页面历史

Hadoop是

分布式系统基础平台，主要存储数据挖掘计算任务的中间结果数据。

分布式系统基础平台，主要存储数据挖掘计算任务的中间结果数据。非必须安装组件。

注意

title	注意

文档中单机数据挖掘部署环境如下：

服务器IP	主机名	组件实例
192.168.137.139	smartbi-engine	实验引擎，服务引擎
192.168.137.140	smartbi-python	python执行节点
192.168.137.141	smartbi-spark	spark单节点(master+worker)，hadoop

PS：可根据实际服务器资源，将数据挖掘及其组件部署在不同服务器，或者部署在同一台服务器中(可能导致性能下降).

1、系统环境准备

注意注意：如果服务部署集群，集群内所有服务器均需设置系统环境。

1.1防火墙配置

为了便于安装，建议在安装前关闭防火墙。使用过程中，为了系统安全可以选择启用防火墙，但必须启用服务相关端口。

1.关闭防火墙

临时关闭防火墙(如果已经执行，无需重复执行)

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systemctl stop firewalld

永久关闭防火墙(如果已经执行，无需重复执行)

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systemctl disable firewalld

查看防火墙状态

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systemctl status firewalld

2.开启防火墙

1.2 安装Java环境

安装包解压到/opt目录(如已安装java环境，无需重复安装)

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tar -zxvf jdk8.0.202-linux_x64.tar.gz -C /opt

配置java环境变量

①在/etc/profile 文件末尾添加，并保存

①执行 vi ~/.bash_profile 在文件末尾添加java环境变量参数，并保存

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export  JAVA_HOME=/opt/jdk8.0.202-linux_x64
export  JRE_HOME=$JAVA_HOME/jre
export  CLASSPATH=.:$JAVA_HOME/lib:$JRE_HOME/jre/lib:$CLASSPATH
export  PATH=$JAVA_HOME/bin:$JRE_HOME/bin:$PATH

②使配置生效

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source ~/

etc/

.bash_profile

③查看java版本信息

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java -version

1.3取消打开文件限制

修改/etc/security/limits.conf文件在文件的末尾加入以下内容：

代码块

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vi /etc/security/limits.conf

在文件的末尾加入以下内容：

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* soft nofile 65536
* hard nofile 65536
* soft nproc 131072
* hard nproc 131072

2、Hadoop单机部署

1.修改主机名-添加映射关系

根据部署实际环境，各个服务器主机名不同即可不修改主机名，如需修改，可参考下面的修改方式：

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hostnamectl set-hostname 主机名

PS：主机名不能使用下划线

配置主机名和IP的映射关系(如已执行无需重复添加)

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vi /etc/hosts

内容设置，例如:

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127.0.0.1 localhost localhost.localdomain localhost4 localhost4.localdomain4
::1 localhost localhost.localdomain localhost6 localhost6.localdomain6

10.10.17.186 hadoop


192.168.137.139 smartbi-engine
192.168.137.140 smartbi-python
192.168.137.141 smartbi-spark

注意

当前操作文档，hadoop和spark部署在同一个节点。

可以根据现场实际的服务器资源情况，合理分配hadoop组件的安装节点。

2.设置系统免密登陆

生成密钥(如已设置无需重复设置)

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ssh-keygen

输入ssh-keygen后，连续按三次回车，不用输入其它信息
复制公钥

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cat ~/.ssh/id_rsa.pub >> ~/.ssh/authorized_keys
chmod 0600 ~/.ssh/authorized_keys

测试是否设置成功，例如:

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ssh

root@hadoop

root@smartbi-spark

如果不用输入密码，表示成功。

3.安装Hadoop

①创建hadoop相关目录
创建临时目录

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mkdir -p /opt/hdfs/tmp

创建namenode数据目录

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mkdir -p /opt/hdfs/name

创建datanode目录
注意这个目录尽量创建在空间比较大的目录，如有多个磁盘，可创建多个目录

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mkdir -p /opt/hdfs/data

②解压hadoop安装包到指定目录

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tar -zxvf hadoop-2.7.3.tar.gz -C /opt

③修改配置文件

1.修改hadoop-env.sh

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cd /opt/hadoop-2.7.3/etc/hadoop
vi hadoop-env.sh

找到export JAVA_HOME= ，修改Java安装路径如下所示

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export JAVA_HOME=/opt/jdk8.0.202-linux_x64

找到export HADOOP_OPTS，在下面添加一行

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export HADOOP_NAMENODE_OPTS="-XX:+UseParallelGC -Xmx4g"

2、修改core-site.xml配置文件

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cd /opt/hadoop-2.7.3/etc/hadoop
vi core-site.xml

内容如下：

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<configuration>
    <property>
        <name>fs.defaultFS</name>
        <!--根据实际情况替换成本机的IP或主机名 -->
        <value>hdfs://

hadoop

smartbi-spark:9000</value>
    </property>
    <property>
        <name>hadoop.tmp.dir</name>
       <!-- 注意替换实际目录 -->
        <value>file:/opt/hdfs/tmp</value>
    </property>
    <property>
        <name>fs.trash.interval</name>
        <value>100800</value>
    </property>
    <property>
        <name>hadoop.security.authorization</name>
        <value>true</value>
    </property>
</configuration>

