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          Spring-Retry重試實(shí)現(xiàn)原理

          共 3355字,需瀏覽 7分鐘

           ·

          2020-12-06 23:00

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          作者 |?Alben

          來(lái)源 |?http://r6d.cn/LJJN

          概要

          Spring實(shí)現(xiàn)了一套重試機(jī)制,功能簡(jiǎn)單實(shí)用。Spring Retry是從Spring Batch獨(dú)立出來(lái)的一個(gè)功能,已經(jīng)廣泛應(yīng)用于Spring Batch,Spring Integration, Spring for Apache Hadoop等Spring項(xiàng)目。本文將講述如何使用Spring Retry及其實(shí)現(xiàn)原理。

          背景

          重試,其實(shí)我們其實(shí)很多時(shí)候都需要的,為了保證容錯(cuò)性,可用性,一致性等。一般用來(lái)應(yīng)對(duì)外部系統(tǒng)的一些不可預(yù)料的返回、異常等,特別是網(wǎng)絡(luò)延遲,中斷等情況。還有在現(xiàn)在流行的微服務(wù)治理框架中,通常都有自己的重試與超時(shí)配置,比如dubbo可以設(shè)置retries=1,timeout=500調(diào)用失敗只重試1次,超過(guò)500ms調(diào)用仍未返回則調(diào)用失敗。如果我們要做重試,要為特定的某個(gè)操作做重試功能,則要硬編碼,大概邏輯基本都是寫個(gè)循環(huán),根據(jù)返回或異常,計(jì)數(shù)失敗次數(shù),然后設(shè)定退出條件。這樣做,且不說(shuō)每個(gè)操作都要寫這種類似的代碼,而且重試邏輯和業(yè)務(wù)邏輯混在一起,給維護(hù)和擴(kuò)展帶來(lái)了麻煩。從面向?qū)ο蟮慕嵌葋?lái)看,我們應(yīng)該把重試的代碼獨(dú)立出來(lái)。

          使用介紹

          基本使用

          先舉個(gè)例子:

          @Configuration
          @EnableRetry
          public?class?Application?{

          ????@Bean
          ????public?RetryService?retryService(){
          ????????return?new?RetryService();
          ????}

          ????public?static?void?main(String[]?args)?throws?Exception{
          ????????ApplicationContext?applicationContext?=?new?AnnotationConfigApplicationContext("springretry");
          ????????RetryService?service1?=?applicationContext.getBean("service",?RetryService.class);
          ????????service1.service();
          ????}
          }

          @Service("service")
          public?class?RetryService?{

          ????@Retryable(value?=?IllegalAccessException.class,?maxAttempts?=?5,
          ????????????backoff=?@Backoff(value?=?1500,?maxDelay?=?100000,?multiplier?=?1.2))
          ????public?void?service()?throws?IllegalAccessException?{
          ????????System.out.println("service?method...");
          ????????throw?new?IllegalAccessException("manual?exception");
          ????}

          ????@Recover
          ????public?void?recover(IllegalAccessException?e){
          ????????System.out.println("service?retry?after?Recover?=>?"?+?e.getMessage());
          ????}

          }

          @EnableRetry - 表示開啟重試機(jī)制 @Retryable - 表示這個(gè)方法需要重試,它有很豐富的參數(shù),可以滿足你對(duì)重試的需求 @Backoff - 表示重試中的退避策略 @Recover - 兜底方法,即多次重試后還是失敗就會(huì)執(zhí)行這個(gè)方法

          Spring-Retry 的功能豐富在于其重試策略和退避策略,還有兜底,監(jiān)聽器等操作。

          然后每個(gè)注解里面的參數(shù),都是很簡(jiǎn)單的,大家看一下就知道是什么意思,怎么用了,我就不多講了。

          重試策略

          看一下Spring Retry自帶的一些重試策略,主要是用來(lái)判斷當(dāng)方法調(diào)用異常時(shí)是否需要重試。(下文原理部分會(huì)深入分析實(shí)現(xiàn))


