Bootstrap

K8s(15)——kubernetes之kubernetes资源监控(Metrics-Server,Dashboard,HPA)


1、Metrics-Server的部署

  • Metrics-Server是集群核心监控数据的聚合器,用来替换之前的heapster。

  • 容器相关的 Metrics 主要来自于 kubelet 内置的 cAdvisor 服务,有了Metrics-Server之后,用户就可以通过标准的 Kubernetes API 来访问到这些监控数据。

  • Metrics API 只可以查询当前的度量数据,并不保存历史数据。

  • Metrics API URI 为 /apis/metrics.k8s.io/,在 k8s.io/metrics 维护。
    必须部署 metrics-server 才能使用该 API,metrics-server 通过调用 Kubelet Summary API 获取数据。

  • 示例:

    • http://127.0.0.1:8001/apis/metrics.k8s.io/v1beta1/nodes
    • http://127.0.0.1:8001/apis/metrics.k8s.io/v1beta1/nodes/
    • http://127.0.0.1:8001/apis/metrics.k8s.io/v1beta1/namespace//pods/
  • Metrics Server 并不是 kube-apiserver 的一部分,而是通过 Aggregator 这种插件机制,在独立部署的情况下同 kube-apiserver 一起统一对外服务的。

  • kube-aggregator 其实就是一个根据 URL 选择具体的 API 后端的代理服务器。

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  • Metrics-server属于Core metrics(核心指标),提供API metrics.k8s.io,仅提供Node和Pod的CPU和内存使用情况。而其他Custom Metrics(自定义指标)由Prometheus等组件来完成。

资源下载

1.1 Metrics-server部署步骤

1. 部署前
[root@server2 metric-server]# kubectl top node  ##查看Metrics API
error: Metrics API not available

2. 拉取镜像,选择低一点的版本,可以加快拉取速度
[root@server1 harbor]# docker pull bitnami/metrics-server
[root@server1 harbor]# docker tag bitnami/metrics-server:latest  reg.westos.org/library/metrics-server:latest
[root@server1 harbor]# docker push reg.westos.org/library/metrics-server


3. 建立目录并拉取清单文件
[root@server2 ~]# mkdir metric-server
[root@server2 ~]# wget https://github.com/kubernetes-sigs/metrics-server/releases/latest/download/components.yaml  
## 有时候网络不好,要多试几次
[root@server2 ~]# mv components.yaml metric-server/
[root@server2 ~]# cd metric-server/
[root@server2 metric-server]# ls
components.yaml
[root@server2 metric-server]# kubectl apply -f components.yaml

[root@server2 metric-server]# kubectl -n kube-system logs metrics-server-549c49b467-xgmvt 
## 查看日志
[root@server2 metric-server]# kubectl top node  ## 查看监控,报错需要先解决错误

4.解决常见问题,加认证
  添加采用认证模式,每个节点都需要做
[root@server2 metric-server]# vim /var/lib/kubelet/config.yaml 
 加上 serverTLSBootstrap: true
[root@server2 metric-server]# systemctl  restart kubelet

  颁发证书
[root@server2 metric-server]# kubectl top node 
Error from server (ServiceUnavailable): x509: certificate signed by unknown authority
[root@server2 metric-server]# kubectl get csr
NAME        AGE     SIGNERNAME                      REQUESTOR             CONDITION
csr-bd744   2m5s    kubernetes.io/kubelet-serving   system:node:server4   Pending
csr-jwbsf   2m29s   kubernetes.io/kubelet-serving   system:node:server3   Pending
csr-mtj7b   3m3s    kubernetes.io/kubelet-serving   system:node:server2   Pending
[root@server2 metric-server]# kubectl certificate approve csr-bd744 csr-jwbsf csr-mtj7b
certificatesigningrequest.certificates.k8s.io/csr-bd744 approved
certificatesigningrequest.certificates.k8s.io/csr-jwbsf approved
certificatesigningrequest.certificates.k8s.io/csr-mtj7b approved

[root@server2 metric-server]# kubectl top node  ##显示内存CPU使用量,则正常
[root@server2 metric-server]# kubectl -n kube-system top pod ##查看pod内存CPU使用量


