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RocketMQ底层源码解析——事务消息的实现

news 文章来源：https://blog.csdn.net/CoderBruis/article/details/128913888 2024/11/6 0:26:09

1. 简介

RocketMQ自身实现了事务消息，可以通过这个机制来实现一些对数据一致性有强需求的场景，保证上下游数据的一致性。
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以电商交易场景为例，用户支付订单这一核心操作的同时会涉及到下游物流发货、积分变更、购物车状态清空等多个子系统的变更。当前业务的处理分支包括：

主分支订单系统状态更新：由未支付变更为支付成功。
物流系统状态新增：新增待发货物流记录，创建订单物流记录。
积分系统状态变更：变更用户积分，更新用户积分表。
购物车系统状态变更：清空购物车，更新用户购物车记录。

引入RocketMQ之后保证上下游数据的一致性。
在这里插入图片描述
使用普通消息和订单事务无法保证一致的原因，本质上是由于普通消息无法像单机数据库事务一样，具备提交、回滚和统一协调的能力。而基于 RocketMQ 的分布式事务消息功能，在普通消息基础上，支持二阶段的提交能力。将二阶段提交和本地事务绑定，实现全局提交结果的一致性。

事务消息发送分为两个阶段。第一阶段会发送一个半事务消息，半事务消息是指暂不能投递的消息，生产者已经成功地将消息发送到了 Broker，但是Broker 未收到生产者对该消息的二次确认，此时该消息被标记成“暂不能投递”状态，如果发送成功则执行本地事务，并根据本地事务执行成功与否，向 Broker 半事务消息状态（commit或者rollback），半事务消息只有 commit 状态才会真正向下游投递。如果由于网络闪断、生产者应用重启等原因，导致某条事务消息的二次确认丢失，Broker 端会通过扫描发现某条消息长期处于“半事务消息”时，需要主动向消息生产者询问该消息的最终状态（Commit或是Rollback）。这样最终保证了本地事务执行成功，下游就能收到消息，本地事务执行失败，下游就收不到消息。总而保证了上下游数据的一致性。

整个事务消息的详细交互流程如下图所示：
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事务消息详细步骤：

生产者将半事务消息发送至 RocketMQ Broker。
RocketMQ Broker 将消息持久化成功之后，向生产者返回 Ack 确认消息已经发送成功，此时消息暂不能投递，为半事务消息。
生产者开始执行本地事务逻辑。
生产者根据本地事务执行结果向服务端提交二次确认结果（Commit或是Rollback），服务端收到确认结果后处理逻辑如下：
- 二次确认结果为Commit：服务端将半事务消息标记为可投递，并投递给消费者。
- 二次确认结果为Rollback：服务端将回滚事务，不会将半事务消息投递给消费者。
在断网或者是生产者应用重启的特殊情况下，若服务端未收到发送者提交的二次确认结果，或服务端收到的二次确认结果为Unknown未知状态，经过固定时间后，服务端将对消息生产者即生产者集群中任一生产者实例发起消息回查。
需要注意的是，服务端仅仅会按照参数尝试指定次数，超过次数后事务会强制回滚，因此未决事务的回查时效性非常关键，需要按照业务的实际风险来设置。

