04消息队列系列-RabbitMQ 利用MQ实现事物补偿

04消息队列系列-RabbitMQ 利用MQ实现事物补偿

原文链接

一、介绍

本篇使用SpringBoot整合RabbitMQ,为后续业务处理开发做铺垫。

二、整合实战

2.1 创建一个gradle项目,引入amqp依赖

implementation 'org.springframework.boot:spring-boot-starter-amqp'

2.2 在application.properties文件里添加RabbitMQ的配置信息

spring.rabbitmq.host=127.0.0.1
spring.rabbitmq.port=5672
spring.rabbitmq.username=guest
spring.rabbitmq.password=guest

2.3 编写RabbitUtil工具类

package com.lucky.spring.util;

import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.amqp.core.*;
import org.springframework.amqp.rabbit.core.RabbitAdmin;
import org.springframework.amqp.rabbit.core.RabbitTemplate;
import org.springframework.beans.factory.annotation.Autowired;

import java.util.Map;

/**
 * Created by zhangdd on 2020/10/7
 */
public class RabbitUtil {

    private static final Logger logger = LoggerFactory.getLogger(RabbitUtil.class);

    @Autowired
    private RabbitAdmin rabbitAdmin;

    @Autowired
    private RabbitTemplate rabbitTemplate;

    /**
     * 创建 Exchange
     *
     * @param exchangeType
     * @param exchangeName
     */
    public void addExchange(String exchangeType, String exchangeName) {
        Exchange exchange = createExchange(exchangeType, exchangeName);
        rabbitAdmin.declareExchange(exchange);
    }


    /**
     * 删除一个Exchange
     *
     * @param exchangeName
     * @return
     */
    public boolean deleteExchange(String exchangeName) {
        return rabbitAdmin.deleteExchange(exchangeName);
    }

    /**
     * 创建一个指定的Queue
     *
     * @param queueName
     */
    public void addQueue(String queueName) {
        Queue queue = createQueue(queueName);
        rabbitAdmin.declareQueue(queue);
    }

    /**
     * 删除一个 queue
     *
     * @param queueName
     * @return
     */
    public boolean deleteQueue(String queueName) {
        return rabbitAdmin.deleteQueue(queueName);
    }

    /**
     * 按照筛选条件,删除队列
     *
     * @param queueName
     * @param unused
     * @param empty
     */
    public void deleteQueue(String queueName, boolean unused, boolean empty) {
        rabbitAdmin.deleteQueue(queueName, unused, empty);
    }

    /**
     * 清空某个队列中的消息,注意,清空的消息并没有被消费
     *
     * @param queueName
     */
    public void purgeQueue(String queueName) {
        rabbitAdmin.purgeQueue(queueName, false);
    }

    /**
     * 判断指定的队列是否存在
     *
     * @param queueName
     * @return
     */
    public boolean existQueue(String queueName) {
        return rabbitAdmin.getQueueProperties(queueName) == null ? false : true;
    }


    /**
     * 绑定一个队列到一个匹配型交换器使用一个routingKey
     *
     * @param exchangeType
     * @param exchangeName
     * @param queueName
     * @param routingKey
     * @param isWhereAll
     * @param headers      EADERS模式类型设置,其他模式类型传空
     */
    public void addBinding(String exchangeType, String exchangeName, String queueName,
                           String routingKey, boolean isWhereAll, Map<String, Object> headers) {
        Binding binding = bindingBuilder(exchangeType, exchangeName, queueName, routingKey, isWhereAll, headers);
        rabbitAdmin.declareBinding(binding);
    }

    /**
     * 声明绑定
     *
     * @param binding
     */
    public void addBinding(Binding binding) {
        rabbitAdmin.declareBinding(binding);
    }

    /**
     * 解除交换器和队列的绑定
     *
     * @param exchangeType
     * @param exchangeName
     * @param queueName
     * @param routingKey
     * @param isWhereAll
     * @param headers
     */
    public void removeBinding(String exchangeType, String exchangeName, String queueName,
                              String routingKey, boolean isWhereAll, Map<String, Object> headers) {
        Binding binding = bindingBuilder(exchangeType, exchangeName, queueName, routingKey, isWhereAll, headers);
        removeBinding(binding);
    }