仓库拉取镜像并上传
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修改配置清单中的镜像并运用清单
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可以看到metrics-server没有起来
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查看错误
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添加认证:

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成功效果:

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在这里插入图片描述

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1.2 APIService Service Pod kubelet关系

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2、Metrics-Server部署常见问题解决

2.1 错误1

dial tcp: lookup server2 on 10.96.0.10:53: no such host

  • 这是因为没有内网的DNS服务器,所以metrics-server无法解析节点名字。可以直接修改coredns的configmap,讲各个节点的主机名加入到hosts中,这样所有Pod都可以从CoreDNS中解析各个节点的名字。
$ kubectl edit configmap coredns -n kube-system
apiVersion: v1
data:
  Corefile: |
    ...
        ready
        hosts {
           172.25.200.1 server1
           172.25.200.2 server2
           172.25.200.3 server3
           fallthrough
        }
        kubernetes cluster.local in-addr.arpa ip6.arpa {

2.2 报错2

x509: certificate signed by unknown authority

  • Metric Server 支持一个参数 --kubelet-insecure-tls,可以跳过这一检查,然而官方也明确说了,这种方式不推荐生产使用。

启用TLS Bootstrap 证书签发

# vim /var/lib/kubelet/config.yaml 	
...
serverTLSBootstrap: true

# systemctl  restart kubelet

$ kubectl get csr
NAME        AGE     REQUESTOR                     CONDITION
csr-f29hk   5s      system:node:node-standard-2   Pending
csr-n9pvr   3m31s   system:node:node-standard-3   Pending

$ kubectl certificate approve csr-n9pvr
certificatesigningrequest.certificates.k8s.io/csr-n9pvr approved

2.3 报错3:

Error from server (ServiceUnavailable): the server is currently unable to handle the request (get nodes.metrics.k8s.io)
如果metrics-server正常启动,没有错误,应该就是网络问题。修改metrics-server的Pod 网络模式:

hostNetwork: true

3、Dashboard部署(可视化webUI)

3.1 介绍

  • Dashboard可以给用户提供一个可视化的 Web 界面来查看当前集群的各种信息。用户可以用 Kubernetes Dashboard 部署容器化的应用、监控应用的状态、执行故障排查任务以及管理 Kubernetes 各种资源。

github上dashboard部署说明

3.2 部署步骤

1.创建目录并拉取清单
[root@server2 ~]# mkdir dashboard
[root@server2 ~]# cd dashboard/
[root@server2 dashboard]# wget https://raw.githubusercontent.com/kubernetes/dashboard/v2.2.0/aio/deploy/recommended.yaml
[root@server2 dashboard]# cat recommended.yaml 
# Copyright 2017 The Kubernetes Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

apiVersion: v1
kind: Namespace
metadata:
  name: kubernetes-dashboard

---

apiVersion: v1
kind: ServiceAccount
metadata:
  labels:
    k8s-app: kubernetes-dashboard
  name: kubernetes-dashboard
  namespace: kubernetes-dashboard

---

kind: Service
apiVersion: v1
metadata:
  labels:
    k8s-app: kubernetes-dashboard
  name: kubernetes-dashboard
  namespace: kubernetes-dashboard
spec:
  ports:
    - port: 443
      targetPort: 8443
  selector:
    k8s-app: kubernetes-dashboard

---

apiVersion: v1
kind: Secret
metadata:
  labels:
    k8s-app: kubernetes-dashboard
  name: kubernetes-dashboard-certs
  namespace: kubernetes-dashboard
type: Opaque

---

apiVersion: v1
kind: Secret
metadata:
  labels:
    k8s-app: kubernetes-dashboard
  name: kubernetes-dashboard-csrf
  namespace: kubernetes-dashboard
type: Opaque
data:
  csrf: ""

---

apiVersion: v1
kind: Secret
metadata:
  labels:
    k8s-app: kubernetes-dashboard
  name: kubernetes-dashboard-key-holder
  namespace: kubernetes-dashboard
type: Opaque
---

kind: ConfigMap
apiVersion: v1
metadata:
  labels:
    k8s-app: kubernetes-dashboard
  name: kubernetes-dashboard-settings
  namespace: kubernetes-dashboard

