Redis（十四）双写一致性工程案例

文章目录

问题概述
canal
- 功能
- 安装部署
- - mysql配置
  - canal服务端
  - canal客户端（Java程序）

问题概述

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canal

https://github.com/alibaba/canal

功能

数据库镜像
数据库实时备份
索引构建和实时维护(拆分异构索引、倒排索引等)
业务 cache 刷新
带业务逻辑的增量数据处理

传统mysql主从复制原理
MySQL的主从复制将经过如下步骤：
当 master 主服务器上的数据发生改变时，则将其改变写入二进制事件日志文件中；
salve 从服务器会在一定时间间隔内对 master 主服务器上的二进制日志进行探测，探测其是否发生过改变，
如果探测到 master 主服务器的二进制事件日志发生了改变，则开始一个 I/O Thread 请求 master 二进制事件日志；
同时 master 主服务器为每个 I/O Thread 启动一个dump Thread，用于向其发送二进制事件日志；
slave 从服务器将接收到的二进制事件日志保存至自己本地的中继日志文件中；

Canal原理’

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安装部署

https://github.com/alibaba/canal/releases/tag/canal-1.1.6

mysql配置

# 查看mysql版本
SELECT VERSION();
# 查看是否开启bin_log
SHOW VARIABLES LIKE 'log_bin';

mysql中my.ini配置
linux为my.cnf

# Linux 寻找my.cnf命令
find / -name my.cnf

# my.ini
log-bin=mysql-bin #开启 binlog
binlog-format=ROW #选择 ROW 模式
server_id=1    #配置MySQL replaction需要定义，不要和canal的 slaveId重复

ROW模式除了记录sql语句之外，还会记录每个字段的变化情况，能够清楚的记录每行数据的变化历史，但会占用较多的空间。
STATEMENT模式只记录了sql语句，但是没有记录上下文信息，在进行数据恢复的时候可能会导致数据的丢失情况；
MIX模式比较灵活的记录，理论上说当遇到了表结构变更的时候，就会记录为statement模式。当遇到了数据更新或者删除情况下就会变为row模式；

重启mysql

授权canal连接mysql账号

# 查询现有账户
SELECT * FROM mysql.`user`

新建canal用户

# 如果存在名为 'canal' 的用户，且允许从任何主机 '%' 登录，则删除该用户。
DROP USER IF EXISTS 'canal'@'%';
# 创建一个名为 'canal' 的用户，允许从任何主机 '%' 登录，密码为 'canal'。
CREATE USER 'canal'@'%' IDENTIFIED BY 'canal';  
# 赋予 'canal' 用户在所有数据库中的所有表的全部权限，并使用密码 'canal'。
GRANT ALL PRIVILEGES ON *.* TO 'canal'@'%' IDENTIFIED BY 'canal';
# 刷新 MySQL 的权限表，使修改后的权限立即生效。
FLUSH PRIVILEGES;SELECT * FROM mysql.user;

canal服务端

下载
https://github.com/alibaba/canal/releases/tag/canal-1.1.6
解压.tar.gz配置
修改conf/example/instance.properties
配置mysql主机ip
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配置mysql账号密码

启动
启动脚本bin/startup.sh
前提：安装好java8环境
./start.sh
查看日志
server日志：logs/canal.log
样例日志：logs/example.log

canal客户端（Java程序）

# 选个数据库，以你自己为主，本例bigdata，按照下面建表
CREATE TABLE `t_user` (`id` bigint(20) NOT NULL AUTO_INCREMENT,`userName` varchar(100) NOT NULL,PRIMARY KEY (`id`)
) ENGINE=InnoDB AUTO_INCREMENT=10 DEFAULT CHARSET=utf8mb4

