本篇內(nèi)容主要講解“如何使用 Arthas 排查 SpringBoot 無故耗時(shí)的 Bug”,感興趣的朋友不妨來看看。本文介紹的方法操作簡(jiǎn)單快捷,實(shí)用性強(qiáng)。下面就讓小編來帶大家學(xué)習(xí)“如何使用 Arthas 排查 SpringBoot 無故耗時(shí)的 Bug”吧!
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公司有個(gè)渠道系統(tǒng),專門對(duì)接三方渠道使用,沒有什么業(yè)務(wù)邏輯,主要是轉(zhuǎn)換報(bào)文和參數(shù)校驗(yàn)之類的工作,起著一個(gè)承上啟下的作用。
最近在優(yōu)化接口的響應(yīng)時(shí)間,優(yōu)化了代碼之后,但是時(shí)間還是達(dá)不到要求;有一個(gè)詭異的 100ms 左右的耗時(shí)問題,在接口中打印了請(qǐng)求處理時(shí)間后,和調(diào)用方的響應(yīng)時(shí)間還有差了 100ms 左右。比如程序里記錄 150ms,但是調(diào)用方等待時(shí)間卻為 250ms 左右。
下面記錄下當(dāng)時(shí)詳細(xì)的定位 & 解決流程(其實(shí)解決很簡(jiǎn)單,關(guān)鍵在于怎么定位并找到解決問題的方法)。
渠道系統(tǒng)是一個(gè)常見的 Spring-boot web 工程,使用了集成的 tomcat。分析了代碼之后,發(fā)現(xiàn)并沒有特殊的地方,沒有特殊的過濾器或者攔截器,所以初步排除是業(yè)務(wù)代碼問題。
出現(xiàn)這個(gè)問題之后,首先確認(rèn)了下接口的調(diào)用流程。由于是內(nèi)部測(cè)試,所以調(diào)用流程較少。
Nginx -反向代理-> 渠道系統(tǒng)
公司是云服務(wù)器,網(wǎng)絡(luò)走的也是云的內(nèi)網(wǎng)。由于不明確問題的原因,所以用排除法,首先確認(rèn)服務(wù)器網(wǎng)絡(luò)是否有問題。
先確認(rèn)發(fā)送端到 Nginx Host 是否有問題:
[jboss@VM_0_139_centos ~]$ ping 10.0.0.139 PING 10.0.0.139 (10.0.0.139) 56(84) bytes of data. 64 bytes from 10.0.0.139: icmp_seq=1 ttl=64 time=0.029 ms 64 bytes from 10.0.0.139: icmp_seq=2 ttl=64 time=0.041 ms 64 bytes from 10.0.0.139: icmp_seq=3 ttl=64 time=0.040 ms 64 bytes from 10.0.0.139: icmp_seq=4 ttl=64 time=0.040 ms
從 ping 結(jié)果上看,發(fā)送端到 Nginx 主機(jī)的延遲是無問題的,接下來查看 Nginx 到渠道系統(tǒng)的網(wǎng)絡(luò)。
# 由于日志是沒問題的,這里直接復(fù)制上面日志了 [jboss@VM_0_139_centos ~]$ ping 10.0.0.139 PING 10.0.0.139 (10.0.0.139) 56(84) bytes of data. 64 bytes from 10.0.0.139: icmp_seq=1 ttl=64 time=0.029 ms 64 bytes from 10.0.0.139: icmp_seq=2 ttl=64 time=0.041 ms 64 bytes from 10.0.0.139: icmp_seq=3 ttl=64 time=0.040 ms 64 bytes from 10.0.0.139: icmp_seq=4 ttl=64 time=0.040 ms
從 ping 結(jié)果上看,Nginx 到渠道系統(tǒng)服務(wù)器網(wǎng)絡(luò)延遲也是沒問題的。
既然網(wǎng)絡(luò)看似沒問題,那么可以繼續(xù)排除法,砍掉 Nginx,客戶端直接再渠道系統(tǒng)的服務(wù)器上,通過回環(huán)地址(localhost)直連,避免經(jīng)過網(wǎng)卡/DNS,縮小問題范圍看看能否復(fù)現(xiàn)(這個(gè)應(yīng)用和地址是我后期模擬的,測(cè)試的是一個(gè)空接口):
[jboss@VM_10_91_centos tmp]$ curl -w "@curl-time.txt" http://127.0.0.1:7744/send success http: 200 dns: 0.001s redirect: 0.000s time_connect: 0.001s time_appconnect: 0.000s time_pretransfer: 0.001s time_starttransfer: 0.073s size_download: 7bytes speed_download: 95.000B/s ---------- time_total: 0.073s 請(qǐng)求總耗時(shí)
從 curl 日志上看,通過回環(huán)地址調(diào)用一個(gè)空接口耗時(shí)也有 73ms。這就奇怪了,跳過了中間所有調(diào)用節(jié)點(diǎn)(包括過濾器 & 攔截器之類),直接請(qǐng)求應(yīng)用一個(gè)空接口,都有 73ms 的耗時(shí),再請(qǐng)求一次看看:
[jboss@VM_10_91_centos tmp]$ curl -w "@curl-time.txt" http://127.0.0.1:7744/send success http: 200 dns: 0.001s redirect: 0.000s time_connect: 0.001s time_appconnect: 0.000s time_pretransfer: 0.001s time_starttransfer: 0.003s size_download: 7bytes speed_download: 2611.000B/s ---------- time_total: 0.003s
更奇怪的是,第二次請(qǐng)求耗時(shí)就正常了,變成了 3ms。經(jīng)查閱資料,linux curl 是默認(rèn)開啟 http keep-alive的(Keep-Alive 的介紹可以參考我的另一篇文章)。就算不開啟 keep-alive,每次重新 handshake,也不至于需要 70ms。
經(jīng)過不斷分析測(cè)試發(fā)現(xiàn),連續(xù)請(qǐng)求的話時(shí)間就會(huì)很短,每次請(qǐng)求只需要幾毫秒,但是如果隔一段時(shí)間再請(qǐng)求,就會(huì)花費(fèi) 70ms 以上。
從這個(gè)現(xiàn)象猜想,可能是某些緩存機(jī)制導(dǎo)致的,連續(xù)請(qǐng)求因?yàn)橛芯彺妫运俣瓤欤瑫r(shí)間長(zhǎng)緩存失效后導(dǎo)致時(shí)間長(zhǎng)。
那么這個(gè)問題點(diǎn)到底在哪一層呢?tomcat 層還是 spring-webmvc 呢?