---

kind: Role
apiVersion: rbac.authorization.k8s.io/v1
metadata:
  labels:
    k8s-app: kubernetes-dashboard
  name: kubernetes-dashboard
  namespace: kubernetes-dashboard
rules:
  # Allow Dashboard to get, update and delete Dashboard exclusive secrets.
  - apiGroups: [""]
    resources: ["secrets"]
    resourceNames: ["kubernetes-dashboard-key-holder", "kubernetes-dashboard-certs", "kubernetes-dashboard-csrf"]
    verbs: ["get", "update", "delete"]
    # Allow Dashboard to get and update 'kubernetes-dashboard-settings' config map.
  - apiGroups: [""]
    resources: ["configmaps"]
    resourceNames: ["kubernetes-dashboard-settings"]
    verbs: ["get", "update"]
    # Allow Dashboard to get metrics.
  - apiGroups: [""]
    resources: ["services"]
    resourceNames: ["heapster", "dashboard-metrics-scraper"]
    verbs: ["proxy"]
  - apiGroups: [""]
    resources: ["services/proxy"]
    resourceNames: ["heapster", "http:heapster:", "https:heapster:", "dashboard-metrics-scraper", "http:dashboard-metrics-scraper"]
    verbs: ["get"]

---

kind: ClusterRole
apiVersion: rbac.authorization.k8s.io/v1
metadata:
  labels:
    k8s-app: kubernetes-dashboard
  name: kubernetes-dashboard
rules:
  # Allow Metrics Scraper to get metrics from the Metrics server
  - apiGroups: ["metrics.k8s.io"]
    resources: ["pods", "nodes"]
    verbs: ["get", "list", "watch"]

---

apiVersion: rbac.authorization.k8s.io/v1
kind: RoleBinding
metadata:
  labels:
    k8s-app: kubernetes-dashboard
  name: kubernetes-dashboard
  namespace: kubernetes-dashboard
roleRef:
  apiGroup: rbac.authorization.k8s.io
  kind: Role
  name: kubernetes-dashboard
subjects:
  - kind: ServiceAccount
    name: kubernetes-dashboard
    namespace: kubernetes-dashboard

---

apiVersion: rbac.authorization.k8s.io/v1
kind: ClusterRoleBinding
metadata:
  name: kubernetes-dashboard
roleRef:
  apiGroup: rbac.authorization.k8s.io
  kind: ClusterRole
  name: kubernetes-dashboard
subjects:
  - kind: ServiceAccount
    name: kubernetes-dashboard
    namespace: kubernetes-dashboard

---

kind: Deployment
apiVersion: apps/v1
metadata:
  labels:
    k8s-app: kubernetes-dashboard
  name: kubernetes-dashboard
  namespace: kubernetes-dashboard
spec:
  replicas: 1
  revisionHistoryLimit: 10
  selector:
    matchLabels:
      k8s-app: kubernetes-dashboard
  template:
    metadata:
      labels:
        k8s-app: kubernetes-dashboard
    spec:
      containers:
        - name: kubernetes-dashboard
          image: kubernetesui/dashboard:v2.2.0
          imagePullPolicy: Always
          ports:
            - containerPort: 8443
              protocol: TCP
          args:
            - --auto-generate-certificates
            - --namespace=kubernetes-dashboard
            # Uncomment the following line to manually specify Kubernetes API server Host
            # If not specified, Dashboard will attempt to auto discover the API server and connect
            # to it. Uncomment only if the default does not work.
            # - --apiserver-host=http://my-address:port
          volumeMounts:
            - name: kubernetes-dashboard-certs
              mountPath: /certs
              # Create on-disk volume to store exec logs
            - mountPath: /tmp
              name: tmp-volume
          livenessProbe:
            httpGet:
              scheme: HTTPS
              path: /
              port: 8443
            initialDelaySeconds: 30
            timeoutSeconds: 30
          securityContext:
            allowPrivilegeEscalation: false
            readOnlyRootFilesystem: true
            runAsUser: 1001
            runAsGroup: 2001
      volumes:
        - name: kubernetes-dashboard-certs
          secret:
            secretName: kubernetes-dashboard-certs
        - name: tmp-volume
          emptyDir: {}
      serviceAccountName: kubernetes-dashboard
      nodeSelector:
        "kubernetes.io/os": linux
      # Comment the following tolerations if Dashboard must not be deployed on master
      tolerations:
        - key: node-role.kubernetes.io/master
          effect: NoSchedule

