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文档中心 应用服务网格 开发者手册 高性能限流服务器

高性能限流服务器

最近更新时间：2021-10-20 11:01:07

概述
基本原理如下:
图片.png
组件说明：

  • Redis：用于存放令牌的地方，RateLimit Server 会批量从 Redis 中获取一批令牌。
  • TokenServer： 用于存储 RateLimit Server 上报的节点信息，然后将全量的节点信息下发给各个 RateLimit Server， 用于转发限流请求，提升限流精度。
  • RateLimit Server：真正处理 Envoy 发过来的限流请求，内部启动一个协程，当令牌数不充足时， 从 Redis 中批量获取一批，如果本地无令牌可用，同时 Redis 中的令牌也取完了，可以根据配置选择 是否将限流请求转移到其他还有剩余令牌的节点上去。

原理如下：

  • 用令牌桶算法来替换计数器固定窗口算法。
  • 设计成分布式令牌桶算法，后端存储使用 Redis，采用“批量”的思想，大大减少对 Redis 的请求， 提升性能。
  • Redis 中令牌不足时支持限流请求转移到还有剩余令牌的节点上等方式大大减少限流误差。

限流配置变化

相比较社区的限流配置，新增了 forward_enable , token_per_fetch 两个配置。

  • forward_enable 默认值为 false，用于控制在 Redis 中的令牌取完了，同时内存中令牌数也消耗 没了，将限流请求转发给其他节点上去。
  • token_per_fetch 默认值为10，用于配置每次批量从 Redis 中获取的令牌数。 > 注意：开启了转发限流请求时，会有一定的性能损耗，所以在限流精度和高性能上需要做一些取舍。

日志级别
默认日志级别为 info, 可以通过以下方式动态调整某个限流服务器日志级别：

$ curl 127.0.0.1:8080
/debug/pprof/: root of various pprof endpoints. hit for help.
/debug/pprof/profile: CPU profiling endpoint
/debug/pprof/trace: trace endpoint
/healthcheck:
/logging: action=post, query/change logging levels, example curl -d '' 'http://127.0.0.1:8080/logging?level=debug'
/metrics:
/rlconfig: print out the currently loaded configuration for debugging

# 动态将日志级别调整成 debug
$ curl -d '' 'http://127.0.0.1:8080/logging?level=debug'
debug

后端存储Redis配置参数

Redis 的配置都是以环境变量的形式对外提供的。

// Redis settings
RedisType     string `envconfig:"REDIS_TYPE" default:"single"`
RedisUrl      string `envconfig:"REDIS_URL" default:"127.0.0.1:6379"`
RedisPoolSize int    `envconfig:"REDIS_POOL_SIZE" default:"10"`
RedisAuth     string `envconfig:"REDIS_AUTH" default:""`
RedisTls      bool   `envconfig:"REDIS_TLS" default:"false"`

异常情况对限流服务器的影响
图片.png
metrics
图片.png
示例
前提：
安装了 istio。
安装步骤：
1.部署应用程序。

$ kubectl apply -f example.yaml
service/sample-http-server created
serviceaccount/sample-http-server created
deployment.apps/sample-http-server created
gateway.networking.istio.io/sample-http-server-gateway created
virtualservice.networking.istio.io/sample-http-server created

2.部署 redis 和 限流服务器的组件。

$ kubectl apply -f redis.yaml
service/redis created
deployment.apps/redis created

$ kubectl  apply -f rate-limit-service.yaml
configmap/ratelimit-config created
service/ratelimit-token-server created
deployment.apps/ratelimit-token-server created
service/ratelimit created
deployment.apps/ratelimit created

3.部署 envoyfilter

$ kubectl  apply -f envoyfilter.yaml
envoyfilter.networking.istio.io/filter-ratelimit-svc created
envoyfilter.networking.istio.io/filter-ratelimit created

4.跟社区版如何切换

$ kubectl delete -f rate-limit-service.yaml
configmap/ratelimit-config deleted
service/ratelimit-token-server deleted
deployment.apps/ratelimit-token-server deleted
service/ratelimit deleted
deployment.apps/ratelimit deleted

$ kubectl create -f shequ-rate-limit-service.yaml
configmap/ratelimit-config created
service/ratelimit created
deployment.apps/ratelimit created

验证

执行以下命令：

$ curl -I -X GET http://10.254.89.211:9080/api/v1/products
10.254.89.211为 sample-http-server 服务的 ClusterIP。

