1、什么时候需要分库分表?
- 数据量大,并发量高,数据库压力较大(这个没什么好说的,到这一步分库分表是很自然的事情)
-
一个系统,多种数据源:前两天接到产品经理一个需求,要给现有的一个
非常基础又较为庞大的老爷服务
加个功能:要能够给另外一套模拟生产的服务提供完全一样的接口,内部使用完全一样的逻辑,然后要数据隔离,最好还能对原有代码低入侵,接口加个参数判断下就能拿到两种数据。
作为一个程序员,我的宗旨是对于老古董,能不看就不看。所以经过我的琢磨,加上最近刚好在学习分库分表这块的东西,那就分库分表吧。
插件demo地址在
这里
2、如何实现分库分表
2.1、原理
根据请求动态路由到不同的数据库,不同的表
。
2.2、实现
2.2.1、配置多数据源
实现自己的MultiDataSource,继承AbstractRoutingDataSource抽象类,实现determineCurrentLookupKey()方法。
public class MultiDataSource extends AbstractRoutingDataSource {
@Nullable
@Override
protected Object determineCurrentLookupKey() {
return MultiDataSourceHolder.getDataSourceKey();
}
}
public class MultiDataSourceHolder {
private static final ThreadLocal<String> dataSourceHolder = new ThreadLocal<>();
private static final ThreadLocal<String> tableIndexHolder = new ThreadLocal<>();
/**
* 保存数据源的key
* @param dsKey
*/
public static void setDataSourceHolder(String dsKey){
dataSourceHolder.set(dsKey);
}
/**
* 从threadLocal中取出key
* @return
*/
public static String getDataSourceKey(){
return dataSourceHolder.get();
}
/**
* 清除key
*/
public static void clearDataSourceKey(){
dataSourceHolder.remove();
}
/**
* 保存表索引
* @param tableIndex
*/
public static void setTableIndexHolder(String tableIndex){
tableIndexHolder.set(tableIndex);
}
/**
* 从threadLocal中取出索引
* @return
*/
public static String getTableIndex(){
return tableIndexHolder.get();
}
/**
* 清除表索引
*/
public static void clearTableIndex(){
tableIndexHolder.remove();
}
}
2.2.2、配置mybatis
- 配置mybatis的SqlSessionFactory,指定数据源为自己配置的多数据源
- 配置SqlSessionTemplate,指定数据SqlSessionFactory的工程
@EnableConfigurationProperties({DsRoutingSetProperties.class, DruidProperties.class})
@Configuration
public class DataSourceConfig {
@Autowired
private DsRoutingSetProperties dsRoutingSetProperties;
@Autowired
private DruidProperties druidProperties;
@Bean
@ConfigurationProperties(prefix = "spring.datasource.druid00")
public DataSource dataSource00(){
DruidDataSource dataSource = new DruidDataSource();
dataSource.setUsername(druidProperties.getDruid00username());
dataSource.setPassword(druidProperties.getDruid00password());
dataSource.setUrl(druidProperties.getDruid00jdbcUrl());
dataSource.setDriverClassName(druidProperties.getDruid00driverClass());
return dataSource;
}
@Bean
@ConfigurationProperties(prefix = "spring.datasource.druid01")
public DataSource dataSource01(){
DruidDataSource dataSource = new DruidDataSource();
dataSource.setUsername(druidProperties.getDruid01username());
dataSource.setPassword(druidProperties.getDruid01password());
dataSource.setUrl(druidProperties.getDruid01jdbcUrl());
dataSource.setDriverClassName(druidProperties.getDruid01driverClass());
return dataSource;
}
@Bean
@ConfigurationProperties(prefix = "spring.datasource.druid02")
public DataSource dataSource02(){
DruidDataSource dataSource = new DruidDataSource();
dataSource.setUsername(druidProperties.getDruid02username());
dataSource.setPassword(druidProperties.getDruid02password());
dataSource.setUrl(druidProperties.getDruid02jdbcUrl());
dataSource.setDriverClassName(druidProperties.getDruid02driverClass());
return dataSource;
}
// 注入我们自己的datasource
@Bean("multiDataSource")
public MultiDataSource multiDataSource(){
MultiDataSource multiDataSource = new MultiDataSource();
Map<Object,Object> targetDataSources = new HashMap<>();
targetDataSources.put("dataSource00",dataSource00());
targetDataSources.put("dataSource01",dataSource01());
targetDataSources.put("dataSource02",dataSource02());
multiDataSource.setTargetDataSources(targetDataSources);
multiDataSource.setDefaultTargetDataSource(dataSource00());
Map<Integer,String> setMappings = new HashMap<>();
setMappings.put(0,"dataSource00");