          • SimpleRetryPolicy 默認(rèn)最多重試3次
          • TimeoutRetryPolicy 默認(rèn)在1秒內(nèi)失敗都會(huì)重試
          • ExpressionRetryPolicy 符合表達(dá)式就會(huì)重試
          • CircuitBreakerRetryPolicy 增加了熔斷的機(jī)制,如果不在熔斷狀態(tài),則允許重試
          • CompositeRetryPolicy 可以組合多個(gè)重試策略
          • NeverRetryPolicy 從不重試(也是一種重試策略哈)
          • AlwaysRetryPolicy 總是重試

          ….等等

          退避策略

          看一下退避策略,退避是指怎么去做下一次的重試,在這里其實(shí)就是等待多長(zhǎng)時(shí)間。(下文原理部分會(huì)深入分析實(shí)現(xiàn))

          • FixedBackOffPolicy 默認(rèn)固定延遲1秒后執(zhí)行下一次重試
          • ExponentialBackOffPolicy 指數(shù)遞增延遲執(zhí)行重試,默認(rèn)初始0.1秒,系數(shù)是2,那么下次延遲0.2秒,再下次就是延遲0.4秒,如此類推,最大30秒。
          • ExponentialRandomBackOffPolicy 在上面那個(gè)策略上增加隨機(jī)性
          • UniformRandomBackOffPolicy 這個(gè)跟上面的區(qū)別就是,上面的延遲會(huì)不停遞增,這個(gè)只會(huì)在固定的區(qū)間隨機(jī)
          • StatelessBackOffPolicy 這個(gè)說(shuō)明是無(wú)狀態(tài)的,所謂無(wú)狀態(tài)就是對(duì)上次的退避無(wú)感知,從它下面的子類也能看出來(lái)

          原理

          原理部分我想分開兩部分來(lái)講,一是重試機(jī)制的切入點(diǎn),即它是如何使得你的代碼實(shí)現(xiàn)重試功能的;二是重試機(jī)制的詳細(xì),包括重試的邏輯以及重試策略和退避策略的實(shí)現(xiàn)。

          切入點(diǎn)

          @EnableRetry
          @Target(ElementType.TYPE)
          @Retention(RetentionPolicy.RUNTIME)
          @EnableAspectJAutoProxy(proxyTargetClass?=?false)
          @Import(RetryConfiguration.class)
          @Documented
          public?@interface?EnableRetry?
          {

          ?/**
          ??*?Indicate?whether?subclass-based?(CGLIB)?proxies?are?to?be?created?as?opposed
          ??*?to?standard?Java?interface-based?proxies.?The?default?is?{@code?false}.
          ??*
          ??*?@return?whether?to?proxy?or?not?to?proxy?the?class
          ??*/

          ?boolean?proxyTargetClass()?default?false;

          }

          我們可以看到?@EnableAspectJAutoProxy(proxyTargetClass = false)?這個(gè)并不陌生,就是打開Spring AOP功能。重點(diǎn)看看@Import(RetryConfiguration.class)?@Import相當(dāng)于注冊(cè)這個(gè)Bean

          我們看看這個(gè)RetryConfiguration是個(gè)什么東西?

          它是一個(gè)AbstractPointcutAdvisor,它有一個(gè)pointcut和一個(gè)advice。我們知道,在IOC過(guò)程中會(huì)根據(jù)PointcutAdvisor類來(lái)對(duì)Bean進(jìn)行Pointcut的過(guò)濾,然后生成對(duì)應(yīng)的AOP代理類,用advice來(lái)加強(qiáng)處理。看看RetryConfiguration的初始化:

