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新手入门,Springboot+redis+rabbitmq+Jmeter实现高并发现时秒杀,idea+maven测试

2020-01-12 20:16 736 查看

文章前言

现在电商项目都有许多的秒杀活动,今天这一篇博客就是让大家,自己动手编程一个秒杀的过程,话不多说直接上手

所需工具

idea+redis+rabbitmq+Jmeter+RedisDesktopManager+tkmybatis

安装工具的路径

RabbitMQ安装教程>

Redis和RedisDesktopManager安装教程

Jmeter安装教程

数据库

数据库使用 mysql,下面是表结构

搭建项目

启动器 pom.xml

<dependencies>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-web</artifactId>
</dependency>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-test</artifactId>
<scope>test</scope>
<exclusions>
<exclusion>
<groupId>org.junit.vintage</groupId>
<artifactId>junit-vintage-engine</artifactId>
</exclusion>
</exclusions>
</dependency>
<dependency>
<groupId>org.projectlombok</groupId>
<artifactId>lombok</artifactId>
<optional>true</optional>
</dependency>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-data-jpa</artifactId>
</dependency>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-devtools</artifactId>
<scope>runtime</scope>
<optional>true</optional>
</dependency>
<dependency>
<groupId>mysql</groupId>
<artifactId>mysql-connector-java</artifactId>
<scope>runtime</scope>
</dependency>
<dependency>
<groupId>org.apache.commons</groupId>
<artifactId>commons-lang3</artifactId>
<version>3.8.1</version>
</dependency>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-amqp</artifactId>
</dependency>
<dependency>
<groupId>io.jsonwebtoken</groupId>
<artifactId>jjwt</artifactId>
<version>0.7.0</version>
</dependency>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-data-redis</artifactId>
</dependency>
<dependency>
<groupId>org.mybatis.spring.boot</groupId>
<artifactId>mybatis-spring-boot-starter</artifactId>
<version>2.1.0</version>
</dependency>
<dependency>
<groupId>org.springframework</groupId>
<artifactId>spring-tx</artifactId>
</dependency>
<dependency>
<groupId>tk.mybatis</groupId>
<artifactId>mapper-spring-boot-starter</artifactId>
<version>2.0.3-beta1</version>
</dependency>
<dependency>
<groupId>tk.mybatis</groupId>
<artifactId>mapper</artifactId>
<version>4.0.0</version>
</dependency>
</dependencies>

配置文件 application.properties

spring.devtools.restart.enabled=false
spring.datasource.username=root
spring.datasource.password=root
server.port=8443
spring.datasource.url=jdbc:mysql://localhost:3306/myredis?useUnicode=true&characterEncoding=UTF-8&serverTimezone=UTC&allowMultiQueries=true
spring.datasource.driver-class-name=com.mysql.cj.jdbc.Driver

spring.rabbitmq.host=localhost
spring.rabbitmq.port=5672
spring.rabbitmq.username=guest
spring.rabbitmq.password=guest

spring.redis.host=localhost
spring.redis.port=6379
spring.redis.jedis.pool.max-active=1024
spring.redis.jedis.pool.max-wait=-1s
spring.redis.jedis.pool.max-idle=200
spring.redis.password=123456

项目包目录

实体类(pojoOrderStock

因为本次数据库操作方面使用了tkmybatis框架,所以实体类我们需要用到JPA的注解,来实现映射关系

package com.example.myredis.pojo;

import lombok.Data;
import javax.persistence.Column;
import javax.persistence.GeneratedValue;
import javax.persistence.GenerationType;
import javax.persistence.Id;
import javax.persistence.Table;
import java.io.Serializable;

/**
* 作者:**
* 日期:2019/12/24 9:06
*/
@Data
@Table(name = "t_order")
public class Order implements Serializable {
private static final long serialVersionUID = -8867272732777764701L;

@Id
@Column(name = "id")
@GeneratedValue(strategy = GenerationType.IDENTITY)
private Long id;

@Column(name = "order_name")
private String order_name;

@Column(name = "order_user")
private String order_user;
}
package com.example.myredis.pojo;

import lombok.Data;
import javax.persistence.Column;
import javax.persistence.GeneratedValue;
import javax.persistence.GenerationType;
import javax.persistence.Id;
import javax.persistence.Table;
import java.io.Serializable;

