京公网安备 11010802034615号
经营许可证编号:京B2-20210330
hive默认将元数据存储到本地内嵌的Derby数据库中,但是Derby不支持多会话链接,因此我们使用mysql数据库来存储hive的元数据。配置完成hiveSQL的元数据库之后再开始安装、配置hive。
安装命令为
sudo apt-get install mysql-server
当出现下面提示选择的时候输入y 同意继续安装
hduser@master:~$ sudo apt-get install mysql-server
Reading package lists... Done
Building dependency tree
Reading state information... Done
The following packages were automatically installed and are no longer required:
linux-headers-4.13.0-36 linux-headers-4.13.0-36-generic
linux-headers-4.13.0-41 linux-headers-4.13.0-41-generic
linux-image-4.13.0-36-generic linux-image-4.13.0-41-generic
linux-image-extra-4.13.0-36-generic linux-image-extra-4.13.0-41-generic
Use 'sudo apt autoremove' to remove them.
The following additional packages will be installed:
libaio1 libevent-core-2.0-5 libhtml-template-perl mysql-client-5.7
mysql-client-core-5.7 mysql-common mysql-server-5.7 mysql-server-core-5.7
Suggested packages:
libipc-sharedcache-perl mailx tinyca
The following NEW packages will be installed:
libaio1 libevent-core-2.0-5 libhtml-template-perl mysql-client-5.7
mysql-client-core-5.7 mysql-common mysql-server mysql-server-5.7
mysql-server-core-5.7
0 upgraded, 9 newly installed, 0 to remove and 101 not upgraded.
Need to get 18.1 MB of archives.
After this operation, 161 MB of additional disk space will be used.
Do you want to continue? [Y/n] y
然后安装继续执行,输出如下内容,完成安装。中间会有让设置root密码提示,输入密码按向下的方向键确认,然后再输入一次确认密码
Get:1 http://mirrors.aliyun.com/ubuntu xenial-updates/main amd64 mysql-common all 5.7.22-0ubuntu0.16.04.1 [15.4 kB]
Get:2 http://mirrors.aliyun.com/ubuntu xenial/main amd64 libaio1 amd64 0.3.110-2 [6,356 B]
Get:3 http://mirrors.aliyun.com/ubuntu xenial-updates/main amd64 mysql-client-core-5.7 amd64 5.7.22-0ubuntu0.16.04.1 [6,425 kB]
Get:4 http://mirrors.aliyun.com/ubuntu xenial-updates/main amd64 mysql-client-5.7 amd64 5.7.22-0ubuntu0.16.04.1 [1,673 kB]
Get:5 http://mirrors.aliyun.com/ubuntu xenial-updates/main amd64 mysql-server-core-5.7 amd64 5.7.22-0ubuntu0.16.04.1 [7,268 kB]
Get:6 http://mirrors.aliyun.com/ubuntu xenial-updates/main amd64 libevent-core-2.0-5 amd64 2.0.21-stable-2ubuntu0.16.04.1 [70.6 kB]
Get:7 http://mirrors.aliyun.com/ubuntu xenial-updates/main amd64 mysql-server-5.7 amd64 5.7.22-0ubuntu0.16.04.1 [2,583 kB]
Get:8 http://mirrors.aliyun.com/ubuntu xenial/main amd64 libhtml-template-perl all 2.95-2 [60.4 kB]
Get:9 http://mirrors.aliyun.com/ubuntu xenial-updates/main amd64 mysql-server all 5.7.22-0ubuntu0.16.04.1 [10.8 kB]
Fetched 18.1 MB in 1min 56s (155 kB/s)
Preconfiguring packages ...
Selecting previously unselected package mysql-common.
(Reading database ... 285825 files and directories currently installed.)
Preparing to unpack .../mysql-common_5.7.22-0ubuntu0.16.04.1_all.deb ...
Unpacking mysql-common (5.7.22-0ubuntu0.16.04.1) ...
Selecting previously unselected package libaio1:amd64.
Preparing to unpack .../libaio1_0.3.110-2_amd64.deb ...
Unpacking libaio1:amd64 (0.3.110-2) ...
Selecting previously unselected package mysql-client-core-5.7.
Preparing to unpack .../mysql-client-core-5.7_5.7.22-0ubuntu0.16.04.1_amd64.deb ...
Unpacking mysql-client-core-5.7 (5.7.22-0ubuntu0.16.04.1) ...
Selecting previously unselected package mysql-client-5.7.
Preparing to unpack .../mysql-client-5.7_5.7.22-0ubuntu0.16.04.1_amd64.deb ...
Unpacking mysql-client-5.7 (5.7.22-0ubuntu0.16.04.1) ...
Selecting previously unselected package mysql-server-core-5.7.
Preparing to unpack .../mysql-server-core-5.7_5.7.22-0ubuntu0.16.04.1_amd64.deb ...
Unpacking mysql-server-core-5.7 (5.7.22-0ubuntu0.16.04.1) ...
Selecting previously unselected package libevent-core-2.0-5:amd64.
Preparing to unpack .../libevent-core-2.0-5_2.0.21-stable-2ubuntu0.16.04.1_amd64.deb ...