光猜想定位不了問題,還是得實(shí)際測(cè)試一下,把渠道系統(tǒng)的代碼放到本地 IDE 里啟動(dòng)測(cè)試能否復(fù)現(xiàn)。
但是導(dǎo)入本地 IDE 后,在 IDE 中啟動(dòng)后并不能復(fù)現(xiàn)問題,并沒有 70+ms 的延遲問題。這下頭疼了,本地?zé)o法復(fù)現(xiàn),不能 Debug,由于問題點(diǎn)不在業(yè)務(wù)代碼,也不能通過加日志的方式來 Debug。
這時(shí)候可以祭出神器 Arthas 了。
Arthas 是 Alibaba 開源的 Java 診斷工具,深受開發(fā)者喜愛。當(dāng)你遇到以下類似問題而束手無策時(shí),Arthas 可以幫助你解決:
這個(gè)類從哪個(gè) jar 包加載的?為什么會(huì)報(bào)各種類相關(guān)的 Exception?
我改的代碼為什么沒有執(zhí)行到?難道是我沒 commit?分支搞錯(cuò)了?
遇到問題無法在線上 debug,難道只能通過加日志再重新發(fā)布嗎?
線上遇到某個(gè)用戶的數(shù)據(jù)處理有問題,但線上同樣無法 debug,線下無法重現(xiàn)!
是否有一個(gè)全局視角來查看系統(tǒng)的運(yùn)行狀況?
有什么辦法可以監(jiān)控到 JVM 的實(shí)時(shí)運(yùn)行狀態(tài)?
······
上面是 Arthas 的官方簡(jiǎn)介,這次我只需要用他的一個(gè)小功能 trace。動(dòng)態(tài)計(jì)算方法調(diào)用路徑和時(shí)間,這樣就可以定位時(shí)間在哪個(gè)地方被消耗了。
trace 方法內(nèi)部調(diào)用路徑,并輸出方法路徑上的每個(gè)節(jié)點(diǎn)上耗時(shí)。
trace 命令能主動(dòng)搜索 class-pattern/method-pattern 。
對(duì)應(yīng)的方法調(diào)用路徑,渲染和統(tǒng)計(jì)整個(gè)調(diào)用鏈路上的所有性能開銷和追蹤調(diào)用鏈路。
有了神器,那么該追蹤什么方法呢?由于我對(duì) Tomcat 源碼不是很熟,所以只能從 spring mvc 下手,先來 trace 一下 spring mvc 的入口:
[arthas@24851]$ trace org.springframework.web.servlet.DispatcherServlet * Press Q or Ctrl+C to abort. Affect(class-cnt:1 , method-cnt:44) cost in 508 ms. `---ts=2019-09-14 21:07:44;thread_name=http-nio-7744-exec-2;id=11;is_daemon=true;priority=5;TCCL=org.springframework.boot.web.embedded.tomcat.TomcatEmbeddedWebappClassLoader@7c136917 `---[2.952142ms] org.springframework.web.servlet.DispatcherServlet:buildLocaleContext() `---ts=2019-09-14 21:07:44;thread_name=http-nio-7744-exec-2;id=11;is_daemon=true;priority=5;TCCL=org.springframework.boot.web.embedded.tomcat.TomcatEmbeddedWebappClassLoader@7c136917 `---[18.08903ms] org.springframework.web.servlet.DispatcherServlet:doService() +---[0.041346ms] org.apache.commons.logging.Log:isDebugEnabled() #889 +---[0.022398ms] org.springframework.web.util.WebUtils:isIncludeRequest() #898 +---[0.014904ms] org.springframework.web.servlet.DispatcherServlet:getWebApplicationContext() #910 +---[1.071879ms] javax.servlet.http.HttpServletRequest:setAttribute() #910 +---[0.020977ms] javax.servlet.http.HttpServletRequest:setAttribute() #911 +---[0.017073ms] javax.servlet.http.HttpServletRequest:setAttribute() #912 +---[0.218277ms] org.springframework.web.servlet.DispatcherServlet:getThemeSource() #913 | `---[0.137568ms] org.springframework.web.servlet.DispatcherServlet:getThemeSource() | `---[min=0.00783ms,max=0.014251ms,total=0.022081ms,count=2] org.springframework.web.servlet.DispatcherServlet:getWebApplicationContext() #782 +---[0.019363ms] javax.servlet.http.HttpServletRequest:setAttribute() #913 +---[0.070694ms] org.springframework.web.servlet.FlashMapManager:retrieveAndUpdate() #916 +---[0.01839ms] org.springframework.web.servlet.FlashMap:<init>() #920 +---[0.016943ms] javax.servlet.http.HttpServletRequest:setAttribute() #920 +---[0.015268ms] javax.servlet.http.HttpServletRequest:setAttribute() #921 +---[15.050124ms] org.springframework.web.servlet.DispatcherServlet:doDispatch() #925 | `---[14.943477ms] org.springframework.web.servlet.DispatcherServlet:doDispatch() | +---[0.019135ms] org.springframework.web.context.request.async.WebAsyncUtils:getAsyncManager() #953 | +---[2.108373ms] org.springframework.web.servlet.DispatcherServlet:checkMultipart() #960 | | `---[2.004436ms] org.springframework.web.servlet.DispatcherServlet:checkMultipart() | | `---[1.890845ms] org.springframework.web.multipart.MultipartResolver:isMultipart() #1117 | +---[2.054361ms] org.springframework.web.servlet.DispatcherServlet:getHandler() #964 | | `---[1.961963ms] org.springframework.web.servlet.DispatcherServlet:getHandler() | | +---[0.02051ms] java.util.List:iterator() #1183 | | +---[min=0.003805ms,max=0.009641ms,total=0.013446ms,count=2] java.util.Iterator:hasNext() #1183 | | +---[min=0.003181ms,max=0.009751ms,total=0.012932ms,count=2] java.util.Iterator:next() #1183 | | +---[min=0.005841ms,max=0.015308ms,total=0.021149ms,count=2] org.apache.commons.logging.Log:isTraceEnabled() #1184 | | `---[min=0.474739ms,max=1.19145ms,total=1.666189ms,count=2] org.springframework.web.servlet.HandlerMapping:getHandler() #1188 | +---[0.013071ms] org.springframework.web.servlet.HandlerExecutionChain:getHandler() #971 | +---[0.372236ms] org.springframework.web.servlet.DispatcherServlet:getHandlerAdapter() #971 | | `---[0.280073ms] org.springframework.web.servlet.DispatcherServlet:getHandlerAdapter() | | +---[0.004804ms] java.util.List:iterator() #1224 | | +---[0.003668ms] java.util.Iterator:hasNext() #1224 | | +---[0.003038ms] java.util.Iterator:next() #1224 | | +---[0.006451ms] org.apache.commons.logging.Log:isTraceEnabled() #1225 | | `---[0.012683ms] org.springframework.web.servlet.HandlerAdapter:supports() #1228 | +---[0.012848ms] javax.servlet.http.HttpServletRequest:getMethod() #974 | +---[0.013132ms] java.lang.String:equals() #975 | +---[0.003025ms] org.springframework.web.servlet.HandlerExecutionChain:getHandler() #977 | +---[0.008095ms] org.springframework.web.servlet.HandlerAdapter:getLastModified() #977 | +---[0.006596ms] org.apache.commons.logging.Log:isDebugEnabled() #978 | +---[0.018024ms] org.springframework.web.context.request.ServletWebRequest:<init>() #981 | +---[0.017869ms] org.springframework.web.context.request.ServletWebRequest:checkNotModified() #981 | +---[0.038542ms] org.springframework.web.servlet.HandlerExecutionChain:applyPreHandle() #986 | +---[0.00431ms] org.springframework.web.servlet.HandlerExecutionChain:getHandler() #991 | +---[4.248493ms] org.springframework.web.servlet.HandlerAdapter:handle() #991 | +---[0.014805ms] org.springframework.web.context.request.async.WebAsyncManager:isConcurrentHandlingStarted() #993 | +---[1.444994ms] org.springframework.web.servlet.DispatcherServlet:applyDefaultViewName() #997 | | `---[0.067631ms] org.springframework.web.servlet.DispatcherServlet:applyDefaultViewName() | +---[0.012027ms] org.springframework.web.servlet.HandlerExecutionChain:applyPostHandle() #998 | +---[0.373997ms] org.springframework.web.servlet.DispatcherServlet:processDispatchResult() #1008 | | `---[0.197004ms] org.springframework.web.servlet.DispatcherServlet:processDispatchResult() | | +---[0.007074ms] org.apache.commons.logging.Log:isDebugEnabled() #1075 | | +---[0.005467ms] org.springframework.web.context.request.async.WebAsyncUtils:getAsyncManager() #1081 | | +---[0.004054ms] org.springframework.web.context.request.async.WebAsyncManager:isConcurrentHandlingStarted() #1081 | | `---[0.011988ms] org.springframework.web.servlet.HandlerExecutionChain:triggerAfterCompletion() #1087 | `---[0.004015ms] org.springframework.web.context.request.async.WebAsyncManager:isConcurrentHandlingStarted() #1018 +---[0.005055ms] org.springframework.web.context.request.async.WebAsyncUtils:getAsyncManager() #928 `---[0.003422ms] org.springframework.web.context.request.async.WebAsyncManager:isConcurrentHandlingStarted() #928
[jboss@VM_10_91_centos tmp]$ curl -w "@curl-time.txt" http://127.0.0.1:7744/send success http: 200 dns: 0.001s redirect: 0.000s time_connect: 0.001s time_appconnect: 0.000s time_pretransfer: 0.001s time_starttransfer: 0.115s size_download: 7bytes speed_download: 60.000B/s ---------- time_total: 0.115s
本次調(diào)用,調(diào)用端時(shí)間花費(fèi) 115 ms,但是從 arthas trace 上看,spring mvc 只消耗了 18ms,那么剩下的 97ms 去哪了呢?
