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尝试用java实现一个转账接口,根据传入的转出账户、转入账户和金额,修改表中账户的金额。
1. 尝试使用MySQL数据库存储数据
2. 确保在资金处理时转出账户的余额不会透支
3. 考虑转账的数据不影响其他人的业务
4. 考虑多点部署的并发问题及系统吞吐量问题
a>并发下保证数据不可以出错(这是转钱哦,搞错了赔不起哦。。。。。。)
b>不能用java锁,synchronized,ReentrantLock等单点锁(多点部署问题,影响整体吞吐量)
c> 不能用redis等分布式锁(影响整体吞吐量)
项目目录:
- <?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>
- <parent>
- <groupId>org.springframework.boot</groupId>
- <artifactId>spring-boot-starter-parent</artifactId>
- <version>2.4.4</version>
- <relativePath/>
- </parent>
- <groupId>com.example</groupId>
- <artifactId>demo</artifactId>
- <version>0.0.1-SNAPSHOT</version>
- <name>demo</name>
- <description>Demo project for Spring Boot</description>
- <properties>
- <java.version>1.8</java.version>
- </properties>
- <dependencies>
- <dependency>
- <groupId>org.springframework.boot</groupId>
- <artifactId>spring-boot-starter-web</artifactId>
- </dependency>
- <dependency>
- <groupId>mysql</groupId>
- <artifactId>mysql-connector-java</artifactId>
- <scope>runtime</scope>
- </dependency>
- <dependency>
- <groupId>org.mybatis.spring.boot</groupId>
- <artifactId>mybatis-spring-boot-starter</artifactId>
- <version>2.1.2</version>
- </dependency>
- <dependency>
- <groupId>com.alibaba</groupId>
- <artifactId>druid</artifactId>
- <version>1.1.10</version>
- </dependency>
- <dependency>
- <groupId>org.projectlombok</groupId>
- <artifactId>lombok</artifactId>
- <version>1.16.10</version>
- </dependency>
- </dependencies>
- </project>
yaml
- server:
- port: 9088
-
- spring:
- application:
- name: demo
- datasource:
- url: jdbc:mysql://127.0.0.1:3306/test?characterEncoding=UTF-8&useSSL=true
- username: root
- password: root
- driver-class-name: com.mysql.cj.jdbc.Driver
-
- mybatis:
- type-aliases-package: com.example.demo.model
- mapper-locations: classpath:mybatis/mapper/*.xml
DataSourceConfig
- package com.example.demo.config;
-
- import com.alibaba.druid.pool.DruidDataSource;
-
- import javax.sql.DataSource;
-
- import org.springframework.beans.factory.annotation.Value;
- import org.springframework.context.annotation.Bean;
- import org.springframework.context.annotation.Configuration;
-
- import lombok.extern.slf4j.Slf4j;
-
- @Slf4j
- @Configuration
- public class DataSourceConfig {
-
- @Value("${spring.datasource.url}")
- private String url;
-
- @Value("${spring.datasource.driver-class-name}")
- private String driverClassName;
-
- @Value("${spring.datasource.username}")
- private String userName;
-
- @Value("${spring.datasource.password}")
- private String password;
-
- @Bean
- public DataSource dataSource() {
- DruidDataSource dataSource = new DruidDataSource();
- dataSource.setUrl(url);
- dataSource.setUsername(userName);
- dataSource.setPassword(password);
- dataSource.setDriverClassName(driverClassName);
- return dataSource;
- }
-
- }
MoneyController
- package com.example.demo.controller;
-
- import com.example.demo.model.vo.TrandingVo;
- import com.example.demo.service.MoneyService;
- import com.example.demo.utils.RestResponse;
-
- import org.springframework.beans.factory.annotation.Autowired;
- import org.springframework.web.bind.annotation.PostMapping;
- import org.springframework.web.bind.annotation.RequestBody;
- import org.springframework.web.bind.annotation.RequestMapping;
- import org.springframework.web.bind.annotation.RestController;
-
- import lombok.extern.slf4j.Slf4j;
-
- /**
- * @Author: yipeng
- * @Date: 2021/6/18 20:58
- */
- @Slf4j
- @RestController
- @RequestMapping("/money")
- public class MoneyController {
-
- @Autowired
- private MoneyService moneyService;
-
- @PostMapping("/trading")
- public RestResponse<Boolean> trading(@RequestBody TrandingVo trandingVo) {
- try {
- return RestResponse.buildSuccess(moneyService.trading(trandingVo));
- } catch (Exception e) {
- log.error("trading error: " + e.getMessage());
- }
- return RestResponse.buildSuccess(false);
- }
-
- }
MoneyMapper
- package com.example.demo.mapper;
-
- import com.example.demo.model.po.MoneyPo;
-
- import org.apache.ibatis.annotations.Mapper;
-
- /**
- * @Author: yipeng
- * @Date: 2021/6/18 20:49
- */
- @Mapper
- public interface MoneyMapper {
-
- MoneyPo getOneByUserName(String userName);
-
-
- void update(MoneyPo moneyPo);
- }
MoneyPo
- package com.example.demo.model.po;
-
- import java.io.Serializable;
-
- import lombok.Data;
-
- /**
- * @Author: yipeng
- * @Date: 2021/6/18 20:49
- */
- @Data
- public class MoneyPo implements Serializable {
-
-
- private static final long serialVersionUID = -8851981653703733214L;
-
- private Long id;
-
- private String userName;
