问题回顾
某天下午,生产监控告警:消息积压,队列 xxx 消息数超过 100
;我第一时间想到的是应用服务是不是停了,但应用服务存活监控又没有告警,但我还是找值班运维同事帮忙确认了下,确认结果是服务的 6 个节点都是存活的,然后我又让运维确认了下队列的消费者情况,结果发现消费者列表中只有 2 个节点的消费者,其他 4 个节点的消费者不见了,所以消息消费不过来,导致了消息积压!
所以问题来了
那 4 个节点的注册的消费者为何消失?
但当务之急是解决消息积压的问题,所以让运维重启那 4 个节点的服务,消费者重新注册上,消息得以快速消费,消息积压告警得以恢复
生产问题虽暂时得以解决,但未找到根因,还是存在复发风险;下面就请大家跟随我的脚本,来看看我是如何排查的
问题排查
直接查 ERROR
级别的日志,很容易就能就找到了关键日志
Consumer thread error, thread abort.
以及异常堆栈
java.lang.OutOfMemoryError: Requested array size exceeds VM limit
at java.lang.StringCoding$StringEncoder.encode(StringCoding.java:300)
at java.lang.StringCoding.encode(StringCoding.java:344)
at java.lang.String.getBytes(String.java:918)
...
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Consumer thread error, thread abort 大家能看懂吧,就是字面意思
消费者线程错误,线程中止
消费者线程就是我们前面提到的队列消费者,一个队列消费者就是一个消费者线程,消费者线程中止那就意味着队列消费者中止,也就对应文章标题中的 消费者消失
;是不是离真相越来越近了?
OutOfMemoryError
是不是很熟悉,内存溢出嘛
OutOfMemoryError 表示 Java 虚拟机在堆内存中没有足够的空间来分配对象
问你们一个问题:OOM
一定会导致 JVM 退出吗,这个问题你们先思考,后面答案会揭晓
回到正题,从关键日志以及异常堆栈,我们是不是可以得出以下推测
OOM 会导致消费者线程中止
有了推测,那就去验证呗;我先给大家模拟下案例,基于 SpringBoot
,pom.xml
关键依赖
<dependencies>
<dependency>
<groupId>org.springframework.boot</groupId>
<artifactId>spring-boot-starter-amqp</artifactId>
</dependency>
<dependency>
<groupId>org.projectlombok</groupId>
<artifactId>lombok</artifactId>
</dependency>
</dependencies>
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配置文件 application.yml
server:
port: 8088
spring:
rabbitmq:
host: 192.168.2.118
port: 5672
username: admin
password: admin
virtual-host: /
listener:
simple:
acknowledge-mode: manual #设置确认模式手工确认
concurrency: 3 #消费者个数,线程个数
prefetch: 1
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RabbitMQ
配置 TaskRabbitConfig.java
package com.qsl.rabbit.config;
import com.qsl.rabbit.constant.Constant;
import com.qsl.rabbit.listener.TaskMessageListener;
import org.springframework.amqp.core.AcknowledgeMode;
import org.springframework.amqp.core.Binding;
import org.springframework.amqp.core.BindingBuilder;
import org.springframework.amqp.core.DirectExchange;
import org.springframework.amqp.core.Queue;
import org.springframework.amqp.rabbit.connection.ConnectionFactory;
import org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer;
import org.springframework.beans.factory.annotation.Value;
import org.springframework.context.annotation.Bean;
import org.springframework.context.annotation.Configuration;
/**
* @author: 青石路
*/
@Configuration
public class TaskRabbitConfig {
@Value("${spring.rabbitmq.listener.simple.concurrency:3}")
private int concurrency;
@Value("${spring.rabbitmq.listener.simple.prefetch:1}")
private int prefetch;
@Bean
public DirectExchange taskExchange() {
return new DirectExchange(Constant.TASK_EXCHANGE, true, false);
}
@Bean
public Queue taskQueue() {
return new Queue(Constant.TASK_QUEUE, true, false, false);
}
@Bean
public Binding bindingTaskQueue() {
return BindingBuilder.bind(taskQueue()).to(taskExchange()).with(Constant.TASK_QUEUE);
}
@Bean
public SimpleMessageListenerContainer taskMessageListenerContainer(ConnectionFactory connectionFactory) {
SimpleMessageListenerContainer container = new SimpleMessageListenerContainer();
container.setConnectionFactory(connectionFactory);
//设置确认模式手工确认
container.setAcknowledgeMode(AcknowledgeMode.MANUAL);
container.setQueueNames(Constant.TASK_QUEUE);
//消费者个数,线程个数
container.setConcurrentConsumers(concurrency);
//设置预处理个数
container.setPrefetchCount(prefetch);
container.setMessageListener(new TaskMessageListener());
return container;
}
}
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消息监听器 TaskMessageListener.java
/**
* @author: 青石路
*/
@Slf4j
public class TaskMessageListener implements ChannelAwareMessageListener {
@Override