本地測(cè)試后已經(jīng)可以排除 spring mvc 的問題了,最后也是唯一可能出問題的點(diǎn)就是 tomcat。
可是本人并不熟悉 tomcat 中的源碼,就連請(qǐng)求入口都不清楚,tomcat 里需要 trace 的類都不好找。。。
不過沒關(guān)系,有神器 Arthas,可以通過 stack 命令來反向查找調(diào)用路徑,以org.springframework.web.servlet.DispatcherServlet 作為參數(shù):
stack 輸出當(dāng)前方法被調(diào)用的調(diào)用路徑。
很多時(shí)候我們都知道一個(gè)方法被執(zhí)行,但這個(gè)方法被執(zhí)行的路徑非常多,或者你根本就不知道這個(gè)方法是從那里被執(zhí)行了,此時(shí)你需要的是 stack 命令。
[arthas@24851]$ stack org.springframework.web.servlet.DispatcherServlet * Press Q or Ctrl+C to abort. Affect(class-cnt:1 , method-cnt:44) cost in 495 ms. ts=2019-09-14 21:15:19;thread_name=http-nio-7744-exec-5;id=14;is_daemon=true;priority=5;TCCL=org.springframework.boot.web.embedded.tomcat.TomcatEmbeddedWebappClassLoader@7c136917 @org.springframework.web.servlet.FrameworkServlet.processRequest() at org.springframework.web.servlet.FrameworkServlet.doGet(FrameworkServlet.java:866) at javax.servlet.http.HttpServlet.service(HttpServlet.java:635) at org.springframework.web.servlet.FrameworkServlet.service(FrameworkServlet.java:851) at javax.servlet.http.HttpServlet.service(HttpServlet.java:742) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:231) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:166) at org.apache.tomcat.websocket.server.WsFilter.doFilter(WsFilter.java:52) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:193) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:166) at org.springframework.web.filter.RequestContextFilter.doFilterInternal(RequestContextFilter.java:99) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:193) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:166) at org.springframework.web.filter.HttpPutFormContentFilter.doFilterInternal(HttpPutFormContentFilter.java:109) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:193) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:166) at org.springframework.web.filter.HiddenHttpMethodFilter.doFilterInternal(HiddenHttpMethodFilter.java:81) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:193) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:166) at org.springframework.web.filter.CharacterEncodingFilter.doFilterInternal(CharacterEncodingFilter.java:200) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:193) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:166) at org.apache.catalina.core.StandardWrapperValve.invoke(StandardWrapperValve.java:198) at org.apache.catalina.core.StandardContextValve.invoke(StandardContextValve.java:96) at org.apache.catalina.authenticator.AuthenticatorBase.invoke(AuthenticatorBase.java:496) at org.apache.catalina.core.StandardHostValve.invoke(StandardHostValve.java:140) at org.apache.catalina.valves.ErrorReportValve.invoke(ErrorReportValve.java:81) at org.apache.catalina.core.StandardEngineValve.invoke(StandardEngineValve.java:87) at org.apache.catalina.connector.CoyoteAdapter.service(CoyoteAdapter.java:342) at org.apache.coyote.http11.Http11Processor.service(Http11Processor.java:803) at org.apache.coyote.AbstractProcessorLight.process(AbstractProcessorLight.java:66) at org.apache.coyote.AbstractProtocol$ConnectionHandler.process(AbstractProtocol.java:790) at org.apache.tomcat.util.net.NioEndpoint$SocketProcessor.doRun(NioEndpoint.java:1468) at org.apache.tomcat.util.net.SocketProcessorBase.run(SocketProcessorBase.java:49) at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149) at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624) at org.apache.tomcat.util.threads.TaskThread$WrappingRunnable.run(TaskThread.java:61) at java.lang.Thread.run(Thread.java:748) ts=2019-09-14 21:15:19;thread_name=http-nio-7744-exec-5;id=14;is_daemon=true;priority=5;TCCL=org.springframework.boot.web.embedded.tomcat.TomcatEmbeddedWebappClassLoader@7c136917 @org.springframework.web.servlet.DispatcherServlet.doService() at org.springframework.web.servlet.FrameworkServlet.processRequest(FrameworkServlet.java:974) at org.springframework.web.servlet.FrameworkServlet.doGet(FrameworkServlet.java:866) at javax.servlet.http.HttpServlet.service(HttpServlet.java:635) at org.springframework.web.servlet.FrameworkServlet.service(FrameworkServlet.java:851) at javax.servlet.http.HttpServlet.service(HttpServlet.java:742) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:231) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:166) at org.apache.tomcat.websocket.server.WsFilter.doFilter(WsFilter.java:52) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:193) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:166) at org.springframework.web.filter.RequestContextFilter.doFilterInternal(RequestContextFilter.java:99) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:193) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:166) at org.springframework.web.filter.HttpPutFormContentFilter.doFilterInternal(HttpPutFormContentFilter.java:109) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:193) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:166) at org.springframework.web.filter.HiddenHttpMethodFilter.doFilterInternal(HiddenHttpMethodFilter.java:81) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:193) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:166) at org.springframework.web.filter.CharacterEncodingFilter.doFilterInternal(CharacterEncodingFilter.java:200) at org.springframework.web.filter.OncePerRequestFilter.doFilter(OncePerRequestFilter.java:107) at org.apache.catalina.core.ApplicationFilterChain.internalDoFilter(ApplicationFilterChain.java:193) at org.apache.catalina.core.ApplicationFilterChain.doFilter(ApplicationFilterChain.java:166) at org.apache.catalina.core.StandardWrapperValve.invoke(StandardWrapperValve.java:198) at org.apache.catalina.core.StandardContextValve.invoke(StandardContextValve.java:96) at org.apache.catalina.authenticator.AuthenticatorBase.invoke(AuthenticatorBase.java:496) at org.apache.catalina.core.StandardHostValve.invoke(StandardHostValve.java:140) at org.apache.catalina.valves.ErrorReportValve.invoke(ErrorReportValve.java:81) at org.apache.catalina.core.StandardEngineValve.invoke(StandardEngineValve.java:87) at org.apache.catalina.connector.CoyoteAdapter.service(CoyoteAdapter.java:342) at org.apache.coyote.http11.Http11Processor.service(Http11Processor.java:803) at org.apache.coyote.AbstractProcessorLight.process(AbstractProcessorLight.java:66) at org.apache.coyote.AbstractProtocol$ConnectionHandler.process(AbstractProtocol.java:790) at org.apache.tomcat.util.net.NioEndpoint$SocketProcessor.doRun(NioEndpoint.java:1468) at org.apache.tomcat.util.net.SocketProcessorBase.run(SocketProcessorBase.java:49) at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1149) at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:624) at org.apache.tomcat.util.threads.TaskThread$WrappingRunnable.run(TaskThread.java:61) at java.lang.Thread.run(Thread.java:748)