    /**
     * 解除交换器与队列的绑定
     *
     * @param binding
     */
    public void removeBinding(Binding binding) {
        rabbitAdmin.removeBinding(binding);
    }

    /**
     * create a exchange,queue and bind queue at the same time
     *
     * @param exchangeType
     * @param exchangeName
     * @param queueName
     * @param routingKey
     * @param isWhereAll
     * @param headers
     */
    public void addExchangeBindingQueue(String exchangeType, String exchangeName, String queueName,
                                        String routingKey, boolean isWhereAll, Map<String, Object> headers) {
        //声明交换器
        addExchange(exchangeType, exchangeName);
        //declare queue
        addQueue(queueName);
        //declare relationship of binding
        addBinding(exchangeType, exchangeName, queueName, routingKey, isWhereAll, headers);
    }

    /**
     * send message
     *
     * @param exchange
     * @param routingKey
     * @param object
     */
    public void convertAndSend(String exchange, String routingKey, final Object object) {
        rabbitTemplate.convertAndSend(exchange, routingKey, object);
    }

    /**
     * switch message object
     *
     * @param messageType
     * @param msg
     * @return
     */
    public Message getMessage(String messageType, Object msg) {
        MessageProperties properties = new MessageProperties();
        properties.setContentType(messageType);
        Message message = new Message(msg.toString().getBytes(), properties);
        return message;
    }

    /**
     * declare exchange
     *
     * @param exchangeType
     * @param exchangeName
     * @return
     */
    private Exchange createExchange(String exchangeType, String exchangeName) {
        if (ExchangeTypes.DIRECT.equals(exchangeType)) {
            return new DirectExchange(exchangeName);
        }
        if (ExchangeTypes.TOPIC.equals(exchangeType)) {
            return new TopicExchange(exchangeName);
        }
        if (ExchangeTypes.HEADERS.equals(exchangeType)) {
            return new HeadersExchange(exchangeName);
        }
        if (ExchangeTypes.FANOUT.equals(exchangeType)) {
            return new FanoutExchange(exchangeName);
        }
        return null;
    }

    /**
     * declare relation of binding
     *
     * @param exchangeType
     * @param exchangeName
     * @param queueName
     * @param routingKey
     * @param isWhereAll
     * @param headers
     * @return
     */
    private Binding bindingBuilder(String exchangeType, String exchangeName, String queueName,
                                   String routingKey, boolean isWhereAll, Map<String, Object> headers) {
        if (ExchangeTypes.DIRECT.equals(exchangeType)) {
            return BindingBuilder.bind(new Queue(queueName))
                    .to(new DirectExchange(exchangeName))
                    .with(routingKey);
        }
        if (ExchangeTypes.TOPIC.equals(exchangeType)) {
            return BindingBuilder.bind(new Queue(queueName))
                    .to(new TopicExchange(exchangeName))
                    .with(routingKey);
        }
        if (ExchangeTypes.HEADERS.equals(exchangeType)) {
            if (isWhereAll) {
                return BindingBuilder.bind(new Queue(queueName))
                        .to(new HeadersExchange(exchangeName))
                        .whereAll(headers)
                        .match();
            } else {
                return BindingBuilder.bind(new Queue(queueName))
                        .to(new HeadersExchange(exchangeName))
                        .whereAny(headers)
                        .match();
            }
        }

        if (ExchangeTypes.FANOUT.equals(exchangeType)) {
            return BindingBuilder.bind(new Queue(queueName))
                    .to(new FanoutExchange(exchangeName));
        }
        return null;
    }

    /**
     * declare queue
     *
     * @param queueName
     * @return
     */
    private Queue createQueue(String queueName) {
        return new Queue(queueName);
    }

