SpringCloud升级之路2020.0.x版-39. 改造 resilience4j 粘合 WebClient

干货满满张哈希

发布于 2021-12-30 16:04:39

5160

发布于 2021-12-30 16:04:39

文章被收录于专栏：干货满满张哈希

本系列代码地址：https://github.com/JoJoTec/spring-cloud-parent

要想实现我们上一节中提到的：

需要在重试以及断路中加一些日志，便于日后的优化
需要定义重试的 Exception，并且与断路器相结合，将非 2xx 的响应码也封装成特定的异常
需要在断路器相关的 Operator 中增加类似于 FeignClient 中的负载均衡的数据更新，使得负载均衡更加智能

我们需要将 resilience4j 本身提供的粘合库做一些改造，其实主要就是对 resilience4j 实现的 project reactor 的 Operator 进行改造。

关于断路器的改造

首先，WebClient 的返回对象只可能是 ClientResponse 类型，所以我们这里改造出来的 Operator 不必带上形参，只需要针对 ClientResponse 即可，即：

public class ClientResponseCircuitBreakerOperator implements UnaryOperator<Publisher<ClientResponse>> {
    ...
}

在原有的断路器逻辑中，我们需要加入针对 GET 方法以及之前定义的可以重试的路径匹配配置可以重试的逻辑，这需要我们拿到原有请求的 URL 信息。但是 ClientResponse 中并没有暴露这些信息的接口，其默认实现 DefaultClientResponse（我们只要没有自己给 WebClient 加入特殊的改造逻辑，实现都是 DefaultClientResponse）中的 request() 方法可以获取请求 HttpRequest，其中包含 url 信息。但是这个类还有方法都是 package-private 的，我们需要反射出来：

ClientResponseCircuitBreakerSubscriber

private static final Class<?> aClass;
private static final Method request;

static {
    try {
        aClass = Class.forName("org.springframework.web.reactive.function.client.DefaultClientResponse");
        request = ReflectionUtils.findMethod(aClass, "request");
        request.setAccessible(true);
    } catch (Exception e) {
        throw new RuntimeException(e);
    }
}

之后，在获取到 ClientResponse 之后记录断路器的逻辑中，需要加入上面提到的关于重试的改造，以及负载均衡器的记录：

ClientResponseCircuitBreakerSubscriber

protected void hookOnNext(ClientResponse clientResponse) {
    if (!isDisposed()) {
        if (singleProducer && successSignaled.compareAndSet(false, true)) {
            int rawStatusCode = clientResponse.rawStatusCode();
            HttpStatus httpStatus = HttpStatus.resolve(rawStatusCode);
            try {
                HttpRequest httpRequest = (HttpRequest) request.invoke(clientResponse);
                //判断方法是否为 GET，以及是否在可重试路径配置中，从而得出是否可以重试
                if (httpRequest.getMethod() != HttpMethod.GET && !webClientProperties.retryablePathsMatch(httpRequest.getURI().getPath())) {
                    //如果不能重试，则直接返回结果
                    circuitBreaker.onResult(circuitBreaker.getCurrentTimestamp() - start, circuitBreaker.getTimestampUnit(), clientResponse);
                } else {
                    if (httpStatus != null && httpStatus.is2xxSuccessful()) {
                        //如果成功，则直接返回结果
                        circuitBreaker.onResult(circuitBreaker.getCurrentTimestamp() - start, circuitBreaker.getTimestampUnit(), clientResponse);
                    } else {
                        /**
                         * 如果异常，参考 DefaultClientResponse 的代码进行异常封装
                         * @see org.springframework.web.reactive.function.client.DefaultClientResponse#createException
                         */
                        Exception exception;
                        if (httpStatus != null) {
                            exception = WebClientResponseException.create(rawStatusCode, httpStatus.getReasonPhrase(), clientResponse.headers().asHttpHeaders(), EMPTY, null, null);
                        } else {
                            exception = new UnknownHttpStatusCodeException(rawStatusCode, clientResponse.headers().asHttpHeaders(), EMPTY, null, null);
                        }
                        circuitBreaker.onError(circuitBreaker.getCurrentTimestamp() - start, circuitBreaker.getTimestampUnit(), exception);
                        downstreamSubscriber.onError(exception);
                        return;
                    }
                }
            } catch (Exception e) {
                log.fatal("judge request method in circuit breaker error! the resilience4j feature would not be enabled: {}", e.getMessage(), e);
                circuitBreaker.onResult(circuitBreaker.getCurrentTimestamp() - start, circuitBreaker.getTimestampUnit(), clientResponse);
            }
        }
        eventWasEmitted.set(true);
        downstreamSubscriber.onNext(clientResponse);
    }
}

