MyCat
是一个功能强大的分布式数据库中间件,是一个实现了 MySQL
协议的 Server
,前端人员可以把它看做是一个数据库代理中间件,用 MySQL
客户端工具和命令行访问;而后端人员可以用 MySQL
原生协议与多个 MySQL
服务器通信,也可以用 JDBC
协议与大多数主流数据库服务器通信。可以用作 读写分离、分库分表(分片)、容灾备份、多租户应用开发、大数据基础设施,使底层数据架构具备很强的适应性和灵活性。
MyCat
的智能优化模块可以使系统的数据访问瓶颈和热点一目了然,并且可以将这些统计分析数据自动或手工调整后端存储,将不同的表映射到不同存储引擎上,而整个应用的代码可以一行也不用变。
具体应用场景
Hbase
:用于分析大数据;本文主要实践核心功能 分库分表。
指通过某种特定的条件,将存放在同一个数据库中的数据分散存放到多个数据库上面,以达到分散单台设备负载的效果。
根据切分规则的类型可以分为以下两种切分模式。
垂直切分:最大特点是规则简单,适合各业务之间的的耦合度非常低、相互影响小、业务逻辑非常清晰的系统。在这种系统中,可以很容易 将不同业务模块所使用的的表切到不同的数据库中。
水平切分:相对来说复杂一些,因为要 将同一个表中的不同数据切分到不同的数据库中,后期的数据维护也更为复杂一些。
垂直切分
一个数据库由很多表构成,每个表对应着不同的业务,垂直切分就是按照业务将表进行分类,从而分布到不同的数据库上面,这样也就将压力分担到不同的数据库上,如图。
一个架构设计好的系统其总体功能通常是由多个功能模块所组成的,而每一个功能模块的数据对应到数据库中就是一个或多个表。而在架构设计中,各个功能模块相互之间的交互点越少和越统一,系统的耦合度就越低,系统各个模块的维护性以及扩展性也就越好,这样的系统也就越容易实现垂直切分。
但是往往系统中有些表难以做到完全的独立,存在跨库 join
的情况,对于这类分库,可以共用一个数据源,业务之间通过接口来调用。
优点:规则明确、业务清晰、更易于整合和扩展、维护简单。
缺点:部分业务表无法 join
,需要通过业务接口方式解决,提高系统复杂度;各业务存在单库性能瓶颈,不易于数据扩展和性能提高;事务处理复杂问题。
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由于垂直切分是将表按照业务分类切分到不同的单库中,所有导致某些业务表过于庞大,存在单库读写与存储瓶颈,则需要水平切分来解决。
水平切分
水平切分不是将表按照业务分类,而是按照某个字段的某种规则分散到多个库中,每个表中包含一部分数据,如图。
拆分数据需要定义分片规则,拆分的第一原则是找到 拆分维度。比如:从会员的角度来分析,需要查询会员某天某月某个订单,那么就需要按照日期来拆分,不同的数据按照会员 ID 做分组。
优点:拆分规则抽象好;不存在单库数据瓶颈问题;提高系统稳定性和负载能力。
缺点:事务一致性难以解决;数据扩展和维护的难度极大;跨库 join 性能差。
附:多数据源管理方案
均采用 Docker Compose 搭建服务
部署 3 台 MySQL 容器
分别创建 3 份 docker-compose.yml
文件
mysql-01
version: '3.1'
services:
mysql-1:
image: mysql
container_name: mysql-01
environment:
MYSQL_ROOT_PASSWORD: 123456
command:
--default-authentication-plugin=mysql_native_password
--character-set-server=utf8mb4
--collation-server=utf8mb4_general_ci
--explicit_defaults_for_timestamp=true
--lower_case_table_names=1
ports:
- 3306:3306
volumes:
- ./data:/var/lib/mysql
mysql-02
version: '3.1'
services:
mysql-2:
image: mysql
container_name: mysql-02
environment:
MYSQL_ROOT_PASSWORD: 123456
command:
--default-authentication-plugin=mysql_native_password
--character-set-server=utf8mb4
--collation-server=utf8mb4_general_ci
--explicit_defaults_for_timestamp=true
--lower_case_table_names=1
ports:
- 3307:3306
volumes:
- ./data:/var/lib/mysql
mysql-03
version: '3.1'
services:
mysql-3:
image: mysql
container_name: mysql-03
environment:
MYSQL_ROOT_PASSWORD: 123456
command:
--default-authentication-plugin=mysql_native_password
--character-set-server=utf8mb4
--collation-server=utf8mb4_general_ci
--explicit_defaults_for_timestamp=true
--lower_case_table_names=1
ports:
- 3308:3306
volumes:
- ./data:/var/lib/mysql
分别启动 3 台容器
$ docker-compose up -d
部署 MyCat 容器
克隆项目
$ git clone https://github.com/antoniopeng/docker.mycat.git
构建镜像
$ cd docker.mycat
$ docker-compose build
启动容器
$ docker-compose up -d
此处以 水平切分 为例
配置用户名和密码
$ vi config/mycat/server.xml
找到第 90 行,参考配置如下:
123456
hellomycat
0
配置数据库节点
$ vi config/mycat/schema.xml
参考配置如下:
select user()
select user()
select user()
分片规则配置如下
$ vi config/mycat/rule.xml
第 32 行配置
id
rang-long
第 105 行配置
autopartition-long.txt
自定义数字范围分片规则
$ vi config/mycat/autopartition-long.txt
配置如下:
# range start-end ,data node index
# K=1000,M=10000.
# ID 0-5000000 保存在 dataNode1
0-500M=0
# ID 5000000-10000000 保存在 dataNode2
500M-1000M=1
# ID 10000000-15000000 保存在 dataNode3
1000M-1500M=2
使用 MySQL 客户端工具连接 MyCat,默认端口号为 8066
。
分别在 3 个数据库中创建表,只需要 ID 一个字段即可:
create table sys_user (id int not null primary key);
新增数据:
insert into sys_user(id) values(2000000);
insert into sys_user(id) values(7000000);
insert into sys_user(id) values(1200000);
新增后如果 3 个数据库的表中都出现了一条数据,则说明分片成功。