---

kind: Service
apiVersion: v1
metadata:
  labels:
    k8s-app: dashboard-metrics-scraper
  name: dashboard-metrics-scraper
  namespace: kubernetes-dashboard
spec:
  ports:
    - port: 8000
      targetPort: 8000
  selector:
    k8s-app: dashboard-metrics-scraper

---

kind: Deployment
apiVersion: apps/v1
metadata:
  labels:
    k8s-app: dashboard-metrics-scraper
  name: dashboard-metrics-scraper
  namespace: kubernetes-dashboard
spec:
  replicas: 1
  revisionHistoryLimit: 10
  selector:
    matchLabels:
      k8s-app: dashboard-metrics-scraper
  template:
    metadata:
      labels:
        k8s-app: dashboard-metrics-scraper
      annotations:
        seccomp.security.alpha.kubernetes.io/pod: 'runtime/default'
    spec:
      containers:
        - name: dashboard-metrics-scraper
          image: kubernetesui/metrics-scraper:v1.0.6
          ports:
            - containerPort: 8000
              protocol: TCP
          livenessProbe:
            httpGet:
              scheme: HTTP
              path: /
              port: 8000
            initialDelaySeconds: 30
            timeoutSeconds: 30
          volumeMounts:
          - mountPath: /tmp
            name: tmp-volume
          securityContext:
            allowPrivilegeEscalation: false
            readOnlyRootFilesystem: true
            runAsUser: 1001
            runAsGroup: 2001
      serviceAccountName: kubernetes-dashboard
      nodeSelector:
        "kubernetes.io/os": linux
      # Comment the following tolerations if Dashboard must not be deployed on master
      tolerations:
        - key: node-role.kubernetes.io/master
          effect: NoSchedule
      volumes:
        - name: tmp-volume
          emptyDir: {}




2. 仓库镜像拉取
[root@server1 harbor]# docker pull kubernetesui/dashboard:v2.2.0
[root@server1 harbor]# docker pull kubernetesui/metrics-scraper
[root@server1 harbor]# docker tag kubernetesui/metrics-scraper:latest reg.westos.org/kubernetesui/metrics-scraper:v1.0.6
[root@server1 harbor]# docker tag kubernetesui/dashboard:v2.2.0 reg.westos.org/kubernetesui/dashboard:v2.2.0
[root@server1 harbor]# docker push reg.westos.org/kubernetesui/dashboard:v2.2.0
[root@server1 harbor]# docker push reg.westos.org/kubernetesui/metrics-scraper:v1.0.6 



3. 部署dashboard
[root@server2 dashboard]# kubectl apply -f recommended.yaml 

[root@server2 dashboard]# kubectl -n kubernetes-dashboard get pod
NAME                                         READY   STATUS    RESTARTS   AGE
dashboard-metrics-scraper-79c5968bdc-z2w45   1/1     Running   0          79s
kubernetes-dashboard-9f9799597-hq9d6         1/1     Running   0          79s

[root@server2 dashboard]# kubectl get ns
NAME                     STATUS   AGE
default                  Active   10d
ingress-nginx            Active   4d21h
kube-node-lease          Active   10d
kube-public              Active   10d
kube-system              Active   10d
kubernetes-dashboard     Active   3m7s
metallb-system           Active   7d1h
nfs-client-provisioner   Active   5d21h


[root@server2 dashboard]# kubectl -n metallb-system get pod
NAME                          READY   STATUS    RESTARTS   AGE
controller-65db86ddc6-wxvhx   1/1     Running   3          7d1h
speaker-9nbwk                 1/1     Running   3          7d1h
speaker-prftp                 1/1     Running   4          7d1h
speaker-xc69g                 1/1     Running   3          7d1h

