一次線上mongo慢查詢問題排查處理記錄
一、簡(jiǎn)單介紹
mongo語句查詢條件中出現(xiàn)null或空串,可能會(huì)導(dǎo)致索引失效,查詢優(yōu)化器無法選擇正確的查詢計(jì)劃,出現(xiàn)慢查詢引起服務(wù)異常
mongo查詢的執(zhí)行計(jì)劃使用了LRU緩存,在很多種情況下會(huì)失效,導(dǎo)致重新選擇執(zhí)行計(jì)劃并緩存,供后續(xù)同類查詢直接使用;
服務(wù)開始時(shí)一直運(yùn)行正常,當(dāng)執(zhí)行計(jì)劃失效后,恰好出現(xiàn)null值的查詢導(dǎo)致選擇了錯(cuò)誤的執(zhí)行計(jì)劃并緩存,后續(xù)正常的查詢也會(huì)出現(xiàn)異常。
二、事件脈絡(luò)
1、起因
用戶中心收到業(yè)務(wù)方反饋,第三方登錄注冊(cè)出現(xiàn)頻繁dubbo調(diào)用超時(shí)。
org.apache.dubbo.rpc.RpcException: Failed to invoke the method loginWithThird in the service weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService. Tried 1 times of the providers [10.65.5.0:11090] (1/4) from the registry node1.zk.all.platform.wtc.hwhosts.com:2181 on the consumer 10.65.1.81 using the dubbo version 2.7.3-SNAPSHOT. Last error is: loginWithThird_2 failed and fallback failed. at org.apache.dubbo.rpc.cluster.support.FailoverClusterInvoker.doInvoke(FailoverClusterInvoker.java:113) at org.apache.dubbo.rpc.cluster.support.AbstractClusterInvoker.invoke(AbstractClusterInvoker.java:248) at org.apache.dubbo.rpc.cluster.support.wrapper.MockClusterInvoker.invoke(MockClusterInvoker.java:78) at org.apache.dubbo.rpc.proxy.InvokerInvocationHandler.invoke(InvokerInvocationHandler.java:55) at org.apache.dubbo.common.bytecode.proxy9.loginWithThird(proxy9.java) at weli.peanut.user.service.LoginService.loginAndRegister(LoginService.java:684) at weli.peanut.user.service.LoginService.loginByThirdPartyV2(LoginService.java:629) at weli.peanut.web.controller.api.UserLoginController.lambda$loginByThirdPartyV2$0(UserLoginController.java:113) at weli.peanut.common.controller.BaseController.resultForActionWithCat(BaseController.java:71) at weli.peanut.web.controller.api.UserLoginController.loginByThirdPartyV2(UserLoginController.java:113) at sun.reflect.GeneratedMethodAccessor2017.invoke(Unknown Source) at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43) at java.lang.reflect.Method.invoke(Method.java:498) at org.springframework.web.method.support.InvocableHandlerMethod.doInvoke(InvocableHandlerMethod.java:205) at org.springframework.web.method.support.InvocableHandlerMethod.invokeForRequest(InvocableHandlerMethod.java:133) at org.springframework.web.servlet.mvc.method.annotation.ServletInvocableHandlerMethod.invokeAndHandle(ServletInvocableHandlerMethod.java:116) at org.springframework.web.servlet.mvc.method.annotation.RequestMappingHandlerAdapter.invokeHandlerMethod(RequestMappingHandlerAdapter.java:827) at org.springframework.web.servlet.mvc.method.annotation.RequestMappingHandlerAdapter.handleInternal(RequestMappingHandlerAdapter.java:738) at org.springframework.web.servlet.mvc.method.AbstractHandlerMethodAdapter.handle(AbstractHandlerMethodAdapter.java:85) at org.springframework.web.servlet.DispatcherServlet.doDispatch(DispatcherServlet.java:963) at org.springframework.web.servlet.DispatcherServlet.doService(DispatcherServlet.java:897) at org.springframework.web.servlet.FrameworkServlet.processRequest(FrameworkServlet.java:970) at org.springframework.web.servlet.FrameworkServlet.doPost(FrameworkServlet.java:872) at javax.servlet.http.HttpServlet.service(HttpServlet.java:646) at org.springframework.web.servlet.FrameworkServlet.service(FrameworkServlet.java:846) at javax.servlet.http.HttpServlet.service(HttpServlet.java:727) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:303) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:208) at