查询 Ratelimit Server 的日志，得到以下结果：

I0825 07:28:01.177011       1 ratelimit.go:149] applying limit: ratelimit={requests_per_unit=10000, unit=SECOND, unlimited=false, forward_enable=false, token_pre_fetch_ratio=0.01}; descriptor: (PATH=/api/v1/products)
I0825 07:28:01.177082       1 cache_impl.go:222] "looking up cache key" key="productpage-ratelimit_PATH_/api/v1/products_1629876481"
I0825 07:28:01.180616       1 cache_impl.go:83] "acquire token from the storage" cacheKey="productpage-ratelimit_PATH_/api/v1/products_1629876481" tokenPerFetch=100 storageTokenCounts=9900
I0825 07:28:01.180648       1 base_limiter.go:55] cache key: productpage-ratelimit_PATH_/api/v1/products_1629876481 currentToken: 99
I0825 07:28:01.180622       1 cache_impl.go:187] "set the expire of the cacheKey in storage" cacheKey="productpage-ratelimit_PATH_/api/v1/products_1629876481" ttlSecond=61

可以看到，当限流请求过来的时候，RateLimit Server 会一次批量从 Redis 从获取100个令牌，大大减少了跟 Redis 的交互，提升了性能。

示例yaml

  • example.yaml
##################################################################################################
# apps
##################################################################################################
apiVersion: v1
kind: Service
metadata:
  name: sample-http-server
  labels:
    app: sample-http-server
spec:
  ports:
    - port: 9080
      name: http
  selector:
    app: sample-http-server
---
apiVersion: v1
kind: ServiceAccount
metadata:
  name: sample-http-server
  labels:
    account: sample-http-server
---
apiVersion: apps/v1
kind: Deployment
metadata:
  name: sample-http-server
  labels:
    app: sample-http-server
spec:
  replicas: 1
  selector:
    matchLabels:
      app: sample-http-server
  template:
    metadata:
      labels:
        app: sample-http-server
    spec:
      serviceAccountName: sample-http-server
      containers:
        - name: sample-http-server
          image: hub.kce.ksyun.com/kasm-public/sample-http-server:v0.0.1
          imagePullPolicy: IfNotPresent
          ports:
          - containerPort: 9080
---
##################################################################################################
# networking
##################################################################################################
apiVersion: networking.istio.io/v1alpha3
kind: Gateway
metadata:
  name: sample-http-server-gateway
spec:
  selector:
    istio: ingressgateway # use istio default controller
  servers:
  - port:
      number: 80
      name: http
      protocol: HTTP
    hosts:
    - "*"
---
apiVersion: networking.istio.io/v1alpha3
kind: VirtualService
metadata:
  name: sample-http-server
spec:
  hosts:
  - "*"
  gateways:
  - sample-http-server-gateway
  http:
  - match:
    - uri:
        prefix: /api/v1/products
    route:
    - destination:
        host: sample-http-server
        port:
          number: 9080
  • redis.yaml
apiVersion: v1
kind: Service
metadata:
  name: redis
  labels:
    app: redis
spec:
  ports:
  - name: redis
    port: 6379
  selector:
    app: redis
---
apiVersion: apps/v1
kind: Deployment
metadata:
  name: redis
spec:
  replicas: 1
  selector:
    matchLabels:
      app: redis
  template:
    metadata:
      labels:
        sidecar.istio.io/inject: "false"
        app: redis
    spec:
      containers:
      - image: hub.kce.ksyun.com/kasm-public/redis:alpine
        name: redis
        ports:
        - name: redis
          containerPort: 6379
      restartPolicy: Always
      serviceAccountName: ""
  • rate-limit-service.yaml
##################################################################################################
# Redis service and deployment
# Ratelimit service and deployment

# Note: a configmap is needed to make the rate limit deployment work properly, for example:
apiVersion: v1
kind: ConfigMap
metadata:
  name: ratelimit-config
data:
  config.yaml: |
    domain: productpage-ratelimit
    descriptors:
      - key: PATH
        value: "/api/v1/products"
        rate_limit:
          unit: second
          requests_per_unit: 10000
          forward_enable: false
          token_per_fetch: 20