同样的，在原有的完成，取消还有失败的记录逻辑中，也加上记录负载均衡数据：

ClientResponseCircuitBreakerSubscriber

@Override
protected void hookOnComplete() {
    if (successSignaled.compareAndSet(false, true)) {
        serviceInstanceMetrics.recordServiceInstanceCalled(serviceInstance, true);
        circuitBreaker.onSuccess(circuitBreaker.getCurrentTimestamp() - start, circuitBreaker.getTimestampUnit());
    }

    downstreamSubscriber.onComplete();
}

@Override
public void hookOnCancel() {
    if (!successSignaled.get()) {
        serviceInstanceMetrics.recordServiceInstanceCalled(serviceInstance, true);
        if (eventWasEmitted.get()) {
            circuitBreaker.onSuccess(circuitBreaker.getCurrentTimestamp() - start, circuitBreaker.getTimestampUnit());
        } else {
            circuitBreaker.releasePermission();
        }
    }
}

@Override
protected void hookOnError(Throwable e) {
    serviceInstanceMetrics.recordServiceInstanceCalled(serviceInstance, false);
    circuitBreaker.onError(circuitBreaker.getCurrentTimestamp() - start, circuitBreaker.getTimestampUnit(), e);
    downstreamSubscriber.onError(e);
}

粘合 WebClient 与 resilience4j 的同时覆盖重试逻辑

由于前面的断路器中，我们针对可以重试的非 2XX 响应封装成为 WebClientResponseException。所以在重试器中，我们需要加上针对这个异常的重试。

同时，需要将重试器放在负载均衡器之前，因为每次重试，都要从负载均衡器中获取一个新的实例。同时，断路器需要放在负载均衡器之后，因为只有在这个之后，才能获取到本次调用的实例，我们的的断路器是针对实例方法级别的：

WebClientDefaultConfiguration.java

@Bean
public WebClient getWebClient(
        ReactorLoadBalancerExchangeFilterFunction lbFunction,
        WebClientConfigurationProperties webClientConfigurationProperties,
        Environment environment,
        RetryRegistry retryRegistry,
        CircuitBreakerRegistry circuitBreakerRegistry,
        ServiceInstanceMetrics serviceInstanceMetrics
) {
    String name = environment.getProperty(WebClientNamedContextFactory.PROPERTY_NAME);
    Map<String, WebClientConfigurationProperties.WebClientProperties> configs = webClientConfigurationProperties.getConfigs();
    if (configs == null || configs.size() == 0) {
        throw new BeanCreationException("Failed to create webClient, please provide configurations under namespace: webclient.configs");
    }
    WebClientConfigurationProperties.WebClientProperties webClientProperties = configs.get(name);
    if (webClientProperties == null) {
        throw new BeanCreationException("Failed to create webClient, please provide configurations under namespace: webclient.configs." + name);
    }
    String serviceName = webClientProperties.getServiceName();
    //如果没填写微服务名称，就使用配置 key 作为微服务名称
    if (StringUtils.isBlank(serviceName)) {
        serviceName = name;
    }
    String baseUrl = webClientProperties.getBaseUrl();
    //如果没填写 baseUrl，就使用微服务名称填充
    if (StringUtils.isBlank(baseUrl)) {
        baseUrl = "http://" + serviceName;
    }

