天津网站建设揭秘,手机网站对企业用户的好处,天津 公司网站建设,房地产公司网站开发记录一下 一次应用事故分析、排查、处理 背景介绍
9号上午收到CPU告警#xff0c;同时业务反馈依赖该服务的上游服务接口响应耗时太长
应用告警-CPU使用率 告警变更
【WARNING】项目XXX,集群qd-aliyun,分区bbbb-prod,应用customer,实例customer-6fb6448688-m47jz, POD实例CP… 记录一下 一次应用事故分析、排查、处理 背景介绍
9号上午收到CPU告警同时业务反馈依赖该服务的上游服务接口响应耗时太长
应用告警-CPU使用率 告警变更
【WARNING】项目XXX,集群qd-aliyun,分区bbbb-prod,应用customer,实例customer-6fb6448688-m47jz, POD实例CPU请求使用率 90.000000% 当前值138.4971051199925%
发生时间:2024/10/09 11:17:33项目XXX,集群qd-aliyun,分区bbbb-prod,应用customer,实例customer-6fb6448688-28pvs, POD实例CPU请求使用率 90.000000% 当前值157.7076205766934%告警已恢复
发生时间: 2024/10/09 11:06:33
恢复时间: 2024/10/09 12:24:33服务访问量
单实例峰值QPS100左右 为啥要关注QPS因为QPS100不应该消耗这么多CPU啊而且请求、响应体都不大。 POD监控
POD配额
CPU请求 2 Core CPU上限 3 Core内存请求 7GiB 内存上限 9GiB 从图中可以看出
CPU负载一直很高TCP链接及线程数从11点40开始陡峭上升
Arms
看下Trace监控发现耗时主要是customer通过fegin调用外围接口导致的。 临时方案
临时处理方案扩实例并增加CPU配置。
根因分析 此处略过排查三方接口跟开放平台网关的过程此处的结论是依赖的三方接口跟开放平台网关没有问题。 为啥会先排查三方接口跟开放平台网关是因为中Trace上来看是调用三方接口响应时间过长。 从Arms图看可以看出
CPU耗时集中在fegin调用的Decoder、EncoderDecoder、Encoder耗时都集中在 HttpMessageConverters#getDefaultConverters()WebMvcConfigurationSupport#addDefaultHttpMessageConverters…(具体调用链看下方摘要)
feign.ReflectiveFeign$BuildTemplateByResolvingArgs.create(Object[]) (14.37%, 1.43 minutes)
feign.ReflectiveFeign$BuildEncodedTemplateFromArgs.reesolve(Object[], RequestTemplate, Map) (14.37%, 1.43minutes)
org.springframework.cloud.openfeign.support.SpringEndcoder.encode(Object, Type, RequestTemplate) (14.28%,1.42 minutes)
com.jiankunking.common.core.feign.FeignClientsConfig$$ambda$938.56729293.get0bject() (13.98%, 1.39 minutes
com.jiankunking.common.core.feign.FeignClientsConfig.lambda$feignEncoder$2() (13.98%, 1.39 minutees)
org.springframework.boot.autoconfigure.http.HttpmessaageConverters.init(HttpMessageConverter[]) (12.03%,1.19 minutes)
prg.springframework.boot.autoconfigure.http.Http.HttpMessageConverters.init(Collection) (12.03%, 119 minutes)
org.springframework.boot.autoconfigure.http.HttpmessaageConverters.init(boolean, Collection) (12.03%, 1.19 minutes)
prg.springframework.boot.autoconfigure.http.Http.HttpMessageConverters.getDefaultConverters()(12.02%, 1.19 minutes
org.springframework.boot.autoconfigure.http.HttpmessageConverters$1.defaultMessageConverters() (12.02%, 119 minutes)
org.springframework.web.servlet.config.annotation.WebMvcConfigurationSupport.getMessageConverters() (12.02%, 1.19 minutes)
org.springframework.web.servlet.config.annotation. WebMvcConfigurationSupport.addDefaultHttpMessageConverters(List) (12.02%, 1
org.springframework.http.converter.json.Jackson2ObjectMapperBuilder.build() (5.93%, 0.59 minutes)
org.springframework.http.converter.json.Jackson2ObjectMapperBuilder.configure(ObjectMapper)(5.91%, 0.59 minutes)
org.springframework.http.converter.json.Jackson2Objec:tMapperBuilder.registerWellKnownModulesIfAvailable(Map)(5.89%,0.58 min
