分布式数据库中间件 MyCat | 分库分表实践

MyCat 简介

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

1. 读写分离：支持读写分离，主从切换，此配置最简单；
2. 分库分表：对于超过 1000 万的表进行分片，最大支持 1000 亿的单表分片；
3. 多租户应用：每个应用一个库，但应用程序只连接 MyCat，使程序不用改造本身，实现多租户化；
4. 替代 Hbase：用于分析大数据；
5. 报表系统：借助 MyCat 的分表能力，处理大规模报表的统计；
6. 海量数据查询：比如 10 亿条频繁查询的记录需要在 3 秒内查询出来结果，除了基于主键的查询，还可能存在范围查询或其他属性查询，此时 MyCat 可能是最简单有效的选择。

本文主要实践核心功能 分库分表。

分库分表原理剖析

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

• 第一种：客户端模式，在每个应用程序中配置管理自己需要的一个或多个数据源，直接访问各个数据库。
• 第二种：通过中间代理层来统一管理所有的数据源。

搭建环境

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
  

配置数据库分片

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

验证是否成功
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。















 















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张子博春蕾八幼缺乏技能导致的问题，需要老师和家长教授儿童所需要的锻炼的技能。比如教授儿童如何处理情绪、与人相处以及有效的交流技巧。未满足的情感需要，如信任、尊重、爱与权利的需要，都应该让儿童充分得到满足时，才能解决问题。家庭互动与复杂的原因，需要教师建立以家庭为中心的实践，和家庭沟通，建立和谐的关系，为孩子的健康成长共同努力。

metaRTC/webRTC QOS 方案与实践
metaRTC
metaRTC解决方案webrtcqos
概述质量服务(QOS/QualityofService)是指利用各种技术方案提高网络通信质量的技术，网络通信质量需要解决下面两个问题：网络问题：UDP/不稳定网络/弱网下的丢包/延时/乱序/抖动数据量问题：发送数据量超带宽负载和平滑发送拥塞控制是各种技术方案的数据基础，丢包恢复解决丢包问题，抗乱序抖动解决网络乱序抖动问题，流量控制解决平滑发送数据/数据超带宽负载/延时问题。拥塞控制(Congest

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陈在天box
htmlcss前端
一、引言在当今数字化时代，人们使用各种不同的设备访问互联网，包括智能手机、平板电脑、笔记本电脑和台式机等。为了确保网站在不同设备上都能提供良好的用户体验，响应式设计成为了网页开发的关键。HTML和CSS作为网页开发的基础技术，在实现响应式设计方面发挥着重要作用。本文将深入探讨HTML与CSS中的响应式设计原理、方法和最佳实践。二、响应式设计的概念与重要性（一）概念响应式设计是一种网页设计方法，旨在

【从问题中去学习k8s】k8s中的常见面试题（夯实理论基础）（二十八）
向往风的男子
k8s学习kubernetes容器
本站以分享各种运维经验和运维所需要的技能为主《python零基础入门》：python零基础入门学习《python运维脚本》：python运维脚本实践《shell》：shell学习《terraform》持续更新中：terraform_Aws学习零基础入门到最佳实战《k8》从问题中去学习k8s《docker学习》暂未更新《ceph学习》ceph日常问题解决分享《日志收集》ELK+各种中间件《运维日常》

设计模式介绍
tntxia
设计模式
设计模式来源于土木工程师 克里斯托弗 亚历山大（http://en.wikipedia.org/wiki/Christopher_Alexander）的早期作品。他经常发表一些作品，内容是总结他在解决设计问题方面的经验，以及这些知识与城市和建筑模式之间有何关联。有一天，亚历山大突然发现，重复使用这些模式可以让某些设计构造取得我们期望的最佳效果。
亚历山大与萨拉-石川佳纯和穆雷 西乐弗斯坦合作

android高级组件使用(一)
百合不是茶
androidRatingBarSpinner
1、自动完成文本框（AutoCompleteTextView）
AutoCompleteTextView从EditText派生出来，实际上也是一个文本编辑框，但它比普通编辑框多一个功能：当用户输入一个字符后，自动完成文本框会显示一个下拉菜单，供用户从中选择，当用户选择某个菜单项之后，AutoCompleteTextView按用户选择自动填写该文本框。
使用AutoCompleteTex

[网络与通讯]路由器市场大有潜力可挖掘
comsci
网络
  
       如果国内的电子厂商和计算机设备厂商觉得手机市场已经有点饱和了,那么可以考虑一下交换机和路由器市场的进入问题.....
       这方面的技术和知识,目前处在一个开放型的状态,有利于各类小型电子企业进入
 &nbs

自写简单Redis内存统计shell
商人shang
Linux shell统计Redis内存
#!/bin/bash
address="192.168.150.128:6666,192.168.150.128:6666"
hosts=(${address//,/ })
sfile="staticts.log"
for hostitem in ${hosts[@]}
do
ipport=(${hostitem