public void onMessage(Message message, Channel channel) {
String content = new String(message.getBody(), StandardCharsets.UTF_8);
log.info("消费者接收到消息:{}", content);
handleTask(content);
try {
// 手动ACK
channel.basicAck(message.getMessageProperties().getDeliveryTag(), false);
} catch (IOException e) {
log.error("消息确认失败,异常:", e);
}
}
private void handleTask(String message) {
try {
// 业务处理
log.info("处理任务:{}", message);
log.info("任务处理完成");
} catch (Exception e) {
log.error("处理任务失败,异常:", e);
}
}
}
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业务处理的时候进行 Exception
捕获,并且手动确认消息,我相信你们平时都是这么用的,这难道有什么问题?我调整下 handleTask
方法
/**
* 业务处理
* @param message 消息内容
* @author: 青石路
*/
private void handleTask(String message) {
try {
// 业务处理
log.info("处理任务:{}", message);
int i = 3 / (message.length() % 10);
if (i == 1) {
throw new OutOfMemoryError("模拟内存溢出");
}
log.info("任务处理结果:{}", i);
} catch (Exception e) {
log.error("处理任务失败,异常:", e);
}
}
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启动服务后,队列消费者情况如下
发送消息 a
,日志输出如下
2024-09-22 20:15:55|taskMessageListenerContainer-2|com.qsl.rabbit.listener.TaskMessageListener|INFO|20|消费者接收到消息:a
2024-09-22 20:15:55|taskMessageListenerContainer-2|com.qsl.rabbit.listener.TaskMessageListener|INFO|37|处理任务:a
2024-09-22 20:15:55|taskMessageListenerContainer-2|com.qsl.rabbit.listener.TaskMessageListener|INFO|42|任务处理结果:3
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相当于业务正常处理;我们再发送消息 abcdefghij
,日志输出如下
2024-09-22 20:17:45|taskMessageListenerContainer-3|com.qsl.rabbit.listener.TaskMessageListener|INFO|20|消费者接收到消息:abcdefghij
2024-09-22 20:17:45|taskMessageListenerContainer-3|com.qsl.rabbit.listener.TaskMessageListener|INFO|37|处理任务:abcdefghij
2024-09-22 20:17:45|taskMessageListenerContainer-3|com.qsl.rabbit.listener.TaskMessageListener|ERROR|44|处理任务失败,异常:
java.lang.ArithmeticException: / by zero
at com.qsl.rabbit.listener.TaskMessageListener.handleTask(TaskMessageListener.java:38)
at com.qsl.rabbit.listener.TaskMessageListener.onMessage(TaskMessageListener.java:21)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.doInvokeListener(AbstractMessageListenerContainer.java:1591)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.actualInvokeListener(AbstractMessageListenerContainer.java:1510)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.invokeListener(AbstractMessageListenerContainer.java:1498)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.doExecuteListener(AbstractMessageListenerContainer.java:1489)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.executeListener(AbstractMessageListenerContainer.java:1433)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.doReceiveAndExecute(SimpleMessageListenerContainer.java:975)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.receiveAndExecute(SimpleMessageListenerContainer.java:921)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.access$1600(SimpleMessageListenerContainer.java:83)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer$AsyncMessageProcessingConsumer.mainLoop(SimpleMessageListenerContainer.java:1296)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer$AsyncMessageProcessingConsumer.run(SimpleMessageListenerContainer.java:1202)
at java.lang.Thread.run(Thread.java:748)
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被除数为 0,出现 ArithmeticException
相当于业务处理出现了 Exception
,而我们进行了 catch
,所以日志打印也符合我们的代码逻辑,也不会对消费者线程造成影响,队列消费者还是最初的那 3 个
我们发送消息 ab
,日志输出如下
2024-09-22 20:36:31|taskMessageListenerContainer-1|com.qsl.rabbit.listener.TaskMessageListener|INFO|20|消费者接收到消息:ab
2024-09-22 20:36:31|taskMessageListenerContainer-1|com.qsl.rabbit.listener.TaskMessageListener|INFO|37|处理任务:ab