}

2.4 编写RabbitMQ配置类

package com.lucky.spring.config;

import com.lucky.spring.util.RabbitUtil;
import org.springframework.amqp.rabbit.connection.CachingConnectionFactory;
import org.springframework.amqp.rabbit.connection.ConnectionFactory;
import org.springframework.amqp.rabbit.core.RabbitAdmin;
import org.springframework.amqp.rabbit.core.RabbitTemplate;
import org.springframework.amqp.support.converter.Jackson2JsonMessageConverter;
import org.springframework.beans.factory.annotation.Value;
import org.springframework.context.annotation.Bean;
import org.springframework.context.annotation.Configuration;

/**
 * Created by zhangdd on 2020/10/7
 */
@Configuration
public class RabbitConfig {


    /**
     * init factory of connection
     *
     * @param host
     * @param port
     * @param username
     * @param password
     * @return
     */
    @Bean
    public ConnectionFactory connectionFactory(@Value("${spring.rabbitmq.host}") String host,
                                               @Value("${spring.rabbitmq.port}") int port,
                                               @Value("${spring.rabbitmq.username}") String username,
                                               @Value("${spring.rabbitmq.password}") String password) {
        CachingConnectionFactory connectionFactory = new CachingConnectionFactory();
        connectionFactory.setHost(host);
        connectionFactory.setPort(port);
        connectionFactory.setUsername(username);
        connectionFactory.setPassword(password);
        return connectionFactory;
    }

    /**
     * 重新实例化 RabbitAdmin操作类
     *
     * @param connectionFactory
     * @return
     */
    @Bean
    public RabbitAdmin rabbitAdmin(ConnectionFactory connectionFactory) {
        return new RabbitAdmin(connectionFactory);
    }

    /**
     * 重新实例化 RabbitTemplate操作类
     *
     * @param connectionFactory
     * @return
     */
    @Bean
    public RabbitTemplate rabbitTemplate(ConnectionFactory connectionFactory) {
        RabbitTemplate rabbitTemplate = new RabbitTemplate(connectionFactory);
        //数据转换为json存入消息队列
        rabbitTemplate.setMessageConverter(new Jackson2JsonMessageConverter());
        return rabbitTemplate;
    }

    @Bean
    public RabbitUtil rabbitUtil() {
        return new RabbitUtil();
    }

}

2.5 编写队列监听类(静态)

我们已经知道这个概念队列监听这个概念,只需要在方法上加上@RabbitListener(queues = "")即可收到对应队列的消息。但此时的队列是已经知道了的所以称之为监听静态队列。

package com.lucky.spring.listener;

import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.amqp.core.Message;
import org.springframework.amqp.rabbit.annotation.RabbitListener;
import org.springframework.context.annotation.Configuration;

/**
 * Created by zhangdd on 2020/10/7
 */
@Configuration
public class DirectConsumeListener {

    private Logger log = LoggerFactory.getLogger(DirectConsumeListener.class);

    /**
     * 监听指定队列 mq.direct.1
     *
     * @param message
     */
    @RabbitListener(queues = "mq.direct.1")
    public void consume(Message message) {
        log.info("DirectConsumeListener,收到消息: {}", message.toString());
    }
}

2.6 编写队列监听类(动态)

在服务运行过程中,动态的新增队列,然后在监听新增的队列的行为,就是监听动态队列。

package com.lucky.spring.listener;

import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.amqp.rabbit.connection.ConnectionFactory;
import org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer;
import org.springframework.context.annotation.Bean;
import org.springframework.context.annotation.Configuration;

/**
 * Created by zhangdd on 2020/10/7
 */
@Configuration
public class DynamicConsumeListener {

    private Logger log = LoggerFactory.getLogger(DynamicConsumeListener.class);

    /**
     * 使用 SimpleMessageListenerContainer 实现动态监听
     *
     * @param connectionFactory
     * @return
     */
    @Bean
    public SimpleMessageListenerContainer messageListenerContainer(ConnectionFactory connectionFactory) {
        SimpleMessageListenerContainer container = new SimpleMessageListenerContainer(connectionFactory);
        container.setMessageListener(message -> {
            log.info("ConsumerMessageListen,收到消息: {}", message.toString());
        });
        return container;
    }
}