          @PostConstruct
          ?public?void?init()?{
          ??Set>?retryableAnnotationTypes?=?new?LinkedHashSet>(1);
          ??retryableAnnotationTypes.add(Retryable.class);
          ????????//創(chuàng)建pointcut
          ??this.pointcut?=?buildPointcut(retryableAnnotationTypes);
          ????????//創(chuàng)建advice
          ??this.advice?=?buildAdvice();
          ??if?(this.advice?instanceof?BeanFactoryAware)?{
          ???((BeanFactoryAware)?this.advice).setBeanFactory(beanFactory);
          ??}
          ?}
          protected?Pointcut?buildPointcut(Set>?retryAnnotationTypes)?{
          ??ComposablePointcut?result?=?null;
          ??for?(Class?retryAnnotationType?:?retryAnnotationTypes)?{
          ???Pointcut?filter?=?new?AnnotationClassOrMethodPointcut(retryAnnotationType);
          ???if?(result?==?null)?{
          ????result?=?new?ComposablePointcut(filter);
          ???}
          ???else?{
          ????result.union(filter);
          ???}
          ??}
          ??return?result;
          ?}

          上面代碼用到了AnnotationClassOrMethodPointcut,其實(shí)它最終還是用到了AnnotationMethodMatcher來(lái)根據(jù)注解進(jìn)行切入點(diǎn)的過(guò)濾。這里就是@Retryable注解了。

          //創(chuàng)建advice對(duì)象,即攔截器
          ???protected?Advice?buildAdvice()?{
          ????//下面關(guān)注這個(gè)對(duì)象
          ?AnnotationAwareRetryOperationsInterceptor?interceptor?=?new?AnnotationAwareRetryOperationsInterceptor();
          ?if?(retryContextCache?!=?null)?{
          ??interceptor.setRetryContextCache(retryContextCache);
          ?}
          ?if?(retryListeners?!=?null)?{
          ??interceptor.setListeners(retryListeners);
          ?}
          ?if?(methodArgumentsKeyGenerator?!=?null)?{
          ??interceptor.setKeyGenerator(methodArgumentsKeyGenerator);
          ?}
          ?if?(newMethodArgumentsIdentifier?!=?null)?{
          ??interceptor.setNewItemIdentifier(newMethodArgumentsIdentifier);
          ?}
          ?if?(sleeper?!=?null)?{
          ??interceptor.setSleeper(sleeper);
          ?}
          ?return?interceptor;
          }
          AnnotationAwareRetryOperationsInterceptor

          繼承關(guān)系?

          可以看出AnnotationAwareRetryOperationsInterceptor是一個(gè)MethodInterceptor,在創(chuàng)建AOP代理過(guò)程中如果目標(biāo)方法符合pointcut的規(guī)則,它就會(huì)加到interceptor列表中,然后做增強(qiáng),我們看看invoke方法做了什么增強(qiáng)。

          @Override
          ?public?Object?invoke(MethodInvocation?invocation)?throws?Throwable?{
          ??MethodInterceptor?delegate?=?getDelegate(invocation.getThis(),?invocation.getMethod());
          ??if?(delegate?!=?null)?{
          ???return?delegate.invoke(invocation);
          ??}
          ??else?{
          ???return?invocation.proceed();
          ??}
          ?}