2024-09-22 20:36:31|taskMessageListenerContainer-1|org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer|ERROR|1268|Consumer thread error, thread abort.
java.lang.OutOfMemoryError: 模拟内存溢出
at com.qsl.rabbit.listener.TaskMessageListener.handleTask(TaskMessageListener.java:40)
at com.qsl.rabbit.listener.TaskMessageListener.onMessage(TaskMessageListener.java:21)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.doInvokeListener(AbstractMessageListenerContainer.java:1591)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.actualInvokeListener(AbstractMessageListenerContainer.java:1510)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.invokeListener(AbstractMessageListenerContainer.java:1498)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.doExecuteListener(AbstractMessageListenerContainer.java:1489)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.executeListener(AbstractMessageListenerContainer.java:1433)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.doReceiveAndExecute(SimpleMessageListenerContainer.java:975)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.receiveAndExecute(SimpleMessageListenerContainer.java:921)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.access$1600(SimpleMessageListenerContainer.java:83)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer$AsyncMessageProcessingConsumer.mainLoop(SimpleMessageListenerContainer.java:1296)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer$AsyncMessageProcessingConsumer.run(SimpleMessageListenerContainer.java:1202)
at java.lang.Thread.run(Thread.java:748)
2024-09-22 20:36:31|taskMessageListenerContainer-2|com.qsl.rabbit.listener.TaskMessageListener|INFO|20|消费者接收到消息:ab
2024-09-22 20:36:31|taskMessageListenerContainer-2|com.qsl.rabbit.listener.TaskMessageListener|INFO|37|处理任务:ab
2024-09-22 20:36:31|taskMessageListenerContainer-2|org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer|ERROR|1268|Consumer thread error, thread abort.
java.lang.OutOfMemoryError: 模拟内存溢出
at com.qsl.rabbit.listener.TaskMessageListener.handleTask(TaskMessageListener.java:40)
at com.qsl.rabbit.listener.TaskMessageListener.onMessage(TaskMessageListener.java:21)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.doInvokeListener(AbstractMessageListenerContainer.java:1591)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.actualInvokeListener(AbstractMessageListenerContainer.java:1510)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.invokeListener(AbstractMessageListenerContainer.java:1498)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.doExecuteListener(AbstractMessageListenerContainer.java:1489)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.executeListener(AbstractMessageListenerContainer.java:1433)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.doReceiveAndExecute(SimpleMessageListenerContainer.java:975)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.receiveAndExecute(SimpleMessageListenerContainer.java:921)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.access$1600(SimpleMessageListenerContainer.java:83)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer$AsyncMessageProcessingConsumer.mainLoop(SimpleMessageListenerContainer.java:1296)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer$AsyncMessageProcessingConsumer.run(SimpleMessageListenerContainer.java:1202)
at java.lang.Thread.run(Thread.java:748)
2024-09-22 20:36:31|taskMessageListenerContainer-3|com.qsl.rabbit.listener.TaskMessageListener|INFO|20|消费者接收到消息:ab
2024-09-22 20:36:31|taskMessageListenerContainer-3|com.qsl.rabbit.listener.TaskMessageListener|INFO|37|处理任务:ab
2024-09-22 20:36:31|taskMessageListenerContainer-3|org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer|ERROR|1268|Consumer thread error, thread abort.