如果想向SimpleMessageListenerContainer添加监听队列或者移除队列,只需要通过如下方式即可操作。

package com.lucky.spring.controller;

import com.lucky.spring.entity.ConsumerInfo;
import com.lucky.spring.util.RabbitUtil;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer;
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.RestController;

/**
 * Created by zhangdd on 2020/10/7
 */
@RestController
public class ConsumerController {

    @Autowired
    private SimpleMessageListenerContainer container;

    @Autowired
    private RabbitUtil rabbitUtil;

    private Logger log = LoggerFactory.getLogger(ConsumerController.class);

    /**
     * 添加队列到监听器
     *
     * @param consumerInfo
     */
    @PostMapping("/consume/addQueue")
    public void addQueue(@RequestBody ConsumerInfo consumerInfo) {
        boolean existQueue = rabbitUtil.existQueue(consumerInfo.getQueueName());
        if (!existQueue) {
            throw new RuntimeException("当前队列不存在");
        }
        //添加mq监听的队列
        container.addQueueNames(consumerInfo.getQueueName());
        //打印监听容器中正在监听到队列
        log.info("container-queue:{}", container.getQueueNames());
    }

    /**
     * 移除正在监听的队列
     *
     * @param consumerInfo
     */
    @PostMapping("/consume/removeQueue")
    public void removeQueue(@RequestBody ConsumerInfo consumerInfo) {
        //移除mq监听的队列
        container.removeQueueNames(consumerInfo.getQueueName());
        //打印监听容器中正在监听到队列
        log.info("container-queue:{}", container.getQueueNames());
    }

    /**
     * 查询监听容器中正在监听到的队列
     */
    @PostMapping("/consume/queryListenerQueue")
    public void queryListenerQueue() {
        log.info("container-queue:{}", container.getQueueNames());
    }
}

2.7 发送消息到交换器

通过如下方式发送消息到交换器。

  • 先编写一个请求参数实体类
package com.lucky.spring.entity;

import java.io.Serializable;

/**
 * Created by zhangdd on 2020/10/7
 */
public class ProduceInfo implements Serializable {

    private static final long serialVersionUID = -5816966739399349770L;
    /**
     * 交换器名称
     */
    private String exchangeName;

    /**
     * 路由键key
     */
    private String routingKey;

    /**
     * 消息内容
     */
    public String msg;

    public String getExchangeName() {
        return exchangeName;
    }

    public void setExchangeName(String exchangeName) {
        this.exchangeName = exchangeName;
    }

    public String getRoutingKey() {
        return routingKey;
    }

    public void setRoutingKey(String routingKey) {
        this.routingKey = routingKey;
    }

    public String getMsg() {
        return msg;
    }

    public void setMsg(String msg) {
        this.msg = msg;
    }
}

  • 编写API接口
package com.lucky.spring.controller;

import com.lucky.spring.entity.ConsumerInfo;
import com.lucky.spring.util.RabbitUtil;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer;
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.RestController;

/**
 * Created by zhangdd on 2020/10/7
 */
@RestController
public class ConsumerController {

    @Autowired
    private SimpleMessageListenerContainer container;

    @Autowired
    private RabbitUtil rabbitUtil;

    private Logger log = LoggerFactory.getLogger(ConsumerController.class);

    /**
     * 添加队列到监听器
     *
     * @param consumerInfo
     */
    @PostMapping("/consume/addQueue")
    public void addQueue(@RequestBody ConsumerInfo consumerInfo) {
        boolean existQueue = rabbitUtil.existQueue(consumerInfo.getQueueName());
        if (!existQueue) {
            throw new RuntimeException("当前队列不存在");
        }
        //添加mq监听的队列
        container.addQueueNames(consumerInfo.getQueueName());
        //打印监听容器中正在监听到队列
        log.info("container-queue:{}", container.getQueueNames());
    }

    /**
     * 移除正在监听的队列
     *
     * @param consumerInfo
     */
    @PostMapping("/consume/removeQueue")
    public void removeQueue(@RequestBody ConsumerInfo consumerInfo) {
        //移除mq监听的队列
        container.removeQueueNames(consumerInfo.getQueueName());
        //打印监听容器中正在监听到队列
        log.info("container-queue:{}", container.getQueueNames());
    }