Unpacking libevent-core-2.0-5:amd64 (2.0.21-stable-2ubuntu0.16.04.1) ...
Processing triggers for libc-bin (2.23-0ubuntu10) ...
Processing triggers for man-db (2.7.5-1) ...
Setting up mysql-common (5.7.22-0ubuntu0.16.04.1) ...
update-alternatives: using /etc/mysql/my.cnf.fallback to provide /etc/mysql/my.cnf (my.cnf) in auto mode
Selecting previously unselected package mysql-server-5.7.
(Reading database ... 285993 files and directories currently installed.)
Preparing to unpack .../mysql-server-5.7_5.7.22-0ubuntu0.16.04.1_amd64.deb ...
Unpacking mysql-server-5.7 (5.7.22-0ubuntu0.16.04.1) ...
Selecting previously unselected package libhtml-template-perl.
Preparing to unpack .../libhtml-template-perl_2.95-2_all.deb ...
Unpacking libhtml-template-perl (2.95-2) ...
Selecting previously unselected package mysql-server.
Preparing to unpack .../mysql-server_5.7.22-0ubuntu0.16.04.1_all.deb ...
Unpacking mysql-server (5.7.22-0ubuntu0.16.04.1) ...
Processing triggers for man-db (2.7.5-1) ...
Processing triggers for ureadahead (0.100.0-19) ...
Processing triggers for systemd (229-4ubuntu21.1) ...
Setting up libaio1:amd64 (0.3.110-2) ...
Setting up mysql-client-core-5.7 (5.7.22-0ubuntu0.16.04.1) ...
Setting up mysql-client-5.7 (5.7.22-0ubuntu0.16.04.1) ...
Setting up mysql-server-core-5.7 (5.7.22-0ubuntu0.16.04.1) ...
Setting up libevent-core-2.0-5:amd64 (2.0.21-stable-2ubuntu0.16.04.1) ...
Setting up mysql-server-5.7 (5.7.22-0ubuntu0.16.04.1) ...
update-alternatives: using /etc/mysql/mysql.cnf to provide /etc/mysql/my.cnf (my.cnf) in auto mode
Renaming removed key_buffer and myisam-recover options (if present)
Setting up libhtml-template-perl (2.95-2) ...
Setting up mysql-server (5.7.22-0ubuntu0.16.04.1) ...
Processing triggers for libc-bin (2.23-0ubuntu10) ...
Processing triggers for systemd (229-4ubuntu21.1) ...
Processing triggers for ureadahead (0.100.0-19) ...
使用如下命令登录MySQL服务器。在提示输入密码的地方输入刚才设置的root密码
hduser@master:/etc/network$ mysql -uroot -p
Enter password:
Welcome to the MySQL monitor. Commands end with ; or \g.
Your MySQL connection id is 4
Server version: 5.7.22-0ubuntu0.16.04.1 (Ubuntu)
Copyright (c) 2000, 2018, Oracle and/or its affiliates. All rights reserved.
Oracle is a registered trademark of Oracle Corporation and/or its
affiliates. Other names may be trademarks of their respective
owners.
Type 'help;' or '\h' for help. Type '\c' to clear the current input statement.
mysql> show databases;
+--------------------+
| Database |
+--------------------+
| information_schema |
| mysql |
| performance_schema |
| sys |
+--------------------+
4 rows in set (0.00 sec)
mysql> create database hive;
mysql> create user 'hive'@'%' identified by 'hive';
mysql> grant all privileges on *.* to 'hive'@'%' with grant option;
mysql>flush privileges;
mysql> use hive;
mysql> select user,host,password from mysql.user;
注:在ubuntu中,默认情况下MySQL只允许本底登陆,所以需要修改配置文件将地址绑定注释掉
sudo vim /etc/mysql/my.cnf
#bind-address = 127.0.0.1 #注释掉
下载最新稳定版hive
https://mirrors.tuna.tsinghua.edu.cn/apache/hive/hive-2.3.3/apache-hive-2.3.3-bin.tar.gz
上传到master节点的/home/hduser/Downloads目录下
解压
tar -zxvf Downloads/apache-hive-2.3.3-bin.tar.gz
更改安装文件名称
hduser@master:~$ mv apache-hive-2.3.3-bin/ ./hive
hduser@master:~$
配置用户环境变量
vim ~/.bashrc