setMappings.put(1,"dataSource01");
setMappings.put(2,"dataSource02");
dsRoutingSetProperties.setDataSourceKeysMapping(setMappings);
return multiDataSource;
}
@Bean
public SqlSessionFactory sqlSessionFactory(@Qualifier("multiDataSource") MultiDataSource multiDataSource) throws Exception {
SqlSessionFactoryBean sqlSessionFactoryBean = new SqlSessionFactoryBean();
sqlSessionFactoryBean.setDataSource(multiDataSource);
sqlSessionFactoryBean.setMapperLocations(new PathMatchingResourcePatternResolver().getResources("classpath:/mybatis/mapper/*.xml"));
return sqlSessionFactoryBean.getObject();
}
@Bean
public SqlSessionTemplate sqlSessionTemplate(SqlSessionFactory sqlSessionFactory) throws Exception {
return new SqlSessionTemplate(sqlSessionFactory);
}
@Bean
public DataSourceTransactionManager transactionManager(@Qualifier("multiDataSource") MultiDataSource multiDataSource){
return new DataSourceTransactionManager(multiDataSource);
}
}
2.2.3、配置分库分表策略
- 根据配置文件的allen.dsroutingset.routingStrategy 属,选择要装配的策略的Bean;
- 调用AbstractRouting.afterPropertiesSet()方法对策略配置进行检查
// 装配不同策略的配置类
@Configuration
public class RoutingStrategyConfig {
@Bean
@ConditionalOnProperty(prefix = "allen.dsroutingset",name = "routingStrategy",havingValue = "ROUTING_DS_TABLE_STRATEGY")
public Routing routingDsAndTbStrategy(){
return new RoutingDsAndTableStrategy();
}
@Bean
@ConditionalOnProperty(prefix = "allen.dsroutingset",name = "routingStrategy",havingValue = "ROUTING_DS_STRATEGY")
public Routing routingDsStrategy(){
return new RoutingDsStrategy();
}
@Bean
@ConditionalOnProperty(prefix = "allen.dsroutingset",name = "routingStrategy",havingValue = "ROUTING_TABLE_STRATEGY")
public Routing routingTableStrategy(){
return new RoutingTbStrategy();
}
}
// 检查配置策略与配置参数是否匹配
@Slf4j
@Data
public abstract class AbstractRouting implements Routing, InitializingBean {
@Autowired
private DsRoutingSetProperties dsRoutingSetProperties;
public Integer getRoutingFieldHashCode(String routingField) {
return Math.abs(routingField.hashCode());
}
public String genFormatTableSuffix(Integer tableIndex) {
StringBuilder stringBuffer = new StringBuilder(dsRoutingSetProperties.getTableSuffixConnect());
try {
stringBuffer.append(String.format(dsRoutingSetProperties.getTableSuffixStyle(),tableIndex));
} catch (Exception e) {
log.error("格式化表后缀异常:{}",dsRoutingSetProperties.getTableSuffixStyle());
throw new FormatTableSuffixException();
}
return stringBuffer.toString();
}
public void afterPropertiesSet() throws LoadRoutingStrategyUnMatchException {
switch (dsRoutingSetProperties.getRoutingStrategy()) {
case RoutingConstant.ROUTING_DS_TABLE_STRATEGY:
checkRoutingDsTableStrategyConfig();
break;
case RoutingConstant.ROUTING_DS_STRATEGY:
checkRoutingDsStrategyConfig();
break;
case RoutingConstant.ROUTING_TABLE_STRATEGY:
checkRoutingTableStrategyConfig();
break;
}
}
/**
* 检查多库 多表配置
*/
private void checkRoutingDsTableStrategyConfig() {
if(dsRoutingSetProperties.getTableNum()<=1 ||dsRoutingSetProperties.getDataSourceNum()<=1){
log.error("你的配置项routingStrategy:{}是多库多表配置,数据库个数>1," +
"每一个库中表的个数必须>1,您的配置:数据库个数:{},表的个数:{}",dsRoutingSetProperties.getRoutingStrategy(),
dsRoutingSetProperties.getDataSourceNum(),dsRoutingSetProperties.getTableNum());
throw new LoadRoutingStrategyUnMatchException();
}
}
/**
* 检查多库一表的路由配置项
*/
private void checkRoutingDsStrategyConfig() {
if(dsRoutingSetProperties.getTableNum()!=1 ||dsRoutingSetProperties.getDataSourceNum()<=1){
log.error("你的配置项routingStrategy:{}是多库一表配置,数据库个数>1," +
"每一个库中表的个数必须=1,您的配置:数据库个数:{},表的个数:{}",dsRoutingSetProperties.getRoutingStrategy(),
dsRoutingSetProperties.getDataSourceNum(),dsRoutingSetProperties.getTableNum());
throw new LoadRoutingStrategyUnMatchException();