          這里用到了委托,主要是需要根據(jù)配置委托給具體“有狀態(tài)”的interceptor還是“無(wú)狀態(tài)”的interceptor。

          private?MethodInterceptor?getDelegate(Object?target,?Method?method)?{
          ??if?(!this.delegates.containsKey(target)?||?!this.delegates.get(target).containsKey(method))?{
          ???synchronized?(this.delegates)?{
          ????if?(!this.delegates.containsKey(target))?{
          ?????this.delegates.put(target,?new?HashMap());
          ????}
          ????Map?delegatesForTarget?=?this.delegates.get(target);
          ????if?(!delegatesForTarget.containsKey(method))?{
          ?????Retryable?retryable?=?AnnotationUtils.findAnnotation(method,?Retryable.class);
          ?????if?(retryable?==?null)?{
          ??????retryable?=?AnnotationUtils.findAnnotation(method.getDeclaringClass(),?Retryable.class);
          ?????}
          ?????if?(retryable?==?null)?{
          ??????retryable?=?findAnnotationOnTarget(target,?method);
          ?????}
          ?????if?(retryable?==?null)?{
          ??????return?delegatesForTarget.put(method,?null);
          ?????}
          ?????MethodInterceptor?delegate;
          ?????//支持自定義MethodInterceptor,而且優(yōu)先級(jí)最高
          ?????if?(StringUtils.hasText(retryable.interceptor()))?{
          ??????delegate?=?this.beanFactory.getBean(retryable.interceptor(),?MethodInterceptor.class);
          ?????}
          ?????else?if?(retryable.stateful())?{
          ?????????????????????//得到“有狀態(tài)”的interceptor
          ??????delegate?=?getStatefulInterceptor(target,?method,?retryable);
          ?????}
          ?????else?{
          ?????????????????????//得到“無(wú)狀態(tài)”的interceptor
          ??????delegate?=?getStatelessInterceptor(target,?method,?retryable);
          ?????}
          ?????delegatesForTarget.put(method,?delegate);
          ????}
          ???}
          ??}
          ??return?this.delegates.get(target).get(method);
          ?}

          getStatefulInterceptor和getStatelessInterceptor都是差不多,我們先看看比較簡(jiǎn)單的getStatelessInterceptor。

          private?MethodInterceptor?getStatelessInterceptor(Object?target,?Method?method,?Retryable?retryable)?{
          ??//生成一個(gè)RetryTemplate
          ??RetryTemplate?template?=?createTemplate(retryable.listeners());
          ??//生成retryPolicy
          ??template.setRetryPolicy(getRetryPolicy(retryable));
          ??//生成backoffPolicy
          ??template.setBackOffPolicy(getBackoffPolicy(retryable.backoff()));
          ??return?RetryInterceptorBuilder.stateless()
          ????.retryOperations(template)
          ????.label(retryable.label())
          ????.recoverer(getRecoverer(target,?method))
          ????.build();
          ?}

          具體生成retryPolicy和backoffPolicy的規(guī)則,我們等下再回頭來(lái)看。RetryInterceptorBuilder其實(shí)就是為了生成RetryOperationsInterceptor。RetryOperationsInterceptor也是一個(gè)MethodInterceptor,我們來(lái)看看它的invoke方法。

          public?Object?invoke(final?MethodInvocation?invocation)?throws?Throwable?{

          ??String?name;
          ??if?(StringUtils.hasText(label))?{
          ???name?=?label;
          ??}?else?{
          ???name?=?invocation.getMethod().toGenericString();
          ??}
          ??final?String?label?=?name;

          ??//定義了一個(gè)RetryCallback,其實(shí)看它的doWithRetry方法,調(diào)用了invocation的proceed()方法,是不是有點(diǎn)眼熟,這就是AOP的攔截鏈調(diào)用,如果沒(méi)有攔截鏈,那就是對(duì)原來(lái)方法的調(diào)用。
          ??RetryCallback?retryCallback?=?new?RetryCallback()?{

          ???public?Object?doWithRetry(RetryContext?context)?throws?Exception?{
          ????
          ????context.setAttribute(RetryContext.NAME,?label);

          ????/*
          ?????*?If?we?don't?copy?the?invocation?carefully?it?won't?keep?a?reference?to
          ?????*?the?other?interceptors?in?the?chain.?We?don't?have?a?choice?here?but?to
          ?????*?specialise?to?ReflectiveMethodInvocation?(but?how?often?would?another
          ?????*?implementation?come?along?).
          ?????*/

          ????if?(invocation?instanceof?ProxyMethodInvocation)?{
          ?????try?{
          ??????return?((ProxyMethodInvocation)?invocation).invocableClone().proceed();
          ?????}
          ?????catch?(Exception?e)?{
          ??????throw?e;
          ?????}
          ?????catch?(Error?e)?{
          ??????throw?e;
          ?????}
          ?????catch?(Throwable?e)?{
          ??????throw?new?IllegalStateException(e);
          ?????}
          ????}
          ????else?{
          ?????throw?new?IllegalStateException(
          ???????"MethodInvocation?of?the?wrong?type?detected?-?this?should?not?happen?with?Spring?AOP,?"?+
          ?????????"so?please?raise?an?issue?if?you?see?this?exception");
          ????}
          ???}