/**
* 作者:**
* 日期:2019/12/24 9:08
*/

@Table(name = "stock")
@Data
public class Stock implements Serializable {
private static final long serialVersionUID = 2451194410162873075L;

@Id
@Column(name = "id")
@GeneratedValue(strategy = GenerationType.IDENTITY)
private Long id;

@Column(name = "name")
private String name;

@Column(name = "stock")
private Long stock;
}

mapper

package com.example.myredis.mapper;

/**
* 作者:**
* 日期:2019/12/24 9:10
*/
import com.example.myredis.base.service.GenericMapper;
import com.example.myredis.pojo.Order;
import org.apache.ibatis.annotations.Mapper;
@Mapper
public interface OrderMapper extends GenericMapper<Order> {
void insertOrder(Order order);
}
package com.example.myredis.mapper;

/**
* 作者:**
* 日期:2019/12/24 9:11
*/
import com.example.myredis.base.service.GenericMapper;
import com.example.myredis.pojo.Stock;
import org.apache.ibatis.annotations.Mapper;
@Mapper
public interface StockMapper extends GenericMapper<Stock> {
}

service层 (注:这里没有发接口,自己写一下)

package com.example.myredis.service.impl;

import com.example.myredis.mapper.OrderMapper;
import com.example.myredis.pojo.Order;
import com.example.myredis.service.OrderService;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;

/**
* 作者:**
* 日期:2019/12/24 9:14
*/
@Service
public class OrderServiceImpl implements OrderService {
@Autowired
private OrderMapper orderMapper;
@Override
public void createOrder(Order order) {
orderMapper.insert(order);
}

}
package com.example.myredis.service.impl;

import com.example.myredis.mapper.StockMapper;
import com.example.myredis.pojo.Stock;
import com.example.myredis.service.StockSerivce;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;
import org.springframework.util.CollectionUtils;
import tk.mybatis.mapper.entity.Example;

import java.util.List;

/**
* 作者:**
* 日期:2019/12/24 9:14
*/
@Service
public class StockSerivceImpl implements StockSerivce {
@Autowired
private StockMapper stockMapper;
// 秒杀商品后减少库存
@Override
public void decrByStock(String stockName) {
Example example = new Example(Stock.class);
Example.Criteria criteria = example.createCriteria();
criteria.andEqualTo("name", stockName);
List<Stock> stocks = stockMapper.selectByExample(example);
if (!CollectionUtils.isEmpty(stocks)) {
Stock stock = stocks.get(0);
stock.setStock(stock.getStock() - 1);
stockMapper.updateByPrimaryKey(stock);
}
}
// 秒杀商品前判断是否有库存
@Override
public Integer selectByExample(String stockName) {
Example example = new Example(Stock.class);
Example.Criteria criteria = example.createCriteria();
criteria.andEqualTo("name", stockName);
List<Stock> stocks = stockMapper.selectByExample(example);
if (!CollectionUtils.isEmpty(stocks)) {
return stocks.get(0).getStock().intValue();
}
return 0;
}
}

controller层(这里有俩种方式,一个纯数据库,一个redis,大家等下可以看看区别)

package com.example.myredis.controller;

import com.example.myredis.config.RabbitMQ;
import com.example.myredis.pojo.Order;
import com.example.myredis.service.OrderService;
import com.example.myredis.service.RedisService;
import com.example.myredis.service.StockSerivce;
import lombok.extern.slf4j.Slf4j;
import org.springframework.amqp.rabbit.core.RabbitTemplate;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Controller;
import org.springframework.web.bind.annotation.PostMapping;
import org.springframework.web.bind.annotation.RequestMapping;
import org.springframework.web.bind.annotation.RequestParam;
import org.springframework.web.bind.annotation.ResponseBody;