pom引入canal

<?xml version="1.0" encoding="UTF-8"?>
<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 https://maven.apache.org/xsd/maven-4.0.0.xsd"><modelVersion>4.0.0</modelVersion><groupId>com.atguigu.canal</groupId><artifactId>canal_demo02</artifactId><version>1.0-SNAPSHOT</version><parent><groupId>org.springframework.boot</groupId><artifactId>spring-boot-starter-parent</artifactId><version>2.5.14</version><relativePath/></parent><properties><project.build.sourceEncoding>UTF-8</project.build.sourceEncoding><maven.compiler.source>1.8</maven.compiler.source><maven.compiler.target>1.8</maven.compiler.target><junit.version>4.12</junit.version><log4j.version>1.2.17</log4j.version><lombok.version>1.16.18</lombok.version><mysql.version>5.1.47</mysql.version><druid.version>1.1.16</druid.version><mapper.version>4.1.5</mapper.version><mybatis.spring.boot.version>1.3.0</mybatis.spring.boot.version></properties><dependencies><!--canal--><dependency><groupId>com.alibaba.otter</groupId><artifactId>canal.client</artifactId><version>1.1.0</version></dependency><!--SpringBoot通用依赖模块--><dependency><groupId>org.springframework.boot</groupId><artifactId>spring-boot-starter-web</artifactId></dependency><dependency><groupId>org.springframework.boot</groupId><artifactId>spring-boot-starter-actuator</artifactId></dependency><!--swagger2--><dependency><groupId>io.springfox</groupId><artifactId>springfox-swagger2</artifactId><version>2.9.2</version></dependency><dependency><groupId>io.springfox</groupId><artifactId>springfox-swagger-ui</artifactId><version>2.9.2</version></dependency><!--SpringBoot与Redis整合依赖--><dependency><groupId>org.springframework.boot</groupId><artifactId>spring-boot-starter-data-redis</artifactId></dependency><dependency><groupId>org.apache.commons</groupId><artifactId>commons-pool2</artifactId></dependency><!--SpringBoot与AOP--><dependency><groupId>org.springframework.boot</groupId><artifactId>spring-boot-starter-aop</artifactId></dependency><dependency><groupId>org.aspectj</groupId><artifactId>aspectjweaver</artifactId></dependency><!--Mysql数据库驱动--><dependency><groupId>mysql</groupId><artifactId>mysql-connector-java</artifactId><version>5.1.47</version></dependency><!--SpringBoot集成druid连接池--><dependency><groupId>com.alibaba</groupId><artifactId>druid-spring-boot-starter</artifactId><version>1.1.10</version></dependency><dependency><groupId>com.alibaba</groupId><artifactId>druid</artifactId><version>${druid.version}</version></dependency><!--mybatis和springboot整合--><dependency><groupId>org.mybatis.spring.boot</groupId><artifactId>mybatis-spring-boot-starter</artifactId><version>${mybatis.spring.boot.version}</version></dependency><!--通用基础配置junit/devtools/test/log4j/lombok/hutool--><!--hutool--><dependency><groupId>cn.hutool</groupId><artifactId>hutool-all</artifactId><version>5.2.3</version></dependency><dependency><groupId>junit</groupId><artifactId>junit</artifactId><version>${junit.version}</version></dependency><dependency><groupId>org.springframework.boot</groupId><artifactId>spring-boot-starter-test</artifactId><scope>test</scope></dependency><dependency><groupId>log4j</groupId><artifactId>log4j</artifactId><version>${log4j.version}</version></dependency><dependency><groupId>org.projectlombok</groupId><artifactId>lombok</artifactId><version>${lombok.version}</version><optional>true</optional></dependency><!--persistence--><dependency><groupId>javax.persistence</groupId><artifactId>persistence-api</artifactId><version>1.0.2</version></dependency><!--通用Mapper--><dependency><groupId>tk.mybatis</groupId><artifactId>mapper</artifactId><version>${mapper.version}</version></dependency><dependency><groupId>org.springframework.boot</groupId><artifactId>spring-boot-autoconfigure</artifactId></dependency><dependency><groupId>redis.clients</groupId><artifactId>jedis</artifactId><version>3.8.0</version></dependency></dependencies><build><plugins><plugin><groupId>org.springframework.boot</groupId><artifactId>spring-boot-maven-plugin</artifactId></plugin></plugins></build></project>

YML

# ========================alibaba.druid=====================
spring.datasource.type=com.alibaba.druid.pool.DruidDataSource
spring.datasource.driver-class-name=com.mysql.jdbc.Driver
spring.datasource.url=jdbc:mysql://localhost:3306/上面的数据库?useUnicode=true&characterEncoding=utf-8&useSSL=false
spring.datasource.username=root
spring.datasource.password=123456
spring.datasource.druid.test-while-idle=false

