推荐订阅源

1、现象

-|2019-11-14 11:50:01.095|ERROR|TID:2254.3964.15737033664569521|DubboServerHandler-192.168.58.20:10880-thread-317|c.s.c.s.p.StoreSkuRpcServiceImpl.selectStoreSkuByOneId:67-查询店铺商品信息出错,skuId=28190648
org.springframework.dao.QueryTimeoutException: Redis command timed out; nested exception is io.lettuce.core.RedisCommandTimeoutException: Command timed out after 6 second(s)
    at org.springframework.data.redis.connection.lettuce.LettuceExceptionConverter.convert(LettuceExceptionConverter.java:70)
    at org.springframework.data.redis.connection.lettuce.LettuceExceptionConverter.convert(LettuceExceptionConverter.java:41)
    at org.springframework.data.redis.PassThroughExceptionTranslationStrategy.translate(PassThroughExceptionTranslationStrategy.java:44)
    at org.springframework.data.redis.FallbackExceptionTranslationStrategy.translate(FallbackExceptionTranslationStrategy.java:42)
    at org.springframework.data.redis.connection.lettuce.LettuceConnection.convertLettuceAccessException(LettuceConnection.java:268)
    at org.springframework.data.redis.connection.lettuce.LettuceStringCommands.convertLettuceAccessException(LettuceStringCommands.java:799)
    at org.springframework.data.redis.connection.lettuce.LettuceStringCommands.get(LettuceStringCommands.java:68)
    at org.springframework.data.redis.connection.DefaultedRedisConnection.get(DefaultedRedisConnection.java:253)
    at sun.reflect.GeneratedMethodAccessor229.invoke(Unknown Source)
    at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
    at java.lang.reflect.Method.invoke(Method.java:498)
    at org.springframework.data.redis.core.CloseSuppressingInvocationHandler.invoke(CloseSuppressingInvocationHandler.java:61)
    at com.sun.proxy.$Proxy188.get(Unknown Source)
    at com.xxx.chaos.server.common.redis.XxxRedisTemplate$11.doInRedis(XxxRedisTemplate.java:288)
    at org.springframework.data.redis.core.RedisTemplate.execute(RedisTemplate.java:224)
    at org.springframework.data.redis.core.RedisTemplate.execute(RedisTemplate.java:184)
    at org.springframework.data.redis.core.RedisTemplate.execute(RedisTemplate.java:171)
    at com.sexxcoo.chaos.server.common.redis.XxxRedisTemplate.get(XxxRedisTemplate.java:285)
    at com.xxx.chaos.server.common.redis.XxxRedisTemplate.gets(XxxRedisTemplate.java:308)
    at com.xxx.chaos.server.common.redis.XxxRedisTemplate.multiGet2Map(XxxRedisTemplate.java:376)
    at com.xxx.chaos.server.service.impl.StoreSkuServiceImpl.selectStoreSkuBySkuId(StoreSkuServiceImpl.java:47)
    at com.xxx.chaos.server.service.impl.StoreSkuServiceImpl$$FastClassBySpringCGLIB$$c1612837.invoke(<generated>)
    at org.springframework.cglib.proxy.MethodProxy.invoke(MethodProxy.java:218)
    at org.springframework.aop.framework.CglibAopProxy$CglibMethodInvocation.invokeJoinpoint(CglibAopProxy.java:749)
    at org.springframework.aop.framework.ReflectiveMethodInvocation.proceed(ReflectiveMethodInvocation.java:163)
    at org.springframework.aop.interceptor.ExposeInvocationInterceptor.invoke(ExposeInvocationInterceptor.java:93)
    at org.springframework.aop.framework.ReflectiveMethodInvocation.proceed(ReflectiveMethodInvocation.java:186)
    at org.springframework.aop.framework.CglibAopProxy$DynamicAdvisedInterceptor.intercept(CglibAopProxy.java:688)
    at com.xxx.chaos.server.service.impl.StoreSkuServiceImpl$$EnhancerBySpringCGLIB$$d569daea.selectStoreSkuBySkuId(<generated>)
    at com.xxx.chaos.server.provider.StoreSkuRpcServiceImpl.selectStoreSkuByOneId(StoreSkuRpcServiceImpl.java:62)
    at com.alibaba.dubbo.common.bytecode.Wrapper6.invokeMethod(Wrapper6.java)
    at com.alibaba.dubbo.rpc.proxy.javassist.JavassistProxyFactory$1.doInvoke(JavassistProxyFactory.java:47)
    at com.alibaba.dubbo.rpc.proxy.AbstractProxyInvoker.invoke(AbstractProxyInvoker.java:76)
    at com.alibaba.dubbo.config.invoker.DelegateProviderMetaDataInvoker.invoke(DelegateProviderMetaDataInvoker.java:52)
    at com.alibaba.dubbo.rpc.protocol.InvokerWrapper.invoke(InvokerWrapper.java:56)
    at com.alibaba.dubbo.rpc.filter.ExceptionFilter.invoke(ExceptionFilter.java:62)
    at com.alibaba.dubbo.rpc.protocol.ProtocolFilterWrapper$1.invoke(ProtocolFilterWrapper.java:72)
    at com.alibaba.csp.sentinel.adapter.dubbo.SentinelDubboProviderFilter.invoke(SentinelDubboProviderFilter.java:66)
    at com.alibaba.dubbo.rpc.protocol.ProtocolFilterWrapper$1.invoke(ProtocolFilterWrapper.java:72)
    at com.alibaba.dubbo.monitor.support.MonitorFilter.invoke$original$b6dOrsVO(MonitorFilter.java:75)
    at com.alibaba.dubbo.monitor.support.MonitorFilter.invoke$original$b6dOrsVO$accessor$6uvazkPi(MonitorFilter.java)
    at com.alibaba.dubbo.monitor.support.MonitorFilter$auxiliary$BaEkbyx9.call(Unknown Source)
    at org.apache.skywalking.apm.agent.core.plugin.interceptor.enhance.InstMethodsInter.intercept(InstMethodsInter.java:93)
    at com.alibaba.dubbo.monitor.support.MonitorFilter.invoke(MonitorFilter.java)
    at com.alibaba.dubbo.rpc.protocol.ProtocolFilterWrapper$1.invoke(ProtocolFilterWrapper.java:72)
    at com.alibaba.dubbo.rpc.filter.TimeoutFilter.invoke(TimeoutFilter.java:42)
    at com.alibaba.dubbo.rpc.protocol.ProtocolFilterWrapper$1.invoke(ProtocolFilterWrapper.java:72)
    at com.alibaba.dubbo.rpc.protocol.dubbo.filter.TraceFilter.invoke(TraceFilter.java:78)
    at com.alibaba.dubbo.rpc.protocol.ProtocolFilterWrapper$1.invoke(ProtocolFilterWrapper.java:72)
    at com.alibaba.dubbo.rpc.filter.ContextFilter.invoke(ContextFilter.java:72)
    at com.alibaba.dubbo.rpc.protocol.ProtocolFilterWrapper$1.invoke(ProtocolFilterWrapper.java:72)
    at com.alibaba.dubbo.rpc.filter.GenericFilter.invoke(GenericFilter.java:131)
    at com.alibaba.dubbo.rpc.protocol.ProtocolFilterWrapper$1.invoke(ProtocolFilterWrapper.java:72)
    at com.alibaba.dubbo.rpc.filter.ClassLoaderFilter.invoke(ClassLoaderFilter.java:38)
    at com.alibaba.dubbo.rpc.protocol.ProtocolFilterWrapper$1.invoke(ProtocolFilterWrapper.java:72)
    at com.alibaba.dubbo.rpc.filter.EchoFilter.invoke(EchoFilter.java:38)
    at com.alibaba.dubbo.rpc.protocol.ProtocolFilterWrapper$1.invoke(ProtocolFilterWrapper.java:72)
    at com.alibaba.dubbo.rpc.protocol.dubbo.DubboProtocol$1.reply(DubboProtocol.java:103)
    at com.alibaba.dubbo.remoting.exchange.support.header.HeaderExchangeHandler.handleRequest(HeaderExchangeHandler.java:96)
    at com.alibaba.dubbo.remoting.exchange.support.header.HeaderExchangeHandler.received(HeaderExchangeHandler.java:172)
    at com.alibaba.dubbo.remoting.transport.DecodeHandler.received(DecodeHandler.java:51)
    at com.alibaba.dubbo.remoting.transport.dispatcher.ChannelEventRunnable.run(ChannelEventRunnable.java:80)
    at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
    at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
    at java.lang.Thread.run(Thread.java:748)
Caused by: io.lettuce.core.RedisCommandTimeoutException: Command timed out after 6 second(s)
    at io.lettuce.core.ExceptionFactory.createTimeoutException(ExceptionFactory.java:51)
    at io.lettuce.core.LettuceFutures.awaitOrCancel(LettuceFutures.java:114)
    at io.lettuce.core.cluster.ClusterFutureSyncInvocationHandler.handleInvocation(ClusterFutureSyncInvocationHandler.java:123)
    at io.lettuce.core.internal.AbstractInvocationHandler.invoke(AbstractInvocationHandler.java:80)
    at com.sun.proxy.$Proxy187.get(Unknown Source)
    at org.springframework.data.redis.connection.lettuce.LettuceStringCommands.get(LettuceStringCommands.java:66)
    ... 58 common frames omitted