3、修改hdfs-site.xml配置文件

代码块

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cd /opt/hadoop-2.7.3/etc/hadoop
vi hdfs-site.xml

内容如下：

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<configuration>
    <property>
        <name>dfs.name.dir</name>
       <!-- 注意替换实际目录 -->
        <value>file:/opt/hdfs/name</value>
    </property>
    <property>
        <name>dfs.data.dir</name>
       <!-- 注意替换实际目录 -->
        <value>file:/opt/hdfs/data</value>
    </property>
    <property>
        <name>dfs.replication</name>
        <value>1</value>
    </property>
    <property>
        <name>dfs.webhdfs.enabled</name>
        <value>false</value>
    </property>
    <property>
        <name>dfs.datanode.max.transfer.threads</name>
        <value>16384</value>
    </property>
</configuration>

注意
注意：dfs.data.dir尽量配置在空间比较大的目录，可以配置多个目录，中间用逗号分隔

4、修改hadoop-policy.xml

代码块

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cd /opt/hadoop-2.7.3/etc/hadoop
vi hadoop-policy.xml

内容如下:

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<configuration>
  <property>
    <name>security.client.protocol.acl</name>
    <value>*</value>
    <description>ACL for ClientProtocol, which is used by user code
    via the DistributedFileSystem.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>
 
  <!-- 这里把实验引擎ip, python执行节点ip，spark部署机器ip，hadoop部署机器ip都加上--> 
  <!-- 如果实验引擎，python执行节点，spark，hadoop这些组件是集群部署，那么所有的IP地址都需要添加进来 -->
  <!-- 增加以下配置 -->
  <property>
    <name>security.client.protocol.hosts</name>
    <value>192.168.137.139,192.168.137.140,192.168.137.141</value>
  </property>
  <!-- end -->
  <property>
    <name>security.client.datanode.protocol.acl</name>
    <value>*</value>
    <description>ACL for ClientDatanodeProtocol, the client-to-datanode protocol
    for block recovery.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <!-- 这里把实验引擎ip,python执行节点ip，spark部署机器ip，hadoop部署机器ip都加上-->

<!--

这里把实验引擎ip,python执行节点ip，spark部署机器ip，hadoop部署机器ip都加上

如果实验引擎，python执行节点，spark，hadoop这些组件是集群部署，那么所有的IP地址都需要添加进来 -->
  <!--

如果实验引擎，python执行节点，spark，hadoop这些组件是集群部署，那么所有的IP地址都需要添加进来

增加以下配置 -->
  <property>
    <name>security.client.datanode.protocol.hosts</name>
    <value>192.168.137.139,192.168.137.140,192.168.137.141</value>
  </property>
  <!-- end -->
  <property>
    <name>security.datanode.protocol.acl</name>
    <value>*</value>
    <description>ACL for DatanodeProtocol, which is used by datanodes to
    communicate with the namenode.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <property>
    <name>security.inter.datanode.protocol.acl</name>
    <value>*</value>
    <description>ACL for InterDatanodeProtocol, the inter-datanode protocol
    for updating generation timestamp.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <property>
    <name>security.namenode.protocol.acl</name>
    <value>*</value>
    <description>ACL for NamenodeProtocol, the protocol used by the secondary
    namenode to communicate with the namenode.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

 <property>
    <name>security.admin.operations.protocol.acl</name>
    <value>*</value>
    <description>ACL for AdminOperationsProtocol. Used for admin commands.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <property>
    <name>security.refresh.user.mappings.protocol.acl</name>
    <value>*</value>
    <description>ACL for RefreshUserMappingsProtocol. Used to refresh
    users mappings. The ACL is a comma-separated list of user and
    group names. The user and group list is separated by a blank. For
    e.g. "alice,bob users,wheel".  A special value of "*" means all
    users are allowed.</description>
  </property>

  <property>
    <name>security.refresh.policy.protocol.acl</name>
    <value>*</value>
    <description>ACL for RefreshAuthorizationPolicyProtocol, used by the
    dfsadmin and mradmin commands to refresh the security policy in-effect.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <property>
    <name>security.ha.service.protocol.acl</name>
    <value>*</value>
    <description>ACL for HAService protocol used by HAAdmin to manage the
      active and stand-by states of namenode.</description>
  </property>

  <property>
    <name>security.zkfc.protocol.acl</name>
    <value>*</value>
    <description>ACL for access to the ZK Failover Controller
    </description>
  </property>

  <property>
    <name>security.qjournal.service.protocol.acl</name>
    <value>*</value>
    <description>ACL for QJournalProtocol, used by the NN to communicate with
    JNs when using the QuorumJournalManager for edit logs.</description>
  </property>