          ??};

          ??if?(recoverer?!=?null)?{
          ???ItemRecovererCallback?recoveryCallback?=?new?ItemRecovererCallback(
          ?????invocation.getArguments(),?recoverer);
          ???return?this.retryOperations.execute(retryCallback,?recoveryCallback);
          ??}
          ??//最終還是進(jìn)入到retryOperations的execute方法,這個(gè)retryOperations就是在之前的builder set進(jìn)來(lái)的RetryTemplate。
          ??return?this.retryOperations.execute(retryCallback);

          ?}

          無(wú)論是RetryOperationsInterceptor還是StatefulRetryOperationsInterceptor,最終的攔截處理邏輯還是調(diào)用到RetryTemplate的execute方法,從名字也看出來(lái),RetryTemplate作為一個(gè)模板類,里面包含了重試統(tǒng)一邏輯。不過(guò),我看這個(gè)RetryTemplate并不是很“模板”,因?yàn)樗鼪](méi)有很多可以擴(kuò)展的地方。

          重試邏輯及策略實(shí)現(xiàn)

          上面介紹了Spring Retry利用了AOP代理使重試機(jī)制對(duì)業(yè)務(wù)代碼進(jìn)行“入侵”。下面我們繼續(xù)看看重試的邏輯做了什么。RetryTemplate的doExecute方法。

          protected??T?doExecute(RetryCallback?retryCallback,
          ???RecoveryCallback?recoveryCallback,?RetryState?state)

          ???throws?E,?ExhaustedRetryException?
          {

          ??RetryPolicy?retryPolicy?=?this.retryPolicy;
          ??BackOffPolicy?backOffPolicy?=?this.backOffPolicy;

          ??//新建一個(gè)RetryContext來(lái)保存本輪重試的上下文
          ??RetryContext?context?=?open(retryPolicy,?state);
          ??if?(this.logger.isTraceEnabled())?{
          ???this.logger.trace("RetryContext?retrieved:?"?+?context);
          ??}

          ??//?Make?sure?the?context?is?available?globally?for?clients?who?need
          ??//?it...
          ??RetrySynchronizationManager.register(context);

          ??Throwable?lastException?=?null;

          ??boolean?exhausted?=?false;
          ??try?{

          ???//如果有注冊(cè)RetryListener,則會(huì)調(diào)用它的open方法,給調(diào)用者一個(gè)通知。
          ???boolean?running?=?doOpenInterceptors(retryCallback,?context);

          ???if?(!running)?{
          ????throw?new?TerminatedRetryException(
          ??????"Retry?terminated?abnormally?by?interceptor?before?first?attempt");
          ???}

          ???//?Get?or?Start?the?backoff?context...
          ???BackOffContext?backOffContext?=?null;
          ???Object?resource?=?context.getAttribute("backOffContext");

          ???if?(resource?instanceof?BackOffContext)?{
          ????backOffContext?=?(BackOffContext)?resource;
          ???}

          ???if?(backOffContext?==?null)?{
          ????backOffContext?=?backOffPolicy.start(context);
          ????if?(backOffContext?!=?null)?{
          ?????context.setAttribute("backOffContext",?backOffContext);
          ????}
          ???}

          ???//判斷能否重試,就是調(diào)用RetryPolicy的canRetry方法來(lái)判斷。
          ???//這個(gè)循環(huán)會(huì)直到原方法不拋出異常,或不需要再重試
          ???while?(canRetry(retryPolicy,?context)?&&?!context.isExhaustedOnly())?{

          ????try?{
          ?????if?(this.logger.isDebugEnabled())?{
          ??????this.logger.debug("Retry:?count="?+?context.getRetryCount());
          ?????}
          ?????//清除上次記錄的異常
          ?????lastException?=?null;
          ?????//doWithRetry方法,一般來(lái)說(shuō)就是原方法
          ?????return?retryCallback.doWithRetry(context);
          ????}
          ????catch?(Throwable?e)?{
          ?????//原方法拋出了異常
          ?????lastException?=?e;

