安全的，在一定比例[可设置]的数据块被确定为安全后，再过若干时间，安全模式结束
- 当检测到副本数不足的数据块时，该块会被复制直到达到最小副本数，系统中数据块的位置并不是NN维护的，而是以块列表形式存储在DN中

安装前准备

准备5台机器，虚拟机[此处为192.168.10.216~192.168.10.219，五台，以下以215到219简称]
5台机器全部关闭防火墙:

[root@dn3 ~]# systemctl stop firewalld.service
[root@dn3 ~]# systemctl disable firewalld.service
Removed symlink /etc/systemd/system/multi-user.target.wants/firewalld.service.
Removed symlink /etc/systemd/system/dbus-org.fedoraproject.FirewallD1.service.
[root@dn3 ~]# iptables -F
[root@dn3 ~]# vi /etc/selinux/config
#SELINUX=enforcing #注释掉
#SELINUXTYPE=targeted #注释掉
#SELINUX=disabled #增加 
# 千万不能写成SELINUXTYPE=disabled，如果你这么写了，
# 你可能需要这个：http://www.mamicode.com/info-detail-1847013.html
[root@dn3 ~]# setenforce 0
# 重启所有虚拟机
[root@dn3 ~]# iptables -F

修改主机名[此处使用的是centos7的命令，其他版本的linux请自行百度]hostnamectl set-hostname 主机名，这里将NN节点的主机名设为NN，SNN节点的主机名为snn,dn节点有三个，分别为dn1，dn2，dn3
修改hosts文件

127.0.0.1       localhost       localhost
192.168.10.219  nn              nn
192.168.10.218  snn             snn
192.168.10.217  dn1             dn1
192.168.10.216  dn2             dn2
192.168.10.215  dn3             dn3

查看与你的hadoop兼容的jdk版本,hadoop版本为2.9，对应的jdk兼容版本为7，并且在官方的wiki上有说明It is built and tested on both OpenJDK and Oracle (HotSpot)'s JDK/JRE.，所以直接在你的4台机器上yum -y install java-1.7.0-openjdk.x86_64，查看jdk的安装路径可以使用：

[root@localhost hadoop]# rpm -ql java-1.7.0-openjdk.x86_64
/usr/lib/jvm/java-1.7.0-openjdk-1.7.0.161-2.6.12.0.el7_4.x86_64/jre/bin/policytool
/usr/lib/jvm/java-1.7.0-openjdk-1.7.0.161-2.6.12.0.el7_4.x86_64/jre/lib/amd64/libjavagtk.so
/usr/lib/jvm/java-1.7.0-openjdk-1.7.0.161-2.6.12.0.el7_4.x86_64/jre/lib/amd64/libjsoundalsa.so
/usr/lib/jvm/java-1.7.0-openjdk-1.7.0.161-2.6.12.0.el7_4.x86_64/jre/lib/amd64/libpulse-java.so
/usr/lib/jvm/java-1.7.0-openjdk-1.7.0.161-2.6.12.0.el7_4.x86_64/jre/lib/amd64/libsplashscreen.so
/usr/lib/jvm/java-1.7.0-openjdk-1.7.0.161-2.6.12.0.el7_4.x86_64/jre/lib/amd64/xawt/libmawt.so
/usr/share/icons/hicolor/16x16/apps/java-1.7.0.png
/usr/share/icons/hicolor/24x24/apps/java-1.7.0.png
/usr/share/icons/hicolor/32x32/apps/java-1.7.0.png
/usr/share/icons/hicolor/48x48/apps/java-1.7.0.png
# 由此可知jdk安装在/usr/lib/jvm下
[root@localhost hadoop]ls /usr/lib/jvm/jre-1.7.0-openjdk/bin/
java  keytool  orbd  pack200  policytool  rmid  rmiregistry  servertool  tnameserv  unpack200

