1. 程式人生 > >ubuntu18.04 flink-1.9.0 Standalone叢集搭建

ubuntu18.04 flink-1.9.0 Standalone叢集搭建

  1. 叢集規劃

    Master JobManager Standby JobManager Task Manager Zookeeper
    flink01
    flink02
    flink03
    flink04
  2. 前置準備

    • 克隆4臺虛擬機器

    • 網路配置

      • vim /etc/netplan/01-network-manager-all.yaml 修改配置檔案

      • 叢集網路配置如下:

        # flink01
        network:
          version: 2
          renderer: NetworkManager
        
          ethernets:
            ens33:
                dhcp4: no
                dhcp6: no
                addresses: [192.168.180.160/24]
                gateway4: 192.168.180.2
                nameservers:
                    addresses: [114.114.114.114, 8.8.8.8]
        
         # flink02
         network:
          version: 2
          renderer: NetworkManager
        
          ethernets:
            ens33:
                dhcp4: no
                dhcp6: no
                addresses: [192.168.180.161/24]
                gateway4: 192.168.180.2
                nameservers:
                    addresses: [114.114.114.114, 8.8.8.8]
        
        # flink03
        network:
          version: 2
          renderer: NetworkManager
        
          ethernets:
            ens33:
                dhcp4: no
                dhcp6: no
                addresses: [192.168.180.162/24]
                gateway4: 192.168.180.2
                nameservers:
                    addresses: [114.114.114.114, 8.8.8.8]
        
           #flink04
           network:
          version: 2
          renderer: NetworkManager
        
          ethernets:
            ens33:
                dhcp4: no
                dhcp6: no
                addresses: [192.168.180.163/24]
                gateway4: 192.168.180.2
                nameservers:
                    addresses: [114.114.114.114, 8.8.8.8]
        
        
      • 能 ping 通 baidu 連上 xshell 即可, 連不上的可能是防火牆問題, ubuntu 用的防火牆是ufw, selinux 預設是disabled, 正常來說應該不會連不上。

    • 修改 hostname 及 hosts檔案

      • vim /etc/hostname 修改 hostname 為 flink01

      • vim /etc/hosts 修改 host檔案

        127.0.0.1       localhost
        192.168.180.160    flink01
        192.168.180.161    flink02
        192.168.180.162    flink03
        192.168.180.163    flink04
        
        # The following lines are desirable for IPv6 capable hosts
        ::1     ip6-localhost ip6-loopback
        fe00::0 ip6-localnet
        ff00::0 ip6-mcastprefix
        ff02::1 ip6-allnodes
        ff02::2 ip6-allrouters
    • JDK配置
      • 如果沒有配置jdk請參考https://www.cnblogs.com/ronnieyuan/p/11461377.html
        • 如果之前有下過別的版本的jdk請將jdk的tar包解壓到/usr/lib/jvm,然後再修改配置檔案並選擇jdk
    • 免密登入

      • root@flink01:~# ssh-keygen -t rsa -P ""
        Generating public/private rsa key pair.
        Enter file in which to save the key (/root/.ssh/id_rsa): 
        Created directory '/root/.ssh'.
        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:
        SHA256:2P9NCcuEljhcWBndG8FBoAxOeGbZDIHIdw06r3bbsug root@flink01
        The key's randomart image is:
        +---[RSA 2048]----+
        |   . . o*Oo+.=+o |
        |    o ++*==.. +  |
        |     .o=o +    o |
        |       * o o  .  |
        |      . S + o    |
        |       . + o o . |
        |      o . . o o  |
        |     . o.o . o   |
        |     .E oo. . .  |
        +----[SHA256]-----+
        
        
      • 在~目錄下vim .ssh/authorized_keys:

        將5臺虛擬機器公鑰都存入該檔案中, 每臺的authorized_keys都一致

        ssh-rsa AAAAB3NzaC1yc2EAAAADAQABAAABAQDZGR9+3bTIq6kZ5c+1O2mvyPBM790/0QUuVcjPSREK1pMpyyKRu6CUaBlTOM8JJzkCnEe7DVKY8lV2q7Zv7VVXTLI2dKuUmo0oMSGo5ABvfjGUJfFWdNkqgrPgT+Opl/1kIqr6wTGGCJsRx+Nfkic31WhnPij2IM/Zpqu88kiXmUbaNwBDM5jaRqB/nk7DW4aMwF5oeX6LvEuI1SVmY3DH0w6Cf1EDtOyYG1f9Vof8ao88JOwRZazTNbBdsVcPKDbtvovs/lP+CrtwmAcGFGZSjA22I0dc9ek0puQ5pNUgindpb9egJJFoGhtduut6OfmmvbB8u9PjdBkHcp3Vof4j root@flink01
        