org.apache.tomcat.websocket.server.WsFilter.doFilter(WsFilter.java:52) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:241) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:208) at org.springframework.web.filter.CharacterEncodingFilter.doFilterInternal(CharacterEncodingFilter.java:197) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:241) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:208) at org.apache.catalina.core.StandardWrapperValve.invoke(StandardWrapperValve.java:220) at org.apache.catalina.core.StandardContextValve.invoke(StandardContextValve.java:122) at org.apache.catalina.authenticator.AuthenticatorBase.invoke(AuthenticatorBase.java:501) at org.apache.catalina.core.StandardHostValve.invoke(StandardHostValve.java:170) at org.apache.catalina.valves.ErrorReportValve.invoke(ErrorReportValve.java:98) at org.apache.catalina.core.StandardEngineValve.invoke(StandardEngineValve.java:116) at org.apache.catalina.connector.CoyoteAdapter.service(CoyoteAdapter.java:408) at org.apache.coyote.http11.AbstractHttp11Processor.process(AbstractHttp11Processor.java:1040) at org.apache.coyote.AbstractProtocol$AbstractConnectionHandler.process(AbstractProtocol.java:607) at org.apache.tomcat.util.net.NioEndpoint$SocketProcessor.doRun(NioEndpoint.java:1721) at org.apache.tomcat.util.net.NioEndpoint$SocketProcessor.run(NioEndpoint.java:1679) at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149) at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624) at java.lang.Thread.run(Thread.java:748) Caused by: com.netflix.hystrix.exception.HystrixRuntimeException: loginWithThird_2 failed and fallback failed. at com.netflix.hystrix.AbstractCommand$22.call(AbstractCommand.java:818) at com.netflix.hystrix.AbstractCommand$22.call(AbstractCommand.java:793) at rx.internal.operators.OperatorOnErrorResumeNextViaFunction$4.onError(OperatorOnErrorResumeNextViaFunction.java:140) at rx.internal.operators.OnSubscribeDoOnEach$DoOnEachSubscriber.onError(OnSubscribeDoOnEach.java:87) at rx.internal.operators.OnSubscribeDoOnEach$DoOnEachSubscriber.onError(OnSubscribeDoOnEach.java:87) at com.netflix.hystrix.AbstractCommand$DeprecatedOnFallbackHookApplication$1.onError(AbstractCommand.java:1454) at com.netflix.hystrix.AbstractCommand$FallbackHookApplication$1.onError(AbstractCommand.java:1379) at rx.internal.operators.OnSubscribeDoOnEach$DoOnEachSubscriber.onError(OnSubscribeDoOnEach.java:87) at rx.observers.Subscribers$5.onError(Subscribers.java:230) at rx.internal.operators.OnSubscribeThrow.call(OnSubscribeThrow.java:44) at rx.internal.operators.OnSubscribeThrow.call(OnSubscribeThrow.java:28) at rx.Observable.unsafeSubscribe(Observable.java:10151) at rx.internal.operators.OnSubscribeDefer.call(OnSubscribeDefer.java:51) at rx.internal.operators.OnSubscribeDefer.call(OnSubscribeDefer.java:35) at rx.Observable.unsafeSubscribe(Observable.java:10151) at rx.internal.operators.OnSubscribeDoOnEach.call(OnSubscribeDoOnEach.java:41) at rx.internal.operators.OnSubscribeDoOnEach.call(OnSubscribeDoOnEach.java:30) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:48) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:30) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:48) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:30) at