  <property>
    <name>security.mrhs.client.protocol.acl</name>
    <value>*</value>
    <description>ACL for HSClientProtocol, used by job clients to
    communciate with the MR History Server job status etc. 
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <!-- YARN Protocols -->

  <property>
    <name>security.resourcetracker.protocol.acl</name>
    <value>*</value>
    <description>ACL for ResourceTrackerProtocol, used by the
    ResourceManager and NodeManager to communicate with each other.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <property>
    <name>security.resourcemanager-administration.protocol.acl</name>
    <value>*</value>
    <description>ACL for ResourceManagerAdministrationProtocol, for admin commands. 
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <property>
    <name>security.applicationclient.protocol.acl</name>
    <value>*</value>
    <description>ACL for ApplicationClientProtocol, used by the ResourceManager 
    and applications submission clients to communicate with each other.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <property>
    <name>security.applicationmaster.protocol.acl</name>
    <value>*</value>
    <description>ACL for ApplicationMasterProtocol, used by the ResourceManager 
    and ApplicationMasters to communicate with each other.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <property>
    <name>security.containermanagement.protocol.acl</name>
    <value>*</value>
    <description>ACL for ContainerManagementProtocol protocol, used by the NodeManager 
    and ApplicationMasters to communicate with each other.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <property>
    <name>security.resourcelocalizer.protocol.acl</name>
    <value>*</value>
    <description>ACL for ResourceLocalizer protocol, used by the NodeManager 
    and ResourceLocalizer to communicate with each other.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <property>
    <name>security.job.task.protocol.acl</name>
    <value>*</value>
    <description>ACL for TaskUmbilicalProtocol, used by the map and reduce
    tasks to communicate with the parent tasktracker.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <property>
    <name>security.job.client.protocol.acl</name>
    <value>*</value>
    <description>ACL for MRClientProtocol, used by job clients to
    communciate with the MR ApplicationMaster to query job status etc. 
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>

  <property>
    <name>security.applicationhistory.protocol.acl</name>
    <value>*</value>
    <description>ACL for ApplicationHistoryProtocol, used by the timeline
    server and the generic history service client to communicate with each other.
    The ACL is a comma-separated list of user and group names. The user and
    group list is separated by a blank. For e.g. "alice,bob users,wheel".
    A special value of "*" means all users are allowed.</description>
  </property>
</configuration>

注意

title	注意事项

hadoop-policy.xml配置文件中，security.client.protocol.hosts，security.client.datanode.protocol.hosts 这两个配置项的值，要改成实际部署环境的IP地址

此配置文件是限制可以访问hadoop节点的服务器ip，提高hadoop应用的安全性。

④配置hadoop环境变量

添加环境变量。

代码块

language	bash
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vi ~/

etc/

.bash_profile

在最底下添加下面内容：

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export HADOOP_HOME=/opt/hadoop-2.7.3
export PATH=$PATH:$HADOOP_HOME/bin

让配置生效

代码块

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source ~/

etc/

.bash_profile

4.启动Hadoop

①格式化hadoop

代码块

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cd /opt/hadoop-2.7.3/
chmod -R +x bin/
./bin/hdfs namenode -format

注意

title	注意事项

仅第一次启动时需要执行格式化Hadoop操作，后续启动无需进行此操作

②启动hadoop

代码块

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cd /opt/hadoop-2.7.3/
chmod -R +x sbin/
./sbin/start-dfs.sh

③创建中间数据存储目录(数据挖掘实验引擎集群需要使用)

代码块

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hdfs dfs -mkdir /mining
hdfs dfs -chown mining:mining /mining

5.验证Hadoop

①在浏览器输入: http://本机ip:50070/dfshealth.html#tab-overview, 检查集群状态

Image Modified

②检查mining目录是否创建成功

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hdfs dfs -ls /    #显示创建的/mining即表示创建成功

如上显示，表示Hadoop安装成功。

6.运维操作

停止hadoop

代码块

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cd /opt/hadoop-2.7.3/
./sbin/stop-dfs.sh

启动hadoop

代码块

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cd /opt/hadoop-2.7.3/
./sbin/start-dfs.sh

查看日志
hadoop的日志路径：/opt/hadoop-2.7.3/logs
安装部署或者使用中有问题，可能需要根据日志来分析解决。

页面树结构

版本比较

旧版本 2

新版本当前版本

标识

1、系统环境准备

1.1防火墙配置

1.2 安装Java环境

1.3取消打开文件限制

2、Hadoop单机部署

1.修改主机名-添加映射关系

2.设置系统免密登陆

3.安装Hadoop

4.启动Hadoop

5.验证Hadoop

6.运维操作

页面树结构

页面历史

版本比较

旧版本 2

新版本 当前版本

标识

1、系统环境准备

1.1防火墙配置

1.2 安装Java环境

1.3取消打开文件限制

2、Hadoop单机部署

1.修改主机名-添加映射关系

2.设置系统免密登陆

3.安装Hadoop

4.启动Hadoop

5.验证Hadoop

6.运维操作

新版本当前版本