时间调整为一致,安装rdate:yum -y install rdate，使用rdate命令从时间服务器上同步一下时间
关于免密登陆：
- 实际上免密登陆会有俩次请求，并不是真的不需要密码，假设A要免密登陆到B
- A第一次请求会将自身的ip地址和公钥发送给B（pub key），B收到ip和公钥之后与authorized_keys中的公钥进行比较，若一致则认为该机器可以免密登陆到B，接着B会将自身的密码发送给A
- A第二次请求将用户名和密码发送给B，B响应登陆成功
- 也就是说，假如A要登陆到B，B就必须要有A的公钥

选择一台机器可以以免密登陆到其他三台机器，当然自身也需要免密登陆[可选]，如果不选的话，在hdfs启动过程中会暂停问你索要密码，才会继续，这里选的是219，自身免密登陆

# 安装ssh(因为我的系统自带ssh,所以nothing to do)###################################
[root@localhost yum.repos.d]# yum install -y sshd
Loaded plugins: fastestmirror
Loading mirror speeds from cached hostfile
 * base: mirrors.aliyun.com
 * extras: mirrors.tuna.tsinghua.edu.cn
 * updates: mirrors.aliyun.com
No package ssh available.
Error: Nothing to do
# 安装rsync######################################################################
[root@localhost yum.repos.d]# yum install -y rsync
Loaded plugins: fastestmirror
Loading mirror speeds from cached hostfile
 * base: mirrors.aliyun.com
 * extras: mirrors.tuna.tsinghua.edu.cn
 * updates: mirrors.aliyun.com
Resolving Dependencies
--> Running transaction check
---> Package rsync.x86_64 0:3.0.9-18.el7 will be installed
--> Finished Dependency Resolution

Dependencies Resolved

=========================================================================================
 Package           Arch               Version                     Repository        Size
=========================================================================================
Installing:
 rsync             x86_64             3.0.9-18.el7                base             360 k

Transaction Summary
=========================================================================================
Install  1 Package

Total download size: 360 k
Installed size: 732 k
Downloading packages:
rsync-3.0.9-18.el7.x86_64.rpm                                     | 360 kB  00:00:00     
Running transaction check
Running transaction test
Transaction test succeeded
Running transaction
  Installing : rsync-3.0.9-18.el7.x86_64                                             1/1 
  Verifying  : rsync-3.0.9-18.el7.x86_64                                             1/1 

Installed:
  rsync.x86_64 0:3.0.9-18.el7                                                            

Complete!
[root@localhost yum.repos.d]# ssh localhost
The authenticity of host 'localhost (::1)' can't be established.
ECDSA key fingerprint is SHA256:3h7izAi6QdCeHwDrb8PdeeoMzaJH0zP4n75SQBxlSr8.
ECDSA key fingerprint is MD5:3a:e3:ca:15:c7:24:cf:56:37:27:31:70:14:70:d5:01.
Are you sure you want to continue connecting (yes/no)? yes
Warning: Permanently added 'localhost' (ECDSA) to the list of known hosts.
root@localhost's password: 
#生成秘钥######################################################################
[root@localhost yum.repos.d]# ssh-keygen -t rsa -P '' -f ~/.ssh/id_rsa
Generating public/private rsa key pair.
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:
SHA256:0kVvd1pHxg8NSCq84SRl2Yi0Zr48LjA8LNz4pxx3Cms root@localhost.localdomain
The key's randomart image is:
+---[RSA 2048]----+
|     ...o+.....+o|
|      .=o..o. .oo|
|      = = o o ..=|
|     + = = . . +o|
|.oo   o S     .  |
|.o*. . o         |
| ..* .+.         |
|  .E*oo.         |
|  .+oo.          |
+----[SHA256]-----+
#配置authorized_keys，公钥追加到本地的认证文件中#################################################
[root@localhost yum.repos.d]# cat ~/.ssh/id_rsa.pub >> ~/.ssh/authorized_keys
# 授权######################################################################
[root@localhost yum.repos.d]# chmod 0600 ~/.ssh/authorized_keys
# 自身免密登陆测试######################################################################
[root@localhost yum.repos.d]# ssh localhost
Last login: Wed Dec 20 22:36:50 2017 from 192.168.10.211
# 退出######################################################################
[root@localhost ~]# exit
logout
Connection to localhost closed.
[root@localhost yum.repos.d]#