從 stack 日志上可以很直觀的看出 DispatchServlet 的調(diào)用棧,那么這么長(zhǎng)的路徑,該 trace 哪個(gè)類呢(這里跳過 spring mvc 中的過濾器的 trace 過程,實(shí)際排查的時(shí)候也 trace 了一遍,但這詭異的時(shí)間消耗不是由這里過濾器產(chǎn)生的)?有一定經(jīng)驗(yàn)的老司機(jī)從名字上大概也能猜出來從哪里下手比較好,那就是org.apache.coyote.http11.Http11Processor.service,從名字上看,http1.1 處理器,這可能是一個(gè)比較好的切入點(diǎn)。下面來 trace 一下:
[arthas@24851]$ trace org.apache.coyote.http11.Http11Processor service Press Q or Ctrl+C to abort. Affect(class-cnt:1 , method-cnt:1) cost in 269 ms. `---ts=2019-09-14 21:22:51;thread_name=http-nio-7744-exec-8;id=17;is_daemon=true;priority=5;TCCL=org.springframework.boot.loader.LaunchedURLClassLoader@20ad9418 `---[131.650285ms] org.apache.coyote.http11.Http11Processor:service() +---[0.036851ms] org.apache.coyote.Request:getRequestProcessor() #667 +---[0.009986ms] org.apache.coyote.RequestInfo:setStage() #668 +---[0.008928ms] org.apache.coyote.http11.Http11Processor:setSocketWrapper() #671 +---[0.013236ms] org.apache.coyote.http11.Http11InputBuffer:init() #672 +---[0.00981ms] org.apache.coyote.http11.Http11OutputBuffer:init() #673 +---[min=0.00213ms,max=0.007317ms,total=0.009447ms,count=2] org.apache.coyote.http11.Http11Processor:getErrorState() #683 +---[min=0.002098ms,max=0.008888ms,total=0.010986ms,count=2] org.apache.coyote.ErrorState:isError() #683 +---[min=0.002448ms,max=0.007149ms,total=0.009597ms,count=2] org.apache.coyote.http11.Http11Processor:isAsync() #683 +---[min=0.002399ms,max=0.00852ms,total=0.010919ms,count=2] org.apache.tomcat.util.net.AbstractEndpoint:isPaused() #683 +---[min=0.033587ms,max=0.11832ms,total=0.151907ms,count=2] org.apache.coyote.http11.Http11InputBuffer:parseRequestLine() #687 +---[0.005384ms] org.apache.tomcat.util.net.AbstractEndpoint:isPaused() #695 +---[0.007924ms] org.apache.coyote.Request:getMimeHeaders() #702 +---[0.006744ms] org.apache.tomcat.util.net.AbstractEndpoint:getMaxHeaderCount() #702 +---[0.012574ms] org.apache.tomcat.util.http.MimeHeaders:setLimit() #702 +---[0.14319ms] org.apache.coyote.http11.Http11InputBuffer:parseHeaders() #703 +---[0.003997ms] org.apache.coyote.Request:getMimeHeaders() #743 +---[0.026561ms] org.apache.tomcat.util.http.MimeHeaders:values() #743 +---[min=0.002869ms,max=0.01203ms,total=0.014899ms,count=2] java.util.Enumeration:hasMoreElements() #745 +---[0.070114ms] java.util.Enumeration:nextElement() #746 +---[0.010921ms] java.lang.String:toLowerCase() #746 +---[0.008453ms] java.lang.String:contains() #746 +---[0.002698ms] org.apache.coyote.http11.Http11Processor:getErrorState() #775 +---[0.00307ms] org.apache.coyote.ErrorState:isError() #775 +---[0.002708ms] org.apache.coyote.RequestInfo:setStage() #777 +---[0.171139ms] org.apache.coyote.http11.Http11Processor:prepareRequest() #779 +---[0.009349ms] org.apache.tomcat.util.net.SocketWrapperBase:decrementKeepAlive() #794 +---[0.002574ms] org.apache.coyote.http11.Http11Processor:getErrorState() #800 +---[0.002696ms] org.apache.coyote.ErrorState:isError() #800 +---[0.002499ms] org.apache.coyote.RequestInfo:setStage() #802 +---[0.005641ms] org.apache.coyote.http11.Http11Processor:getAdapter() #803 +---[129.868916ms] org.apache.coyote.Adapter:service() #803 +---[0.003859ms] org.apache.coyote.http11.Http11Processor:getErrorState() #809 +---[0.002365ms] org.apache.coyote.ErrorState:isError() #809 +---[0.003844ms] org.apache.coyote.http11.Http11Processor:isAsync() #809 +---[0.002382ms] org.apache.coyote.Response:getStatus() #809 +---[0.002476ms] org.apache.coyote.http11.Http11Processor:statusDropsConnection() #809 +---[0.002284ms] org.apache.coyote.RequestInfo:setStage() #838 +---[0.00222ms] org.apache.coyote.http11.Http11Processor:isAsync() #839 +---[0.037873ms] org.apache.coyote.http11.Http11Processor:endRequest() #843 +---[0.002188ms] org.apache.coyote.RequestInfo:setStage() #845 +---[0.002112ms] org.apache.coyote.http11.Http11Processor:getErrorState() #849 +---[0.002063ms] org.apache.coyote.ErrorState:isError() #849 +---[0.002504ms] org.apache.coyote.http11.Http11Processor:isAsync() #853 +---[0.009808ms] org.apache.coyote.Request:updateCounters() #854 +---[0.002008ms] org.apache.coyote.http11.Http11Processor:getErrorState() #855 +---[0.002192ms] org.apache.coyote.ErrorState:isIoAllowed() #855 +---[0.01968ms] org.apache.coyote.http11.Http11InputBuffer:nextRequest() #856 +---[0.010065ms] org.apache.coyote.http11.Http11OutputBuffer:nextRequest() #857 +---[0.002576ms] org.apache.coyote.RequestInfo:setStage() #870 +---[0.016599ms] org.apache.coyote.http11.Http11Processor:processSendfile() #872 +---[0.008182ms] org.apache.coyote.http11.Http11InputBuffer:getParsingRequestLinePhase() #688 +---[0.0075ms] org.apache.coyote.http11.Http11Processor:handleIncompleteRequestLineRead() #690 +---[0.001979ms] org.apache.coyote.RequestInfo:setStage() #875 +---[0.001981ms] org.apache.coyote.http11.Http11Processor:getErrorState() #877 +---[0.001934ms] org.apache.coyote.ErrorState:isError() #877 +---[0.001995ms] org.apache.tomcat.util.net.AbstractEndpoint:isPaused() #877 +---[0.002403ms] org.apache.coyote.http11.Http11Processor:isAsync() #879 `---[0.006176ms] org.apache.coyote.http11.Http11Processor:isUpgrade() #881
日志里有一個(gè) 129ms 的耗時(shí)點(diǎn)(時(shí)間比沒開 arthas 的時(shí)候更長(zhǎng)是因?yàn)?arthas 本身帶來的性能消耗,所以生產(chǎn)環(huán)境小心使用),這個(gè)就是要找的問題點(diǎn)。
打問題點(diǎn)找到了,那怎么定位是什么導(dǎo)致的問題呢,又如何解決呢?