4. 修该ClusterIP为LoadBalancer
[root@server2 dashboard]# kubectl -n kubernetes-dashboard edit svc kubernetes-dashboard 
service/kubernetes-dashboard edited
## 修该ClusterIP为LoadBalancer

[root@server2 dashboard]# kubectl -n kubernetes-dashboard get svc
NAME                        TYPE           CLUSTER-IP      EXTERNAL-IP      PORT(S)         AGE
dashboard-metrics-scraper   ClusterIP      10.103.246.39   <none>           8000/TCP        8m41s
kubernetes-dashboard        LoadBalancer   10.105.252.12   172.25.200.101   443:30608/TCP   8m41s

5. 查看token密钥,浏览器登陆dashboard后台
[root@server2 dashboard]# kubectl -n kubernetes-dashboard describe sa kubernetes-dashboard  
##查看kubernetes-dashboard的sa信息
Name:                kubernetes-dashboard
Namespace:           kubernetes-dashboard
Labels:              k8s-app=kubernetes-dashboard
Annotations:         <none>
Image pull secrets:  <none>
Mountable secrets:   kubernetes-dashboard-token-9xkmg
Tokens:              kubernetes-dashboard-token-9xkmg
Events:              <none>
[root@server2 dashboard]# kubectl -n kubernetes-dashboard describe secrets 
##查看token令牌密钥,可以登陆到dashboard后台
Name:         default-token-57hnk
Namespace:    kubernetes-dashboard
Labels:       <none>
Annotations:  kubernetes.io/service-account.name: default
              kubernetes.io/service-account.uid: 300172de-5b81-4672-9bf3-10de0bb050cb

Type:  kubernetes.io/service-account-token

Data
====
ca.crt:     1066 bytes
namespace:  20 bytes
token:      eyJhbGciOiJSUzI1NiIsImtpZCI6IkliNXZLcEFGM0tKd2dqWVE2QVkzVWZmdlh4WlYzeGdlX0J6QWZNeHFTekUifQ.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.jGETZpS7_GEsNzFB-7jMZUF7sVEBLYnYueQWAr5Co91KRq8C68mOPW-9p0_lanhbgjZzX4NRtLTAr9c89qCLabro7WFU8ZU2uYjp1Qv6O3e2fP4kIMprguPPXkYvM7M1Un5goILe-wS-ZAHgQd5OIN86xJFoqcmfOl-Dnw2a7XJlIrCbUk63chMSxPBKtZqca65a2UBVXNQoNJBir7WNyuFksJFmIgAT1icEAI_h9y_2JFXe46RIcIW3gfpa3mVsGsZ_WpB3e3-ll7OwswMlLEDNf91U66anHDvMDeyDoXXMTCiwXPRqZ5ANJczFn7ilUCcxXNFXnsc4D56jqim4-g



6. 增加群角色绑定,消除后台的报错
[root@server2 dashboard]# vim rbac.yaml      ## 增加群角色绑定,消除后台的报错
[root@server2 dashboard]# kubectl apply -f rbac.yaml 
clusterrolebinding.rbac.authorization.k8s.io/kubernetes-dashboard-admin created
[root@server2 dashboard]# cat rbac.yaml 
apiVersion: rbac.authorization.k8s.io/v1
kind: ClusterRoleBinding
metadata:
  name: kubernetes-dashboard-admin
roleRef:
  apiGroup: rbac.authorization.k8s.io
  kind: ClusterRole
  name: cluster-admin
subjects:
- kind: ServiceAccount
  name: kubernetes-dashboard
  namespace: kubernetes-dashboard

1、创建目录及拉取清单文件
在这里插入图片描述

2、拉取镜像

在这里插入图片描述

3、部署dashboard

在这里插入图片描述
4、修该ClusterIP为LoadBalancer
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5、使用火狐浏览器,google不行:
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获取token密钥并进入dashboard后台,发现报错是没有集群化控制操作
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6、创建rbac.yaml绑定集群IP,报错消失。
在这里插入图片描述

