使用 kubectl 测试 HPA

本文介绍如何在使用负载测试工具扩缩 HPA 后检查 HPA 的状态。有关使用 Rancher UI(最低版本 2.3.x)检查状态的信息,请参阅使用 Rancher UI 管理 HPA

要让 HPA 正常工作,服务部署应该具有容器的资源请求定义。按照以下 hello-world 示例测试 HPA 是否正常工作。

  1. kubectl 连接到你的 Kubernetes 集群。

  2. 复制下方的 hello-world 部署清单。

    Hello World 清单

    +

      apiVersion: apps/v1beta2
      kind: Deployment
      metadata:
        labels:
          app: hello-world
        name: hello-world
        namespace: default
      spec:
        replicas: 1
        selector:
          matchLabels:
            app: hello-world
        strategy:
          rollingUpdate:
            maxSurge: 1
            maxUnavailable: 0
          type: RollingUpdate
        template:
          metadata:
            labels:
              app: hello-world
          spec:
            containers:
            - image: rancher/hello-world
              imagePullPolicy: Always
              name: hello-world
              resources:
                requests:
                  cpu: 500m
                  memory: 64Mi
              ports:
              - containerPort: 80
                protocol: TCP
            restartPolicy: Always
      ---
      apiVersion: v1
      kind: Service
      metadata:
        name: hello-world
        namespace: default
      spec:
        ports:
        - port: 80
          protocol: TCP
          targetPort: 80
        selector:
          app: hello-world

    +

  3. 将其部署到你的集群。

     # kubectl create -f <HELLO_WORLD_MANIFEST>
  4. 根据你使用的指标类型复制以下其中一个 HPA:

    Hello World HPA:资源指标

    +

       apiVersion: autoscaling/v2beta1
       kind: HorizontalPodAutoscaler
       metadata:
         name: hello-world
         namespace: default
       spec:
         scaleTargetRef:
           apiVersion: extensions/v1beta1
           kind: Deployment
           name: hello-world
         minReplicas: 1
         maxReplicas: 10
         metrics:
         - type: Resource
           resource:
             name: cpu
             targetAverageUtilization: 50
         - type: Resource
           resource:
             name: memory
             targetAverageValue: 1000Mi

    +

+

  apiVersion: autoscaling/v2beta1
  kind: HorizontalPodAutoscaler
  metadata:
    name: hello-world
    namespace: default
  spec:
    scaleTargetRef:
      apiVersion: extensions/v1beta1
      kind: Deployment
      name: hello-world
    minReplicas: 1
    maxReplicas: 10
    metrics:
    - type: Resource
      resource:
        name: cpu
        targetAverageUtilization: 50
    - type: Resource
      resource:
        name: memory
        targetAverageValue: 100Mi
    - type: Pods
      pods:
        metricName: cpu_system
        targetAverageValue: 20m

+

  1. 查看 HPA 信息和描述。确认显示的指标数据。

    资源指标
    1. 输入以下命令: ` # kubectl get hpa NAME REFERENCE TARGETS MINPODS MAXPODS REPLICAS AGE hello-world Deployment/hello-world 1253376 / 100Mi, 0% / 50% 1 10 1 6m # kubectl describe hpa Name: hello-world Namespace: default Labels: <none> Annotations: <none> CreationTimestamp: Mon, 23 Jul 2018 20:21:16 +0200 Reference: Deployment/hello-world Metrics: ( current / target ) resource memory on pods: 1253376 / 100Mi resource cpu on pods (as a percentage of request): 0% (0) / 50% Min replicas: 1 Max replicas: 10 Conditions: Type Status Reason Message ---- ------ ------ ------- AbleToScale True ReadyForNewScale the last scale time was sufficiently old as to warrant a new scale ScalingActive True ValidMetricFound the HPA was able to successfully calculate a replica count from memory resource ScalingLimited False DesiredWithinRange the desired count is within the acceptable range Events: <none> `

  1. 输入以下命令: ` # kubectl describe hpa ` 你应该会看到类似以下的输出: ` Name: hello-world Namespace: default Labels: <none> Annotations: <none> CreationTimestamp: Tue, 24 Jul 2018 18:36:28 +0200 Reference: Deployment/hello-world Metrics: ( current / target ) resource memory on pods: 3514368 / 100Mi "cpu_system" on pods: 0 / 20m resource cpu on pods (as a percentage of request): 0% (0) / 50% Min replicas: 1 Max replicas: 10 Conditions: Type Status Reason Message ---- ------ ------ ------- AbleToScale True ReadyForNewScale the last scale time was sufficiently old as to warrant a new scale ScalingActive True ValidMetricFound the HPA was able to successfully calculate a replica count from memory resource ScalingLimited False DesiredWithinRange the desired count is within the acceptable range Events: <none> `

