Gateway 网关坑我! 被这个404 问题折腾了一年?

大家好,我是小富~

最近同事找我帮忙排查一个"诡异"的 Bug,说困扰了他们一年多一直没解决。我接手后花了一些时间定位到了问题根源,今天就来跟大家分享一下这个问题的排查过程和解决方案。

问题描述

同事使用的是 SpringCloud Gateway 3.0.1 + JDK8,整合了 Nacos 做动态路由配置。问题是:每次修改 Nacos 的路由配置后,网关的 API 请求就会出现 404 错误,但重启网关后又能恢复正常。

听到这个问题,我的第一反应是:Nacos 配置更新后,网关的缓存数据可能没有及时更新。带着这个猜想,我开始深入排查。

环境准备

首先准备了 3 个后端服务实例,端口分别为 81031204012041,在 Nacos 中配置了对应的网关路由:xiaofu-8103xiaofu-12040xiaofu-12041,并将它们放在同一个权重组 xiaofu-group 中,实现基于权重的负载均衡。

yaml 复制代码
- id: xiaofu-8103
  uri: http://127.0.0.1:8103/
  predicates:
    - Weight=xiaofu-group, 2
    - Path=/test/version1/**
  filters:
    - RewritePath=/test/version1/(?<segment>.*),/$\{segment}
- id: xiaofu-12040
  uri: http://127.0.0.1:12040/
  predicates:
    - Weight=xiaofu-group, 1
    - Path=/test/version1/**
  filters:
    - RewritePath=/test/version1/(?<segment>.*),/$\{segment}
- id: xiaofu-12041
  uri: http://127.0.0.1:12041/
  predicates:
    - Weight=xiaofu-group, 2
    - Path=/test/version1/**
  filters:
    - RewritePath=/test/version1/(?<segment>.*),/$\{segment}

使用 JMeter 进行持续请求测试,为了便于日志追踪,给每个请求参数都添加了随机数。

准备完成后启动 JMeter 循环请求,观察到三个实例都有日志输出,说明网关的负载均衡功能正常。

问题排查

为了获取更详细的日志信息,我将网关的日志级别调整为 TRACE

启动 JMeter 后,随机修改三个实例的路由属性(uri、port、predicates、filters),请求没有出现报错,网关控制台也显示了更新后的路由属性,说明 Nacos 配置变更已成功同步到网关。

接下来尝试去掉一个实例 xiaofu-12041,这时发现 JMeter 请求开始出现 404 错误,成功复现问题!

查看网关控制台日志时,惊奇地发现已删除的实例 xiaofu-12041 的路由配置仍然存在,甚至还被选中(chosen)处理请求。问题根源找到了:虽然 Nacos 中删除了实例路由配置,但网关在实际负载均衡时仍然使用旧的路由数据。

继续深入排查,发现在路由的权重信息(Weights attr)中也存在旧的路由数据。至此基本确定问题:在计算实例权重和负载均衡时,网关使用了陈旧的缓存数据。

源码分析

通过分析源码,发现了一个专门计算权重的过滤器 WeightCalculatorWebFilter。它内部维护了一个 groupWeights 变量来存储路由权重信息。当配置变更事件发生时,会执行 addWeightConfig(WeightConfig weightConfig) 方法来更新权重配置。

java 复制代码
@Override
public void onApplicationEvent(ApplicationEvent event) {
    if (event instanceof PredicateArgsEvent) {
        handle((PredicateArgsEvent) event);
    }
    else if (event instanceof WeightDefinedEvent) {
        addWeightConfig(((WeightDefinedEvent) event).getWeightConfig());
    }
    else if (event instanceof RefreshRoutesEvent && routeLocator != null) {
        if (routeLocatorInitialized.compareAndSet(false, true)) {
            routeLocator.ifAvailable(locator -> locator.getRoutes().blockLast());
        }
        else {
            routeLocator.ifAvailable(locator -> locator.getRoutes().subscribe());
        }
    }