-
- private Long money;
-
- }
TrandingVo
- package com.example.demo.model.vo;
-
- import lombok.Data;
-
- /**
- * @Author: yipeng
- * @Date: 2021/6/18 21:08
- */
- @Data
- public class TrandingVo {
-
- private String fromUserName;
-
- private String toUserName;
-
- private Long money;
-
- }
MoneyService
- package com.example.demo.service;
-
- import com.example.demo.model.vo.TrandingVo;
-
- /**
- * @Author: yipeng
- * @Date: 2021/6/18 21:04
- */
- public interface MoneyService {
-
- boolean trading(TrandingVo trandingVo);
- }
MoneyServiceImpl
- package com.example.demo.service.impl;
-
- import com.example.demo.mapper.MoneyMapper;
- import com.example.demo.model.po.MoneyPo;
- import com.example.demo.model.vo.TrandingVo;
- import com.example.demo.service.MoneyService;
-
- import org.springframework.beans.factory.annotation.Autowired;
- import org.springframework.stereotype.Service;
- import org.springframework.transaction.annotation.Transactional;
-
- import lombok.extern.slf4j.Slf4j;
-
- /**
- * @Author: yipeng
- * @Date: 2021/6/18 21:09
- */
- @Service
- @Slf4j
- public class MoneyServiceImpl implements MoneyService {
-
- @Autowired
- private MoneyMapper moneyMapper;
-
-
- @Override
- @Transactional
- public boolean trading(TrandingVo trandingVo) {
- MoneyPo fromUser = moneyMapper.getOneByUserName(trandingVo.getFromUserName());
- MoneyPo toUser = moneyMapper.getOneByUserName(trandingVo.getToUserName());
- if (fromUser.getMoney() > trandingVo.getMoney()) {
- fromUser.setMoney(fromUser.getMoney() - trandingVo.getMoney());
- toUser.setMoney(toUser.getMoney() + trandingVo.getMoney());
- moneyMapper.update(fromUser);
- moneyMapper.update(toUser);
- return true;
- }
- log.error("trading error" + Thread.currentThread().getName());
- return false;
- }
- }
RestResponse<T>
- package com.example.demo.utils;
-
- import org.springframework.http.HttpStatus;
-
- import lombok.Data;
- import lombok.extern.slf4j.Slf4j;
-
- @Data
- @Slf4j
- public class RestResponse<T> {
-
- private int code;
- private String message;
- private T data;
-
- private RestResponse() {
-
- }
-
- public static RestResponse build(HttpStatus status) {
- RestResponse result = new RestResponse();
- result.code = status.value();
- result.message = status.getReasonPhrase();
- return result;
- }
-
- public static <T> RestResponse<T> buildSuccess(T t) {
- RestResponse resp = build(HttpStatus.OK);
- resp.setData(t);
- return resp;
- }
- }
-
-
DemoApplication
- package com.example.demo;
-
- import org.mybatis.spring.annotation.MapperScan;
- import org.springframework.boot.SpringApplication;
- import org.springframework.boot.autoconfigure.SpringBootApplication;
-
- @MapperScan("com.example.demo.mapper")
- @SpringBootApplication
- public class DemoApplication {
-
- public static void main(String[] args) {
-
- SpringApplication.run(DemoApplication.class, args);
- }
-
- }
MoneyMapper.xml
- <?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="com.example.demo.mapper.MoneyMapper" >
- <resultMap id="BaseResultMap" type="com.example.demo.model.po.MoneyPo" >
- <id column="id" property="id" jdbcType="BIGINT" />
- <result column="userName" property="userName" jdbcType="VARCHAR" />
- <result column="money" property="money" jdbcType="BIGINT" />
- </resultMap>
-
- <sql id="Base_Column_List" >
- id, userName, money
- </sql>
-
- <select id="getOneByUserName" parameterType="java.lang.String" resultMap="BaseResultMap" >
- SELECT
- <include refid="Base_Column_List" />
- FROM money
- WHERE userName = #{userName} FOR UPDATE
- </select>
-
- <update id="update" parameterType="com.example.demo.model.po.MoneyPo" >
- UPDATE
- money
- SET
- userName = #{userName}, money = #{money}
- WHERE
- id = #{id}
- </update>
-
-
- </mapper>
money.sql
- CREATE DATABASE IF NOT EXISTS test;
- use test;
- DROP TABLE IF EXISTS `money`;
- CREATE TABLE `money` (
- `id` bigint(20) NOT NULL AUTO_INCREMENT COMMENT '主键id',
- `userName` varchar(32) DEFAULT NULL COMMENT '用户名',
- `money` bigint(20) DEFAULT 0 COMMENT '账户金额',
- PRIMARY KEY (`id`),
- UNIQUE KEY `userName` (`userName`)
- ) ENGINE=InnoDB AUTO_INCREMENT=1 DEFAULT CHARSET=utf8;
-
- insert into money set userName = 'Tom', money = 10000;
- insert into money set userName = 'John', money = 10000;
实现过程:
1. @Transactional注解
2. 行级排他锁(FOR UPDATE)
JMeter压测一下(100QPS * 10S)
压测数据:
curl -X POST http://127.0.0.1:9088/money/trading -H 'Content-Type: application/json' -d '{"fromUserName":"Tom","toUserName":"John","money":10}'
压测前数据表:
压测后数据表:
压测数据:
结论:
单用户点对点转账吞吐量50QPS左右,能够满足正常业务需求。
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