    /**
     * 查询监听容器中正在监听到的队列
     */
    @PostMapping("/consume/queryListenerQueue")
    public void queryListenerQueue() {
        log.info("container-queue:{}", container.getQueueNames());
    }
}

2.8 交换器、队列维护操作

如果想通过接口对RabbitMQ中的交换器、队列以及绑定关系进行维护,通过如下方式接口操作,即可实现。

  • 先编写一个请求参数实体类
package com.lucky.spring.entity;

import java.io.Serializable;

/**
 * Created by zhangdd on 2020/10/7
 */
public class QueueConfig implements Serializable {


    private static final long serialVersionUID = -6576396650731444495L;
    /**
     * 交换器类型
     */
    private String exchangeType;

    /**
     * 交换器名称
     */
    private String exchangeName;

    /**
     * 队列名称
     */
    private String queueName;

    /**
     * 路由键key
     */
    private String routingKey;

    public String getExchangeType() {
        return exchangeType;
    }

    public void setExchangeType(String exchangeType) {
        this.exchangeType = exchangeType;
    }

    public String getExchangeName() {
        return exchangeName;
    }

    public void setExchangeName(String exchangeName) {
        this.exchangeName = exchangeName;
    }

    public String getQueueName() {
        return queueName;
    }

    public void setQueueName(String queueName) {
        this.queueName = queueName;
    }

    public String getRoutingKey() {
        return routingKey;
    }

    public void setRoutingKey(String routingKey) {
        this.routingKey = routingKey;
    }
}
  • 编写接口API
package com.lucky.spring.controller;

import com.lucky.spring.entity.QueueConfig;
import com.lucky.spring.util.RabbitUtil;
import org.springframework.amqp.core.ExchangeTypes;
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.RestController;

import java.util.HashMap;

/**
 * Created by zhangdd on 2020/10/7
 */
@RestController("/config")
public class RabbitController {
    @Autowired
    private RabbitUtil rabbitUtil;

    /**
     * 创建交换器
     *
     * @param config
     */
    @PostMapping("addExchange")
    public void addExchange(@RequestBody QueueConfig config) {
        rabbitUtil.addExchange(config.getExchangeType(), config.getExchangeName());
    }

    /**
     * 删除交换器
     *
     * @param config
     */
    @PostMapping("deleteExchange")
    public void deleteExchange(@RequestBody QueueConfig config) {
        rabbitUtil.deleteExchange(config.getExchangeName());
    }

    /**
     * 添加队列
     *
     * @param config
     */
    @PostMapping("addQueue")
    public void addQueue(@RequestBody QueueConfig config) {
        rabbitUtil.addQueue(config.getQueueName());
    }

    /**
     * 删除队列
     *
     * @param config
     */
    @PostMapping("deleteQueue")
    public void deleteQueue(@RequestBody QueueConfig config) {
        rabbitUtil.deleteQueue(config.getQueueName());
    }

    /**
     * 清空队列数据
     *
     * @param config
     */
    @PostMapping("purgeQueue")
    public void purgeQueue(@RequestBody QueueConfig config) {
        rabbitUtil.purgeQueue(config.getQueueName());
    }

    /**
     * 添加绑定
     *
     * @param config
     */
    @PostMapping("addBinding")
    public void addBinding(@RequestBody QueueConfig config) {
        rabbitUtil.addBinding(config.getExchangeType(), config.getExchangeName(), config.getQueueName(), config.getRoutingKey(), false, null);
    }

    /**
     * 解除绑定
     *
     * @param config
     */
    @PostMapping("removeBinding")
    public void removeBinding(@RequestBody QueueConfig config) {
        rabbitUtil.removeBinding(config.getExchangeType(), config.getExchangeName(), config.getQueueName(), config.getRoutingKey(), false, null);
    }