        ssh-rsa AAAAB3NzaC1yc2EAAAADAQABAAABAQDMgNUIzT1YRTGX5E4MiWyQ9UxfQ1pRwCSMy3wqJOuyqv/kW5VsL0BS1VAwtSS9FqCBon3lT0zfgPEkscDdKugMtpgSeREjbQQJSDYPQGyCsHcXQgne5dfaWbvLvaFbNO1G5wqW6E3zC5zy85mSdg9qg8NmqYwyz0O8WSRottuAMHfhoNkHemdrIHhVBBZeKxFbsiXxiWi1EQJUYhYWU1LAqcpiIgFhjAGJkH91qULmm8FxkbB3ytcMlkFBNbcr3UkN5EK0VGV/Ly1qgs9UmXtS7xb5Lw5RlqjUMvwc28oHZYSfPRS1TL/oaFBZSIIGPjudke5wsBwNnzHGE44sTWUt root@flink02
        
        ssh-rsa AAAAB3NzaC1yc2EAAAADAQABAAABAQDRYkED/hA9nqmCBClIByAIcrT94edjno1HXn/KIgrCXy0aoIfsgY5FDr/3iZgaEdvnDz1woyKyj5gqkYxdQw0vLiJGOefgSC4yx7j6vKaK+2aSxJD+DLFB6toFAlyfWziTnyoPj3hPhlpSdG1P4YSEpMub5p1gVsEX9+vRvyazIabsbY9YsCsv/WDs3aAYyalfuvN+AXTrXI8di+AGgsjbwmo0/VQWQfItHY+WdTGcfBQQ8Ad9UX2wVRQPXq7gHh3LlBWKZnB+nZxavnI/G9Lo9w9MODSBgxfCfKNu6fpnpcvh8u+AqmT6rNKZg5NuZWW16siGvLNReSnWn7KwHzzD root@flink03
        
        ssh-rsa AAAAB3NzaC1yc2EAAAADAQABAAABAQDkBQxFdKvg2MzGl1eFeDO1iqL2+fdJ9b4ktU9fjO/APEkumbftfrDTgJAnQhcXMsU7RjCJ+Zwt/dpeGhql3o7hXuhjQiUXf+8GXYre8cw9+xaYmaVhCZYbpcFiSrd/8TK3qv+gf21YIT7iQEFEl384qxPbyoU4Lm+M/1aY3m4gHvELv3jfg8oVBypxgaAJpJj9ZnnA0zN470cod1E67yVbfIkoSTy8BXd8UhVedYODD1ddaFX8MF53acUdJgLCGzh4axxivlGqdXWB7lhjbBvjllt2LYb7hW+O1qyCFNiRx/+zR9dSu5ZSW3QNg2EP/ljcCjDWa7AHgTvw6BYkdpj1 root@flink04
        
      • 依次測試免密登入是否成功

        • 成功案例:

          root@flink01:~# ssh [email protected]
          Welcome to Ubuntu 18.04.2 LTS (GNU/Linux 4.18.0-17-generic x86_64)
          
           * Documentation:  https://help.ubuntu.com
           * Management:     https://landscape.canonical.com
           * Support:        https://ubuntu.com/advantage
          
          
           * Canonical Livepatch is available for installation.
             - Reduce system reboots and improve kernel security. Activate at:
               https://ubuntu.com/livepatch
          
          273 packages can be updated.
          272 updates are security updates.
          
          Your Hardware Enablement Stack (HWE) is supported until April 2023.
          Last login: Sun Oct 27 11:11:26 2019 from 192.168.180.160
          root@flink02:~# 
          