rx.Observable.unsafeSubscribe(Observable.java:10151) at rx.internal.operators.OnSubscribeDoOnEach.call(OnSubscribeDoOnEach.java:41) at rx.internal.operators.OnSubscribeDoOnEach.call(OnSubscribeDoOnEach.java:30) at rx.Observable.unsafeSubscribe(Observable.java:10151) at rx.internal.operators.OnSubscribeDoOnEach.call(OnSubscribeDoOnEach.java:41) at rx.internal.operators.OnSubscribeDoOnEach.call(OnSubscribeDoOnEach.java:30) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:48) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:30) at rx.Observable.unsafeSubscribe(Observable.java:10151) at rx.internal.operators.OnSubscribeDoOnEach.call(OnSubscribeDoOnEach.java:41) at rx.internal.operators.OnSubscribeDoOnEach.call(OnSubscribeDoOnEach.java:30) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:48) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:30) at rx.Observable.unsafeSubscribe(Observable.java:10151) at rx.internal.operators.OperatorOnErrorResumeNextViaFunction$4.onError(OperatorOnErrorResumeNextViaFunction.java:142) at rx.internal.operators.OnSubscribeDoOnEach$DoOnEachSubscriber.onError(OnSubscribeDoOnEach.java:87) at rx.internal.operators.OnSubscribeDoOnEach$DoOnEachSubscriber.onError(OnSubscribeDoOnEach.java:87) at rx.internal.operators.OperatorSubscribeOn$1$1.onError(OperatorSubscribeOn.java:59) at rx.observers.Subscribers$5.onError(Subscribers.java:230) at rx.internal.operators.OnSubscribeDoOnEach$DoOnEachSubscriber.onError(OnSubscribeDoOnEach.java:87) at rx.observers.Subscribers$5.onError(Subscribers.java:230) at com.netflix.hystrix.AbstractCommand$DeprecatedOnRunHookApplication$1.onError(AbstractCommand.java:1413) at com.netflix.hystrix.AbstractCommand$ExecutionHookApplication$1.onError(AbstractCommand.java:1344) at rx.observers.Subscribers$5.onError(Subscribers.java:230) at rx.observers.Subscribers$5.onError(Subscribers.java:230) at rx.internal.operators.OnSubscribeThrow.call(OnSubscribeThrow.java:44) at rx.internal.operators.OnSubscribeThrow.call(OnSubscribeThrow.java:28) at rx.Observable.unsafeSubscribe(Observable.java:10151) at rx.internal.operators.OnSubscribeDefer.call(OnSubscribeDefer.java:51) at rx.internal.operators.OnSubscribeDefer.call(OnSubscribeDefer.java:35) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:48) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:30) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:48) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:30) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:48) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:30) at rx.Observable.unsafeSubscribe(Observable.java:10151) at rx.internal.operators.OnSubscribeDefer.call(OnSubscribeDefer.java:51) at rx.internal.operators.OnSubscribeDefer.call(OnSubscribeDefer.java:35) at rx.Observable.unsafeSubscribe(Observable.java:10151) at rx.internal.operators.OnSubscribeDoOnEach.call(OnSubscribeDoOnEach.java:41) at rx.internal.operators.OnSubscribeDoOnEach.call(OnSubscribeDoOnEach.java:30) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:48) at rx.internal.operators.OnSubscribeLift.call(OnSubscribeLift.java:30) at rx.Observable.unsafeSubscribe(Observable.java:10151) at rx.internal.operators.OperatorSubscribeOn$1.call(OperatorSubscribeOn.java:94) at com.netflix.hystrix.strategy.concurrency.HystrixContexSchedulerAction$1.call(HystrixContexSchedulerAction.java:56) at com.netflix.hystrix.strategy.concurrency.HystrixContexSchedulerAction$1.call(HystrixContexSchedulerAction.java:47) at com.netflix.hystrix.strategy.concurrency.HystrixContexSchedulerAction.call(HystrixContexSchedulerAction.java:69) at rx.internal.schedulers.ScheduledAction.run(ScheduledAction.java:55) at java.util.concurrent.Executors$RunnableAdapter.call(Executors.java:511) at java.util.concurrent.FutureTask.run(FutureTask.java:266) ... 