}

addWeightConfig 方法的注释明确说明:该方法仅创建新的 GroupWeightConfig,而不进行修改。这意味着它只能新建或覆盖路由权重,无法清理已删除的路由权重信息。

java 复制代码
void addWeightConfig(WeightConfig weightConfig) {
		String group = weightConfig.getGroup();
		GroupWeightConfig config;
		// only create new GroupWeightConfig rather than modify
		// and put at end of calculations. This avoids concurency problems
		// later during filter execution.
		if (groupWeights.containsKey(group)) {
			config = new GroupWeightConfig(groupWeights.get(group));
		}
		else {
			config = new GroupWeightConfig(group);
		}


		final AtomicInteger index = new AtomicInteger(0);
  ....省略.....

		if (log.isTraceEnabled()) {
			log.trace("Recalculated group weight config " + config);
		}
		// only update after all calculations
		groupWeights.put(group, config);
	}

解决方案

找到问题根源后,解决方案就清晰了

开始我怀疑可能是springcloud gateway 版本问题,将版本升级到了4.1.0,但结果还是存在这个问题。

看来只能手动更新缓存,需要监听 Nacos 路由配置变更事件,获取最新路由配置,并更新 groupWeights 中的权重数据。

以下是实现的解决方案代码:

java 复制代码
@Slf4j
@Configuration
public class WeightCacheRefresher {

    @Autowired
    private WeightCalculatorWebFilter weightCalculatorWebFilter;

    @Autowired
    private RouteDefinitionLocator routeDefinitionLocator;

    @Autowired
    private ApplicationEventPublisher publisher;

    /**
     * 监听路由刷新事件,同步更新权重缓存
     */
    @EventListener(RefreshRoutesEvent.class)
    public void onRefreshRoutes() {
        log.info("检测到路由刷新事件,准备同步更新权重缓存");
        syncWeightCache();
    }

    /**
     * 同步权重缓存与当前路由配置
     */
    public void syncWeightCache() {
        try {
            // 获取 groupWeights 字段
            Field groupWeightsField = WeightCalculatorWebFilter.class.getDeclaredField("groupWeights");
            groupWeightsField.setAccessible(true);

            // 获取当前的 groupWeights 值
            @SuppressWarnings("unchecked")
            Map<String, Object> groupWeights = (Map<String, Object>) groupWeightsField.get(weightCalculatorWebFilter);

            if (groupWeights == null) {
                log.warn("未找到 groupWeights 缓存");
                return;
            }

            log.info("当前 groupWeights 缓存: {}", groupWeights.keySet());

            // 获取当前所有路由的权重组和路由ID
            final Set<String> currentRouteIds = new HashSet<>();
            final Map<String, Map<String, Integer>> currentGroupRouteWeights = new HashMap<>();

            routeDefinitionLocator.getRouteDefinitions()
                    .collectList()
                    .subscribe(definitions -> {
                        definitions.forEach(def -> {
                            currentRouteIds.add(def.getId());

                            def.getPredicates().stream()
                                    .filter(predicate -> predicate.getName().equals("Weight"))
                                    .forEach(predicate -> {
                                        Map<String, String> args = predicate.getArgs();
                                        String group = args.getOrDefault("_genkey_0", "unknown");
                                        int weight = Integer.parseInt(args.getOrDefault("_genkey_1", "0"));

                                        // 记录每个组中当前存在的路由及其权重
                                        currentGroupRouteWeights.computeIfAbsent(group, k -> new HashMap<>())
                                                .put(def.getId(), weight);
                                    });
                        });

                        log.info("当前路由配置中的路由ID: {}", currentRouteIds);
                        log.info("当前路由配置中的权重组: {}", currentGroupRouteWeights);

                        // 检查每个权重组,移除不存在的路由,更新权重变化的路由
                        Set<String> groupsToRemove = new HashSet<>();
                        Set<String> groupsToUpdate = new HashSet<>();

                        for (String group : groupWeights.keySet()) {
                            if (!currentGroupRouteWeights.containsKey(group)) {
                                // 整个权重组不再存在
                                groupsToRemove.add(group);
                                log.info("权重组 [{}] 不再存在于路由配置中,将被移除", group);
                                continue;
                            }

                            // 获取该组中当前配置的路由ID和权重
                            Map<String, Integer> configuredRouteWeights = currentGroupRouteWeights.get(group);

                            // 获取该组中缓存的权重配置
                            Object groupWeightConfig = groupWeights.get(group);