org.springframework.util.ClassUtils.forName(String, CClassLoader)(5.84%, 0.58 minutes)
java.lang.Class.forName(String, boolean, Classloader) (5.83%, 0.58 minutes)
java.lang.Class.forName0(String, boolean, ClassLoader, Class) (5.83%, 0.58 minutes)
......自定义Encoder、Decoder
Encoder
看下jiankunking.common.core.feign.FeignClientsConfig中的Encoder public Encoder feignEncoder() {ObjectFactoryHttpMessageConverters objectFactory () - new HttpMessageConverters(new RMappingJackson2HttpMessageConverter());return new SpringEncoder(objectFactory);}public class RMappingJackson2HttpMessageConverter extends MappingJackson2HttpMessageConverter {public RMappingJackson2HttpMessageConverter(ObjectMapper objectMapper) {super(objectMapper);ListMediaType mediaTypes new ArrayList();mediaTypes.add(MediaType.valueOf(MediaType.APPLICATION_JSON_UTF8_VALUE));mediaTypes.add(MediaType.valueOf(MediaType.TEXT_HTML_VALUE ;charsetUTF-8));setSupportedMediaTypes(mediaTypes);}RMappingJackson2HttpMessageConverter() {ListMediaType mediaTypes new ArrayList();mediaTypes.add(MediaType.valueOf(MediaType.APPLICATION_JSON_UTF8_VALUE));mediaTypes.add(MediaType.valueOf(MediaType.TEXT_HTML_VALUE ;charsetUTF-8));setSupportedMediaTypes(mediaTypes);}}
Decoder
看下jiankunking.common.core.feign.FeignClientsConfig中的Decoder public Decoder feignDecoder() {HttpMessageConverter jacksonConverter new MappingJackson2HttpMessageConverter(customObjectMapper());ObjectFactoryHttpMessageConverters objectFactory () - new HttpMessageConverters(jacksonConverter);return new ResponseEntityDecoder(new RSpringDecoder(objectFactory));}public ObjectMapper customObjectMapper() {ObjectMapper objectMapper new ObjectMapper();objectMapper.registerModule(new StringToDateModule());objectMapper.configure(JsonParser.Feature.ALLOW_COMMENTS, true);objectMapper.configure(JsonParser.Feature.ALLOW_UNQUOTED_FIELD_NAMES, true);objectMapper.configure(JsonParser.Feature.ALLOW_SINGLE_QUOTES, true);objectMapper.configure(JsonParser.Feature.ALLOW_UNQUOTED_CONTROL_CHARS, true);objectMapper.configure(DeserializationFeature.FAIL_ON_UNKNOWN_PROPERTIES, false);return objectMapper;}Google了一下:‘spring feign encode jackson cpu usage high’ https://segmentfault.com/a/1190000043037032 https://mp.weixin.qq.com/s/RuqltkN9VdVQ1K3GKuJ-Gw https://meantobe.github.io/2019/12/21/ClassLoader/
源码分析
查看registerWellKnownModulesIfAvailable处的代码
SuppressWarnings(unchecked)private void registerWellKnownModulesIfAvailable(MapObject, Module modulesToRegister) {try {Class? extends Module jdk8ModuleClass (Class? extends Module)ClassUtils.forName(com.fasterxml.jackson.datatype.jdk8.Jdk8Module, this.moduleClassLoader);Module jdk8Module BeanUtils.instantiateClass(jdk8ModuleClass);modulesToRegister.put(jdk8Module.getTypeId(), jdk8Module);}catch (ClassNotFoundException ex) {// jackson-datatype-jdk8 not