/**
* 作者:**
* 日期:2019/12/24 9:23
*/
@Controller
@Slf4j
public class SecController {
@Autowired
private RabbitTemplate rabbitTemplate;
@Autowired
private RedisService redisService;
@Autowired
private OrderService orderService;
@Autowired
private StockSerivce stockService;
/**
* 使用redis+消息队列进行秒杀实现
*
* @param username
* @param stockName
* @return
*/
@PostMapping( value = "/sec",produces = "application/json;charset=utf-8")
@ResponseBody
public String sec(@RequestParam(value = "username") String username, @RequestParam(value = "stockName") String stockName) {

log.info("参加秒杀的用户是:{},秒杀的商品是:{}", username, stockName);
String message = null;
//调用redis给相应商品库存量减一
Long decrByResult = redisService.decrBy(stockName);
if (decrByResult >= 0) {
/**
* 说明该商品的库存量有剩余,可以进行下订单操作
*/
log.info("用户:{}秒杀该商品:{}库存有余,可以进行下订单操作",username, stockName);
//发消息给库存消息队列,将库存数据减一
rabbitTemplate.convertAndSend(RabbitMQ.STORY_EXCHANGE, RabbitMQ.STORY_ROUTING_KEY, stockName);

//发消息给订单消息队列,创建订单
Order order = new Order();
order.setOrder_name(stockName);
order.setOrder_user(username);
rabbitTemplate.convertAndSend(RabbitMQ.ORDER_EXCHANGE, RabbitMQ.ORDER_ROUTING_KEY, order);
message = "用户" + username + "秒杀" + stockName + "成功";
} else {
/**
* 说明该商品的库存量没有剩余,直接返回秒杀失败的消息给用户
*/
log.info("用户:{}秒杀时商品的库存量没有剩余,秒杀结束", username);
message = "用户:"+ username + "商品的库存量没有剩余,秒杀结束";
}
return message;
}

/**
* 实现纯数据库操作实现秒杀操作
* @param username
* @param stockName
* @return
*/
@RequestMapping("/secDataBase")
@ResponseBody
public String secDataBase(@RequestParam(value = "username") String username, @RequestParam(value = "stockName") String stockName) {
log.info("参加秒杀的用户是:{},秒杀的商品是:{}", username, stockName);
String message = null;
//查找该商品库存
Integer stockCount = stockService.selectByExample(stockName);
log.info("用户:{}参加秒杀,当前商品库存量是:{}", username, stockCount);
if (stockCount > 0) {
/**
* 还有库存,可以进行继续秒杀,库存减一,下订单
*/
//1、库存减一
stockService.decrByStock(stockName);
//2、下订单
Order order = new Order();
order.setOrder_user(username);
order.setOrder_name(stockName);
orderService.createOrder(order);
log.info("用户:{}.参加秒杀结果是:成功", username);
message = username + "参加秒杀结果是:成功";
} else {
log.info("用户:{}.参加秒杀结果是:秒杀已经结束", username);
message = username + "参加秒杀活动结果是:秒杀已经结束";
}
return message;
}
}

配置tkmybatis的接口新建名为base得包,在base下面新建service

package com.example.myredis.base.service;

/**
* 作者:**
* 日期:2019/12/24 9:09
*/
import tk.mybatis.mapper.common.Mapper;
import tk.mybatis.mapper.common.MySqlMapper;
public interface GenericMapper<T> extends Mapper<T>, MySqlMapper<T> {

}

新建config包,新建redisRabbitMQ的类

编写RabbitMQredis得配置类

redis

package com.example.myredis.config;

import org.springframework.context.annotation.Bean;
import org.springframework.context.annotation.Configuration;
import org.springframework.data.redis.connection.RedisConnectionFactory;
import org.springframework.data.redis.core.RedisTemplate;
import org.springframework.data.redis.serializer.GenericJackson2JsonRedisSerializer;
import org.springframework.data.redis.serializer.StringRedisSerializer;

/**
* 作者:**
* 日期:2019/12/23 16:57
*/
@Configuration
public class Redis{
// 配置redis得配置详解
@Bean
public RedisTemplate<String, Object> redisTemplate(RedisConnectionFactory redisConnectionFactory) {
RedisTemplate<String, Object> template = new RedisTemplate<String, Object>();
template.setConnectionFactory(redisConnectionFactory);
template.setKeySerializer(new StringRedisSerializer());
template.setValueSerializer(new GenericJackson2JsonRedisSerializer());
template.setHashKeySerializer(new GenericJackson2JsonRedisSerializer());
template.setHashValueSerializer(new GenericJackson2JsonRedisSerializer());
template.afterPropertiesSet();
return template;
}
}

