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自定义指标 HPA

Kubernetes 中不仅支持 CPU、内存为指标的 HPA,还支持自定义指标的 HPA,例如 QPS。

本文中使用的 YAML 文件见 manifests/HPA

设置自定义指标

Kubernetes1.6

在 Kubernetes1.6 集群中配置自定义指标的 HPA 的说明已废弃。

在设置定义指标 HPA 之前需要先进行如下配置:

  • 将 heapster 的启动参数 --api-server 设置为 true

  • 启用 custom metric API

  • 将 kube-controller-manager 的启动参数中 --horizontal-pod-autoscaler-use-rest-clients 设置为 true,并指定 --master 为 API server 地址,如 --master=http://172.20.0.113:8080

在 Kubernetes1.5 以前很容易设置,参考 1.6 以前版本的 kubernetes 中开启自定义 HPA,而在 1.6 中因为取消了原来的 annotation 方式设置 custom metric,只能通过 API server 和 kube-aggregator 来获取 custom metric,因为只有两种方式来设置了,一是直接通过 API server 获取 heapster 的 metrics,二是部署 kube-aggragator 来实现。

我们将在 Kubernetes1.8 版本的 Kubernetes 中,使用聚合的 API server 来实现自定义指标的 HPA。

Kuberentes1.7+

确认您的 Kubernetes 版本在 1.7 或以上,修改以下配置:

  • 将 kube-controller-manager 的启动参数中 --horizontal-pod-autoscaler-use-rest-clients 设置为 true,并指定 --master 为 API server 地址,如 --master=http://172.20.0.113:8080
  • 修改 kube-apiserver 的配置文件 apiserver,增加一条配置 --requestheader-client-ca-file=/etc/kubernetes/ssl/ca.pem --requestheader-allowed-names=aggregator --requestheader-extra-headers-prefix=X-Remote-Extra- --requestheader-group-headers=X-Remote-Group --requestheader-username-headers=X-Remote-User --proxy-client-cert-file=/etc/kubernetes/ssl/kubernetes.pem --proxy-client-key-file=/etc/kubernetes/ssl/kubernetes-key.pem,用来配置 aggregator 的 CA 证书。

已经内置了 apiregistration.k8s.io/v1beta1 API,可以直接定义 APIService,如:

apiVersion: apiregistration.k8s.io/v1
kind: APIService
metadata:
  name: v1.custom-metrics.metrics.k8s.io
spec:
  insecureSkipTLSVerify: true
  group: custom-metrics.metrics.k8s.io
  groupPriorityMinimum: 1000
  versionPriority: 5
  service:
    name: api
    namespace: custom-metrics
  version: v1alpha1

部署 Prometheus

使用 prometheus-operator.yaml 文件部署 Prometheus operator。

注意: 将镜像修改为你自己的镜像仓库地址。

这产生一个自定义的 API:http://172.20.0.113:8080/apis/custom-metrics.metrics.k8s.io/v1alpha1,可以通过浏览器访问,还可以使用下面的命令可以检查该 API:

$ kubectl get --raw=apis/custom-metrics.metrics.k8s.io/v1alpha1
{"kind":"APIResourceList","apiVersion":"v1","groupVersion":"custom-metrics.metrics.k8s.io/v1alpha1","resources":[{"name":"jobs.batch/http_requests","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"namespaces/http_requests","singularName":"","namespaced":false,"kind":"MetricValueList","verbs":["get"]},{"name":"jobs.batch/up","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"pods/up","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"services/scrape_samples_scraped","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"namespaces/scrape_samples_scraped","singularName":"","namespaced":false,"kind":"MetricValueList","verbs":["get"]},{"name":"pods/scrape_duration_seconds","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"services/scrape_duration_seconds","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"pods/http_requests","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"pods/scrape_samples_post_metric_relabeling","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"jobs.batch/scrape_samples_scraped","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"jobs.batch/scrape_duration_seconds","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"namespaces/scrape_duration_seconds","singularName":"","namespaced":false,"kind":"MetricValueList","verbs":["get"]},{"name":"namespaces/scrape_samples_post_metric_relabeling","singularName":"","namespaced":false,"kind":"MetricValueList","verbs":["get"]},{"name":"services/scrape_samples_post_metric_relabeling","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"services/up","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"pods/scrape_samples_scraped","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"services/http_requests","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"jobs.batch/scrape_samples_post_metric_relabeling","singularName":"","namespaced":true,"kind":"MetricValueList","verbs":["get"]},{"name":"namespaces/up","singularName":"","namespaced":false,"kind":"MetricValueList","verbs":["get"]}]}

参考