2. 实战

分别启动：namesrv、broker、consumer、producer

producer示例代码：

public class TransactionProducer {public static void main(String[] args) throws MQClientException, InterruptedException {TransactionListener transactionListener = new TransactionListenerImpl();TransactionMQProducer producer = new TransactionMQProducer("please_rename_unique_group_name");ExecutorService executorService = new ThreadPoolExecutor(2, 5, 100, TimeUnit.SECONDS, new ArrayBlockingQueue<Runnable>(2000), new ThreadFactory() {@Overridepublic Thread newThread(Runnable r) {Thread thread = new Thread(r);thread.setName("client-transaction-msg-check-thread");return thread;}});producer.setNamesrvAddr("127.0.0.1:9876");producer.setExecutorService(executorService);producer.setTransactionListener(transactionListener);producer.start();String[] tags = new String[] {"TagA", "TagB", "TagC", "TagD", "TagE"};for (int i = 0; i < 10; i++) {try {Message msg =new Message("TopicTest", tags[i % tags.length], "KEY" + i,("Hello RocketMQ " + i).getBytes(RemotingHelper.DEFAULT_CHARSET));SendResult sendResult = producer.sendMessageInTransaction(msg, null);System.out.printf("%s%n", sendResult);Thread.sleep(10);} catch (MQClientException | UnsupportedEncodingException e) {e.printStackTrace();}}for (int i = 0; i < 100000; i++) {Thread.sleep(1000);}producer.shutdown();}static class TransactionListenerImpl implements TransactionListener {private AtomicInteger transactionIndex = new AtomicInteger(0);private ConcurrentHashMap<String, Integer> localTrans = new ConcurrentHashMap<>();@Overridepublic LocalTransactionState executeLocalTransaction(Message msg, Object arg) {int value = transactionIndex.getAndIncrement();int status = value % 3;localTrans.put(msg.getTransactionId(), status);return LocalTransactionState.UNKNOW;}@Overridepublic LocalTransactionState checkLocalTransaction(MessageExt msg) {Integer status = localTrans.get(msg.getTransactionId());if (null != status) {switch (status) {case 0:return LocalTransactionState.UNKNOW;case 1:return LocalTransactionState.COMMIT_MESSAGE;case 2:return LocalTransactionState.ROLLBACK_MESSAGE;default:return LocalTransactionState.COMMIT_MESSAGE;}}return LocalTransactionState.COMMIT_MESSAGE;}}
}

消费者示例代码：

public class Consumer {public static void main(String[] args) throws InterruptedException, MQClientException {DefaultMQPushConsumer consumer = new DefaultMQPushConsumer("please_rename_unique_group_name_4");consumer.setConsumeFromWhere(ConsumeFromWhere.CONSUME_FROM_FIRST_OFFSET);consumer.setNamesrvAddr("127.0.0.1:9876");consumer.subscribe("TopicTest1234", "*");consumer.registerMessageListener(new MessageListenerConcurrently() {@Overridepublic ConsumeConcurrentlyStatus consumeMessage(List<MessageExt> msgs,ConsumeConcurrentlyContext context) {System.out.printf("%s Receive New Messages: %s %n", Thread.currentThread().getName(), msgs);return ConsumeConcurrentlyStatus.CONSUME_SUCCESS;}});consumer.start();System.out.printf("Consumer Started.%n");}
}

将producer和consumer的topic都设置为：TopicTest1234。然后再启动consumer和producer。可以看到TransactionProducer控制台输出日志：
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Consumer控制台输出日志：

3. 原理分析

分别启动namesrv和broker服务，随后运行：org.apache.rocketmq.example.transaction.TransactionProducer.java，构建出一个TransactionListenerImpl对象之后，添加到TransactionProducer中，为半消息的发送以及本地事务校验做做准备。

核心入口：TransactionProducer#sendMessageInTransaction()

    @Overridepublic TransactionSendResult sendMessageInTransaction(final Message msg,final Object arg) throws MQClientException {if (null == this.transactionListener) {throw new MQClientException("TransactionListener is null", null);}// 包装Topic，判断是否是重试Topic以及DLQ的Topicmsg.setTopic(NamespaceUtil.wrapNamespace(this.getNamespace(), msg.getTopic()));// 发送事务消息return this.defaultMQProducerImpl.sendMessageInTransaction(msg, null, arg);}

DefaultMQProducerImpl#sendMessageInTransaction()