  3. 叢集搭建

    • Zookeeper 搭建

      • 上傳 tar 包 並解壓到指定目錄 並修改解壓後的目錄名稱

        tar -zxvf apache-zookeeper-3.5.5-bin.tar.gz -C /opt/ronnie/
        
        cd /opt/ronnie
        
        mv apache-zookeeper-3.5.5-bin/ zookeeper-3.5.5
      • 建立並修改zookeeper配置檔案

        • cd zookeeper-3.5.5/conf/ 進入Zookeeper配置檔案目錄

        • cp zoo_sample.cfg zoo.cfg 拷貝一份zoo_sample.cfg 為 zoo.cfg

        • vim zoo.cfg 修改配置檔案

          # The number of milliseconds of each tick
          tickTime=2000
          # The number of ticks that the initial 
          # synchronization phase can take
          initLimit=10
          # The number of ticks that can pass between 
          # sending a request and getting an acknowledgement
          syncLimit=5
          # the directory where the snapshot is stored.
          # do not use /tmp for storage, /tmp here is just 
          # example sakes.
          dataDir=/opt/ronnie/zookeeper-3.5.5/data/zk
          dataLogDir=/opt/ronnie/zookeeper-3.5.5/data/log
          # the port at which the clients will connect
          clientPort=2181
          # the maximum number of client connections.
          # increase this if you need to handle more clients
          #maxClientCnxns=60
          #
          # Be sure to read the maintenance section of the 
          # administrator guide before turning on autopurge.
          #
          # http://zookeeper.apache.org/doc/current/zookeeperAdmin.html#sc_maintenance
          #
          # The number of snapshots to retain in dataDir
          #autopurge.snapRetainCount=3
          # Purge task interval in hours
          # Set to "0" to disable auto purge feature
          #autopurge.purgeInterval=1
          server.1=flink01:2888:3888
          server.2=flink02:2888:3888
          server.3=flink03:2888:3888
          server.4=flink04:2888:3888
          • 建立data目錄:

            mkdir -p /opt/ronnie/zookeeper-3.5.5/data
          • 建立data目錄下的日誌目錄:

            mkdir -p /opt/ronnie/zookeeper-3.5.5/data/log
          • 建立data目錄下的zk目錄

            mkdir -p /opt/ronnie/zookeeper-3.5.5/data/zk
      • cd zk/, 建立myid, 四臺虛擬機器flink01, flink02, flink03, flink04 分別對應 myid 1,2,3,4

      • 新增環境變數

        • vim ~/.bashrc , 完成後 source ~/.bashrc

          # Zookeeper
          export ZOOKEEPER_HOME=/opt/ronnie/zookeeper-3.5.5
          export PATH=$ZOOKEEPER_HOME/bin:$PATH
      • 將Zookeeper目錄傳送給其他幾臺虛擬機器(記得改myid)

        cd /opt/ronnie
        scp -r zookeeper-3.5.5/ [email protected]:/opt/ronnie/
        scp -r zookeeper-3.5.5/ [email protected]:/opt/ronnie/
        scp -r zookeeper-3.5.5/ [email protected]:/opt/ronnie/
      • 啟動Zookeeper: zkServer.sh start

      • 檢查Zookeeper 狀態: zkServer.sh status

      • 有顯示該節點狀態就表示啟動成功了

        root@flink01:~# zkServer.sh status
        ZooKeeper JMX enabled by default
        Using config: /opt/ronnie/zookeeper-3.5.5/bin/../conf/zoo.cfg
        Client port found: 2181. Client address: localhost.
        Mode: follower
      • 報錯請檢視日誌定位錯誤

    • Hadoop叢集搭建(主要還是為了hdfs, On-Yarn後面再弄)

      • 叢集分配

        NN-1 NN-2 DN ZK ZKFC JN
        flink01 * * * * *
        flink02 * * * * *
        flink03 * * *
        flink04 * * *
  • 上傳tar包並解壓到指定路徑:

       tar -zxvf hadoop-3.1.2.tar.gz -C /opt/ronnie
  • vim /opt/ronnie/hadoop-3.1.2/etc/hadoop/hadoop-env.sh 將 環境檔案中的jdk路徑替換為本機jdk路徑

    export JAVA_HOME=/usr/lib/jvm/jdk1.8
    • vim /opt/ronnie/hadoop-3.1.2/etc/hadoop/mapred-env.sh, 新增:

      export JAVA_HOME=/usr/lib/jvm/jdk1.8
    • vim /opt/ronnie/hadoop-3.1.2/etc/hadoop/yarn-env.sh,新增:

      export JAVA_HOME=/usr/lib/jvm/jdk1.8
    • vim /opt/ronnie/hadoop-3.1.2/etc/hadoop/core-site.xml 修改core-site檔案

      <configuration>
              <property>
                      <name>fs.defaultFS</name>
                      <value>hdfs://ronnie</value>
              </property>
              <property>
                      <name>ha.zookeeper.quorum</name>
                      <value>flink01:2181,flink02:2181,flink03:2181,flink04:2181</value>
              </property>
              <property>
                      <name>hadoop.tmp.dir</name>
                      <value>/var/ronnie/hadoop/ha</value>
               </property>
      </configuration>
    • vim /opt/ronnie/hadoop-3.1.2/etc/hadoop/hdfs-site.xml