单例模式(饿汉 vs懒汉)
oloz
单例模式
package 单例模式;
/*
* 应用场景:保证在整个应用之中某个对象的实例只有一个
* 单例模式种的《 懒汉模式》
* */
public class Singleton {
//01 将构造方法私有化，外界就无法用new Singleton()的方式获得实例
private Singleton(){};
//02 申明类得唯一实例
priva

springMvc json支持
杨白白
json springmvc
1.Spring mvc处理json需要使用jackson的类库，因此需要先引入jackson包
2在spring mvc中解析输入为json格式的数据:使用@RequestBody来设置输入
@RequestMapping("helloJson")
public @ResponseBody
JsonTest helloJson() {


android播放，掃描添加本地音頻文件
小桔子
        最近幾乎沒有什麽事情，繼續鼓搗我的小東西。想在項目中加入一個簡易的音樂播放器功能，就像華為p6桌面上那麼大小的音樂播放器。用過天天動聽或者QQ音樂播放器的人都知道，可已通過本地掃描添加歌曲。不知道他們是怎麼實現的，我覺得應該掃描設備上的所有文件，過濾出音頻文件，每個文件實例化為一個實體，記錄文件名、路徑、歌手、類型、大小等信息。具體算法思想，

oracle常用命令
aichenglong
oracledba常用命令
1 创建临时表空间
create temporary tablespace user_temp 
tempfile 'D:\oracle\oradata\Oracle9i\user_temp.dbf'
size 50m 
autoextend on 
next 50m maxsize 20480m 
extent management local

25个Eclipse插件
AILIKES
eclipse插件
提高代码质量的插件1. FindBugsFindBugs可以帮你找到Java代码中的bug，它使用Lesser GNU Public License的自由软件许可。2. CheckstyleCheckstyle插件可以集成到Eclipse IDE中去，能确保Java代码遵循标准代码样式。3. ECLemmaECLemma是一款拥有Eclipse Public License许可的免费工具，它提供了

Spring MVC拦截器+注解方式实现防止表单重复提交
baalwolf
spring mvc
原理：在新建页面中Session保存token随机码，当保存时验证，通过后删除，当再次点击保存时由于服务器端的Session中已经不存在了，所有无法验证通过。  
1.新建注解：
 
? 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 

《Javascript高级程序设计(第3版)》闭包理解
bijian1013
JavaScript
“闭包是指有权访问另一个函数作用域中的变量的函数。”--《Javascript高级程序设计(第3版)》
 
      看以下代码：
<script type="text/javascript">
function outer() {
var i = 10;
return f

AngularJS Module类的方法
bijian1013
JavaScriptAngularJSModule
        AngularJS中的Module类负责定义应用如何启动，它还可以通过声明的方式定义应用中的各个片段。我们来看看它是如何实现这些功能的。
一.Main方法在哪里
        如果你是从Java或者Python编程语言转过来的，那么你可能很想知道AngularJS里面的main方法在哪里？这个把所

[Maven学习笔记七]Maven插件和目标
bit1129
maven插件
插件(plugin)和目标(goal)
Maven，就其本质而言，是一个插件执行框架，Maven的每个目标的执行逻辑都是由插件来完成的，一个插件可以有1个或者几个目标，比如maven-compiler-plugin插件包含compile和testCompile，即maven-compiler-plugin提供了源代码编译和测试源代码编译的两个目标
 
使用插件和目标使得我们可以干预

【Hadoop八】Yarn的资源调度策略
bit1129
hadoop
1. Hadoop的三种调度策略
Hadoop提供了3中作业调用的策略，
FIFO Scheduler
Fair Scheduler
Capacity Scheduler
以上三种调度算法，在Hadoop MR1中就引入了，在Yarn中对它们进行了改进和完善.Fair和Capacity Scheduler用于多用户共享的资源调度
  2. 多用户资源共享的调度 

Nginx使用Linux内存加速静态文件访问
ronin47
Nginx是一个非常出色的静态资源web服务器。如果你嫌它还不够快，可以把放在磁盘中的文件，映射到内存中，减少高并发下的磁盘IO。
先做几个假设。nginx.conf中所配置站点的路径是/home/wwwroot/res，站点所对应文件原始存储路径：/opt/web/res
shell脚本非常简单，思路就是拷贝资源文件到内存中，然后在把网站的静态文件链接指向到内存中即可。具体如下： 

关于Unity3D中的Shader的知识
brotherlamp
unityunity资料unity教程unity视频unity自学
首先先解释下Unity3D的Shader，Unity里面的Shaders是使用一种叫ShaderLab的语言编写的，它同微软的FX文件或者NVIDIA的CgFX有些类似。传统意义上的vertex shader和pixel shader还是使用标准的Cg/HLSL 编程语言编写的。因此Unity文档里面的Shader，都是指用ShaderLab编写的代码，然后我们来看下Unity3D自带的60多个S

CopyOnWriteArrayList vs ArrayList
bylijinnan
java
package com.ljn.base;
import java.util.ArrayList;
import java.util.Iterator;
import java.util.List;
import java.util.concurrent.CopyOnWriteArrayList;
/**
* 总述：
* 1.ArrayListi不是线程安全的，CopyO