设置其他三台机器可以使用219免密登陆[同时自身也可以免登陆，如果不设置的话会有警告]

215机器[自身免密登陆，将219的公钥拷贝给215，并加入到认证文件]

[root@localhost ~]# scp root@nn:/root/.ssh/id_rsa.pub ./
The authenticity of host '192.168.10.219 (192.168.10.219)' can't be established.
ECDSA key fingerprint is SHA256:3h7izAi6QdCeHwDrb8PdeeoMzaJH0zP4n75SQBxlSr8.
ECDSA key fingerprint is MD5:3a:e3:ca:15:c7:24:cf:56:37:27:31:70:14:70:d5:01.
Are you sure you want to continue connecting (yes/no)? yes
Warning: Permanently added '192.168.10.219' (ECDSA) to the list of known hosts.
root@192.168.10.219's password: 
id_rsa.pub                                             100%  408   508.0KB/s   00:00    
[root@localhost ~]# cat ./id_rsa.pub >> ~/.ssh/authorized_keys

216机器[自身免密登陆，将219的公钥拷贝给216，并加入到认证文件]

[root@localhost ~]# scp root@nn:/root/.ssh/id_rsa.pub ./
The authenticity of host '192.168.10.219 (192.168.10.219)' can't be established.
ECDSA key fingerprint is SHA256:3h7izAi6QdCeHwDrb8PdeeoMzaJH0zP4n75SQBxlSr8.
ECDSA key fingerprint is MD5:3a:e3:ca:15:c7:24:cf:56:37:27:31:70:14:70:d5:01.
Are you sure you want to continue connecting (yes/no)? yes
Warning: Permanently added '192.168.10.219' (ECDSA) to the list of known hosts.
root@192.168.10.219's password: 
id_rsa.pub                                             100%  408   508.0KB/s   00:00    
[root@localhost ~]# cat ./id_rsa.pub >> ~/.ssh/authorized_keys

217机器[自身免密登陆，将219的公钥拷贝给217，并加入到认证文件]

[root@localhost yum.repos.d]# scp root@nn:/root/.ssh/id_rsa.pub ./
The authenticity of host '192.168.10.219 (192.168.10.219)' can't be established.
ECDSA key fingerprint is SHA256:3h7izAi6QdCeHwDrb8PdeeoMzaJH0zP4n75SQBxlSr8.
ECDSA key fingerprint is MD5:3a:e3:ca:15:c7:24:cf:56:37:27:31:70:14:70:d5:01.
Are you sure you want to continue connecting (yes/no)? yes
Warning: Permanently added '192.168.10.219' (ECDSA) to the list of known hosts.
root@192.168.10.219's password: 
Permission denied, please try again.
root@192.168.10.219's password: 
id_rsa.pub                                             100%  408   342.1KB/s   00:00    
[root@localhost yum.repos.d]# cat ./id_rsa.pub >> ~/.ssh/authorized_keys

218机器[自身免密登陆，将219的公钥拷贝给218，并加入到认证文件]

[root@localhost ~]# scp root@nn:/root/.ssh/id_rsa.pub ./
The authenticity of host '192.168.10.219 (192.168.10.219)' can't be established.
ECDSA key fingerprint is SHA256:3h7izAi6QdCeHwDrb8PdeeoMzaJH0zP4n75SQBxlSr8.
ECDSA key fingerprint is MD5:3a:e3:ca:15:c7:24:cf:56:37:27:31:70:14:70:d5:01.
Are you sure you want to continue connecting (yes/no)? yes
Warning: Permanently added '192.168.10.219' (ECDSA) to the list of known hosts.
root@192.168.10.219's password: 
id_rsa.pub                                             100%  408   400.1KB/s   00:00    
[root@localhost ~]# cat ./id_rsa.pub >> ~/.ssh/authorized_keys