3 more Caused by: java.lang.RuntimeException: org.apache.dubbo.rpc.RpcException: Invoke remote method timeout. method: loginWithThird, provider: dubbo://10.65.5.0:11090/weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService?anyhost=true&application=peanut-admin&bean.name=weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService&check=false&deprecated=false&dubbo=2.0.2&dynamic=true&generic=false&interface=weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService&lazy=false&loadbalance=leastactive&methods=logout,sendSms,loginWithVisitor,loginWithThird,loginWithPhone,loginWithThirdBindPhone&pid=1®ister=true®ister.ip=10.65.1.81&release=2.7.3-SNAPSHOT&remote.application=wormhole-api&retries=0&revision=1.1.11-SNAPSHOT&side=consumer&sticky=false&timeout=5000×tamp=1647332146309, cause: org.apache.dubbo.remoting.TimeoutException: Waiting server-side response timeout by scan timer. start time: 2022-03-15 20:33:31.937, end time: 2022-03-15 20:33:36.968, client elapsed: 0 ms, server elapsed: 5031 ms, timeout: 5000 ms, request: Request [id=690506, version=2.0.2, twoway=true, event=false, broken=false, data=RpcInvocation [methodName=loginWithThird, parameterTypes=[class weli.wormhole.rpc.user.center.model.LoginWithThirdRequest, class weli.wormhole.rpc.user.center.model.LoginCommonParam], arguments=[LoginWithThirdRequest(accessToken=54_y3n-YsttdKOklr_X-mbjRgKAKROLDKfx3PV23zAQHmBvmT3zVliFp9mWodHSUEcKgNnJGC4AP_bAOX-2ZSSsfCHfNM5wfjbJDyiQh-sCjFQ, openId=ofrsY6xraPjv9augA9L2kUIB0-Fk, unionId=null, code=null, type=WX, nickName=null, headImgurl=null, sex=null, skipPhoneBind=1), LoginCommonParam(channel=vivo, ip=null, verName=null, platform=null, deviceId=null, imei=null, app=peanut, subApp=peanut, dfId=DUE_59hD2L9BBgukNR3Jv2DjnW00iRtU8z0eRFVFXzU5aEQyTDlCQmd1a05SM0p2MkRqblcwMGlSdFU4ejBlc2h1, idfa=null, mac=null, oaid=null, androidId=null)], attachments={path=weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService, interface=weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService, version=0.0.0, timeout=5000}]], channel: /10.65.1.81:35450 -> /10.65.5.0:11090 at suishen.esb.hystrix.dubbo.DubboHystrixCommand.run(DubboHystrixCommand.java:93) at suishen.esb.hystrix.dubbo.DubboHystrixCommand.run(DubboHystrixCommand.java:12) at com.netflix.hystrix.HystrixCommand$2.call(HystrixCommand.java:301) at com.netflix.hystrix.HystrixCommand$2.call(HystrixCommand.java:297) at rx.internal.operators.OnSubscribeDefer.call(OnSubscribeDefer.java:46) ... 