      <configuration>
              <property>
                      <name>dfs.nameservices</name>
                      <value>ronnie</value>
              </property>
              <property>
                      <name>dfs.ha.namenodes.ronnie</name>
                      <value>nn1,nn2</value>
              </property>
              <property>
                      <name>dfs.namenode.rpc-address.ronnie.nn1</name>
                      <value>flink01:8020</value>
              </property>
              <property>
                      <name>dfs.namenode.rpc-address.ronnie.nn2</name>
                      <value>flink02:8020</value>
              </property>
              <property>
                      <name>dfs.namenode.http-address.ronnie.nn1</name>
                      <value>flink01:50070</value>
              </property>
              <property>
                      <name>dfs.namenode.http-address.ronnie.nn2</name>
                      <value>flink02:50070</value>
              </property>
              <property>
                      <name>dfs.namenode.shared.edits.dir</name>
                      <value>qjournal://flink01:8485;flink02:8485;flink03:8485;flink04:8485/ronnie</value>
              </property>
              <property>
                      <name>dfs.journalnode.edits.dir</name>
                      <value>/var/ronnie/hadoop/ha/jn</value>
              </property>
              <property>
                      <name>dfs.client.failover.proxy.provider.ronnie</name>
                      <value>org.apache.hadoop.hdfs.server.namenode.ha.ConfiguredFailoverProxyProvider</value>
              </property>
              <property>
                      <name>dfs.ha.fencing.methods</name>
                      <value>sshfence</value>
              </property>
              <property>
                      <name>dfs.ha.fencing.ssh.private-key-files</name>
                      <value>/root/.ssh/id_dsa</value>
              </property>
              <property>
                      <name>dfs.ha.automatic-failover.enabled</name>
                      <value>true</value>
              </property>
      </configuration>
      
      • vim /opt/ronnie/hadoop-3.1.2/etc/hadoop/workers修改工作組

        flink01
        flink02
        flink03
        flink04
      • vim /opt/ronnie/hadoop-3.1.2/sbin/start-dfs.sh

        vim /opt/ronnie/hadoop-3.1.2/sbin/stop-dfs.sh

        在檔案頂部標頭檔案之後新增:

        HDFS_DATANODE_USER=root
        
        HADOOP_SECURE_DN_USER=hdfs
        
        HDFS_NAMENODE_USER=root
        
        HDFS_SECONDARYNAMENODE_USER=root
        
        HDFS_JOURNALNODE_USER=root
        
        HDFS_ZKFC_USER=root
      • vim /opt/ronnie/hadoop-3.1.2/sbin/start-yarn.sh

        vim /opt/ronnie/hadoop-3.1.2/sbin/stop-yarn.sh

        在檔案頂部標頭檔案之後新增:

        YARN_RESOURCEMANAGER_USER=root
        
        HADOOP_SECURE_DN_USER=yarn
        
        YARN_NODEMANAGER_USER=root
      • 將檔案傳送給其他三臺虛擬機器:

        scp -r /opt/ronnie/hadoop-3.1.2/ root@flink02:/opt/ronnie/
        scp -r /opt/ronnie/hadoop-3.1.2/ root@flink03:/opt/ronnie/
        scp -r /opt/ronnie/hadoop-3.1.2/ root@flink04:/opt/ronnie/
      • vim ~/.bashrc 新增hadoop路徑

        #HADOOP VARIABLES
        export HADOOP_HOME=/opt/ronnie/hadoop-3.1.2
        export PATH=$PATH:$HADOOP_HOME/bin
        export PATH=$PATH:$HADOOP_HOME/sbin
        export HADOOP_MAPRED_HOME=$HADOOP_HOME
        export HADOOP_COMMON_HOME=$HADOOP_HOME
        export HADOOP_HDFS_HOME=$HADOOP_HOME
        export YARN_HOME=$HADOOP_HOME
        export HADOOP_COMMON_LIB_NATIVE_DIR=$HADOOP_HOME/lib/native
        export HADOOP_OPTS="-Djava.library.path=$HADOOP_HOME/lib"
        • source ~/.bashrc 使新配置生效(記得每臺都要改)

          hadoop version檢視版本, 顯示如下則hadoop路徑配置成功:

          root@flink01:~# hadoop version
          Hadoop 3.1.2
          Source code repository https://github.com/apache/hadoop.git -r 1019dde65bcf12e05ef48ac71e84550d589e5d9a
          Compiled by sunilg on 2019-01-29T01:39Z
          Compiled with protoc 2.5.0
          From source with checksum 64b8bdd4ca6e77cce75a93eb09ab2a9
          This command was run using /opt/ronnie/hadoop-3.1.2/share/hadoop/common/hadoop-common-3.1.2.jar
          