java.lang.OutOfMemoryError: 模拟内存溢出
at com.qsl.rabbit.listener.TaskMessageListener.handleTask(TaskMessageListener.java:40)
at com.qsl.rabbit.listener.TaskMessageListener.onMessage(TaskMessageListener.java:21)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.doInvokeListener(AbstractMessageListenerContainer.java:1591)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.actualInvokeListener(AbstractMessageListenerContainer.java:1510)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.invokeListener(AbstractMessageListenerContainer.java:1498)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.doExecuteListener(AbstractMessageListenerContainer.java:1489)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.executeListener(AbstractMessageListenerContainer.java:1433)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.doReceiveAndExecute(SimpleMessageListenerContainer.java:975)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.receiveAndExecute(SimpleMessageListenerContainer.java:921)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.access$1600(SimpleMessageListenerContainer.java:83)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer$AsyncMessageProcessingConsumer.mainLoop(SimpleMessageListenerContainer.java:1296)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer$AsyncMessageProcessingConsumer.run(SimpleMessageListenerContainer.java:1202)
at java.lang.Thread.run(Thread.java:748)
2024-09-22 20:36:31|taskMessageListenerContainer-1|org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer|ERROR|1415|Stopping container from aborted consumer
2024-09-22 20:36:31|taskMessageListenerContainer-1|org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer|INFO|646|Waiting for workers to finish.
2024-09-22 20:36:31|taskMessageListenerContainer-1|org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer|INFO|649|Successfully waited for workers to finish.
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可以看到,除了我们的业务日志,还有 spring
的日志;从日志可以看出,消息一共被消费了 3 次,但无一例外,都消费失败了,每次失败日志都包括
Consumer thread error, thread abort.
Stopping container from aborted consumer
我们再去看下队列消费者情况
我们把这个流程捋一捋
消费者线程 taskMessageListenerContainer-1 收到消息,业务处理的时候 OOM 了,Spring 中止该线程,消息未被手动确认,回到队列等待被消费消费者线程 taskMessageListenerContainer-2 收到消息,业务处理的时候又 OOM,Spring 中止该线程,消息未被手动确认,回到队列等待被消费消费者线程 taskMessageListenerContainer-3 收到消息,业务处理的时候扔 OOM,Spring 中止该线程,消息未被手动确认,回到队列等待被消费
全部的 3 个消费者线程都被 Spring 中止了,对应的 3 个队列消费者也就都无了,消息最终回到队列,等待下一个就绪的消费者消费
我们不是 catch 了 Exception 吗,为什么 OutOfMemoryError 还是向上抛给了 Spring ?
OutOfMemoryError 是 Error
,并不是 Exception
,所以我们的代码并不会捕获 OutOfMemoryError,继续往上抛给了 Spring,而
org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.AsyncMessageProcessingConsumer#run
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中有这么一段代码
publishConsumerFailedEvent
发布一个消费者失败事件,事件处理器收到该事件后会中止该线程;这里就不展开讲了,后续我再写一篇源码,给你们好好介绍下 Spring 的中止逻辑
至此,OutOfMemoryError 会导致消费者线程中止,大家都清楚了吧;细心的小伙伴可能会有这样的疑问了
照理来说,生产中 6 个节点的消费者线程不应该都被中止吗,为什么还剩 2 个节点的消费者?