          ?????try?{
          ??????//記錄異常信息
          ??????registerThrowable(retryPolicy,?state,?context,?e);
          ?????}
          ?????catch?(Exception?ex)?{
          ??????throw?new?TerminatedRetryException("Could?not?register?throwable",
          ????????ex);
          ?????}
          ?????finally?{
          ??????//調(diào)用RetryListener的onError方法
          ??????doOnErrorInterceptors(retryCallback,?context,?e);
          ?????}
          ?????//再次判斷能否重試
          ?????if?(canRetry(retryPolicy,?context)?&&?!context.isExhaustedOnly())?{
          ??????try?{
          ???????//如果可以重試則走退避策略
          ???????backOffPolicy.backOff(backOffContext);
          ??????}
          ??????catch?(BackOffInterruptedException?ex)?{
          ???????lastException?=?e;
          ???????//?back?off?was?prevented?by?another?thread?-?fail?the?retry
          ???????if?(this.logger.isDebugEnabled())?{
          ????????this.logger
          ??????????.debug("Abort?retry?because?interrupted:?count="
          ????????????+?context.getRetryCount());
          ???????}
          ???????throw?ex;
          ??????}
          ?????}

          ?????if?(this.logger.isDebugEnabled())?{
          ??????this.logger.debug(
          ????????"Checking?for?rethrow:?count="?+?context.getRetryCount());
          ?????}

          ?????if?(shouldRethrow(retryPolicy,?context,?state))?{
          ??????if?(this.logger.isDebugEnabled())?{
          ???????this.logger.debug("Rethrow?in?retry?for?policy:?count="
          ?????????+?context.getRetryCount());
          ??????}
          ??????throw?RetryTemplate.wrapIfNecessary(e);
          ?????}

          ????}

          ????/*
          ?????*?A?stateful?attempt?that?can?retry?may?rethrow?the?exception?before?now,
          ?????*?but?if?we?get?this?far?in?a?stateful?retry?there's?a?reason?for?it,
          ?????*?like?a?circuit?breaker?or?a?rollback?classifier.
          ?????*/

          ????if?(state?!=?null?&&?context.hasAttribute(GLOBAL_STATE))?{
          ?????break;
          ????}
          ???}

          ???if?(state?==?null?&&?this.logger.isDebugEnabled())?{
          ????this.logger.debug(
          ??????"Retry?failed?last?attempt:?count="?+?context.getRetryCount());
          ???}

          ???exhausted?=?true;
          ???//重試結(jié)束后如果有兜底R(shí)ecovery方法則執(zhí)行,否則拋異常
          ???return?handleRetryExhausted(recoveryCallback,?context,?state);

          ??}
          ??catch?(Throwable?e)?{
          ???throw?RetryTemplate.wrapIfNecessary(e);
          ??}
          ??finally?{
          ???//處理一些關(guān)閉邏輯
          ???close(retryPolicy,?context,?state,?lastException?==?null?||?exhausted);
          ???//調(diào)用RetryListener的close方法
          ???doCloseInterceptors(retryCallback,?context,?lastException);
          ???RetrySynchronizationManager.clear();
          ??}

          ?}

          主要核心重試邏輯就是上面的代碼了,看上去還是挺簡(jiǎn)單的。在上面,我們漏掉了RetryPolicy的canRetry方法和BackOffPolicy的backOff方法,以及這兩個(gè)Policy是怎么來(lái)的。我們回頭看看getStatelessInterceptor方法中的getRetryPolicygetRetryPolicy方法。

