面试题:SMM架构如何做读写分离?

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2019-11-10 23:23

7c2e6f90a4c4479d4228c10198624c9b.webp048d49f477c94cf769af6ab2201bac53.webp来源:http://1t.click/atjG


读写分离要做的事情就是对于一条SQL该选择哪个数据库去执行,至于谁来做选择数据库这件事儿,无非两个,要么中间件帮我们做,要么程序自己做。因此,一般来讲,读写分离有两种实现方式。


第一种是依靠中间件(比如:MyCat),也就是说应用程序连接到中间件,中间件帮我们做SQL分离;第二种是应用程序自己去做分离。这里我们选择程序自己来做,主要是利用Spring提供的路由数据源,以及AOP


然而,应用程序层面去做读写分离最大的弱点(不足之处)在于无法动态增加数据库节点,因为数据源配置都是写在配置中的,新增数据库意味着新加一个数据源,必然改配置,并重启应用。当然,好处就是相对简单。


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# AbstractRoutingDataSource   


基于特定的查找key路由到特定的数据源。它内部维护了一组目标数据源,并且做了路由key与目标数据源之间的映射,提供基于key查找数据源的方法。

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# 实践   


 maven依赖


<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 http://maven.apache.org/xsd/maven-4.0.0.xsd"><modelVersion>4.0.0modelVersion>
<groupId>com.cjs.examplegroupId><artifactId>cjs-datasource-demoartifactId><version>0.0.1-SNAPSHOTversion><packaging>jarpackaging>
<name>cjs-datasource-demoname><description>description>
<parent><groupId>org.springframework.bootgroupId><artifactId>spring-boot-starter-parentartifactId><version>2.0.5.RELEASEversion><relativePath/> parent>
<properties><project.build.sourceEncoding>UTF-8project.build.sourceEncoding><project.reporting.outputEncoding>UTF-8project.reporting.outputEncoding><java.version>1.8java.version>properties>
<dependencies><dependency><groupId>org.springframework.bootgroupId><artifactId>spring-boot-starter-aopartifactId>dependency><dependency><groupId>org.springframework.bootgroupId><artifactId>spring-boot-starter-jdbcartifactId>dependency><dependency><groupId>org.springframework.bootgroupId><artifactId>spring-boot-starter-webartifactId>dependency><dependency><groupId>org.mybatis.spring.bootgroupId><artifactId>mybatis-spring-boot-starterartifactId><version>1.3.2version>dependency><dependency><groupId>org.apache.commonsgroupId><artifactId>commons-lang3artifactId><version>3.8version>dependency>
<dependency><groupId>mysqlgroupId><artifactId>mysql-connector-javaartifactId><scope>runtimescope>dependency><dependency><groupId>org.springframework.bootgroupId><artifactId>spring-boot-starter-testartifactId><scope>testscope>dependency>dependencies>
<build><plugins><plugin><groupId>org.springframework.bootgroupId><artifactId>spring-boot-maven-pluginartifactId>plugin>


plugins>build>project>

数据源配置


application.yml


spring:  datasource:    master:      jdbc-url: jdbc:mysql://192.168.102.31:3306/test      username: root      password: 123456      driver-class-name: com.mysql.jdbc.Driver    slave1:      jdbc-url: jdbc:mysql://192.168.102.56:3306/test      username: pig   # 只读账户      password: 123456      driver-class-name: com.mysql.jdbc.Driver    slave2:      jdbc-url: jdbc:mysql://192.168.102.36:3306/test      username: pig   # 只读账户      password: 123456      driver-class-name: com.mysql.jdbc.Driver