    public TransactionSendResult sendMessageInTransaction(final Message msg,final LocalTransactionExecuter localTransactionExecuter, final Object arg)throws MQClientException {// 获取事务监听器，就程序开头的时候传入的TransactionListenerImpl对象TransactionListener transactionListener = getCheckListener();// 新版本推荐事务监听器，已不使用localTransactionExecuterif (null == localTransactionExecuter && null == transactionListener) {throw new MQClientException("tranExecutor is null", null);}// 设置DelayTimeLevel 参数if (msg.getDelayTimeLevel() != 0) {MessageAccessor.clearProperty(msg, MessageConst.PROPERTY_DELAY_TIME_LEVEL);}// 消息校验Validators.checkMessage(msg, this.defaultMQProducer);SendResult sendResult = null;// 设置属性：TRAN_MSG为trueMessageAccessor.putProperty(msg, MessageConst.PROPERTY_TRANSACTION_PREPARED, "true");// 设置属性：PGROUP为producerGroupMessageAccessor.putProperty(msg, MessageConst.PROPERTY_PRODUCER_GROUP, this.defaultMQProducer.getProducerGroup());try {// ① 发送半消息sendResult = this.send(msg);} catch (Exception e) {throw new MQClientException("send message Exception", e);}LocalTransactionState localTransactionState = LocalTransactionState.UNKNOW;Throwable localException = null;switch (sendResult.getSendStatus()) {case SEND_OK: {try {// 事务ID不为空if (sendResult.getTransactionId() != null) {// 设置事务idmsg.putUserProperty("__transactionId__", sendResult.getTransactionId());}String transactionId = msg.getProperty(MessageConst.PROPERTY_UNIQ_CLIENT_MESSAGE_ID_KEYIDX);if (null != transactionId && !"".equals(transactionId)) {msg.setTransactionId(transactionId);}if (null != localTransactionExecuter) {// 执行本地事务检查localTransactionState = localTransactionExecuter.executeLocalTransactionBranch(msg, arg);} else if (transactionListener != null) {log.debug("Used new transaction API");// ② 执行本地事务检查                        localTransactionState = transactionListener.executeLocalTransaction(msg, arg);}if (null == localTransactionState) {localTransactionState = LocalTransactionState.UNKNOW;}if (localTransactionState != LocalTransactionState.COMMIT_MESSAGE) {log.info("executeLocalTransactionBranch return {}", localTransactionState);log.info(msg.toString());}} catch (Throwable e) {log.info("executeLocalTransactionBranch exception", e);log.info(msg.toString());localException = e;}}break;case FLUSH_DISK_TIMEOUT:case FLUSH_SLAVE_TIMEOUT:case SLAVE_NOT_AVAILABLE:localTransactionState = LocalTransactionState.ROLLBACK_MESSAGE;break;default:break;}try {// ③ 调用endTransaction判断是否结束事务this.endTransaction(msg, sendResult, localTransactionState, localException);} catch (Exception e) {log.warn("local transaction execute " + localTransactionState + ", but end broker transaction failed", e);}// 构建事务消息发送结果TransactionSendResult transactionSendResult = new TransactionSendResult();transactionSendResult.setSendStatus(sendResult.getSendStatus());transactionSendResult.setMessageQueue(sendResult.getMessageQueue());transactionSendResult.setMsgId(sendResult.getMsgId());transactionSendResult.setQueueOffset(sendResult.getQueueOffset());transactionSendResult.setTransactionId(sendResult.getTransactionId());transactionSendResult.setLocalTransactionState(localTransactionState);return transactionSendResult;}

在该方法中核心步骤分别位于①②③标识处。

①：调用链路为最终抵达：DefaultMQProducerImpl#sendDefaultImpl()，也就是producer发消息核心方法。
在sendDefaultImpl()中有一处比较关键的代码：

				// 事务final String tranMsg = msg.getProperty(MessageConst.PROPERTY_TRANSACTION_PREPARED);if (Boolean.parseBoolean(tranMsg)) {sysFlag |= MessageSysFlag.TRANSACTION_PREPARED_TYPE;}

此处代码给这条消息标识上事务消息的标志，最后通过mQClientAPIImpl往broker发送一条RPC的请求。

Broker端接受到请求之后经过请求code的分发，这条请求将由SendMessageProcessor#asyncSendMessage进行处理。

    private CompletableFuture<RemotingCommand> asyncSendMessage(ChannelHandlerContext ctx, RemotingCommand request,SendMessageContext mqtraceContext,SendMessageRequestHeader requestHeader) {// 相关代码省略...// 事务消息标识，从请求头中获取String transFlag = origProps.get(MessageConst.PROPERTY_TRANSACTION_PREPARED);if (Boolean.parseBoolean(transFlag)) {if (this.brokerController.getBrokerConfig().isRejectTransactionMessage()) {response.setCode(ResponseCode.NO_PERMISSION);response.setRemark("the broker[" + this.brokerController.getBrokerConfig().getBrokerIP1()+ "] sending transaction message is forbidden");return CompletableFuture.completedFuture(response);}// 事务消息处理putMessageResult = this.brokerController.getTransactionalMessageService().asyncPrepareMessage(msgInner);} else {// 将消息内容存储到CommitLog文件putMessageResult = this.brokerController.getMessageStore().asyncPutMessage(msgInner);}return handlePutMessageResultFuture(putMessageResult, response, request, msgInner, responseHeader, mqtraceContext, ctx, queueIdInt);}

asyncSendMessage方法处会从消息属性中获取到transFlag标识，判断到这条消息是一条半消息，然后调用this.brokerController.getTransactionalMessageService().asyncPrepareMessage(msgInner)。