26 more Caused by: org.apache.dubbo.rpc.RpcException: Invoke remote method timeout. method: loginWithThird, provider: dubbo://10.65.5.0:11090/weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService?anyhost=true&application=peanut-admin&bean.name=weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService&check=false&deprecated=false&dubbo=2.0.2&dynamic=true&generic=false&interface=weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService&lazy=false&loadbalance=leastactive&methods=logout,sendSms,loginWithVisitor,loginWithThird,loginWithPhone,loginWithThirdBindPhone&pid=1®ister=true®ister.ip=10.65.1.81&release=2.7.3-SNAPSHOT&remote.application=wormhole-api&retries=0&revision=1.1.11-SNAPSHOT&side=consumer&sticky=false&timeout=5000×tamp=1647332146309, cause: org.apache.dubbo.remoting.TimeoutException: Waiting server-side response timeout by scan timer. start time: 2022-03-15 20:33:31.937, end time: 2022-03-15 20:33:36.968, client elapsed: 0 ms, server elapsed: 5031 ms, timeout: 5000 ms, request: Request [id=690506, version=2.0.2, twoway=true, event=false, broken=false, data=RpcInvocation [methodName=loginWithThird, parameterTypes=[class weli.wormhole.rpc.user.center.model.LoginWithThirdRequest, class weli.wormhole.rpc.user.center.model.LoginCommonParam], arguments=[LoginWithThirdRequest(accessToken=54_y3n-YsttdKOklr_X-mbjRgKAKROLDKfx3PV23zAQHmBvmT3zVliFp9mWodHSUEcKgNnJGC4AP_bAOX-2ZSSsfCHfNM5wfjbJDyiQh-sCjFQ, openId=ofrsY6xraPjv9augA9L2kUIB0-Fk, unionId=null, code=null, type=WX, nickName=null, headImgurl=null, sex=null, skipPhoneBind=1), LoginCommonParam(channel=vivo, ip=null, verName=null, platform=null, deviceId=null, imei=null, app=peanut, subApp=peanut, dfId=DUE_59hD2L9BBgukNR3Jv2DjnW00iRtU8z0eRFVFXzU5aEQyTDlCQmd1a05SM0p2MkRqblcwMGlSdFU4ejBlc2h1, idfa=null, mac=null, oaid=null, androidId=null)], attachments={path=weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService, interface=weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService, version=0.0.0, timeout=5000}]], channel: /10.65.1.81:35450 -> /10.65.5.0:11090 at org.apache.dubbo.rpc.protocol.AsyncToSyncInvoker.invoke(AsyncToSyncInvoker.java:63) at org.apache.dubbo.rpc.listener.ListenerInvokerWrapper.invoke(ListenerInvokerWrapper.java:78) at com.alibaba.dubbo.rpc.Invoker$CompatibleInvoker.invoke(Invoker.java:55) at suishen.esb.hystrix.dubbo.DubboHystrixCommand.run(DubboHystrixCommand.java:84) ... 30 more Caused by: java.util.concurrent.ExecutionException: org.apache.dubbo.remoting.TimeoutException: Waiting server-side response timeout by scan timer. start time: 2022-03-15 20:33:31.937, end time: 2022-03-15 20:33:36.968, client elapsed: 0 ms, server elapsed: 5031 ms, timeout: 5000 ms, request: Request [id=690506, version=2.0.2, twoway=true, event=false, broken=false, data=RpcInvocation [methodName=loginWithThird, parameterTypes=[class weli.wormhole.rpc.user.center.model.LoginWithThirdRequest, class weli.wormhole.rpc.user.center.model.LoginCommonParam], arguments=[LoginWithThirdRequest(accessToken=54_y3n-YsttdKOklr_X-mbjRgKAKROLDKfx3PV23zAQHmBvmT3zVliFp9mWodHSUEcKgNnJGC4AP_bAOX-2ZSSsfCHfNM5wfjbJDyiQh-sCjFQ, openId=ofrsY6xraPjv9augA9L2kUIB0-Fk, unionId=null, code=null, type=WX, nickName=null, headImgurl=null, sex=null, skipPhoneBind=1), LoginCommonParam(channel=vivo, ip=null, verName=null, platform=null, deviceId=null, imei=null, app=peanut, subApp=peanut, dfId=DUE_59hD2L9BBgukNR3Jv2DjnW00iRtU8z0eRFVFXzU5aEQyTDlCQmd1a05SM0p2MkRqblcwMGlSdFU4ejBlc2h1, idfa=null, mac=null, oaid=null, androidId=null)], attachments={path=weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService, interface=weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService, version=0.0.0, timeout=5000}]], channel: /10.65.1.81:35450 -> /10.65.5.0:11090 at java.util.concurrent.CompletableFuture.reportGet(CompletableFuture.java:357) at java.util.concurrent.CompletableFuture.get(CompletableFuture.java:1915) at org.apache.dubbo.rpc.protocol.AsyncToSyncInvoker.invoke(AsyncToSyncInvoker.java:56) ... 