多数据源配置

package com.cjs.example.config;
import com.cjs.example.bean.MyRoutingDataSource;import com.cjs.example.enums.DBTypeEnum;import org.springframework.beans.factory.annotation.Qualifier;import org.springframework.boot.context.properties.ConfigurationProperties;import org.springframework.boot.jdbc.DataSourceBuilder;import org.springframework.context.annotation.Bean;import org.springframework.context.annotation.Configuration;
import javax.sql.DataSource;import java.util.HashMap;import java.util.Map;
/** * 关于数据源配置,参考SpringBoot官方文档第79章《Data Access》 * 79. Data Access * 79.1 Configure a Custom DataSource * 79.2 Configure Two DataSources */
@Configurationpublic class DataSourceConfig {
@Bean@ConfigurationProperties("spring.datasource.master")public DataSource masterDataSource() {return DataSourceBuilder.create().build(); }
@Bean@ConfigurationProperties("spring.datasource.slave1")public DataSource slave1DataSource() {return DataSourceBuilder.create().build(); }
@Bean@ConfigurationProperties("spring.datasource.slave2")public DataSource slave2DataSource() {return DataSourceBuilder.create().build(); }
@Beanpublic DataSource myRoutingDataSource(@Qualifier("masterDataSource") DataSource masterDataSource,@Qualifier("slave1DataSource") DataSource slave1DataSource,@Qualifier("slave2DataSource") DataSource slave2DataSource) { Map targetDataSources = new HashMap<>(); targetDataSources.put(DBTypeEnum.MASTER, masterDataSource); targetDataSources.put(DBTypeEnum.SLAVE1, slave1DataSource); targetDataSources.put(DBTypeEnum.SLAVE2, slave2DataSource); MyRoutingDataSource myRoutingDataSource = new MyRoutingDataSource(); myRoutingDataSource.setDefaultTargetDataSource(masterDataSource); myRoutingDataSource.setTargetDataSources(targetDataSources);return myRoutingDataSource; }
}

这里,我们配置了4个数据源,1个master,2两个slave,1个路由数据源。前3个数据源都是为了生成第4个数据源,而且后续我们只用这最后一个路由数据源。


MyBatis配置


package com.cjs.example.config;
import org.apache.ibatis.session.SqlSessionFactory;import org.mybatis.spring.SqlSessionFactoryBean;import org.springframework.context.annotation.Bean;import org.springframework.context.annotation.Configuration;import org.springframework.core.io.support.PathMatchingResourcePatternResolver;import org.springframework.jdbc.datasource.DataSourceTransactionManager;import org.springframework.transaction.PlatformTransactionManager;import org.springframework.transaction.annotation.EnableTransactionManagement;
import javax.annotation.Resource;import javax.sql.DataSource;
@EnableTransactionManagement@Configurationpublic class MyBatisConfig {
@Resource(name = "myRoutingDataSource")private DataSource myRoutingDataSource;
@Beanpublic SqlSessionFactory sqlSessionFactory() throws Exception { SqlSessionFactoryBean sqlSessionFactoryBean = new SqlSessionFactoryBean(); sqlSessionFactoryBean.setDataSource(myRoutingDataSource); sqlSessionFactoryBean.setMapperLocations(new PathMatchingResourcePatternResolver().getResources("classpath:mapper/*.xml"));return sqlSessionFactoryBean.getObject(); }
@Beanpublic PlatformTransactionManager platformTransactionManager() {return new DataSourceTransactionManager(myRoutingDataSource); }}

由于Spring容器中现在有4个数据源,所以我们需要为事务管理器和MyBatis手动指定一个明确的数据源。


设置路由key / 查找数据源


目标数据源就是那前3个这个我们是知道的,但是使用的时候是如果查找数据源的呢?


首先,我们定义一个枚举来代表这三个数据源


package com.cjs.example.enums;public enum DBTypeEnum {    MASTER, SLAVE1, SLAVE2;}

接下来,通过ThreadLocal将数据源设置到每个线程上下文中

package com.cjs.example.bean;
import com.cjs.example.enums.DBTypeEnum;
import java.util.concurrent.atomic.AtomicInteger;
public class DBContextHolder {
private static final ThreadLocal contextHolder = new ThreadLocal<>();
private static final AtomicInteger counter = new AtomicInteger(-1);
public static void set(DBTypeEnum dbType) { contextHolder.set(dbType); }
public static DBTypeEnum get() {return contextHolder.get(); }
public static void master() {set(DBTypeEnum.MASTER); System.out.println("切换到master"); }
public static void slave() {// 轮询int index = counter.getAndIncrement() % 2;if (counter.get() > 9999) { counter.set(-1); }if (index == 0) {set(DBTypeEnum.SLAVE1); System.out.println("切换到slave1"); }else {set(DBTypeEnum.SLAVE2); System.out.println("切换到slave2"); } }
}