方法调用链最终来到TrasactionalMessageBridge#asyncPutHalfMessage()，

    public CompletableFuture<PutMessageResult> asyncPutHalfMessage(MessageExtBrokerInner messageInner) {return store.asyncPutMessage(parseHalfMessageInner(messageInner));}

   /*** 消息事务半消息* @param msgInner* @return*/private MessageExtBrokerInner parseHalfMessageInner(MessageExtBrokerInner msgInner) {// 设置真正要发送的TopicMessageAccessor.putProperty(msgInner, MessageConst.PROPERTY_REAL_TOPIC, msgInner.getTopic());// 设置真正要发送的queueIdMessageAccessor.putProperty(msgInner, MessageConst.PROPERTY_REAL_QUEUE_ID,String.valueOf(msgInner.getQueueId()));msgInner.setSysFlag(MessageSysFlag.resetTransactionValue(msgInner.getSysFlag(), MessageSysFlag.TRANSACTION_NOT_TYPE));// 设置半消息TopicmsgInner.setTopic(TransactionalMessageUtil.buildHalfTopic());// 设置半消息queueIdmsgInner.setQueueId(0);msgInner.setPropertiesString(MessageDecoder.messageProperties2String(msgInner.getProperties()));return msgInner;}

parseHalfMessageInner方法做了两件事，将这条半消息真正要发送的Topic以及queueId另外存起来，然后将这条半消息要发送到指定存储半消息的的RMQ_SYS_TRANS_HALF_TOPIC中，然后将queueId设置为0。（存储半消息的Topic只有1个queueId）
最后将这条半消息存入到CommitLog中，则步骤①执行完成。

② 步骤①发送半消息到CommitLog中存储之后，此时消息发送结果为SEND_OK，接着将调用TransactionListener#executeLocalTransaction()方法，检查本地事务的状态，此处由开发者自行实现代码逻辑。

③ 检查本地事务结束之后，会调用endTransaction()方法来尝试结束此次的事务消息。

public void endTransaction(final Message msg,final SendResult sendResult,final LocalTransactionState localTransactionState,final Throwable localException) throws RemotingException, MQBrokerException, InterruptedException, UnknownHostException {final MessageId id;if (sendResult.getOffsetMsgId() != null) {id = MessageDecoder.decodeMessageId(sendResult.getOffsetMsgId());} else {id = MessageDecoder.decodeMessageId(sendResult.getMsgId());}// 获取消息事务idString transactionId = sendResult.getTransactionId();// 获取broker地址final String brokerAddr = this.mQClientFactory.findBrokerAddressInPublish(sendResult.getMessageQueue().getBrokerName());EndTransactionRequestHeader requestHeader = new EndTransactionRequestHeader();requestHeader.setTransactionId(transactionId);// 设置消息comimtlog偏移量requestHeader.setCommitLogOffset(id.getOffset());switch (localTransactionState) {case COMMIT_MESSAGE:	// 提交消息requestHeader.setCommitOrRollback(MessageSysFlag.TRANSACTION_COMMIT_TYPE);break;case ROLLBACK_MESSAGE:	// 回滚消息requestHeader.setCommitOrRollback(MessageSysFlag.TRANSACTION_ROLLBACK_TYPE);break;case UNKNOW:	// 未知状态requestHeader.setCommitOrRollback(MessageSysFlag.TRANSACTION_NOT_TYPE);break;default:break;}doExecuteEndTransactionHook(msg, sendResult.getMsgId(), brokerAddr, localTransactionState, false);requestHeader.setProducerGroup(this.defaultMQProducer.getProducerGroup());requestHeader.setTranStateTableOffset(sendResult.getQueueOffset());requestHeader.setMsgId(sendResult.getMsgId());String remark = localException != null ? ("executeLocalTransactionBranch exception: " + localException.toString()) : null;// 往broker发送endTransactionOneway请求this.mQClientFactory.getMQClientAPIImpl().endTransactionOneway(brokerAddr, requestHeader, remark,this.defaultMQProducer.getSendMsgTimeout());}

