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How to Implement Batch Message Consumption with RocketMQ in Spring Boot

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2024-09-13 22:19:02958浏览

How to Implement Batch Message Consumption with RocketMQ in Spring Boot

1. Adding Dependencies

First, add the necessary dependencies to your pom.xml file:

<!-- RocketMQ Spring Boot dependency for Spring Boot 3 -->
<dependency>
    <groupId>org.apache.rocketmq</groupId>
    <artifactId>rocketmq-spring-boot-starter</artifactId>
    <version>2.3.1</version>
    <exclusions>
        <exclusion>
            <groupId>org.apache.rocketmq</groupId>
            <artifactId>rocketmq-client</artifactId>
        </exclusion>
    </exclusions>
</dependency>

<!-- Dependency compatible with MQ cluster version 5.3.0 -->
<dependency>
    <groupId>org.apache.rocketmq</groupId>
    <artifactId>rocketmq-client</artifactId>
    <version>5.3.0</version>
</dependency>

2. Configuration File bootstrap.yaml

Configure your RocketMQ settings in the bootstrap.yaml file:

rocketmq:
  name-server: 192.168.1.1:9876;192.168.1.2:9876;192.168.1.3:9876 # Replace with actual NameServer addresses
  consumer:
    group: consume-group-test
    access-key: access # Configure if ACL is used
    secret-key: secret
    consume-message-batch-max-size: 50  # Max messages per batch
    pull-batch-size: 100  # Max messages pulled from Broker
  topics:
    project: "group-topic-1"
  groups:
    project: "consume-group-1"  # Use different groups for different business processes

3. Configuration Class MqConfigProperties

Create the configuration class MqConfigProperties:

import org.apache.rocketmq.spring.autoconfigure.RocketMQProperties;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.context.properties.ConfigurationProperties;
import org.springframework.stereotype.Component;
import lombok.Data;

import java.io.Serializable;

/**
 * RocketMQ Configuration Class
 */
@Data
@Component
@ConfigurationProperties(prefix = "rocketmq")
public class MqConfigProperties implements Serializable {

    private static final long serialVersionUID = 1L;

    @Autowired
    private RocketMQProperties rocketMQProperties;

    private TopicProperties topics;
    private GroupProperties groups;

    /**
     * Topic Configuration Class
     */
    @Data
    public static class TopicProperties implements Serializable {
        private static final long serialVersionUID = 1L;
        private String project;
    }

    /**
     * Consumer Group Configuration Class
     */
    @Data
    public static class GroupProperties implements Serializable {
        private static final long serialVersionUID = 1L;
        private String project;
    }
}

4. Implementing the Consumer Code

Create the consumer class UserConsumer:

import com.alibaba.fastjson2.JSONObject;
import org.apache.rocketmq.client.consumer.DefaultMQPushConsumer;
import org.apache.rocketmq.client.consumer.listener.ConsumeConcurrentlyContext;
import org.apache.rocketmq.client.consumer.listener.ConsumeConcurrentlyStatus;
import org.apache.rocketmq.client.consumer.listener.MessageListenerConcurrently;
import org.apache.rocketmq.client.consumer.rebalance.AllocateMessageQueueAveragely;
import org.apache.rocketmq.common.consumer.ConsumeFromWhere;
import org.apache.rocketmq.common.message.MessageExt;
import org.apache.rocketmq.remoting.RPCHook;
import org.apache.rocketmq.spring.support.RocketMQUtil;
import org.springframework.context.ApplicationContext;
import org.springframework.context.SmartLifecycle;
import org.springframework.stereotype.Component;
import lombok.extern.slf4j.Slf4j;

import javax.annotation.Resource;
import java.util.List;

/**
 * Batch Consumer Implementation
 */
@Component
@Slf4j
public class UserConsumer implements SmartLifecycle {

    @Resource
    private MqConfigProperties mqConfigProperties;

    @Resource
    private ApplicationContext applicationContext;

    private volatile boolean running;
    private DefaultMQPushConsumer consumer;

    @Override
    public void start() {
        if (isRunning()) {
            throw new IllegalStateException("Consumer is already running");
        }
        initConsumer();
        setRunning(true);
        log.info("UserConsumer started successfully.");
    }

    @Override
    public void stop() {
        if (isRunning() && consumer != null) {
            consumer.shutdown();
            setRunning(false);
            log.info("UserConsumer stopped.");
        }
    }

    @Override
    public boolean isRunning() {
        return running;
    }

    private void setRunning(boolean running) {
        this.running = running;
    }

    private void initConsumer() {
        String topic = mqConfigProperties.getTopics().getProject();
        String group = mqConfigProperties.getGroups().getProject();
        String nameServer = mqConfigProperties.getRocketMQProperties().getNameServer();
        String accessKey = mqConfigProperties.getRocketMQProperties().getConsumer().getAccessKey();
        String secretKey = mqConfigProperties.getRocketMQProperties().getConsumer().getSecretKey();

        RPCHook rpcHook = RocketMQUtil.getRPCHookByAkSk(applicationContext.getEnvironment(), accessKey, secretKey);
        consumer = rpcHook != null
                ? new DefaultMQPushConsumer(group, rpcHook, new AllocateMessageQueueAveragely())
                : new DefaultMQPushConsumer(group);

        consumer.setNamesrvAddr(nameServer);
        consumer.setConsumeFromWhere(ConsumeFromWhere.CONSUME_FROM_LAST_OFFSET);
        consumer.setConsumeMessageBatchMaxSize(100);  // Set the batch size for consumption
        consumer.subscribe(topic, "*");
        consumer.setMessageListener(new MessageListenerConcurrently() {
            @Override
            public ConsumeConcurrentlyStatus consumeMessage(List<MessageExt> msgs, ConsumeConcurrentlyContext context) {
                log.info("Received {} messages", msgs.size());
                for (MessageExt message : msgs) {
                    String body = new String(message.getBody());
                    log.info("Processing message: {}", body);
                    User user = JSONObject.parseObject(body, User.class);
                    processUser(user);
                }
                return ConsumeConcurrentlyStatus.CONSUME_SUCCESS;
            }
        });

        consumer.start();
        log.info("UserConsumer initialized with topic [{}] and group [{}].", topic, group);
    }

    private void processUser(User user) {
        log.info("Processing user with ID: {}", user.getId());
        // Handle user-related business logic
    }
}

5. Producer Example Code

To produce batch messages, you can use the following UserProducer class:

import org.apache.rocketmq.client.producer.DefaultMQProducer;
import org.apache.rocketmq.common.message.Message;
import java.util.ArrayList;
import java.util.List;

public class UserProducer {

    private DefaultMQProducer producer;

    public void sendBatchMessages(List<User> users, String topic) {
        List<Message> messages = new ArrayList<>();
        for (User user : users) {
            messages.add(new Message(topic, JSONObject.toJSONString(user).getBytes()));
        }
        try {
            producer.send(messages);
        } catch (Exception e) {
            log.error("Error sending batch messages", e);
        }
    }
}

6. Additional Optimization Suggestions

  • Performance Optimization: You can adjust the size of the consumer thread pool. By default, it's set to consumeThreadMin=20 and consumeThreadMax=20. In high-concurrency scenarios, increasing the thread pool size can enhance performance.

  • Error Handling: When consumption fails, be cautious with RECONSUME_LATER to avoid infinite retry loops. Set a maximum retry count based on your business requirements.

  • Tenant Isolation: Use different groups for different business modules to avoid consuming data from the wrong group. This is especially crucial in production environments.

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