获取路由key

package com.cjs.example.bean;
import org.springframework.jdbc.datasource.lookup.AbstractRoutingDataSource;import org.springframework.lang.Nullable;
public class MyRoutingDataSource extends AbstractRoutingDataSource {@Nullable@Overrideprotected Object determineCurrentLookupKey() {return DBContextHolder.get(); }
}

设置路由key


默认情况下,所有的查询都走从库,插入/修改/删除走主库。我们通过方法名来区分操作类型(CRUD)


package com.cjs.example.aop;
import com.cjs.example.bean.DBContextHolder;import org.apache.commons.lang3.StringUtils;import org.aspectj.lang.JoinPoint;import org.aspectj.lang.annotation.Aspect;import org.aspectj.lang.annotation.Before;import org.aspectj.lang.annotation.Pointcut;import org.springframework.stereotype.Component;
@Aspect@Componentpublic class DataSourceAop {
@Pointcut("!@annotation(com.cjs.example.annotation.Master) " +"&& (execution(* com.cjs.example.service..*.select*(..)) " +"|| execution(* com.cjs.example.service..*.get*(..)))")public void readPointcut() {
}
@Pointcut("@annotation(com.cjs.example.annotation.Master) " +"|| execution(* com.cjs.example.service..*.insert*(..)) " +"|| execution(* com.cjs.example.service..*.add*(..)) " +"|| execution(* com.cjs.example.service..*.update*(..)) " +"|| execution(* com.cjs.example.service..*.edit*(..)) " +"|| execution(* com.cjs.example.service..*.delete*(..)) " +"|| execution(* com.cjs.example.service..*.remove*(..))")public void writePointcut() {
}
@Before("readPointcut()")public void read() { DBContextHolder.slave(); }
@Before("writePointcut()")public void write() { DBContextHolder.master(); }

/** * 另一种写法:if...else... 判断哪些需要读从数据库,其余的走主数据库 */// @Before("execution(* com.cjs.example.service.impl.*.*(..))")// public void before(JoinPoint jp) {// String methodName = jp.getSignature().getName();//// if (StringUtils.startsWithAny(methodName, "get", "select", "find")) {// DBContextHolder.slave();// }else {// DBContextHolder.master();// }// }}


有一般情况就有特殊情况,特殊情况是某些情况下我们需要强制读主库,针对这种情况,我们定义一个主键,用该注解标注的就读主库

package com.cjs.example.annotation;public @interface Master {}

例如,假设我们有一张表member

package com.cjs.example.service.impl;
import com.cjs.example.annotation.Master;import com.cjs.example.entity.Member;import com.cjs.example.entity.MemberExample;import com.cjs.example.mapper.MemberMapper;import com.cjs.example.service.MemberService;import org.springframework.beans.factory.annotation.Autowired;import org.springframework.stereotype.Service;import org.springframework.transaction.annotation.Transactional;
import java.util.List;
@Servicepublic class MemberServiceImpl implements MemberService {
@Autowiredprivate MemberMapper memberMapper;
@Transactional@Overridepublic int insert(Member member) {return memberMapper.insert(member); }
@Master@Overridepublic int save(Member member) {return memberMapper.insert(member); }
@Overridepublic List selectAll() {return memberMapper.selectByExample(new MemberExample()); }
@Master@Overridepublic String getToken(String appId) {// 有些读操作必须读主数据库// 比如,获取微信access_token,因为高峰时期主从同步可能延迟// 这种情况下就必须强制从主数据读return null; }}
 

# 测试   


package com.cjs.example;
import com.cjs.example.entity.Member;import com.cjs.example.service.MemberService;import org.junit.Test;import org.junit.runner.RunWith;import org.springframework.beans.factory.annotation.Autowired;import org.springframework.boot.test.context.SpringBootTest;import org.springframework.test.context.junit4.SpringRunner;
@RunWith(SpringRunner.class)@SpringBootTestpublic class CjsDatasourceDemoApplicationTests {
@Autowiredprivate MemberService memberService;
@Testpublic void testWrite() { Member member = new Member(); member.setName("zhangsan"); memberService.insert(member); }
@Testpublic void testRead() {for (int i = 0; i < 4; i++) { memberService.selectAll(); } }
@Testpublic void testSave() { Member member = new Member(); member.setName("wangwu"); memberService.save(member); }
@Testpublic void testReadFromMaster() { memberService.getToken("1234"); }
}


查看控制台


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# 工程结构   


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- End -

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