broker端EndTransactionProcessor#processRequest接收到endTransaction请求：

@Overridepublic RemotingCommand processRequest(ChannelHandlerContext ctx, RemotingCommand request) throwsRemotingCommandException {final RemotingCommand response = RemotingCommand.createResponseCommand(null);final EndTransactionRequestHeader requestHeader =(EndTransactionRequestHeader)request.decodeCommandCustomHeader(EndTransactionRequestHeader.class);LOGGER.debug("Transaction request:{}", requestHeader);if (BrokerRole.SLAVE == brokerController.getMessageStoreConfig().getBrokerRole()) {response.setCode(ResponseCode.SLAVE_NOT_AVAILABLE);LOGGER.warn("Message store is slave mode, so end transaction is forbidden. ");return response;}// 判断是事务check类型if (requestHeader.getFromTransactionCheck()) {switch (requestHeader.getCommitOrRollback()) {case MessageSysFlag.TRANSACTION_NOT_TYPE: {LOGGER.warn("Check producer[{}] transaction state, but it's pending status."+ "RequestHeader: {} Remark: {}",RemotingHelper.parseChannelRemoteAddr(ctx.channel()),requestHeader.toString(),request.getRemark());return null;}case MessageSysFlag.TRANSACTION_COMMIT_TYPE: {LOGGER.warn("Check producer[{}] transaction state, the producer commit the message."+ "RequestHeader: {} Remark: {}",RemotingHelper.parseChannelRemoteAddr(ctx.channel()),requestHeader.toString(),request.getRemark());break;}case MessageSysFlag.TRANSACTION_ROLLBACK_TYPE: {LOGGER.warn("Check producer[{}] transaction state, the producer rollback the message."+ "RequestHeader: {} Remark: {}",RemotingHelper.parseChannelRemoteAddr(ctx.channel()),requestHeader.toString(),request.getRemark());break;}default:return null;}} else {switch (requestHeader.getCommitOrRollback()) {case MessageSysFlag.TRANSACTION_NOT_TYPE: {LOGGER.warn("The producer[{}] end transaction in sending message,  and it's pending status."+ "RequestHeader: {} Remark: {}",RemotingHelper.parseChannelRemoteAddr(ctx.channel()),requestHeader.toString(),request.getRemark());return null;}case MessageSysFlag.TRANSACTION_COMMIT_TYPE: {break;}case MessageSysFlag.TRANSACTION_ROLLBACK_TYPE: {LOGGER.warn("The producer[{}] end transaction in sending message, rollback the message."+ "RequestHeader: {} Remark: {}",RemotingHelper.parseChannelRemoteAddr(ctx.channel()),requestHeader.toString(),request.getRemark());break;}default:return null;}}OperationResult result = new OperationResult();if (MessageSysFlag.TRANSACTION_COMMIT_TYPE == requestHeader.getCommitOrRollback()) {// 这里提交requestHeader，实际是从commitlog中获取halfMessageresult = this.brokerController.getTransactionalMessageService().commitMessage(requestHeader);if (result.getResponseCode() == ResponseCode.SUCCESS) {// 检查halfMessage状态RemotingCommand res = checkPrepareMessage(result.getPrepareMessage(), requestHeader);if (res.getCode() == ResponseCode.SUCCESS) {// ④ 半消息处理成功之后，调用endMessageTransaction()发起事务消息结束MessageExtBrokerInner msgInner = endMessageTransaction(result.getPrepareMessage());msgInner.setSysFlag(MessageSysFlag.resetTransactionValue(msgInner.getSysFlag(), requestHeader.getCommitOrRollback()));msgInner.setQueueOffset(requestHeader.getTranStateTableOffset());msgInner.setPreparedTransactionOffset(requestHeader.getCommitLogOffset());msgInner.setStoreTimestamp(result.getPrepareMessage().getStoreTimestamp());// 清楚事务标识MessageAccessor.clearProperty(msgInner, MessageConst.PROPERTY_TRANSACTION_PREPARED);// ⑤ 发送真正的完整的消息RemotingCommand sendResult = sendFinalMessage(msgInner);if (sendResult.getCode() == ResponseCode.SUCCESS) {// ⑦ 删除半消息this.brokerController.getTransactionalMessageService().deletePrepareMessage(result.getPrepareMessage());}return sendResult;}return res;}} else if (MessageSysFlag.TRANSACTION_ROLLBACK_TYPE == requestHeader.getCommitOrRollback()) {// ⑥ 发起消息回滚，获取要回滚的半消息result = this.brokerController.getTransactionalMessageService().rollbackMessage(requestHeader);if (result.getResponseCode() == ResponseCode.SUCCESS) {// 查询半消息RemotingCommand res = checkPrepareMessage(result.getPrepareMessage(), requestHeader);if (res.getCode() == ResponseCode.SUCCESS) {// ⑦  删除半消息this.brokerController.getTransactionalMessageService().deletePrepareMessage(result.getPrepareMessage());}return res;}}response.setCode(result.getResponseCode());response.setRemark(result.getResponseRemark());return response;}