219机器验证

[root@localhost ~]# ssh dn3
The authenticity of host '192.168.10.215 (192.168.10.215)' can't be established.
ECDSA key fingerprint is SHA256:3h7izAi6QdCeHwDrb8PdeeoMzaJH0zP4n75SQBxlSr8.
ECDSA key fingerprint is MD5:3a:e3:ca:15:c7:24:cf:56:37:27:31:70:14:70:d5:01.
Are you sure you want to continue connecting (yes/no)? yes
Warning: Permanently added '192.168.10.215' (ECDSA) to the list of known hosts.
Last login: Thu Dec 21 01:10:05 2017 from ::1
[root@localhost ~]# exit
logout
Connection to 192.168.10.215 closed.
[root@localhost .ssh]# ssh dn2
Last login: Thu Dec 21 00:01:32 2017 from 192.168.10.219
[root@localhost ~]# exit
logout
Connection to 192.168.10.216 closed.
[root@localhost .ssh]# ssh dn1
The authenticity of host '192.168.10.217 (192.168.10.217)' can't be established.
ECDSA key fingerprint is SHA256:3h7izAi6QdCeHwDrb8PdeeoMzaJH0zP4n75SQBxlSr8.
ECDSA key fingerprint is MD5:3a:e3:ca:15:c7:24:cf:56:37:27:31:70:14:70:d5:01.
Are you sure you want to continue connecting (yes/no)? yes
Warning: Permanently added '192.168.10.217' (ECDSA) to the list of known hosts.
Last login: Wed Dec 20 23:48:25 2017 from ::1
[root@localhost ~]# exit
logout
Connection to 192.168.10.217 closed.
[root@localhost .ssh]# ssh snn
Last login: Wed Dec 20 23:47:06 2017 from ::1
[root@localhost ~]# exit
logout
Connection to 192.168.10.218 closed.
[root@localhost .ssh]#

选择一台NN[219],一台SNN[218]，三台DN[215~217]
将hadoop的压缩包上传到这NN节点

安装

NN节点

解压

 [root@localhost local]# tar -C /usr/local/ -xvf hadoop-2.9.0.tar.gz
 [root@localhost ~]# cd /usr/local/
 [root@localhost local]# ls
 bin  etc  games  hadoop-2.9.0  include  lib  lib64  libexec  sbin  share  src
 [root@localhost local]# mv hadoop-2.9.0/ hadoop
 [root@localhost local]# ls
 bin  etc  games  hadoop  include  lib  lib64  libexec  sbin  share  src
 [root@localhost local]# cd hadoop/
 [root@localhost hadoop]# ls
 bin  etc  include  lib  libexec  LICENSE.txt  NOTICE.txt  README.txt  sbin  share
 [root@localhost hadoop]# cd etc/
 [root@localhost etc]# ls
 hadoop
 [root@localhost etc]# cd hadoop/
 [root@localhost hadoop]# ls
 capacity-scheduler.xml  hadoop-metrics2.properties  httpfs-signature.secret  log4j.properties            ssl-client.xml.example
 configuration.xsl       hadoop-metrics.properties   httpfs-site.xml          mapred-env.cmd              ssl-server.xml.example
 container-executor.cfg  hadoop-policy.xml           kms-acls.xml             mapred-env.sh               yarn-env.cmd
 core-site.xml           hdfs-site.xml               kms-env.sh               mapred-queues.xml.template  yarn-env.sh
 hadoop-env.cmd          httpfs-env.sh               kms-log4j.properties     mapred-site.xml.template    yarn-site.xml
 hadoop-env.sh           httpfs-log4j.properties     kms-site.xml             slaves

编辑hadoop-env.sh[NN的运行配置]

# vi hadoop-env.sh
export JAVA_HOME=/usr/lib/jvm/jre-1.7.0-openjdk/

编辑core-site.xml

<configuration>
  # [配置hdfs NameNode主机的数据传输端口,RPC端口]
  <property>
      <name>fs.defaultFS</name>
      <value>hdfs://nn:9000</value>
  </property>
  # 由http://hadoop.apache.org/docs/r2.9.0/hadoop-project-dist/hadoop-hdfs/hdfs-default.xml
  # 可知，dfs.namenode.name.dir的默认值为 file://${hadoop.tmp.dir}/dfs/name，该目录存储的
  # 是元数据【fsimage】,hadoop.tmp.dir的默认值是/tmp/hadoop-${user.name}，即linux系统的零时
  # 目录，重启机器后会丢失，所以这里修改为/opt/hadoop目录
  <property>
      <name>hadoop.tmp.dir</name>
      <value>/opt/hadoop</value>
  </property>
</configuration>