内存中栈和堆的区别
chicony
内存

1、内存分配方面：
    堆：一般由程序员分配释放， 若程序员不释放，程序结束时可能由OS回收 。注意它与数据结构中的堆是两回事，分配方式是类似于链表。可能用到的关键字如下：new、malloc、delete、free等等。
    栈：由编译器(Compiler)自动分配释放，存放函数的参数值，局部变量的值等。其操作方式类似于数据结构中

回答一位网友对Scala的提问
chenchao051
scalamap
本来准备在私信里直接回复了，但是发现不太方便，就简要回答在这里。 问题 写道 对于scala的简洁十分佩服，但又觉得比较晦涩，例如一例，Map("a" -> List(11,111)).flatMap(_._2)，可否说下最后那个函数做了什么，真正在开发的时候也会如此简洁？谢谢
   先回答一点，在实际使用中，Scala毫无疑问就是这么简单。

mysql 取每组前几条记录
daizj
mysql分组最大值最小值每组三条记录
一、对分组的记录取前N条记录：例如：取每组的前3条最大的记录 1.用子查询： SELECT * FROM tableName a  WHERE 3> (SELECT COUNT(*) FROM  tableName b WHERE b.id=a.id AND b.cnt>a. cnt) ORDER BY a.id,a.account DE

HTTP深入浅出 http请求
dcj3sjt126com
http
  HTTP(HyperText Transfer Protocol)是一套计算机通过网络进行通信的规则。计算机专家设计出HTTP，使HTTP客户（如Web浏览器）能够从HTTP服务器(Web服务器)请求信息和服务，HTTP目前协议的版本是1.1.HTTP是一种无状态的协议，无状态是指Web浏览器和Web服务器之间不需要建立持久的连接，这意味着当一个客户端向服务器端发出请求，然后We

判断MySQL记录是否存在方法比较
dcj3sjt126com
mysql
把数据写入到数据库的时，常常会碰到先要检测要插入的记录是否存在，然后决定是否要写入。
　　我这里总结了判断记录是否存在的常用方法：
　　sql语句： select   count ( * )  from  tablename;
　　然后读取count(*)的值判断记录是否存在。对于这种方法性能上有些浪费，我们只是想判断记录记录是否存在，没有必要全部都查出来。

对HTML XML的一点认识
e200702084
htmlxml
感谢http://www.w3school.com.cn提供的资料
HTML 文档中的每个成分都是一个节点。
节点
根据 DOM，HTML 文档中的每个成分都是一个节点。
DOM 是这样规定的：
整个文档是一个文档节点
每个 HTML 标签是一个元素节点
包含在 HTML 元素中的文本是文本节点
每一个 HTML 属性是一个属性节点
注释属于注释节点
Node 层次


jquery分页插件
genaiwei
jqueryWeb前端分页插件
//jquery页码控件// 创建一个闭包    (function($) {      // 插件的定义      $.fn.pageTool = function(options) {        var totalPa

Mybatis与Ibatis对照入门于学习
Josh_Persistence
mybatisibatis区别联系
一、为什么使用IBatis/Mybatis
        对于从事 Java EE 的开发人员来说，iBatis 是一个再熟悉不过的持久层框架了，在 Hibernate、JPA 这样的一站式对象 / 关系映射（O/R Mapping）解决方案盛行之前，iBaits 基本是持久层框架的不二选择。即使在持久层框架层出不穷的今天，iBatis 凭借着易学易用、

C中怎样合理决定使用那种整数类型？
秋风扫落叶
c数据类型
如果需要大数值(大于32767或小于32767), 使用long 型。 否则, 如果空间很重要 (如有大数组或很多结构), 使用 short 型。 除此之外, 就使用 int 型。 如果严格定义的溢出特征很重要而负值无关紧要, 或者你希望在操作二进制位和字节时避免符号扩展的问题, 请使用对应的无符号类型。 但是, 要注意在表达式中混用有符号和无符号值的情况。
 
 &nbs

maven问题
zhb8015
maven问题
 
问题1：
Eclipse 中 新建maven项目 无法添加src/main/java 问题
   eclipse创建maevn web项目，在选择maven_archetype_web原型后，默认只有src/main/resources这个Source Floder。
    按照maven目录结构，添加src/main/ja

(二)androidpn-server tomcat版源码解析之--push消息处理
spjich
javaandrodipn推送
在 (一)androidpn-server tomcat版源码解析之--项目启动这篇中，已经描述了整个推送服务器的启动过程，并且把握到了消息的入口即XmppIoHandler这个类，今天我将继续往下分析下面的核心代码，主要分为3大块，链接创建，消息的发送，链接关闭。
先贴一段XmppIoHandler的部分代码
/**
* Invoked from an I/O proc

用js中的formData类型解决ajax提交表单时文件不能被serialize方法序列化的问题
中华好儿孙
JavaScriptAjaxWeb上传文件FormData

var formData = new FormData($("#inputFileForm")[0]);
$.ajax({
type:'post',
url:webRoot+"/electronicContractUrl/webapp/uploadfile",
data:formData,
async: false,
ca

mybatis常用jdbcType数据类型
ysj5125094
mybatismapperjdbcType
 
MyBatis 通过包含的jdbcType
类型
BIT         FLOAT      CHAR          








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