      • 啟動叢集:

        • 啟動Zookeeper

          zkServer.sh start
        • 在 flink01, flink02, flink03, flink04上啟動journalnode

          hadoop-daemon.sh start journalnode
        • jps 檢視程序

          root@flink01:~# jps
          2842 QuorumPeerMain
          3068 Jps
          3004 JournalNode
          
        • 在兩臺NameNode中選一臺進行格式化(這裡選flink01)

          • hdfs namenode -format
          • hdfs --daemon start 啟動 namenode
        • 在另一臺NameNode上同步格式化後的相關資訊

          • hdfs namenode -bootstrapStandby
        • 格式化zkfc

          • hdfs zkfc -formatZK
        • 啟動 hdfs 叢集

          • start-dfs.sh
        • 開啟50070埠:

        • hdfs搭建成功
    • 上傳 tar 包並解壓到指定目錄

      • 這次發生了一個問題, rz -E上傳 亂碼了, 解決方案: rz -be 上傳

      • 解壓到指定目錄

         tar zxvf flink-1.9.0-bin-scala_2.12.tgz -C /opt/ronnie/
      • vim /opt/ronnie/flink-1.9.0/conf/flink-conf.yaml 修改flink配置檔案:

        ```shell

        JobManager的rpc地址

        jobmanager.rpc.address: flink01

        The RPC port where the JobManager is reachable.

        rpc 埠號

        jobmanager.rpc.port: 6123

      The heap size for the JobManager JVM

      JobManager的 JVM 的堆的大小

      jobmanager.heap.size: 1024m

      The heap size for the TaskManager JVM

      TaskManager 的 堆的大小

      taskmanager.heap.size: 1024m

      The number of task slots that each TaskManager offers. Each slot runs one parallel pipeline.

      每個TaskManager提供的任務槽的數量, 每個槽執行一條並行的管道

      taskmanager.numberOfTaskSlots: 1

      The parallelism used for programs that did not specify and other parallelism.

      程式的並行度

      parallelism.default: 1

      高可用配置

      high-availability: zookeeper

      high-availability.zookeeper.quorum: flink01:2181,flink01:2181,flink03:2181,flink04:2181

      high-availability.zookeeper.path.root: /flink

      high-availability.cluster-id: /default_one

      這個必須是NameNode的8020

      high-availability.zookeeper.storageDir: hdfs://flink01:8020/flink/ha

      ```

    • vim /opt/ronnie/flink-1.9.0/conf/masters

      flink01:8081
      flink02:8081
    • vim /opt/ronnie/flink-1.9.0/conf/slaves

      flink03
      flink04
    • start-cluster.sh 後jps發現沒有對應jobManager程序,檢視flink日誌發現報錯:

      UnsupportedFileSystemSchemeException: Hadoop is not in the classpath/dependencies.
      • 需要去官網下載Pre-bundled Hadoop

      • 將jar包上傳至 flink 目錄下的 lib目錄

        cd /opt/ronnie/flink-1.9.0/lib
      • 將 jar 包 傳送至其他三臺虛擬機器

        scp flink-shaded-hadoop-2-uber-2.8.3-7.0.jar root@flink02:`pwd`
        scp flink-shaded-hadoop-2-uber-2.8.3-7.0.jar root@flink03:`pwd`
        scp flink-shaded-hadoop-2-uber-2.8.3-7.0.jar root@flink03:`pwd`
    • start-cluster.sh 啟動 flink 叢集, jps檢視有對應的StandaloneSessionClusterEntrypoint程序後, 開啟8081埠

    • 執行一下自帶的wordCount測試一下

      /opt/ronnie/flink-1.9.0
      flink run examples/streaming/WordCount.jar
      • 執行結果:

        Starting execution of program
        Executing WordCount example with default input data set.
        Use --input to specify file input.
        Printing result to stdout. Use --output to specify output path.
        Program execution finished
        Job with JobID 2262c186bb5072917e79e2d081e9fab3 has finished.
        Job Runtime: 1311 ms
      • UI介面