④ 调用endMessageTransaction

private MessageExtBrokerInner endMessageTransaction(MessageExt msgExt) {MessageExtBrokerInner msgInner = new MessageExtBrokerInner();// 取出真正要发送是TopicmsgInner.setTopic(msgExt.getUserProperty(MessageConst.PROPERTY_REAL_TOPIC));// 取出真正要发送的queueidmsgInner.setQueueId(Integer.parseInt(msgExt.getUserProperty(MessageConst.PROPERTY_REAL_QUEUE_ID)));msgInner.setBody(msgExt.getBody());msgInner.setFlag(msgExt.getFlag());msgInner.setBornTimestamp(msgExt.getBornTimestamp());msgInner.setBornHost(msgExt.getBornHost());msgInner.setStoreHost(msgExt.getStoreHost());msgInner.setReconsumeTimes(msgExt.getReconsumeTimes());msgInner.setWaitStoreMsgOK(false);msgInner.setTransactionId(msgExt.getUserProperty(MessageConst.PROPERTY_UNIQ_CLIENT_MESSAGE_ID_KEYIDX));msgInner.setSysFlag(msgExt.getSysFlag());TopicFilterType topicFilterType =(msgInner.getSysFlag() & MessageSysFlag.MULTI_TAGS_FLAG) == MessageSysFlag.MULTI_TAGS_FLAG ? TopicFilterType.MULTI_TAG: TopicFilterType.SINGLE_TAG;long tagsCodeValue = MessageExtBrokerInner.tagsString2tagsCode(topicFilterType, msgInner.getTags());msgInner.setTagsCode(tagsCodeValue);MessageAccessor.setProperties(msgInner, msgExt.getProperties());msgInner.setPropertiesString(MessageDecoder.messageProperties2String(msgExt.getProperties()));MessageAccessor.clearProperty(msgInner, MessageConst.PROPERTY_REAL_TOPIC);MessageAccessor.clearProperty(msgInner, MessageConst.PROPERTY_REAL_QUEUE_ID);return msgInner;}

该方法将这条半消息设置成真正发送的Topic以及queueId。

⑤ 调用EndTransactionProcessor#sendFinalMessage()，发送真正的消息。最终调用MessageStore#putMessage()将该条消息存入CommitLog中。

⑥ 调用TransactionalMessageServiceImpl#rollbackMessage()对半消息进行回滚，但该方法实则是读取到半消息，然后再检查这条半消息。

⑦ 发送真正的消息或者是回滚半消息成功之后，随后调用TransactionalMessageServiceImpl#deletePrepareMessage()删除半消息。

经过①~⑦的步骤，整个RocketMQ的事务消息流程也就结束了，但是这里有一个关键点还没有讲解，当半消息发送成功了，本地事务执行成功发送本地事务状态时发生了broker断电或者是本地事务状态没有发送成功时，该如何保证整个流程能够正常运行呢？答案就是broker端会在启动时启动一个定时任务区检查本地事务的状态，也就是方法：TransactionListener#checkLocalTransaction()。

也就是Broker端会向消息生产者发起事务回查，第一次回查后仍未获取到事务状态，则之后每隔一段时间会再次回查。此外，需要注意的是事务消息的生产组名称 ProducerGroupName不能随意设置。事务消息有回查机制，回查时Broker端如果发现原始生产者已经崩溃，则会联系同一生产者组的其他生产者实例回查本地事务执行情况以Commit或Rollback半事务消息。

参考

RocketMQ官网-事务消息发送

1. 简介

2. 实战

3. 原理分析

参考

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