主启动
业务类

public class RedisUtils
{public static final String  REDIS_IP_ADDR = "192.168.1.1";public static final String  REDIS_pwd = "";public static JedisPool jedisPool;static {JedisPoolConfig jedisPoolConfig=new JedisPoolConfig();jedisPoolConfig.setMaxTotal(5);jedisPoolConfig.setMaxIdle(5);jedisPool=new JedisPool(jedisPoolConfig,REDIS_IP_ADDR,6379,30000,REDIS_pwd);}public static Jedis getJedis() throws Exception {if(null!=jedisPool){return jedisPool.getResource();}throw new Exception("Jedispool fail");}}

https://github.com/alibaba/canal/wiki/ClientExample

CANAL_IP_ADDR：CANAL服务端ip地址
Canal默认端口11111

public class RedisCanalClientExample
{public static final Integer _60SECONDS = 60;public static final String  CANAL_IP_ADDR = "192.168.111.185";private static void redisInsert(List<Column> columns){JSONObject jsonObject = new JSONObject();for (Column column : columns){System.out.println(column.getName() + " : " + column.getValue() + "    update=" + column.getUpdated());jsonObject.put(column.getName(),column.getValue());}if(columns.size() > 0){try(Jedis jedis = RedisUtils.getJedis()){jedis.set(columns.get(0).getValue(),jsonObject.toJSONString());}catch (Exception e){e.printStackTrace();}}}private static void redisDelete(List<Column> columns){JSONObject jsonObject = new JSONObject();for (Column column : columns){jsonObject.put(column.getName(),column.getValue());}if(columns.size() > 0){try(Jedis jedis = RedisUtils.getJedis()){jedis.del(columns.get(0).getValue());}catch (Exception e){e.printStackTrace();}}}private static void redisUpdate(List<Column> columns){JSONObject jsonObject = new JSONObject();for (Column column : columns){System.out.println(column.getName() + " : " + column.getValue() + "    update=" + column.getUpdated());jsonObject.put(column.getName(),column.getValue());}if(columns.size() > 0){try(Jedis jedis = RedisUtils.getJedis()){jedis.set(columns.get(0).getValue(),jsonObject.toJSONString());System.out.println("---------update after: "+jedis.get(columns.get(0).getValue()));}catch (Exception e){e.printStackTrace();}}}public static void printEntry(List<Entry> entrys) {for (Entry entry : entrys) {if (entry.getEntryType() == EntryType.TRANSACTIONBEGIN || entry.getEntryType() == EntryType.TRANSACTIONEND) {continue;}RowChange rowChage = null;try {//获取变更的row数据rowChage = RowChange.parseFrom(entry.getStoreValue());} catch (Exception e) {throw new RuntimeException("ERROR ## parser of eromanga-event has an error,data:" + entry.toString(),e);}//获取变动类型EventType eventType = rowChage.getEventType();System.out.println(String.format("================&gt; binlog[%s:%s] , name[%s,%s] , eventType : %s",entry.getHeader().getLogfileName(), entry.getHeader().getLogfileOffset(),entry.getHeader().getSchemaName(), entry.getHeader().getTableName(), eventType));for (RowData rowData : rowChage.getRowDatasList()) {if (eventType == EventType.INSERT) {redisInsert(rowData.getAfterColumnsList());} else if (eventType == EventType.DELETE) {redisDelete(rowData.getBeforeColumnsList());} else {//EventType.UPDATEredisUpdate(rowData.getAfterColumnsList());}}}}public static void main(String[] args){System.out.println("---------O(∩_∩)O哈哈~ initCanal() main方法-----------");//=================================// 创建链接canal服务端CanalConnector connector = CanalConnectors.newSingleConnector(new InetSocketAddress(CANAL_IP_ADDR,11111), "example", "", "");int batchSize = 1000;//空闲空转计数器int emptyCount = 0;System.out.println("---------------------canal init OK，开始监听mysql变化------");try {connector.connect();//connector.subscribe(".*\\..*");connector.subscribe("bigdata.t_user");connector.rollback();int totalEmptyCount = 10 * _60SECONDS;while (emptyCount < totalEmptyCount) {System.out.println("我是canal，每秒一次正在监听:"+ UUID.randomUUID().toString());Message message = connector.getWithoutAck(batchSize); // 获取指定数量的数据long batchId = message.getId();int size = message.getEntries().size();if (batchId == -1 || size == 0) {emptyCount++;try { TimeUnit.SECONDS.sleep(1); } catch (InterruptedException e) { e.printStackTrace(); }} else {//计数器重新置零emptyCount = 0;printEntry(message.getEntries());}connector.ack(batchId); // 提交确认// connector.rollback(batchId); // 处理失败, 回滚数据}System.out.println("已经监听了"+totalEmptyCount+"秒，无任何消息，请重启重试......");} finally {connector.disconnect();}}
}