    Retry retry = null;
    try {
        retry = retryRegistry.retry(serviceName, serviceName);
    } catch (ConfigurationNotFoundException e) {
        retry = retryRegistry.retry(serviceName);
    }
    //覆盖其中的异常判断
    retry = Retry.of(serviceName, RetryConfig.from(retry.getRetryConfig()).retryOnException(throwable -> {
        //WebClientResponseException 会重试，因为在这里能 catch 的 WebClientResponseException 只对可以重试的请求封装了 WebClientResponseException
        //参考 ClientResponseCircuitBreakerSubscriber 的代码
        if (throwable instanceof WebClientResponseException) {
            log.info("should retry on {}", throwable.toString());
            return true;
        }
        //断路器异常重试，因为请求没有发出去
        if (throwable instanceof CallNotPermittedException) {
            log.info("should retry on {}", throwable.toString());
            return true;
        }
        if (throwable instanceof WebClientRequestException) {
            WebClientRequestException webClientRequestException = (WebClientRequestException) throwable;
            HttpMethod method = webClientRequestException.getMethod();
            URI uri = webClientRequestException.getUri();
            //判断是否为响应超时，响应超时代表请求已经发出去了，对于非 GET 并且没有标注可以重试的请求则不能重试
            boolean isResponseTimeout = false;
            Throwable cause = throwable.getCause();
            //netty 的读取超时一般是 ReadTimeoutException
            if (cause instanceof ReadTimeoutException) {
                log.info("Cause is a ReadTimeoutException which indicates it is a response time out");
                isResponseTimeout = true;
            } else {
                //对于其他一些框架，使用了 java 底层 nio 的一般是 SocketTimeoutException，message 为 read time out
                //还有一些其他异常，但是 message 都会有 read time out 字段，所以通过 message 判断
                String message = throwable.getMessage();
                if (StringUtils.isNotBlank(message) && StringUtils.containsIgnoreCase(message.replace(" ", ""), "readtimeout")) {
                    log.info("Throwable message contains readtimeout which indicates it is a response time out");
                    isResponseTimeout = true;
                }
            }
            //如果请求是 GET 或者标注了重试，则直接判断可以重试
            if (method == HttpMethod.GET || webClientProperties.retryablePathsMatch(uri.getPath())) {
                log.info("should retry on {}-{}, {}", method, uri, throwable.toString());
                return true;
            } else {
                //否则，只针对请求还没有发出去的异常进行重试
                if (isResponseTimeout) {
                    log.info("should not retry on {}-{}, {}", method, uri, throwable.toString());
                } else {
                    log.info("should retry on {}-{}, {}", method, uri, throwable.toString());
                    return true;
                }
            }
        }
        return false;
    }).build());


    HttpClient httpClient = HttpClient
            .create()
            .option(ChannelOption.CONNECT_TIMEOUT_MILLIS, (int) webClientProperties.getConnectTimeout().toMillis())
            .doOnConnected(connection ->
                    connection
                            .addHandlerLast(new ReadTimeoutHandler((int) webClientProperties.getResponseTimeout().toSeconds()))
                            .addHandlerLast(new WriteTimeoutHandler((int) webClientProperties.getResponseTimeout().toSeconds()))
            );

    Retry finalRetry = retry;
    String finalServiceName = serviceName;
    return WebClient.builder()
            .exchangeStrategies(ExchangeStrategies.builder()
            .codecs(configurer -> configurer
                    .defaultCodecs()
                    //最大 body 占用 16m 内存
                    .maxInMemorySize(16 * 1024 * 1024))
            .build())
            .clientConnector(new ReactorClientHttpConnector(httpClient))
            //Retry在负载均衡前
            .filter((clientRequest, exchangeFunction) -> {
                return exchangeFunction
                        .exchange(clientRequest)
                        .transform(ClientResponseRetryOperator.of(finalRetry));
            })
            //负载均衡器，改写url
            .filter(lbFunction)
            //实例级别的断路器需要在负载均衡获取真正地址之后
            .filter((clientRequest, exchangeFunction) -> {
                ServiceInstance serviceInstance = getServiceInstance(clientRequest);
                serviceInstanceMetrics.recordServiceInstanceCall(serviceInstance);
                CircuitBreaker circuitBreaker;
                //这时候的url是经过负载均衡器的，是实例的url
                //需要注意的一点是，使用异步 client 的时候，最好不要带路径参数，否则这里的断路器效果不好
                //断路器是每个实例每个路径一个断路器
                String instancId = clientRequest.url().getHost() + ":" + clientRequest.url().getPort() + clientRequest.url().getPath();
                try {
                    //使用实例id新建或者获取现有的CircuitBreaker,使用serviceName获取配置
                    circuitBreaker = circuitBreakerRegistry.circuitBreaker(instancId, finalServiceName);
                } catch (ConfigurationNotFoundException e) {
                    circuitBreaker = circuitBreakerRegistry.circuitBreaker(instancId);
                }
                log.info("webclient circuit breaker [{}-{}] status: {}, data: {}", finalServiceName, instancId, circuitBreaker.getState(), JSON.toJSONString(circuitBreaker.getMetrics()));
                return exchangeFunction.exchange(clientRequest).transform(ClientResponseCircuitBreakerOperator.of(circuitBreaker, serviceInstance, serviceInstanceMetrics, webClientProperties));
            }).baseUrl(baseUrl)
            .build();
}

private ServiceInstance getServiceInstance(ClientRequest clientRequest) {
    URI url = clientRequest.url();
    DefaultServiceInstance defaultServiceInstance = new DefaultServiceInstance();
    defaultServiceInstance.setHost(url.getHost());
    defaultServiceInstance.setPort(url.getPort());
    return defaultServiceInstance;
}

这样，我们就实现了我们封装的基于配置的 WebClient

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原始发表：2021/11/21 ，如有侵权请联系 cloudcommunity@tencent.com 删除

负载均衡