2、通过 falcon、及grafana监控，发现应用与redis系统资源压力正常

3、由于间歇出现，然后查看GC 情况

应用FullGC了且时间持续12.8s，时间点也刚好与报警异常时间对上，基本确认 FullGC原因引起

4、由于多环境混合部署（阿里云docker+IDC），然后查看了一下 docker 节点应用情况

查看发现 IDC 与 docker 节点的 GC 差异较大，docker节点对应gc时间都在>100ms，而 idc基本都< 100ms，

 （1）请教了秋伟大神，sudo /usr/local/jdk1.8.0_131/bin/jstack pid | grep 'Paralle'

idc 结果为2，而 docker 里为96个，恰巧 docker 宿主机的cpu 配置未96，难道应用拿到的是宿主机的 cpu 核数？

（2）然后验证了一下 dubbo io线程sudo /usr/local/jdk1.8.0_131/bin/jstack 7004 | grep 'New I/O server worker'，IDC 为3，docker 里为37，基本确认应该是这个引起的差异；

（3）于是配置了-XX:ParallelGCThreads=2 -XX:ConcGCThreads=2 上线后，容器的 gc线程数据与 idc 一致，且时间也缩短了。到此基本确定差异原因就是docker 节点获取的是宿主机资源导致，

（4）请教运维小伙伴后给出终极方案：但此配置需要 jdk版本>1.8.0_191，之前版本只能1.容器资源隔离2.使用-XX:ParallelGCThreads=2 -XX:ConcGCThreads=2，内存可以由-Xms, -Xmx限制，但这种方法不能避免很多Java库根据availableProcessors()来做相应逻辑处理

 5）其实这个问题一早las遇到过（项目基于 openresty 里面有 nginx 配置文件），其中worker_processes  auto导致 openresty nginx woker 起了96个，这在4C8G 的 docker 节点上运行性能很差，后来运维部署用模板替换掉了 auto 配置项

5、总结

https://www.robberphex.com/java-and-docker-memory-and-cpu-limits/