RabbitMQ

package com.example.myredis.config;

import org.springframework.amqp.support.converter.Jackson2JsonMessageConverter;
import org.springframework.amqp.support.converter.MessageConverter;
import org.springframework.context.annotation.Bean;
import org.springframework.context.annotation.Configuration;
import org.springframework.amqp.core.Binding;
import org.springframework.amqp.core.BindingBuilder;
import org.springframework.amqp.core.Exchange;
import org.springframework.amqp.core.ExchangeBuilder;
import org.springframework.amqp.core.Queue;

/**
* 作者:**
* 日期:2019/12/23 16:56
*/
@Configuration
public class RabbitMQ {

//库存交换机
public static final String STORY_EXCHANGE = "STORY_EXCHANGE";

//订单交换机
public static final String ORDER_EXCHANGE = "ORDER_EXCHANGE";

//库存队列
public static final String STORY_QUEUE = "STORY_QUEUE";

//订单队列
public static final String ORDER_QUEUE = "ORDER_QUEUE";

//库存路由键
public static final String STORY_ROUTING_KEY = "STORY_ROUTING_KEY";

//订单路由键
public static final String ORDER_ROUTING_KEY = "ORDER_ROUTING_KEY";
@Bean
public MessageConverter messageConverter() {
return new Jackson2JsonMessageConverter();
}
//创建库存交换机
@Bean
public Exchange getStoryExchange() {
return ExchangeBuilder.directExchange(STORY_EXCHANGE).durable(true).build();
}
//创建库存队列
@Bean
public Queue getStoryQueue() {
return new Queue(STORY_QUEUE);
}
//库存交换机和库存队列绑定
@Bean
public Binding bindStory() {
return BindingBuilder.bind(getStoryQueue()).to(getStoryExchange()).with(STORY_ROUTING_KEY).noargs();
}
//创建订单队列
@Bean
public Queue getOrderQueue() {
return new Queue(ORDER_QUEUE);
}
//创建订单交换机
@Bean
public Exchange getOrderExchange() {
return ExchangeBuilder.directExchange(ORDER_EXCHANGE).durable(true).build();
}
//订单队列与订单交换机进行绑定
@Bean
public Binding bindOrder() {
return BindingBuilder.bind(getOrderQueue()).to(getOrderExchange()).with(ORDER_ROUTING_KEY).noargs();
}
}

配置rabbitmq得实现方式以及redis得实现方式
在 service包下面新建 MQOrderService.java
这个类属于订单得消费队列

package com.example.myredis.service;

import com.example.myredis.config.RabbitMQ;
import com.example.myredis.pojo.Order;
import com.example.myredis.service.OrderService;
import lombok.extern.slf4j.Slf4j;
import org.springframework.amqp.rabbit.annotation.RabbitListener;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;
/**
* 作者:刘怡
* 日期:2019/12/24 9:17
*/
@Service
@Slf4j
public class MQOrderService {
@Autowired
private OrderService orderService;
/**
* 监听订单消息队列,并消费
*
* @param order
*/
@RabbitListener(queues = RabbitMQ.ORDER_QUEUE)
public void createOrder(Order order) {
log.info("收到订单消息,订单用户为:{},商品名称为:{}", order.getOrder_user(), order.getOrder_name());
/**
* 调用数据库orderService创建订单信息
*/
orderService.createOrder(order);
}
}

MQStockService

这个属于库存得消费队列

package com.example.myredis.service;
import com.example.myredis.config.RabbitMQ;
import com.example.myredis.service.StockSerivce;
import lombok.extern.slf4j.Slf4j;
import org.springframework.amqp.rabbit.annotation.RabbitListener;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;
/**
* 作者:**
* 日期:2019/12/24 9:18
*/
@Service
@Slf4j
public class MQStockService {
@Autowired
private StockSerivce stockService;
/**
* 监听库存消息队列,并消费
* @param stockName
*/
@RabbitListener(queues = RabbitMQ.STORY_QUEUE)
public void decrByStock(String stockName) {
log.info("库存消息队列收到的消息商品信息是:{}", stockName);
/**
* 调用数据库service给数据库对应商品库存减一
*/
stockService.decrByStock(stockName);
}
}