}
}
/**
* 检查一库多表的路由配置项
*/
private void checkRoutingTableStrategyConfig() {
if(dsRoutingSetProperties.getTableNum()<=1 ||dsRoutingSetProperties.getDataSourceNum()!=1){
log.error("你的配置项routingStrategy:{}是一库多表配置,数据库个数=1," +
"每一个库中表的个数必须>1,您的配置:数据库个数:{},表的个数:{}",dsRoutingSetProperties.getRoutingStrategy(),
dsRoutingSetProperties.getDataSourceNum(),dsRoutingSetProperties.getTableNum());
throw new LoadRoutingStrategyUnMatchException();
}
}
}
2.2.4、AOP 拦截器
- 创建一个注解@Router
- 编写该注解的增强器(@Before,@After…)
@Retention(RetentionPolicy.RUNTIME)
@Target(ElementType.METHOD)
public @interface Router {
String routingField() default RoutingConstant.DEFAULT_ROUTING_FIELD;
}
@Component
@Slf4j
@Aspect
public class RoutingAspect {
@Autowired
private Routing routing;
@Pointcut("@annotation(cn.allen.multidatasource.mdscomponent.annotation.Router)")
public void pointCut(){}
@Before("pointCut()")
public void before(JoinPoint joinPoint) throws ParamsNotContainsRoutingFieldException,LoadRoutingStrategyUnMatchException, RoutingFieldArgsIsNullException,
IllegalAccessException, NoSuchMethodException, InvocationTargetException {
// 获取方法调用名称
Method method = getInvokeMethod(joinPoint);
// 获取方法指定的注解
Router router = method.getAnnotation(Router.class);
// 获取指定的路由key
String routingField = router.routingField();
// 获取方法入参
Object[] args = joinPoint.getArgs();
boolean havingRoutingField = false;
if(args!=null && args.length>0){
for (Object arg : args) {
String routingFieldValue = BeanUtils.getProperty(arg, routingField);
if (!StringUtils.isEmpty(routingFieldValue)) {
String dbKey = routing.calDataSourceKey(routingFieldValue);
String tableIndex = routing.calTableKey(routingFieldValue);
log.info("选择的dbKey是:{},tableKey是:{}", dbKey, tableIndex);
havingRoutingField = true;
break;
}
}
if (!havingRoutingField){
log.warn("入参{}中没有包含路由字段:{}",args,routingField);
throw new ParamsNotContainsRoutingFieldException();
}
}
}
private Method getInvokeMethod(JoinPoint joinPoint){
Signature signature = joinPoint.getSignature();
MethodSignature methodSignature = (MethodSignature) signature;
return methodSignature.getMethod();
}
/**
* 清除线程缓存
* @param joinPoint
*/
@After("pointCut()")
public void methodAfter(JoinPoint joinPoint){
MultiDataSourceHolder.clearDataSourceKey();
MultiDataSourceHolder.clearTableIndex();
}
}
2.3、使用分库分表插件
首先编写一个简单的一个web项目,这里不再赘述。
2.4.1、获取表索引
将需要分库分表的数据的实体继承一个base类,引入表后缀字段,用于拼装成对应的数据库
public class BaseDomain {
private String tableSuffix;
public String getTableSuffix(){
this.tableSuffix = MultiDataSourceHolder.getTableIndex();
return tableSuffix;
}
public void setTableSuffix(String tableSuffix){
this.tableSuffix = tableSuffix;
}
}
2.4.2、修改mybatis的xml文件
将xml文件的数据库表名修改为可拼接后缀的。
<?xml version="1.0" encoding="UTF-8" ?>
<!DOCTYPE mapper
PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN"
"http://mybatis.org/dtd/mybatis-3-mapper.dtd">
<mapper namespace="cn.allen.multidatasource.fund.dao.FundMapper">
<insert id="add" parameterType="cn.allen.multidatasource.fund.entity.Fund">
insert into fund${tableSuffix}(fund_code,fund_name) values (#{fundCode},#{fundName})
</insert>
<delete id="delete" parameterType="java.lang.String">
delete from fund${tableSuffix} where fund_code = #{fundCode}
</delete>
<update id="update" parameterType="cn.allen.multidatasource.fund.entity.Fund">
update fund${tableSuffix} set fund_name = #{fundName} where fund_code = #{fundCode}
</update>
<select id="get" parameterType="java.lang.String">
select * from fund${tableSuffix} where fund_code = #{fundCode}
</select>
</mapper>
3、总结
至此,该插件的原理以及部分实现已经讲完了,想要了解详细的实现细节,可以参照我的
项目demo
。
另外,附上一张该插件启动,及工作的流程图。
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