available}try {Class? extends Module javaTimeModuleClass (Class? extends Module)ClassUtils.forName(com.fasterxml.jackson.datatype.jsr310.JavaTimeModule, this.moduleClassLoader);Module javaTimeModule BeanUtils.instantiateClass(javaTimeModuleClass);modulesToRegister.put(javaTimeModule.getTypeId(), javaTimeModule);}catch (ClassNotFoundException ex) {// jackson-datatype-jsr310 not available}// Joda-Time present?if (ClassUtils.isPresent(org.joda.time.LocalDate, this.moduleClassLoader)) {try {Class? extends Module jodaModuleClass (Class? extends Module)ClassUtils.forName(com.fasterxml.jackson.datatype.joda.JodaModule, this.moduleClassLoader);Module jodaModule BeanUtils.instantiateClass(jodaModuleClass);modulesToRegister.put(jodaModule.getTypeId(), jodaModule);}catch (ClassNotFoundException ex) {// jackson-datatype-joda not available}}// Kotlin present?if (KotlinDetector.isKotlinPresent()) {try {Class? extends Module kotlinModuleClass (Class? extends Module)ClassUtils.forName(com.fasterxml.jackson.module.kotlin.KotlinModule, this.moduleClassLoader);Module kotlinModule BeanUtils.instantiateClass(kotlinModuleClass);modulesToRegister.put(kotlinModule.getTypeId(), kotlinModule);}catch (ClassNotFoundException ex) {if (!kotlinWarningLogged) {kotlinWarningLogged true;logger.warn(For Jackson Kotlin classes support please add \com.fasterxml.jackson.module:jackson-module-kotlin\ to the classpath);}}}}可以看到其逻辑为若classpath中有JodaTime的LocalDate则加载Jackson对应的JodaModule.LaunchedURLClassLoader.
为啥没有怀疑jdk8ModuleClass、javaTimeModuleClass这两个地方呢因为common包中已经依赖了下面两个包 compile com.fasterxml.jackson.datatype:jackson-datatype-jdk8:${v.jacksonDatatype}compile com.fasterxml.jackson.datatype:jackson-datatype-jsr310:${v.jacksonDatatype}那么解决方案就很清晰了
解决方案
避免ClassLoader反复加载
将这个依赖添加到工程中。加载一次后再次调用可以通过findLoadedClass获得减少加载类导致的资源消耗。
dependencygroupIdcom.fasterxml.jackson.datatype/groupIdartifactIdjackson-datatype-joda/artifactIdversionx.x.x/version
/dependency避免HttpMessageConverters重复初始化 public Decoder feignDecoder() {HttpMessageConverter jacksonConverter new MappingJackson2HttpMessageConverter(customObjectMapper());ObjectFactoryHttpMessageConverters objectFactory () - new HttpMessageConverters(false, Collections.singletonList(jacksonConverter));return new ResponseEntityDecoder(new RSpringDecoder(objectFactory));}public Encoder feignEncoder() {HttpMessageConverter jacksonConverter new RMappingJackson2HttpMessageConverter(customObjectMapper());ObjectFactoryHttpMessageConverters objectFactory () - new HttpMessageConverters(false, Collections.singletonList(jacksonConverter));return new SpringEncoder(objectFactory);}
总结
大家在自定义 Feign 的编解码器时如果用到了 SpringEncoder / SpringDecoder应避免 HttpMessageConverters 的重复初始化。如果不需要使用那些默认的 HttpMessageConverter可以在初始化 HttpMessageConverters 时将第一个入参设置为 false从而不初始化那些默认的 HttpMessageConverter。