RedisService.java
这个配置类,主要用来实现对redis得key和value初始化以及对value得操作

package com.example.myredis.service;

import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.data.redis.core.RedisTemplate;
import org.springframework.stereotype.Service;
import java.util.Date;
import java.util.concurrent.TimeUnit;

/**
* 作者:**
* 日期:2019/12/24 9:21
*/
@Service
public class RedisService {
@Autowired
private RedisTemplate<String, Object> redisTemplate;
/**
* 设置String键值对
* @param key
* @param value
* @param millis
*/
public void put(String key, Object value, long millis) {
redisTemplate.opsForValue().set(key, value, millis, TimeUnit.MINUTES);
}
public void putForHash(String objectKey, String hkey, String value) {
redisTemplate.opsForHash().put(objectKey, hkey, value);
}
public <T> T get(String key, Class<T> type) {
return (T) redisTemplate.boundValueOps(key).get();
}
public void remove(String key) {
redisTemplate.delete(key);
}
public boolean expire(String key, long millis) {
return redisTemplate.expire(key, millis, TimeUnit.MILLISECONDS);
}
public boolean persist(String key) {
return redisTemplate.hasKey(key);
}
public String getString(String key) {
return (String) redisTemplate.opsForValue().get(key);
}
public Integer getInteger(String key) {
return (Integer) redisTemplate.opsForValue().get(key);
}
public Long getLong(String key) {
return (Long) redisTemplate.opsForValue().get(key);
}
public Date getDate(String key) {
return (Date) redisTemplate.opsForValue().get(key);
}

/**
* 对指定key的键值减一
* @param key
* @return
*/
public Long decrBy(String key) {
return redisTemplate.opsForValue().decrement(key);
}
}

编写springboot启动类

package com.example.myredis;

import com.example.myredis.service.RedisService;
import org.mybatis.spring.annotation.MapperScan;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.ApplicationArguments;
import org.springframework.boot.ApplicationRunner;
import org.springframework.boot.SpringApplication;
import org.springframework.boot.autoconfigure.SpringBootApplication;

@SpringBootApplication
@MapperScan("com.example.myredis.mapper")
public class MyredisApplication implements ApplicationRunner {

public static void main(String[] args) {
SpringApplication.run(MyredisApplication.class, args);
}

@Autowired
private RedisService redisService;

/**
* redis初始化各商品的库存量
*
* @param args
* @throws Exception
*/
@Override
public void run(ApplicationArguments args) throws Exception {
redisService.put("watch", 10, 20);
}

}

最后的项目所有目录

测试之前

运行springboot项目,不能报错,打开redis服务和rabbitmq服务

redis

启动成功之后打开Redis Desktop Manager工具,查看是否新建了一个redis :watch

JMeter

然后打开JMeter工具

选择中文。。。

新建一个测试计划


然后添加一个线程组


给这个线程组得数量为40,这个线程组得作用就是模拟40个用户发送请求,去秒杀

然后再在线程组右键,添加一个Http请求,这个就是我们用来发送请求的组件了


配置

这个请求唯一要说得就是,随机参数了,因为用户名肯定不可能给40个相同得名字,这边我们利用JMeter给用户名得值为随机数
点击上方的白色小书本,选择random,1-99得随机数



输入最大值和最小值,点击生成,函数粘贴复制出去就ok了

最后我们在测试计划建一个结果树,查看我们发送请求返回得消息数据

成功


现在我们再打开redismanager,其中我们初始化为10,现在是-30,可以知道有40个线程去获取了它,现在为-30,每次前测试记得,手动清空缓存!!一定要记得

纯数据库方式秒杀结果

上面我们实现了redis+rabbitmq得秒杀,现在我们看看纯数据库方式得秒杀,看看有什么区别:

首先网stock库存表新增一条数据,类似于redis得初始化

在jmeter中修改原来得http请求信息,其中小米对应数据库得商品名



清空一下结果树,我们开始运行
run
控制台:

重要得是查看数据库得信息:

库存已经清空,再看order表


这样我们可以看到,明明只有10个库存得商品,抢到得人却不止10个,这样明细超卖了,请求树也可以看的超卖信息

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