这 2 个节点内存比较充足,所以 JVM 的堆内存配置的比较大,它们的消费者线程在处理消息的时候,并不会 OOM;而当天正好是业务人员在进行历史大数据量处理,几轮操作下来,把那 4 个内存比较小的节点的消费者全干没了,只剩下那 2 个内存比较大的节点的消费者了
根因其实是 OutOfMemoryError
,当前只知道是
com.fasterxml.jackson.databind.ObjectMapper#writeValueAsString
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这个方法导致的,具体原因还待进一步排查
问题处理
因为 OutOfMemoryError 的原因没找到,并且是在操作历史大数据量这种很少出现的场景中触发 OutOfMemoryError,也没有导致服务重启,所以暂定方式是将 ERROR 也捕获
/**
* 业务处理
* @param message 消息内容
* @author: 青石路
*/
private void handleTask(String message) {
try {
// 业务处理
log.info("处理任务:{}", message);
int i = 3 / (message.length() % 10);
if (i == 1) {
throw new OutOfMemoryError("模拟内存溢出");
}
log.info("任务处理结果:{}", i);
} catch (Exception | Error e) {
log.error("处理任务失败,异常:", e);
}
}
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重新启动服务,继续消费队列中那条未被消费的消息 ab
,此时日志输出如下
2024-09-22 21:38:57|taskMessageListenerContainer-2|com.qsl.rabbit.listener.TaskMessageListener|INFO|20|消费者接收到消息:ab
2024-09-22 21:38:57|taskMessageListenerContainer-2|com.qsl.rabbit.listener.TaskMessageListener|INFO|37|处理任务:ab
2024-09-22 21:38:57|taskMessageListenerContainer-2|com.qsl.rabbit.listener.TaskMessageListener|ERROR|44|处理任务失败,异常:
java.lang.OutOfMemoryError: 模拟内存溢出
at com.qsl.rabbit.listener.TaskMessageListener.handleTask(TaskMessageListener.java:40)
at com.qsl.rabbit.listener.TaskMessageListener.onMessage(TaskMessageListener.java:21)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.doInvokeListener(AbstractMessageListenerContainer.java:1591)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.actualInvokeListener(AbstractMessageListenerContainer.java:1510)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.invokeListener(AbstractMessageListenerContainer.java:1498)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.doExecuteListener(AbstractMessageListenerContainer.java:1489)
at org.springframework.amqp.rabbit.listener.AbstractMessageListenerContainer.executeListener(AbstractMessageListenerContainer.java:1433)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.doReceiveAndExecute(SimpleMessageListenerContainer.java:975)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.receiveAndExecute(SimpleMessageListenerContainer.java:921)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer.access$1600(SimpleMessageListenerContainer.java:83)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer$AsyncMessageProcessingConsumer.mainLoop(SimpleMessageListenerContainer.java:1296)
at org.springframework.amqp.rabbit.listener.SimpleMessageListenerContainer$AsyncMessageProcessingConsumer.run(SimpleMessageListenerContainer.java:1202)
at java.lang.Thread.run(Thread.java:748)
2024-09-22 21:38:57|main|com.qsl.rabbit.RabbitmqApplication|INFO|61|Started RabbitmqApplication in 1.045 seconds (JVM running for 1.515)
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虽然业务处理仍然失败,但只有符合我们代码逻辑的错误日志输出,并没有 Spring 的错误日志,此时队列消费者情况如下
当然,这只是缓兵之计,最终解决方案还是要分析 OOM 的原因,然后对症下药
总结
1、示例代码:spring-boot-rabbitmq
2、OOM 不一定会导致 JVM 退出,但是 SimpleMessageListenerContainer 会捕获它,然后中止当前线程,对应的队列消费者也就无了
3、业务代码 catch Error 虽说只是缓兵之计,但从健壮性考虑的话,也是一个不错的解决办法
4、但 OOM 的原因还得继续排查,然后对症下药,这才是最终解决之道
文章转载自:青石路
原文链接:https://www.cnblogs.com/youzhibing/p/18426017
体验地址:http://www.jnpfsoft.com/?from=infoq
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