  1. 为服务生成负载,从而测试你的 pod 是否按预期进行了自动扩缩。你可以使用任何负载测试工具(Hey、Gatling 等),我们使用的是 Hey

  2. 测试 pod 自动扩缩是否按预期工作。

    使用资源指标测试自动扩缩:

    扩展到两个 Pod:CPU 用量达到目标

    使用你的负载测试工具根据 CPU 使用情况扩展到两个 Pod。

    1. 查看你的 HPA。

       # kubectl describe hpa

      你应该会看到类似以下的输出:

       Name:                                                  hello-world
       Namespace:                                             default
       Labels:                                                <none>
       Annotations:                                           <none>
       CreationTimestamp:                                     Mon, 23 Jul 2018 22:22:04 +0200
       Reference:                                             Deployment/hello-world
       Metrics:                                               ( current / target )
         resource memory on pods:                             10928128 / 100Mi
         resource cpu on pods  (as a percentage of request):  56% (280m) / 50%
       Min replicas:                                          1
       Max replicas:                                          10
       Conditions:
         Type            Status  Reason              Message
         ----            ------  ------              -------
         AbleToScale     True    SucceededRescale    the HPA controller was able to update the target scale to 2
         ScalingActive   True    ValidMetricFound    the HPA was able to successfully calculate a replica count from cpu resource utilization (percentage of request)
         ScalingLimited  False   DesiredWithinRange  the desired count is within the acceptable range
       Events:
         Type    Reason             Age   From                       Message
         ----    ------             ----  ----                       -------
         Normal  SuccessfulRescale  13s   horizontal-pod-autoscaler  New size: 2; reason: cpu resource utilization (percentage of request) above target
    2. 输入以下命令,确认你已扩展到两个 pod:

      # kubectl get pods

      你应该会看到类似以下的输出:

         NAME                                                     READY     STATUS    RESTARTS   AGE
         hello-world-54764dfbf8-k8ph2                             1/1       Running   0          1m
         hello-world-54764dfbf8-q6l4v                             1/1       Running   0          3h

使用你的负载测试工具根据 CPU 用量扩展到三个 Pod,并将 horizo​​ntal-pod-autoscaler-upscale-delay 设置为 3 分钟。

  1. 输入以下命令:

    # kubectl describe hpa

    你应该会看到类似以下的输出:

       Name:                                                  hello-world
       Namespace:                                             default
       Labels:                                                <none>
       Annotations:                                           <none>
       CreationTimestamp:                                     Mon, 23 Jul 2018 22:22:04 +0200
       Reference:                                             Deployment/hello-world
       Metrics:                                               ( current / target )
         resource memory on pods:                             9424896 / 100Mi
         resource cpu on pods  (as a percentage of request):  66% (333m) / 50%
       Min replicas:                                          1
       Max replicas:                                          10
       Conditions:
         Type            Status  Reason              Message
         ----            ------  ------              -------
         AbleToScale     True    SucceededRescale    the HPA controller was able to update the target scale to 3
         ScalingActive   True    ValidMetricFound    the HPA was able to successfully calculate a replica count from cpu resource utilization (percentage of request)
         ScalingLimited  False   DesiredWithinRange  the desired count is within the acceptable range
       Events:
         Type    Reason             Age   From                       Message
         ----    ------             ----  ----                       -------
         Normal  SuccessfulRescale  4m    horizontal-pod-autoscaler  New size: 2; reason: cpu resource utilization (percentage of request) above target
         Normal  SuccessfulRescale  16s   horizontal-pod-autoscaler  New size: 3; reason: cpu resource utilization (percentage of request) above target
  2. 输入以下命令,确认三个 pod 正在运行:

    # kubectl get pods

    你应该会看到类似以下的输出:

    NAME                                                     READY     STATUS    RESTARTS   AGE
    hello-world-54764dfbf8-f46kh                             0/1       Running   0          1m
    hello-world-54764dfbf8-k8ph2                             1/1       Running   0          5m
    hello-world-54764dfbf8-q6l4v                             1/1       Running   0          3h
缩减到 1 个 Pod:所有指标均低于目标

horizontal-pod-autoscaler-downscale-delay 的所有指标均低于目标(默认为 5 分钟)时,使用你的负载测试工具缩减到 1 个 pod。

  1. 输入以下命令:

       # kubectl describe hpa

    你应该会看到类似以下的输出:

       Name:                                                  hello-world
       Namespace:                                             default
       Labels:                                                <none>
       Annotations:                                           <none>
       CreationTimestamp:                                     Mon, 23 Jul 2018 22:22:04 +0200
       Reference:                                             Deployment/hello-world
       Metrics:                                               ( current / target )
         resource memory on pods:                             10070016 / 100Mi
         resource cpu on pods  (as a percentage of request):  0% (0) / 50%
       Min replicas:                                          1
       Max replicas:                                          10
       Conditions:
         Type            Status  Reason              Message
         ----            ------  ------              -------
         AbleToScale     True    SucceededRescale    the HPA controller was able to update the target scale to 1
         ScalingActive   True    ValidMetricFound    the HPA was able to successfully calculate a replica count from memory resource
         ScalingLimited  False   DesiredWithinRange  the desired count is within the acceptable range
       Events:
         Type    Reason             Age   From                       Message
         ----    ------             ----  ----                       -------
         Normal  SuccessfulRescale  10m   horizontal-pod-autoscaler  New size: 2; reason: cpu resource utilization (percentage of request) above target
         Normal  SuccessfulRescale  6m    horizontal-pod-autoscaler  New size: 3; reason: cpu resource utilization (percentage of request) above target
         Normal  SuccessfulRescale  1s    horizontal-pod-autoscaler  New size: 1; reason: All metrics below target

+ 使用自定义指标测试自动缩放:

+ .扩展到两个 Pod:CPU 用量达到目标

Details

使用负载测试工具根据 CPU 用量扩展到两个 Pod。

  1. 输入以下命令: ` # kubectl describe hpa ` 你应该会看到类似以下的输出: ` Name: hello-world Namespace: default Labels: <none> Annotations: <none> CreationTimestamp: Tue, 24 Jul 2018 18:01:11 +0200 Reference: Deployment/hello-world Metrics: ( current / target ) resource memory on pods: 8159232 / 100Mi "cpu_system" on pods: 7m / 20m resource cpu on pods (as a percentage of request): 64% (321m) / 50% Min replicas: 1 Max replicas: 10 Conditions: Type Status Reason Message ---- ------ ------ ------- AbleToScale True SucceededRescale the HPA controller was able to update the target scale to 2 ScalingActive True ValidMetricFound the HPA was able to successfully calculate a replica count from cpu resource utilization (percentage of request) ScalingLimited False DesiredWithinRange the desired count is within the acceptable range Events: Type Reason Age From Message ---- ------ ---- ---- ------- Normal SuccessfulRescale 16s horizontal-pod-autoscaler New size: 2; reason: cpu resource utilization (percentage of request) above target `

  2. 输入以下命令,确认两个 pod 正在运行: ` # kubectl get pods ` 你应该会看到类似以下的输出: ` NAME READY STATUS RESTARTS AGE hello-world-54764dfbf8-5pfdr 1/1 Running 0 3s hello-world-54764dfbf8-q6l82 1/1 Running 0 6h `

扩展到三个 Pod:CPU 用量达到目标

当 cpu_system 用量达到目标时,使用你的负载测试工具扩展到三个 Pod。 .. 输入以下命令:

+

# kubectl describe hpa

+ 你应该会看到类似以下的输出:

+

   Name:                                                  hello-world
   Namespace:                                             default
   Labels:                                                <none>
   Annotations:                                           <none>
   CreationTimestamp:                                     Tue, 24 Jul 2018 18:01:11 +0200
   Reference:                                             Deployment/hello-world
   Metrics:                                               ( current / target )
     resource memory on pods:                             8374272 / 100Mi
     "cpu_system" on pods:                                27m / 20m
     resource cpu on pods  (as a percentage of request):  71% (357m) / 50%
   Min replicas:                                          1
   Max replicas:                                          10
   Conditions:
     Type            Status  Reason              Message
     ----            ------  ------              -------
     AbleToScale     True    SucceededRescale    the HPA controller was able to update the target scale to 3
     ScalingActive   True    ValidMetricFound    the HPA was able to successfully calculate a replica count from cpu resource utilization (percentage of request)
     ScalingLimited  False   DesiredWithinRange  the desired count is within the acceptable range
   Events:
     Type    Reason             Age   From                       Message
     ----    ------             ----  ----                       -------
     Normal  SuccessfulRescale  3m    horizontal-pod-autoscaler  New size: 2; reason: cpu resource utilization (percentage of request) above target
     Normal  SuccessfulRescale  3s    horizontal-pod-autoscaler  New size: 3; reason: pods metric cpu_system above target
  1. 输入以下命令,确认三个 pod 正在运行:

    # kubectl get pods

    你应该会看到类似以下的输出:

       # kubectl get pods
       NAME                           READY     STATUS    RESTARTS   AGE
       hello-world-54764dfbf8-5pfdr   1/1       Running   0          3m
       hello-world-54764dfbf8-m2hrl   1/1       Running   0          1s
       hello-world-54764dfbf8-q6l82   1/1       Running   0          6h
扩展到四个 Pod:CPU 用量达到目标

使用负载测试工具根据 CPU 用量扩展到四个 Pod。horizontal-pod-autoscaler-upscale-delay 默认设置为 3 分钟。

  1. 输入以下命令: ` # kubectl describe hpa ` 你应该会看到类似以下的输出: ` Name: hello-world Namespace: default Labels: <none> Annotations: <none> CreationTimestamp: Tue, 24 Jul 2018 18:01:11 +0200 Reference: Deployment/hello-world Metrics: ( current / target ) resource memory on pods: 8374272 / 100Mi "cpu_system" on pods: 27m / 20m resource cpu on pods (as a percentage of request): 71% (357m) / 50% Min replicas: 1 Max replicas: 10 Conditions: Type Status Reason Message ---- ------ ------ ------- AbleToScale True SucceededRescale the HPA controller was able to update the target scale to 3 ScalingActive True ValidMetricFound the HPA was able to successfully calculate a replica count from cpu resource utilization (percentage of request) ScalingLimited False DesiredWithinRange the desired count is within the acceptable range Events: Type Reason Age From Message ---- ------ ---- ---- ------- Normal SuccessfulRescale 5m horizontal-pod-autoscaler New size: 2; reason: cpu resource utilization (percentage of request) above target Normal SuccessfulRescale 3m horizontal-pod-autoscaler New size: 3; reason: pods metric cpu_system above target Normal SuccessfulRescale 4s horizontal-pod-autoscaler New size: 4; reason: cpu resource utilization (percentage of request) above target `

  2. 输入以下命令,确认四个 pod 正在运行:

     # kubectl get pods

    你应该会看到类似以下的输出:

       NAME                           READY     STATUS    RESTARTS   AGE
       hello-world-54764dfbf8-2p9xb   1/1       Running   0          5m
       hello-world-54764dfbf8-5pfdr   1/1       Running   0          2m
       hello-world-54764dfbf8-m2hrl   1/1       Running   0          1s
       hello-world-54764dfbf8-q6l82   1/1       Running   0          6h
缩减到 1 个 Pod:所有指标均低于目标

horizontal-pod-autoscaler-downscale-delay 的所有指标均低于目标时,使用你的负载测试工具缩减到 1 个 pod。

  1. 输入以下命令:

     # kubectl describe hpa

    你应该会看到类似以下的输出:

         Name:                                                  hello-world
         Namespace:                                             default
         Labels:                                                <none>
         Annotations:                                           <none>
         CreationTimestamp:                                     Tue, 24 Jul 2018 18:01:11 +0200
         Reference:                                             Deployment/hello-world
         Metrics:                                               ( current / target )
           resource memory on pods:                             8101888 / 100Mi
           "cpu_system" on pods:                                8m / 20m
           resource cpu on pods  (as a percentage of request):  0% (0) / 50%
         Min replicas:                                          1
         Max replicas:                                          10
         Conditions:
           Type            Status  Reason              Message
           ----            ------  ------              -------
           AbleToScale     True    SucceededRescale    the HPA controller was able to update the target scale to 1
           ScalingActive   True    ValidMetricFound    the HPA was able to successfully calculate a replica count from memory resource
           ScalingLimited  False   DesiredWithinRange  the desired count is within the acceptable range
         Events:
           Type    Reason             Age   From                       Message
           ----    ------             ----  ----                       -------
           Normal  SuccessfulRescale  10m    horizontal-pod-autoscaler  New size: 2; reason: cpu resource utilization (percentage of request) above target
           Normal  SuccessfulRescale  8m    horizontal-pod-autoscaler  New size: 3; reason: pods metric cpu_system above target
           Normal  SuccessfulRescale  5m    horizontal-pod-autoscaler  New size: 4; reason: cpu resource utilization (percentage of request) above target
           Normal   SuccessfulRescale             13s               horizontal-pod-autoscaler  New size: 1; reason: All metrics below target
  2. 输入以下命令,确认单个 pod 正在运行:

         # kubectl get pods

    你应该会看到类似以下的输出:

         NAME                           READY     STATUS    RESTARTS   AGE
         hello-world-54764dfbf8-q6l82   1/1       Running   0          6h