                            try {
                                // 获取 weights 字段
                                Field weightsField = groupWeightConfig.getClass().getDeclaredField("weights");
                                weightsField.setAccessible(true);

                                @SuppressWarnings("unchecked")
                                LinkedHashMap<String, Integer> weights = (LinkedHashMap<String, Integer>) weightsField.get(groupWeightConfig);

                                // 找出需要移除的路由ID
                                Set<String> routesToRemove = weights.keySet().stream()
                                        .filter(routeId -> !configuredRouteWeights.containsKey(routeId))
                                        .collect(Collectors.toSet());

                                // 找出权重发生变化的路由ID
                                Set<String> routesWithWeightChange = new HashSet<>();
                                for (Map.Entry<String, Integer> entry : weights.entrySet()) {
                                    String routeId = entry.getKey();
                                    Integer cachedWeight = entry.getValue();

                                    if (configuredRouteWeights.containsKey(routeId)) {
                                        Integer configuredWeight = configuredRouteWeights.get(routeId);
                                        if (!cachedWeight.equals(configuredWeight)) {
                                            routesWithWeightChange.add(routeId);
                                            log.info("路由 [{}] 的权重从 {} 变为 {}", routeId, cachedWeight, configuredWeight);
                                        }
                                    }
                                }

                                // 找出新增的路由ID
                                Set<String> newRoutes = configuredRouteWeights.keySet().stream()
                                        .filter(routeId -> !weights.containsKey(routeId))
                                        .collect(Collectors.toSet());

                                if (!routesToRemove.isEmpty() || !routesWithWeightChange.isEmpty() || !newRoutes.isEmpty()) {
                                    log.info("权重组 [{}] 中有变化:删除 {},权重变化 {},新增 {}",
                                            group, routesToRemove, routesWithWeightChange, newRoutes);

                                    // 如果有任何变化,我们将重新计算整个组的权重
                                    groupsToUpdate.add(group);
                                }

                                // 首先,移除需要删除的路由
                                for (String routeId : routesToRemove) {
                                    weights.remove(routeId);
                                }

                                // 如果权重组中没有剩余路由,则移除整个组
                                if (weights.isEmpty()) {
                                    groupsToRemove.add(group);
                                    log.info("权重组 [{}] 中没有剩余路由,将移除整个组", group);
                                }
                            } catch (Exception e) {
                                log.error("处理权重组 [{}] 时出错", group, e);
                            }
                        }

                        // 移除不再需要的权重组
                        for (String group : groupsToRemove) {
                            groupWeights.remove(group);
                            log.info("已移除权重组: {}", group);
                        }

                        // 更新需要重新计算的权重组
                        for (String group : groupsToUpdate) {
                            try {
                                // 获取该组中当前配置的路由ID和权重
                                Map<String, Integer> configuredRouteWeights = currentGroupRouteWeights.get(group);

                                // 移除旧的权重组配置
                                groupWeights.remove(group);
                                log.info("已移除权重组 [{}] 以便重新计算", group);

                                // 为每个路由创建 WeightConfig 并调用 addWeightConfig 方法
                                Method addWeightConfigMethod = WeightCalculatorWebFilter.class.getDeclaredMethod("addWeightConfig", WeightConfig.class);
                                addWeightConfigMethod.setAccessible(true);

                                for (Map.Entry<String, Integer> entry : configuredRouteWeights.entrySet()) {
                                    String routeId = entry.getKey();
                                    Integer weight = entry.getValue();

                                    WeightConfig weightConfig = new WeightConfig(routeId);
                                    weightConfig.setGroup(group);
                                    weightConfig.setWeight(weight);

                                    addWeightConfigMethod.invoke(weightCalculatorWebFilter, weightConfig);
                                    log.info("为路由 [{}] 添加权重配置:组 [{}],权重 {}", routeId, group, weight);
                                }
                            } catch (Exception e) {
                                log.error("重新计算权重组 [{}] 时出错", group, e);
                            }
                        }

                        log.info("权重缓存同步完成,当前缓存的权重组: {}", groupWeights.keySet());
                    });

        } catch (Exception e) {
            log.error("同步权重缓存失败", e);
        }
    }
}

网上找一圈并没发现官方的修改意见,可能是咱们使用方式不对导致的,要不如此明显的BUG早就有人改了吧!