繼續(xù) trace 吧,細(xì)化到具體的代碼塊或者內(nèi)容。trace 由于性能考慮,不會(huì)展示所有的調(diào)用路徑,如果調(diào)用路徑過深,只有手動(dòng)深入 trace,原則就是 trace 耗時(shí)長(zhǎng)的那個(gè)方法:
[arthas@24851]$ trace org.apache.coyote.Adapter service Press Q or Ctrl+C to abort. Affect(class-cnt:1 , method-cnt:1) cost in 608 ms. `---ts=2019-09-14 21:34:33;thread_name=http-nio-7744-exec-1;id=10;is_daemon=true;priority=5;TCCL=org.springframework.boot.loader.LaunchedURLClassLoader@20ad9418 `---[81.70999ms] org.apache.catalina.connector.CoyoteAdapter:service() +---[0.032546ms] org.apache.coyote.Request:getNote() #302 +---[0.007148ms] org.apache.coyote.Response:getNote() #303 +---[0.007475ms] org.apache.catalina.connector.Connector:getXpoweredBy() #324 +---[0.00447ms] org.apache.coyote.Request:getRequestProcessor() #331 +---[0.007902ms] java.lang.ThreadLocal:get() #331 +---[0.006522ms] org.apache.coyote.RequestInfo:setWorkerThreadName() #331 +---[73.793798ms] org.apache.catalina.connector.CoyoteAdapter:postParseRequest() #336 +---[0.001536ms] org.apache.catalina.connector.Connector:getService() #339 +---[0.004469ms] org.apache.catalina.Service:getContainer() #339 +---[0.007074ms] org.apache.catalina.Engine:getPipeline() #339 +---[0.004334ms] org.apache.catalina.Pipeline:isAsyncSupported() #339 +---[0.002466ms] org.apache.catalina.connector.Request:setAsyncSupported() #339 +---[6.01E-4ms] org.apache.catalina.connector.Connector:getService() #342 +---[0.001859ms] org.apache.catalina.Service:getContainer() #342 +---[9.65E-4ms] org.apache.catalina.Engine:getPipeline() #342 +---[0.005231ms] org.apache.catalina.Pipeline:getFirst() #342 +---[7.239154ms] org.apache.catalina.Valve:invoke() #342 +---[0.006904ms] org.apache.catalina.connector.Request:isAsync() #345 +---[0.00509ms] org.apache.catalina.connector.Request:finishRequest() #372 +---[0.051461ms] org.apache.catalina.connector.Response:finishResponse() #373 +---[0.007244ms] java.util.concurrent.atomic.AtomicBoolean:<init>() #379 +---[0.007314ms] org.apache.coyote.Response:action() #380 +---[0.004518ms] org.apache.catalina.connector.Request:isAsyncCompleting() #382 +---[0.001072ms] org.apache.catalina.connector.Request:getContext() #394 +---[0.007166ms] java.lang.System:currentTimeMillis() #401 +---[0.004367ms] org.apache.coyote.Request:getStartTime() #401 +---[0.011483ms] org.apache.catalina.Context:logAccess() #401 +---[0.0014ms] org.apache.coyote.Request:getRequestProcessor() #406 +---[min=8.0E-4ms,max=9.22E-4ms,total=0.001722ms,count=2] java.lang.Integer:<init>() #406 +---[0.001082ms] java.lang.reflect.Method:invoke() #406 +---[0.001851ms] org.apache.coyote.RequestInfo:setWorkerThreadName() #406 +---[0.035805ms] org.apache.catalina.connector.Request:recycle() #410 `---[0.007849ms] org.apache.catalina.connector.Response:recycle() #411
一段無聊的手動(dòng)深入 trace 之后………………
[arthas@24851]$ trace org.apache.catalina.webresources.AbstractArchiveResourceSet getArchiveEntries Press Q or Ctrl+C to abort. Affect(class-cnt:4 , method-cnt:2) cost in 150 ms. `---ts=2019-09-14 21:36:26;thread_name=http-nio-7744-exec-3;id=12;is_daemon=true;priority=5;TCCL=org.springframework.boot.loader.LaunchedURLClassLoader@20ad9418 `---[75.743681ms] org.apache.catalina.webresources.JarWarResourceSet:getArchiveEntries() +---[0.025731ms] java.util.HashMap:<init>() #106 +---[0.097729ms] org.apache.catalina.webresources.JarWarResourceSet:openJarFile() #109 +---[0.091037ms] java.util.jar.JarFile:getJarEntry() #110 +---[0.096325ms] java.util.jar.JarFile:getInputStream() #111 +---[0.451916ms] org.apache.catalina.webresources.TomcatJarInputStream:<init>() #113 +---[min=0.001175ms,max=0.001176ms,total=0.002351ms,count=2] java.lang.Integer:<init>() #114 +---[0.00104ms] java.lang.reflect.Method:invoke() #114 +---[0.045105ms] org.apache.catalina.webresources.TomcatJarInputStream:getNextJarEntry() #114 +---[min=5.02E-4ms,max=0.008531ms,total=0.028864ms,count=31] java.util.jar.JarEntry:getName() #116 +---[min=5.39E-4ms,max=0.022805ms,total=0.054647ms,count=31] java.util.HashMap:put() #116 +---[min=0.004452ms,max=34.479307ms,total=74.206249ms,count=31] org.apache.catalina.webresources.TomcatJarInputStream:getNextJarEntry() #117 +---[0.018358ms] org.apache.catalina.webresources.TomcatJarInputStream:getManifest() #119 +---[0.006429ms] org.apache.catalina.webresources.JarWarResourceSet:setManifest() #120 +---[0.010904ms] org.apache.tomcat.util.compat.JreCompat:isJre9Available() #121 +---[0.003307ms] org.apache.catalina.webresources.TomcatJarInputStream:getMetaInfEntry() #133 +---[5.5E-4ms] java.util.jar.JarEntry:getName() #135 +---[6.42E-4ms] java.util.HashMap:put() #135 +---[0.001981ms] org.apache.catalina.webresources.TomcatJarInputStream:getManifestEntry() #137 +---[0.064484ms] org.apache.catalina.webresources.TomcatJarInputStream:close() #141 +---[0.007961ms] org.apache.catalina.webresources.JarWarResourceSet:closeJarFile() #151 `---[0.004643ms] java.io.InputStream:close() #155
發(fā)現(xiàn)了一個(gè)值得暫停思考的點(diǎn):
+---[min=0.004452ms,max=34.479307ms,total=74.206249ms,count=31] org.apache.catalina.webresources.TomcatJarInputStream:getNextJarEntry() #117
這行代碼加載了 31 次,一共耗時(shí) 74ms;從名字上看,應(yīng)該是 tomcat 加載 jar 包時(shí)的耗時(shí),那么是加載了 31 個(gè) jar 包的耗時(shí),還是加載了 jar 包內(nèi)的某些資源 31 次耗時(shí)呢?
TomcatJarInputStream 這個(gè)類源碼的注釋寫到:
The purpose of this sub-class is to obtain references to the JarEntry objectsfor META-INF/ and META-INF/MANIFEST.MF that are otherwise swallowed by theJarInputStream implementation.
大概意思也就是,獲取 jar 包內(nèi) META-INF/,META-INF/MANIFEST 的資源,這是一個(gè)子類,更多的功能在父類 JarInputStream 里。
其實(shí)看到這里大概也能猜到問題了,tomcat 加載 jar 包內(nèi) META-INF/,META-INF/MANIFEST 的資源導(dǎo)致的耗時(shí),至于為什么連續(xù)請(qǐng)求不會(huì)耗時(shí),應(yīng)該是 tomcat 的緩存機(jī)制(下面介紹源碼分析)。
不著急定位問題,試著通過 Arthas 最終定位問題細(xì)節(jié),繼續(xù)手動(dòng)深入 trace。
[arthas@24851]$ trace org.apache.catalina.webresources.TomcatJarInputStream * Press Q or Ctrl+C to abort. Affect(class-cnt:1 , method-cnt:4) cost in 44 ms. `---ts=2019-09-14 21:37:47;thread_name=http-nio-7744-exec-5;id=14;is_daemon=true;priority=5;TCCL=org.springframework.boot.loader.LaunchedURLClassLoader@20ad9418 `---[0.234952ms] org.apache.catalina.webresources.TomcatJarInputStream:createZipEntry() +---[0.039455ms] java.util.jar.JarInputStream:createZipEntry() #43 `---[0.007827ms] java.lang.String:equals() #44 `---ts=2019-09-14 21:37:47;thread_name=http-nio-7744-exec-5;id=14;is_daemon=true;priority=5;TCCL=org.springframework.boot.loader.LaunchedURLClassLoader@20ad9418 `---[0.050222ms] org.apache.catalina.webresources.TomcatJarInputStream:createZipEntry() +---[0.001889ms] java.util.jar.JarInputStream:createZipEntry() #43 `---[0.001643ms] java.lang.String:equals() #46 #這里一共31個(gè)trace日志,刪減了剩下的
從方法名上看,還是加載資源之類的意思。都已經(jīng)到 jdk 源碼了,這時(shí)候來看一下 TomcatJarInputStream 這個(gè)類的源碼:
/** * Creates a new <code>JarEntry</code> (<code>ZipEntry</code>) for the * specified JAR file entry name. The manifest attributes of * the specified JAR file entry name will be copied to the new * <CODE>JarEntry</CODE>. * * @param name the name of the JAR/ZIP file entry * @return the <code>JarEntry</code> object just created */ protected ZipEntry createZipEntry(String name) { JarEntry e = new JarEntry(name); if (man != null) { e.attr = man.getAttributes(name); } return e; }
這個(gè) createZipEntry 有個(gè) name 參數(shù),從注釋上看,是 jar/zip 文件名,如果能得到文件名這種關(guān)鍵信息,就可以直接定位問題了;還是通過 Arthas,使用watch 命令,動(dòng)態(tài)監(jiān)測(cè)方法調(diào)用數(shù)據(jù)。
watch 方法執(zhí)行數(shù)據(jù)觀測(cè)