          private?RetryPolicy?getRetryPolicy(Annotation?retryable)?{
          ??Map?attrs?=?AnnotationUtils.getAnnotationAttributes(retryable);
          ??@SuppressWarnings("unchecked")
          ??Class[]?includes?=?(Class[])?attrs.get("value");
          ??String?exceptionExpression?=?(String)?attrs.get("exceptionExpression");
          ??boolean?hasExpression?=?StringUtils.hasText(exceptionExpression);
          ??if?(includes.length?==?0)?{
          ???@SuppressWarnings("unchecked")
          ???Class[]?value?=?(Class[])?attrs.get("include");
          ???includes?=?value;
          ??}
          ??@SuppressWarnings("unchecked")
          ??Class[]?excludes?=?(Class[])?attrs.get("exclude");
          ??Integer?maxAttempts?=?(Integer)?attrs.get("maxAttempts");
          ??String?maxAttemptsExpression?=?(String)?attrs.get("maxAttemptsExpression");
          ??if?(StringUtils.hasText(maxAttemptsExpression))?{
          ???maxAttempts?=?PARSER.parseExpression(resolve(maxAttemptsExpression),?PARSER_CONTEXT)
          ?????.getValue(this.evaluationContext,?Integer.class);
          ??}
          ??if?(includes.length?==?0?&&?excludes.length?==?0)?{
          ???SimpleRetryPolicy?simple?=?hasExpression???new?ExpressionRetryPolicy(resolve(exceptionExpression))
          ???????????????.withBeanFactory(this.beanFactory)
          ??????????????:?new?SimpleRetryPolicy();
          ???simple.setMaxAttempts(maxAttempts);
          ???return?simple;
          ??}
          ??Map,?Boolean>?policyMap?=?new?HashMap,?Boolean>();
          ??for?(Class?type?:?includes)?{
          ???policyMap.put(type,?true);
          ??}
          ??for?(Class?type?:?excludes)?{
          ???policyMap.put(type,?false);
          ??}
          ??boolean?retryNotExcluded?=?includes.length?==?0;
          ??if?(hasExpression)?{
          ???return?new?ExpressionRetryPolicy(maxAttempts,?policyMap,?true,?exceptionExpression,?retryNotExcluded)
          ?????.withBeanFactory(this.beanFactory);
          ??}
          ??else?{
          ???return?new?SimpleRetryPolicy(maxAttempts,?policyMap,?true,?retryNotExcluded);
          ??}
          ?}

          嗯~,代碼不難,這里簡(jiǎn)單做一下總結(jié)好了。就是通過(guò)@Retryable注解中的參數(shù),來(lái)判斷具體使用文章開頭說(shuō)到的哪個(gè)重試策略,是SimpleRetryPolicy還是ExpressionRetryPolicy等。

          private?BackOffPolicy?getBackoffPolicy(Backoff?backoff)?{
          ??long?min?=?backoff.delay()?==?0???backoff.value()?:?backoff.delay();
          ??if?(StringUtils.hasText(backoff.delayExpression()))?{
          ???min?=?PARSER.parseExpression(resolve(backoff.delayExpression()),?PARSER_CONTEXT)
          ?????.getValue(this.evaluationContext,?Long.class);
          ??}
          ??long?max?=?backoff.maxDelay();
          ??if?(StringUtils.hasText(backoff.maxDelayExpression()))?{
          ???max?=?PARSER.parseExpression(resolve(backoff.maxDelayExpression()),?PARSER_CONTEXT)
          ?????.getValue(this.evaluationContext,?Long.class);
          ??}
          ??double?multiplier?=?backoff.multiplier();
          ??if?(StringUtils.hasText(backoff.multiplierExpression()))?{
          ???multiplier?=?PARSER.parseExpression(resolve(backoff.multiplierExpression()),?PARSER_CONTEXT)
          ?????.getValue(this.evaluationContext,?Double.class);
          ??}
          ??if?(multiplier?>?0)?{
          ???ExponentialBackOffPolicy?policy?=?new?ExponentialBackOffPolicy();
          ???if?(backoff.random())?{
          ????policy?=?new?ExponentialRandomBackOffPolicy();
          ???}
          ???policy.setInitialInterval(min);
          ???policy.setMultiplier(multiplier);
          ???policy.setMaxInterval(max?>?min???max?:?ExponentialBackOffPolicy.DEFAULT_MAX_INTERVAL);
          ???if?(this.sleeper?!=?null)?{
          ????policy.setSleeper(this.sleeper);
          ???}
          ???return?policy;
          ??}
          ??if?(max?>?min)?{
          ???UniformRandomBackOffPolicy?policy?=?new?UniformRandomBackOffPolicy();
          ???policy.setMinBackOffPeriod(min);
          ???policy.setMaxBackOffPeriod(max);
          ???if?(this.sleeper?!=?null)?{
          ????policy.setSleeper(this.sleeper);
          ???}
          ???return?policy;
          ??}
          ??FixedBackOffPolicy?policy?=?new?FixedBackOffPolicy();
          ??policy.setBackOffPeriod(min);
          ??if?(this.sleeper?!=?null)?{
          ???policy.setSleeper(this.sleeper);
          ??}
          ??return?policy;
          ?}