33 more Caused by: org.apache.dubbo.remoting.TimeoutException: Waiting server-side response timeout by scan timer. start time: 2022-03-15 20:33:31.937, end time: 2022-03-15 20:33:36.968, client elapsed: 0 ms, server elapsed: 5031 ms, timeout: 5000 ms, request: Request [id=690506, version=2.0.2, twoway=true, event=false, broken=false, data=RpcInvocation [methodName=loginWithThird, parameterTypes=[class weli.wormhole.rpc.user.center.model.LoginWithThirdRequest, class weli.wormhole.rpc.user.center.model.LoginCommonParam], arguments=[LoginWithThirdRequest(accessToken=54_y3n-YsttdKOklr_X-mbjRgKAKROLDKfx3PV23zAQHmBvmT3zVliFp9mWodHSUEcKgNnJGC4AP_bAOX-2ZSSsfCHfNM5wfjbJDyiQh-sCjFQ, openId=ofrsY6xraPjv9augA9L2kUIB0-Fk, unionId=null, code=null, type=WX, nickName=null, headImgurl=null, sex=null, skipPhoneBind=1), LoginCommonParam(channel=vivo, ip=null, verName=null, platform=null, deviceId=null, imei=null, app=peanut, subApp=peanut, dfId=DUE_59hD2L9BBgukNR3Jv2DjnW00iRtU8z0eRFVFXzU5aEQyTDlCQmd1a05SM0p2MkRqblcwMGlSdFU4ejBlc2h1, idfa=null, mac=null, oaid=null, androidId=null)], attachments={path=weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService, interface=weli.wormhole.rpc.user.center.api.ILoginNeedPhoneService, version=0.0.0, timeout=5000}]], channel: /10.65.1.81:35450 -> /10.65.5.0:11090 at org.apache.dubbo.remoting.exchange.support.DefaultFuture.doReceived(DefaultFuture.java:189) at org.apache.dubbo.remoting.exchange.support.DefaultFuture.received(DefaultFuture.java:153) at org.apache.dubbo.remoting.exchange.support.DefaultFuture$TimeoutCheckTask.run(DefaultFuture.java:252) at org.apache.dubbo.common.timer.HashedWheelTimer$HashedWheelTimeout.expire(HashedWheelTimer.java:648) at org.apache.dubbo.common.timer.HashedWheelTimer$HashedWheelBucket.expireTimeouts(HashedWheelTimer.java:727) at org.apache.dubbo.common.timer.HashedWheelTimer$Worker.run(HashedWheelTimer.java:449) ... 1 more
2、排查處理
a、查詢用戶中心cat監(jiān)控,確認(rèn)用戶中心是否收到請(qǐng)求且正常響應(yīng)。
當(dāng)前狀態(tài):
正常狀態(tài):
對(duì)比結(jié)果:
用戶中心已收到正常請(qǐng)求,排除客戶端調(diào)用問題;
用戶中心當(dāng)前響應(yīng)時(shí)間異常高出平常的響應(yīng)時(shí)間,判斷為用戶中心內(nèi)部業(yè)務(wù)處理出現(xiàn)問題。
b、查看kibana日志,發(fā)現(xiàn)無異常日志;
c、使用Arthas診斷工具,監(jiān)控業(yè)務(wù)調(diào)用鏈各部分耗時(shí)情況;
定位原因?yàn)閙ongo查詢慢導(dǎo)致整體業(yè)務(wù)處理超時(shí)。
d、分析mongo查詢語句,查看索引情況
public User getUserByDfId(String dfId, String app) { Criteria criteria = Criteria.where("userBindInfo.dfId").is(dfId).and("app").is(app).and("status").is(1); return this.mongoTemplate.findOne(Query.query(criteria), User.class); }
db.getCollection('wormhole_user').getIndexes(); [ { "v" : 1, "key" : { "app" : 1 }, "name" : "app", "ns" : "wormhole.wormhole_user", "background" : true }, { "v" : 1, "key" : { "userBindInfo.dfId" : 1 }, "name" : "userBindInfo.dfId", "ns" : "wormhole.wormhole_user", "background" : true }, ... (其余不關(guān)注索引已刪除) ]
“userBindInfo.dfId”字段存在索引,查詢語句也無明顯異常。
e、查看華為云后臺(tái)mongo慢日志
{ "op": "query", "ns": "wormhole.wormhole_user", "command": { "find": "wormhole_user", "filter": { "userBindInfo.dfId": "DUQmN3QLpLRwC8PNe1joT_9SDRrzazT4cUc5RFVRbU4zUUxwTFJ3QzhQTmUxam9UXzlTRFJyemF6VDRjVWM1c2h1", "app": "maybe", "status": 1 }, "ntoreturn": -1 }, "keysExamined": 1870039, "docsExamined": 1870039, "cursorExhausted": true, "numYield": 14836, "nreturned": 0, "locks": { "Global": { "acquireCou