3.3 图形化操作界面测试

1)创建一个demo

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在这里插入图片描述
2)删除
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4、Horizontal Pod Autoscaler 演练(HPA)

官方参考链接

4.1 创建一个HPA(单度量指标CPU)

[root@server2 ~]# mkdir hpa
[root@server2 ~]# cd hpa/
[root@server2 hpa]# vim hpa.yaml
[root@server2 hpa]# cat hpa.yaml 
apiVersion: apps/v1
kind: Deployment
metadata:
  name: php-apache
spec:
  selector:
    matchLabels:
      run: php-apache
  replicas: 1
  template:
    metadata:
      labels:
        run: php-apache
    spec:
      containers:
      - name: php-apache
        image: hpa-example
        ports:
        - containerPort: 80
        resources:
          limits:
            cpu: 500m
          requests:
            cpu: 200m

---

apiVersion: v1
kind: Service
metadata:
  name: php-apache
  labels:
    run: php-apache
spec:
  ports:
  - port: 80
  selector:
    run: php-apache


[root@server2 hpa]# kubectl apply -f hpa.yaml 
[root@server2 hpa]# kubectl get pod
NAME                          READY   STATUS    RESTARTS   AGE
php-apache-6cc67f7957-8cmbg   1/1     Running   0          74s
[root@server2 hpa]# kubectl get svc
NAME         TYPE        CLUSTER-IP      EXTERNAL-IP   PORT(S)   AGE
kubernetes   ClusterIP   10.96.0.1       <none>        443/TCP   10d
php-apache   ClusterIP   10.111.62.180   <none>        80/TCP    83s
[root@server2 hpa]# kubectl describe svc php-apache 
Name:              php-apache
Namespace:         default
Labels:            run=php-apache
Annotations:       <none>
Selector:          run=php-apache
Type:              ClusterIP
IP Families:       <none>
IP:                10.111.62.180
IPs:               10.111.62.180
Port:              <unset>  80/TCP
TargetPort:        80/TCP
Endpoints:         10.244.22.15:80
Session Affinity:  None
Events:            <none>
[root@server2 hpa]# curl 10.111.62.180
OK![root@server2 hpa]# 

[root@server2 hpa]# kubectl autoscale deployment php-apache --cpu-percent=50 --min=1 --max=10
horizontalpodautoscaler.autoscaling/php-apache autoscaled
[root@server2 hpa]# kubectl get hpa
NAME         REFERENCE               TARGETS         MINPODS   MAXPODS   REPLICAS   AGE
php-apache   Deployment/php-apache   <unknown>/50%   1         10        0          10s
[root@server2 hpa]# kubectl run -i --tty load-generator --rm --image=busybox --restart=Never -- /bin/sh -c "while sleep 0.01; do wget -q -O- http://php-apache; done"
If you don't see a command prompt, try pressing enter.
OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!OK!

扩容成功
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停止测试,五分钟后逐渐回收
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4.2 基于多项度量指标和自定义度量指标自动扩缩(CPU+memory)

[root@server2 hpa]# kubectl delete -f hpa.yaml 
deployment.apps "php-apache" deleted
service "php-apache" deleted


[root@server2 hpa]# cat hpa-v2.yaml 
apiVersion: autoscaling/v2beta2
kind: HorizontalPodAutoscaler
metadata:
  name: php-apache
spec:
  maxReplicas: 10
  minReplicas: 1
  scaleTargetRef:
    apiVersion: apps/v1
    kind: Deployment
    name: php-apache
  metrics:
  - type: Resource
    resource:
      name: cpu
      target:
        averageUtilization: 60
        type: Utilization
  - type: Resource
    resource:
      name: memory
      target:
        averageValue: 50Mi
        type: AverageValue
[root@server2 hpa]# kubectl apply -f hpa-v2.yaml 
horizontalpodautoscaler.autoscaling/php-apache configured

[root@server2 hpa]# kubectl get hpa
NAME         REFERENCE               TARGETS                MINPODS   MAXPODS   REPLICAS   AGE
php-apache   Deployment/php-apache   6045696/50Mi, 0%/60%   1         10        1          102s


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扩充成功
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