          嗯~,一樣的味道。就是通過(guò)@Backoff注解中的參數(shù),來(lái)判斷具體使用文章開頭說(shuō)到的哪個(gè)退避策略,是FixedBackOffPolicy還是UniformRandomBackOffPolicy等。

          那么每個(gè)RetryPolicy都會(huì)重寫canRetry方法,然后在RetryTemplate判斷是否需要重試。我們看看SimpleRetryPolicy的

          @Override
          ?public?boolean?canRetry(RetryContext?context)?{
          ??Throwable?t?=?context.getLastThrowable();
          ??//判斷拋出的異常是否符合重試的異常
          ??//還有,是否超過(guò)了重試的次數(shù)
          ??return?(t?==?null?||?retryForException(t))?&&?context.getRetryCount()??}

          同樣,我們看看FixedBackOffPolicy的退避方法。

          protected?void?doBackOff()?throws?BackOffInterruptedException?{
          ??try?{
          ???//就是sleep固定的時(shí)間
          ???sleeper.sleep(backOffPeriod);
          ??}
          ??catch?(InterruptedException?e)?{
          ???throw?new?BackOffInterruptedException("Thread?interrupted?while?sleeping",?e);
          ??}
          ?}

          至此,重試的主要原理以及邏輯大概就是這樣了。

          RetryContext

          我覺(jué)得有必要說(shuō)說(shuō)RetryContext,先看看它的繼承關(guān)系。

          可以看出對(duì)每一個(gè)策略都有對(duì)應(yīng)的Context。

          在Spring Retry里,其實(shí)每一個(gè)策略都是單例來(lái)的。我剛開始直覺(jué)是對(duì)每一個(gè)需要重試的方法都會(huì)new一個(gè)策略,這樣重試策略之間才不會(huì)產(chǎn)生沖突,但是一想就知道這樣就可能多出了很多策略對(duì)象出來(lái),增加了使用者的負(fù)擔(dān),這不是一個(gè)好的設(shè)計(jì)。Spring Retry采用了一個(gè)更加輕量級(jí)的做法,就是針對(duì)每一個(gè)需要重試的方法只new一個(gè)上下文Context對(duì)象,然后在重試時(shí),把這個(gè)Context傳到策略里,策略再根據(jù)這個(gè)Context做重試,而且Spring Retry還對(duì)這個(gè)Context做了cache。這樣就相當(dāng)于對(duì)重試的上下文做了優(yōu)化。

          總結(jié)

          Spring Retry通過(guò)AOP機(jī)制來(lái)實(shí)現(xiàn)對(duì)業(yè)務(wù)代碼的重試”入侵“,RetryTemplate中包含了核心的重試邏輯,還提供了豐富的重試策略和退避策略。

          參考資料

          http://www.10tiao.com/html/164/201705/2652898434/1.html https://www.jianshu.com/p/58e753ca0151 https://paper.tuisec.win/detail/90bd660fad92183

          DD自研的滬牌代拍業(yè)務(wù),點(diǎn)擊直達(dá)


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