在文件末尾添加如下内容
#HIVE
export HIVE_HOME=/home/hduser/hive
export PATH=$PATH:$HIVE_HOME/bin
最后重新导入环境变量
source ~/.bashrc
配置hive-site.xml
<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<?xml-stylesheet type="text/xsl" href="configuration.xsl"?>
<configuration>
<!--指定元数据库连接信息-->
<property>
<name>javax.jdo.option.ConnectionURL</name>
<value>jdbc:mysql://master:3306/hive?createDatabaseIfNotExist=true</value>
<description>JDBC connect string for a JDBC metastore</description>
</property>
<!--指定元数据库连接驱动程序主类-->
<property>
<name>javax.jdo.option.ConnectionDriverName</name>
<value>com.mysql.jdbc.Driver</value>
<description>Driver class name for a JDBC metastore</description>
</property>
<!--指定元数据库用户名-->
<property>
<name>javax.jdo.option.ConnectionUserName</name>
<value>hive</value>
<description>username to use against metastore database</description>
</property>
<!--指定元数据库用户密码-->
<property>
<name>javax.jdo.option.ConnectionPassword</name>
<value>hive</value>
<description>password to use against metastore database</description>
</property>
</configuration>
我们也可指定某个文件夹来存放元数据
<property>
<name>hive.metastore.warehouse.dir</name>
<value>/home/hduser/hive/warehouse</value>
<description>location of default database for the warehouse</description>
</property>
下载mysql-connector-java-5.1.46.tar.gz,下载链接为
https://cdn.mysql.com//Downloads/Connector-J/mysql-connector-java-5.1.46.tar.gz
将其解压后在文件夹中选择mysql-connector-java-5.1.46-bin.jar上传到master节点的/home/hduser/Downloads目录下。最后将JDBC文件放到hive的lib文件夹内即可。
start-all.sh
格式化hive
schematool -dbType mysql -initSchema
启动hive命令行
hive
HiveSQL的优点是学习成本低,可以通过类似SQL语句实现快速MapReduce统计,使MapReduce变得更加简单,而不必开发专门的MapReduce应用程序。hive是十分适合数据仓库的统计分析和Windows注册表文件。
数据分析咨询请扫描二维码
若不方便扫码,搜微信号:CDAshujufenxi
【核心关键词】贷款、报表、课程、专业、建模、缺失值、营销、互联网、银行、办公自动化、数据分析、数据预处理、特征工程、贷 ...
2026-06-05在数据库数据查询、业务报表统计、多表关联分析中,LEFT JOIN左连接是使用率最高的SQL关联查询语句。其核心特性是保留左表全部数 ...
2026-06-05 很多数据分析师能熟练地写SQL、做透视表、算描述性统计,但当被问到“如何预测用户流失概率”“如何归因销量下滑的关键因素 ...
2026-06-05任何一款产品从诞生、普及到最终退出市场,都会遵循一套固定的发展规律,这就是产品生命周期理论。在市场竞争日益激烈、产品迭代 ...
2026-06-04在Excel数据分析、办公统计、业务报表制作场景中,数据透视表是数据汇总、分类统计、快速复盘的核心工具,能够高效完成海量原始 ...
2026-06-04 很多数据分析师拿到数据就开始清洗、建模,但当被问到“这批数据属于什么类型——结构化还是非结构化?分类变量还是数值变量 ...
2026-06-04在问卷调查与社会科学数据分析中,卡方检验是最常用、最基础的非参数检验方法,广泛应用于市场调研、用户分析、行为统计、满意度 ...
2026-06-03【核心关键词】贷款、报表、课程、专业、建模、缺失值、营销、互联网、银行、办公自动化、数据分析、数据预处理、特征工程、贷 ...
2026-06-03 很多数据分析师画过趋势图、做过业绩预测,但当被问到“这个月销售额增长20%,到底是长期趋势自然增长,还是促销活动的短期 ...
2026-06-03逻辑回归是数据分析、机器学习、统计建模中应用最广泛的二分类预测模型,常用于风险判断、行为预测、归因分析等场景。在SPSS、Py ...
2026-06-02数字经济时代,市场竞争日趋同质化,用户消费需求愈发个性化、多元化,传统依托经验、粗放式、广撒网的营销模式弊端日益凸显。长 ...
2026-06-02 很多数据分析师做过按月份的销售额趋势图,画过按天的流量折线图,但当被问到“时间序列和普通数据有什么本质区别”“季节性 ...
2026-06-02在市场竞争日趋饱和、用户需求不断细分的当下,企业创业创新、产品迭代与市场拓展不再依赖经验决策,而是需要系统化、工具化的商 ...
2026-06-01【核心关键词】调度、岗位、数据库、企业、报表、培训、程序、数据分析、数据加工、业务部门、企业数据、调度工具、业务指标、 ...
2026-06-01 很多数据分析师能熟练地计算指标、搭建标签体系,但当被问到“画像到底在解决什么问题”“画像和标签是什么关系”“画像如何 ...
2026-06-01在数据统计分析、数据清洗、异常值识别与数据分布研究中,箱型图是最直观、高效、专业的可视化分析工具。相较于柱状图、折线图仅 ...
2026-05-29Tkinter是Python内置的标准GUI图形界面库,具备无需额外安装、调用简单、兼容性强、轻量化高效等优势,是Python快速开发桌面小程 ...
2026-05-29 很多分析师在设计标签时思路清晰,但真到落地环节却面临“数据在手,不知如何转化为可用标签”的困境:或因加工方式选择不当 ...
2026-05-29【核心关键词】大数据、经理、专业、金融、客户、传统、建模、数据产品、互联网金融、产品经理、数据分析、金融行业、数据模型 ...
2026-05-28 很多分析师每天和数据打交道,但当被问到“标签是什么”“标签和指标有什么区别”“标签体系如何设计”时,却常常答不上来。 ...
2026-05-28