---
apiVersion: v1
kind: Service
metadata:
  name: ratelimit
  labels:
    app: ratelimit
spec:
  ports:
  - name: http-port
    port: 8080
    protocol: TCP
  - name: grpc-port
    port: 8081
    protocol: TCP
  - name: udp-port
    port: 8082
    protocol: UDP
  selector:
    app: ratelimit
---
apiVersion: apps/v1
kind: Deployment
metadata:
  name: ratelimit
spec:
  replicas: 1
  selector:
    matchLabels:
      app: ratelimit
  template:
    metadata:
      labels:
        sidecar.istio.io/inject: "false"
        app: ratelimit
    spec:
      containers:
      - image: hub.kce.ksyun.com/kasm-public/kasm-ratelimit-server:v0.0.3
        args:
        - server
        imagePullPolicy: Always
        name: ratelimit
        resources:
          requests:
            cpu: 500m
            memory: 100M
          limits:
            cpu: 500m
            memory: 100M
        readinessProbe:
          failureThreshold: 3
          httpGet:
            path: /healthcheck
            port: 8080
            scheme: HTTP
          initialDelaySeconds: 1
          periodSeconds: 2
          successThreshold: 1
          timeoutSeconds: 1
        livenessProbe:
          failureThreshold: 3
          httpGet:
            path: /healthcheck
            port: 8080
            scheme: HTTP
          initialDelaySeconds: 1
          periodSeconds: 2
          successThreshold: 1
          timeoutSeconds: 1
        env:
        - name: USE_STATSD
          value: "false"
        - name: HOST
          valueFrom:
            fieldRef:
              fieldPath: status.podIP
        - name: RUNTIME_ROOT
          value: /data
        - name: RUNTIME_SUBDIRECTORY
          value: ratelimit
        - name: REDIS_URL
          value: redis:6379
        ports:
        - containerPort: 8080
        - containerPort: 8081
        - containerPort: 8082
        volumeMounts:
        - name: config-volume
          mountPath: /data/ratelimit/config
      volumes:
      - name: config-volume
        configMap:
          name: ratelimit-config
  • envoyfilter.yaml
apiVersion: networking.istio.io/v1alpha3
kind: EnvoyFilter
metadata:
  name: filter-ratelimit-svc
spec:
  workloadSelector:
    # select by label in the same namespace
    labels:
      app: sample-http-server
  configPatches:
    - applyTo: HTTP_FILTER
      match:
        context: SIDECAR_INBOUND
        listener:
          filterChain:
            filter:
              name: "envoy.filters.network.http_connection_manager"
              subFilter:
                name: "envoy.filters.http.router"
      patch:
        operation: INSERT_BEFORE
        # Adds the Envoy Rate Limit Filter in HTTP filter chain.
        value:
          name: envoy.filters.http.ratelimit
          typed_config:
            "@type": type.googleapis.com/envoy.extensions.filters.http.ratelimit.v3.RateLimit
            # domain can be anything! Match it to the rate limit service config
            domain: productpage-ratelimit
            failure_mode_deny: true
            timeout: 10s
            rate_limit_service:
              grpc_service:
                envoy_grpc:
                  cluster_name: outbound|8081||ratelimit.default.svc.cluster.local
              transport_api_version: V3

---
apiVersion: networking.istio.io/v1alpha3
kind: EnvoyFilter
metadata:
  name: filter-ratelimit
spec:
  workloadSelector:
    labels:
      app: sample-http-server
  configPatches:
    - applyTo: VIRTUAL_HOST
      match:
        context: SIDECAR_INBOUND
        routeConfiguration:
          vhost:
            name: "inbound|http|9080"
            route:
              action: ANY
      patch:
        operation: MERGE
        # Applies the rate limit rules.
        value:
          rate_limits:
            - actions: # any actions in here
                - request_headers:
                    header_name: ":path"
                    descriptor_key: "PATH"
  • shequ-rate-limit-service.yaml
# Note: a configmap is needed to make the rate limit deployment work properly, for example:
apiVersion: v1
kind: ConfigMap
metadata:
  name: ratelimit-config
data:
  config.yaml: |
    domain: productpage-ratelimit
    descriptors:
      - key: PATH
        value: "/api/v1/products"
        rate_limit:
          unit: second
          requests_per_unit: 10000
---

apiVersion: v1
kind: Service
metadata:
  name: ratelimit
  labels:
    app: ratelimit
spec:
  ports:
  - name: http-port
    port: 8080
    targetPort: 8080
    protocol: TCP
  - name: grpc-port
    port: 8081
    targetPort: 8081
    protocol: TCP
  - name: http-debug
    port: 6070
    targetPort: 6070
    protocol: TCP
  selector:
    app: ratelimit
---
apiVersion: apps/v1
kind: Deployment
metadata:
  name: ratelimit
spec:
  replicas: 1
  selector:
    matchLabels:
      app: ratelimit
  template:
    metadata:
      labels:
        app: ratelimit
    spec:
      containers:
      - image: hub.kce.ksyun.com/kasm-public/ratelimit:6aaad7c3
        imagePullPolicy: Always
        name: ratelimit
        command: ["/bin/ratelimit"]
        env:
        - name: LOG_LEVEL
          value: debug
        - name: REDIS_SOCKET_TYPE
          value: tcp
        - name: REDIS_URL
          value: redis:6379
        - name: USE_STATSD
          value: "false"
        - name: RUNTIME_ROOT
          value: /data
        - name: RUNTIME_SUBDIRECTORY
          value: ratelimit
        - name: RUNTIME_WATCH_ROOT
          value: "false"
        - name: RUNTIME_IGNOREDOTFILES
          value: "true"
        ports:
        - containerPort: 8080
        - containerPort: 8081
        - containerPort: 6070
        volumeMounts:
        - name: config-volume
          mountPath: /data/ratelimit/config
      volumes:
      - name: config-volume
        configMap:
          name: ratelimit-config
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