    /**
     * 创建头部类型的交换器
     * 判断条件是所有的键值对都匹配成功才发送到队列
     *
     * @param config
     */
    @PostMapping("andExchangeBindingQueueOfHeaderAll")
    public void andExchangeBindingQueueOfHeaderAll(@RequestBody QueueConfig config) {
        HashMap<String, Object> header = new HashMap<>();
        header.put("queue", "queue");
        header.put("bindType", "whereAll");
        rabbitUtil.addExchangeBindingQueue(ExchangeTypes.HEADERS, config.getExchangeName(), config.getQueueName(), null, true, header);
    }

    /**
     * 创建头部类型的交换器
     * 判断条件是只要有一个键值对匹配成功就发送到队列
     *
     * @param config
     */
    @PostMapping("andExchangeBindingQueueOfHeaderAny")
    public void andExchangeBindingQueueOfHeaderAny(@RequestBody QueueConfig config) {
        HashMap<String, Object> header = new HashMap<>();
        header.put("queue", "queue");
        header.put("bindType", "whereAny");
        rabbitUtil.addExchangeBindingQueue(ExchangeTypes.HEADERS, config.getExchangeName(), config.getQueueName(), null, false, header);
    }
}

三、利用MQ实现事物补偿

上面的操作只是告诉我们怎么使用 rabbitMQ


当你仔细回想整个过程的时候,其实还是回到最初那个问题,什么时候使用 MQ ?
以常见的订单系统为例,用户点击【下单】按钮之后的业务逻辑可能包括:支付订单、扣减库存、生成相应单据、发红包、发短信通知等等


在业务发展初期这些逻辑可能放在一起同步执行,随着业务的发展订单量增长,需要提升系统服务的性能,这时可以将一些不需要立即生效的操作拆分出来异步执行,比如发放红包、发短信通知等。这种场景下就可以用 MQ ,在下单的主流程(比如扣减库存、生成相应单据)完成之后发送一条消息到 MQ 让主流程快速完结,而由另外的单独线程拉取 MQ 的消息(或者由 MQ 推送消息),当发现 MQ 中有发红包或发短信之类的消息时,执行相应的业务逻辑。

这种是利用 MQ 实现业务解耦,其它的场景包括最终一致性、广播、错峰流控等等。
利用 MQ 实现业务解耦的过程其实也很简单。

  • 当主流程结束之后,将消息推送到发红包、发短信交换器中即可
package com.lucky.spring.service;

import com.lucky.spring.entity.Order;
import com.lucky.spring.util.RabbitUtil;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;
import org.springframework.transaction.annotation.Transactional;

/**
 * Created by zhangdd on 2020/10/7
 */
@Service
public class OrderService {

    @Autowired
    private RabbitUtil rabbitUtil;

    @Transactional
    public void createOrder(Order order) {
        //1、创建订单
        //2、调用库存接口,减库存
        //3、向客户发放红包
        rabbitUtil.convertAndSend("exchange.send.bonus", null, order);
        //4、发短信通知
        rabbitUtil.convertAndSend("exchange.sms.message", null, order);
    }
}

  • 监听发红包操作
  /**
     * 监听发红包
     * @param message
     * @param channel
     * @throws IOException
     */
    @RabbitListener(queues = "exchange.send.bonus")
    public void consume(Message message, RabbitProperties.Cache.Channel channel) throws IOException {
        String msgJson = new String(message.getBody(),"UTF-8");
        log.info("收到消息: {}", message.toString());

        //调用发红包接口
    }
  • 监听发短信操作
 /**
     * 监听发短信
     * @param message
     * @param channel
     * @throws IOException
     */
    @RabbitListener(queues = "exchange.sms.message")
    public void consume(Message message, AMQImpl.Channel channel) throws IOException {
        String msgJson = new String(message.getBody(),"UTF-8");
        log.info("收到消息: {}", message.toString());

        //调用发短信接口
    }

既然 MQ 这么好用,那是不是完全可以将以前的业务也按照整个模型进行拆分呢?
答案显然不是!
当引入 MQ 之后业务的确是解耦了,但是当 MQ 一旦挂了,所有的服务基本都挂了,是不是很可怕!所以这时候就需要RabbitMQ的集群搭建和部署,保证消息几乎100%的投递和消费。


到此结束

posted @ 2020-10-07 20:00  在线打工者  阅读(559)  评论(0编辑  收藏  举报