讓你能方便的觀察到指定方法的調(diào)用情況。能觀察到的范圍為:返回值、拋出異常、入?yún)ⅲㄟ^編寫 OGNL 表達(dá)式進(jìn)行對(duì)應(yīng)變量的查看。
watch 該方法的入?yún)ⅲ?/p>
[arthas@24851]$ watch org.apache.catalina.webresources.TomcatJarInputStream createZipEntry "{params[0]}" Press Q or Ctrl+C to abort. Affect(class-cnt:1 , method-cnt:1) cost in 27 ms. ts=2019-09-14 21:51:14; [cost=0.14547ms] result=@ArrayList[ @String[META-INF/], ] ts=2019-09-14 21:51:14; [cost=0.048028ms] result=@ArrayList[ @String[META-INF/MANIFEST.MF], ] ts=2019-09-14 21:51:14; [cost=0.046071ms] result=@ArrayList[ @String[META-INF/resources/], ] ts=2019-09-14 21:51:14; [cost=0.033855ms] result=@ArrayList[ @String[META-INF/resources/swagger-ui.html], ] ts=2019-09-14 21:51:14; [cost=0.039138ms] result=@ArrayList[ @String[META-INF/resources/webjars/], ] ts=2019-09-14 21:51:14; [cost=0.033701ms] result=@ArrayList[ @String[META-INF/resources/webjars/springfox-swagger-ui/], ] ts=2019-09-14 21:51:14; [cost=0.033644ms] result=@ArrayList[ @String[META-INF/resources/webjars/springfox-swagger-ui/favicon-16x16.png], ] ts=2019-09-14 21:51:14; [cost=0.033976ms] result=@ArrayList[ @String[META-INF/resources/webjars/springfox-swagger-ui/springfox.css], ] ts=2019-09-14 21:51:14; [cost=0.032818ms] result=@ArrayList[ @String[META-INF/resources/webjars/springfox-swagger-ui/swagger-ui-standalone-preset.js.map], ] ts=2019-09-14 21:51:14; [cost=0.04651ms] result=@ArrayList[ @String[META-INF/resources/webjars/springfox-swagger-ui/swagger-ui.css], ] ts=2019-09-14 21:51:14; [cost=0.034793ms] result=@ArrayList[ @String[META-INF/resources/webjars/springfox-swagger-ui/swagger-ui.js.map],
這下直接看到了具體加載的資源名,這么熟悉的名字:swagger-ui,一個(gè)國外的 rest 接口文檔工具,又有國內(nèi)開發(fā)者基于 swagger-ui 做了一套 spring mvc 的集成工具,通過注解就可以自動(dòng)生成 swagger-ui 需要的接口定義 json 文件,用起來還比較方便,就是侵入性較強(qiáng)。
刪除 swagger 的 jar 包后問題,詭異的 70+ms 就消失了。
<!--pom 里刪除這兩個(gè)引用,這兩個(gè)包時(shí)國內(nèi)開發(fā)者封裝的,swagger-ui并沒有提供java spring-mvc的支持包,swagger只是一個(gè)瀏覽器端的ui+editor <dependency> <groupId>io.springfox</groupId> <artifactId>springfox-swagger2</artifactId> <version>2.9.2</version> </dependency> <dependency> <groupId>io.springfox</groupId> <artifactId>springfox-swagger-ui</artifactId> <version>2.9.2</version> </dependency>
那么為什么 swagger 會(huì)導(dǎo)致請(qǐng)求耗時(shí)呢,為什么每次請(qǐng)求偶讀會(huì)加載 swagger 內(nèi)部的靜態(tài)資源呢?
其實(shí)這是 tomcat-embed 的一個(gè) bug 吧,下面詳細(xì)介紹一下該 Bug。
源碼分析過程實(shí)在太漫長(zhǎng),而且也不是本文的重點(diǎn),所以就不介紹了, 下面直接介紹下分析結(jié)果。
順便貼一張 tomcat 處理請(qǐng)求的核心類圖:
關(guān)鍵在于 org.apache.catalina.mapper.Mapper#internalMapWrapper 這個(gè)方法,該版本下處理請(qǐng)求的方式有問題,導(dǎo)致每次都校驗(yàn)靜態(tài)資源。
因?yàn)?Tomcat 對(duì)于這種靜態(tài)資源的解析是有緩存的,優(yōu)先從緩存查找,緩存過期后再重新解析。具體參考 org.apache.catalina.webresources.Cache,默認(rèn)過期時(shí)間 ttl 是 5000ms。
其實(shí)確切的說,是通過 spring-boot 打包插件后不能復(fù)現(xiàn)。由于啟動(dòng)方式的不同,tomcat 使用了不同的類去處理靜態(tài)資源,所以沒問題。
當(dāng)前出現(xiàn) Bug 的版本為:spring-boot:2.0.2.RELEASE,內(nèi)置的 tomcat embed 版本為 8.5.31。升級(jí) tomcat embed 版本至 8.5.40+ 即可解決此問題,新版本已經(jīng)修復(fù)了。
如果項(xiàng)目是 maven 是繼承的 springboot,即 parent 配置為 springboot 的,或者 dependencyManagement 中 import spring boot 包的。
<parent> <groupId>org.springframework.boot</groupId> <artifactId>spring-boot-starter-parent</artifactId> <version>2.0.2.RELEASE</version> <relativePath/> <!-- lookup parent from repository --> </parent>
pom 中直接覆蓋 properties 即可:
<properties> <tomcat.version>8.5.40</tomcat.version> </properties>
springboot 2.1.0.RELEASE 中的 tomcat embed 版本已經(jīng)大于 8.5.31 了,所以直接將 springboot 升級(jí)至該版本及以上版本就可以解決此問題。
到此,相信大家對(duì)“如何使用 Arthas 排查 SpringBoot 無故耗時(shí)的 Bug”有了更深的了解,不妨來實(shí)際操作一番吧!這里是創(chuàng)新互聯(lián)網(wǎng)站,更多相關(guān)內(nèi)容可以進(jìn)入相關(guān)頻道進(jìn)行查詢,關(guān)注我們,繼續(xù)學(xué)習(xí)!
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