通過慢日志發(fā)現(xiàn),mongo并未使用“userBindInfo.dfId”作為索引查詢條件,而是使用了“app”作為索引查詢條件。
初步認(rèn)為索引匹配度不夠,mongo沒正確使用索引。
f、新增聯(lián)合索引,提高索引匹配度,查詢時(shí)間恢復(fù)正常,接口恢復(fù)正常。
db.getCollection("wormhole_user").createIndex({ "userBindInfo.dfId": 1, "app": 1, "status": 1 }, { name: "idx_user_app_userBindInfo.dfId", background: true });
3、問題分析
a、explain()語句分析
db.getCollection('wormhole_user').find({"userBindInfo.dfId": "DUqTmV8lQcInjzWtuyJuAntkbRi5_YZ3yHd9RFVxVG1WOGxRY0luanpXdHV5SnVBbnRrYlJpNV9ZWjN5SGQ5c2h1", "app": "maybe", "status": 1}).explain(); { "queryPlanner" : { "plannerVersion" : 1, "namespace" : "wormhole.wormhole_user", "indexFilterSet" : false, "parsedQuery" : { "$and" : [ { "app" : {"$eq" : "maybe" } }, { "status" : {"$eq" : 1.0 } }, { "userBindInfo.dfId" : {"$eq" : "DUqTmV8lQcInjzWtuyJuAntkbRi5_YZ3yHd9RFVxVG1WOGxRY0luanpXdHV5SnVBbnRrYlJpNV9ZWjN5SGQ5c2h1" } } ] }, "winningPlan" : { "stage" : "FETCH", "filter" : { "$and" : [ {"app" : { "$eq" : "maybe"} }, {"status" : { "$eq" : 1.0} } ] }, "inputStage" : { "stage" : "IXSCAN", "keyPattern" : { "userBindInfo.dfId" : 1 }, "indexName" : "userBindInfo.dfId", "isMultiKey" : false, "multiKeyPaths" : { "userBindInfo.dfId" : [] }, "isUnique" : false, "isSparse" : false, "isPartial" : false, "indexVersion" : 1, "direction" : "forward", "indexBounds" : { "userBindInfo.dfId" : [ "[\"DUqTmV8lQcInjzWtuyJuAntkbRi5_YZ3yHd9RFVxVG1WOGxRY0luanpXdHV5SnVBbnRrYlJpNV9ZWjN5SGQ5c2h1\", \"DUqTmV8lQcInjzWtuyJuAntkbRi5_YZ3yHd9RFVxVG1WOGxRY0luanpXdHV5SnVBbnRrYlJpNV9ZWjN5SGQ5c2h1\"]" ] } } }, "rejectedPlans" : [ { "stage" : "FETCH", "filter" : { "$and" : [ { "status" : { "$eq" : 1.0 }}, { "userBindInfo.dfId" : { "$eq" : "DUqTmV8lQcInjzWtuyJuAntkbRi5_YZ3yHd9RFVxVG1WOGxRY0luanpXdHV5SnVBbnRrYlJpNV9ZWjN5SGQ5c2h1" }} ] }, "inputStage" : { "stage" : "IXSCAN", "keyPattern" : {"app" : 1 }, "indexName" : "app", "isMultiKey" : false, "multiKeyPaths" : {"app" : [] }, "isUnique" : false, "isSparse" : false, "isPartial" : false, "indexVersion" : 1, "direction" : "forward", "indexBounds" : {"app" : [ "[\"maybe\", \"maybe\"]"] } } }, { "stage" : "FETCH", "filter" : { "$and" : [ { "app" : { "$eq" : "maybe" }}, { "userBindInfo.dfId" : { "$eq" : "DUqTmV8lQcInjzWtuyJuAntkbRi5_YZ3yHd9RFVxVG1WOGxRY0luanpXdHV5SnVBbnRrYlJpNV9ZWjN5SGQ5c2h1" }}, { "status" : { "$eq" : 1.0 }} ] }, "inputStage" : { "stage" : "AND_SORTED", "inputStages" : [ { "stage" : "IXSCAN", "keyPattern" : { "app" : 1 }, "indexName" : "app", "isMultiKey" : false, "multiKeyPaths" : { "app" : [] }, "isUnique" : false, "isSparse" : false, "isPartial" : false, "indexVersion" : 1, "direction" : "forward", "indexBounds" : { "app" : [ "[\"maybe\", \"maybe\"]" ] }}, { "stage" : "IXSCAN", "keyPattern" : { "userBindInfo.dfId" : 1 }, "indexName" : "userBindInfo.dfId", "isMultiKey" : false, "multiKeyPaths" : { "userBindInfo.dfId" : [] }, "isUnique" : false, "isSparse" : false, "isPartial" : false, "indexVersion" : 1, "direction" : "forward", "indexBounds" : { "userBindInfo.dfId" : [ "[\"DUqTmV8lQcInjzWtuyJuAntkbRi5_YZ3yHd9RFVxVG1WOGxRY0luanpXdHV5SnVBbnRrYlJpNV9ZWjN5SGQ5c2h1\", \"DUqTmV8lQcInjzWtuyJuAntkbRi5_YZ3yHd9RFVxVG1WOGxRY0luanpXdHV5SnVBbnRrYlJpNV9ZWjN5SGQ5c2h1\"]" ] }} ] } } ] }, "serverInfo" : { "host" : "host-192-168-10-163", "port" : 27017, "version" : "4.0.3", "gitVersion" : "0ead8608f9d151a199b05117bcc79ccb8d5f44a0" }, "ok" : 1.0, "operationTime" : Timestamp(1647486920, 2), "$clusterTime" : { "clusterTime" : Timestamp(1647486920, 2), "signature" : { "hash" : { "$binary" : "ylTAtLK6mVpNwDt7PTGwNST/9z4=", "$type" : "00" }, "keyId" : NumberLong(7031512438860152835) } } }