编辑hdfs-site.xml

 <configuration>
   # [配置SNN的http端口]
   <property>
       <name>dfs.namenode.secondary.http-address</name>
       <value>snn:50090</value>
   </property>
  # [配置SNN的https端口]
   <property>
       <name>dfs.namenode.secondary.https-address</name>
       <value>snn:50091</value>
   </property>
 </configuration>

编辑slaves[DN的ip地址]

dn1
dn2
dn3

创建并编辑masters[SNN的ip地址]

snn

将当前的hadoop从根目录打包，传到其他四台机器

[root@localhost local]# tar -czvf hadoop.tar.gz /usr/local/hadoop/
[root@localhost local]# scp hadoop.tar.gz root@192.168.10.215:/root/
hadoop.tar.gz                                                                                  100%  350MB  31.8MB/s   00:11    
[root@localhost local]# scp hadoop.tar.gz root@192.168.10.216:/root/
hadoop.tar.gz                                                                                  100%  350MB  29.1MB/s   00:12    
[root@localhost local]# scp hadoop.tar.gz root@192.168.10.217:/root/
hadoop.tar.gz                                                                                  100%  350MB  69.9MB/s   00:05    
[root@localhost local]# scp hadoop.tar.gz root@192.168.10.218:/root/
hadoop.tar.gz

其他四台机器也解压到/usr/local/目录下，同时将/usr/local/hadoop/配置到系统环境变量HADOOP_HOME中,也可以配置一台后将文件拷贝到其他机器：

# vi ~/.bash_profile
export HADOOP_HOME=/usr/local/hadoop
export PATH=$PATH:$HADOOP_HOME/bin:$HADOOP_HOME/sbin

NN节点初始化[这里选的是219,只能在选的NN节点执行命令]:

[root@localhost hadoop]# hdfs namenode -format
# 格式化完毕之后,会在/opt/hadoop/下生成fsimage文件:
# 在这里要注意如果以后重新格式化的话，
# 记得删除每个节点的/opt/hadoop/目录下的所有文件，
# 不然会导致在hadoop的监控页面找不到data node，
# 并且存储空间显示占用100%
[root@localhost opt]# tree /opt/hadoop/
/opt/hadoop/
└── dfs
    └── name
        └── current
            ├── fsimage_0000000000000000000
            ├── fsimage_0000000000000000000.md5
            ├── seen_txid
            └── VERSION

3 directories, 4 files

启动之前先关闭各个节点的防火墙，service iptables stop，在NN节点启动HDFSstart-dfs.sh

# logging to 后面跟的是日志记录文件，要是发现某一个节点启动失败，
# 直接去对应机器的对应日志文件查看下原因
[root@localhost ~]# start-dfs.sh 
Starting namenodes on [localhost]
localhost: starting namenode, logging to /usr/local/hadoop/logs/hadoop-root-namenode-localhost.localdomain.out
192.168.10.215: starting datanode, logging to /usr/local/hadoop/logs/hadoop-root-datanode-localhost.localdomain.out
192.168.10.217: starting datanode, logging to /usr/local/hadoop/logs/hadoop-root-datanode-localhost.localdomain.out
192.168.10.216: starting datanode, logging to /usr/local/hadoop/logs/hadoop-root-datanode-localhost.localdomain.out
Starting secondary namenodes [192.168.10.218]
192.168.10.218: starting secondarynamenode, logging to /usr/local/hadoop/logs/hadoop-root-secondarynamenode-localhost.localdomain.out

进入hadoop的NameNode web监控页面,默认端口为50070:http://192.168.10.219:50070,如果访问不到，检查下linux的防火墙，iptables -F,或者service iptables stop关闭防火墙

Hadoop (Version2.9,JDK7) hdfs安装

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