- 發(fā)現(xiàn)mongo執(zhí)行計(jì)劃選擇正確,這正好解釋了服務(wù)在之前很長(zhǎng)的一段時(shí)間內(nèi)都是正常的原因;
- mongo慢日志中的執(zhí)行計(jì)劃卻選擇錯(cuò)誤,表明有什么原因?qū)е铝薽ongo執(zhí)行計(jì)劃的選擇發(fā)生了變更。
b、文檔查詢
- MongoDB 查詢優(yōu)化器會(huì)緩存最有效的查詢計(jì)劃,關(guān)聯(lián)的計(jì)劃緩存條目會(huì)用于具有相同查詢形狀的后續(xù)查詢;
- 計(jì)劃緩存會(huì)出現(xiàn)刷新:
- MongoDB重啟;
- 索引或者集合的刪除添加更新等操作;
- 最近最少使用 (LRU) 緩存替換機(jī)制清除最近最少訪問的緩存條目。
結(jié)論:之前使用了計(jì)劃緩存服務(wù)正常,到了某一時(shí)刻,計(jì)劃緩存失效,MongoDB重新選擇計(jì)劃,此時(shí)選擇了錯(cuò)誤的計(jì)劃并緩存,導(dǎo)致后續(xù)查詢?nèi)砍霈F(xiàn)問題
c、查詢首次出現(xiàn)的慢日志
{ "op":"query", "ns":"wormhole.wormhole_user", "command":{ "find":"wormhole_user", "filter":{ "userBindInfo.dfId":null, "app":"cybercat", "status":1 }, "ntoreturn":-1 }, "keysExamined":872550, "docsExamined":872550, "fromMultiPlanner":true, "replanned":true, "cursorExhausted":true, "numYield":13785, "nreturned":0, "locks":{ "Global":{ "acquireCou
發(fā)現(xiàn)查詢條件中出現(xiàn)了null值,本地再次分析:
db.getCollection('wormhole_user').find({"userBindInfo.dfId": null, "app": "maybe", "status": 1}).explain(); { "queryPlanner" : { "plannerVersion" : 1, "namespace" : "wormhole.wormhole_user", "indexFilterSet" : false, "parsedQuery" : { "$and" : [ { "app" : {"$eq" : "maybe" } }, { "status" : {"$eq" : 1.0 } }, { "userBindInfo.dfId" : {"$eq" : null } } ] }, "winningPlan" : { "stage" : "FETCH", "filter" : { "$and" : [ {"status" : { "$eq" : 1.0} }, {"userBindInfo.dfId" : { "$eq" : null} } ] }, "inputStage" : { "stage" : "IXSCAN", "keyPattern" : { "app" : 1 }, "indexName" : "app", "isMultiKey" : false, "multiKeyPaths" : { "app" : [] }, "isUnique" : false, "isSparse" : false, "isPartial" : false, "indexVersion" : 1, "direction" : "forward", "indexBounds" : { "app" : [ "[\"maybe\", \"maybe\"]" ] } } }, "rejectedPlans" : [ { "stage" : "FETCH", "filter" : { "$and" : [ { "userBindInfo.dfId" : { "$eq" : null }}, { "app" : { "$eq" : "maybe" }}, { "status" : { "$eq" : 1.0 }} ] }, "inputStage" : { "stage" : "IXSCAN", "keyPattern" : {"userBindInfo.dfId" : 1 }, "indexName" : "userBindInfo.dfId", "isMultiKey" : false, "multiKeyPaths" : {"userBindInfo.dfId" : [] }, "isUnique" : false, "isSparse" : false, "isPartial" : false, "indexVersion" : 1, "direction" : "forward", "indexBounds" : {"userBindInfo.dfId" : [ "[undefined, undefined]", "[null, null]"] } } } ] }, "serverInfo" : { "host" : "host-192-168-10-163", "port" : 27017, "version" : "4.0.3", "gitVersion" : "0ead8608f9d151a199b05117bcc79ccb8d5f44a0" }, "ok" : 1.0, "operationTime" : Timestamp(1647489666, 1), "$clusterTime" : { "clusterTime" : Timestamp(1647489666, 1), "signature" : { "hash" : { "$binary" : "1KJI3aoz2QbOwTKlbkNl9SmWLzw=", "$type" : "00" }, "keyId" : NumberLong(7031512438860152835) } } }
結(jié)果與線上表現(xiàn)一致
4、回顧
緊急處理時(shí),直接創(chuàng)建了一個(gè)新的索引,導(dǎo)致了計(jì)劃緩存失效,重新選擇計(jì)劃并緩存,所以服務(wù)恢復(fù)了正常。
三、總結(jié)
- 避免空值的查詢;
- 盡可能的使用explain()分析各種不同的查詢情況;
- 可以使用mongo提供的PlanCache相關(guān)功能,查看計(jì)劃緩存情況;
- 可使用hint()推薦查詢索引。
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