Jenkins & Kubernetes 应用部署与容器构建

文章目录

Jenkins & Kubernetes 应用部署与容器构建
- 1. 前言
- 2. Jenkins 配置 kubernetes credentials
- 3. Jenkins 插件
- - 3.1 安装 Kubernets Plugin
  - 3.2 安装 Docker Plugin
  - 3.3 安装 Git Plugin
- 4. Jenkins 连接 minikube 集群
- 5. 配置参数说明
- - 5.1 Pod template 参数
  - 5.2 Container template 参数
- 6. Jenkins Piepline 部署 pod 实例
- - 6.1 创建一个简单 pod
  - 6.2 pod name 变化
  - 6.3 指定 namespace
  - 6.4 volumes 挂载
  - 6.5 Liveness Probe 探针
  - 6.6 创建多个容器
  - 6.7 继承
  - 6.8 pod 嵌套
  - 6.9 Pipeline script from SCM
  - 6.10 复用 groovy 文件
  - 6.11 声明式 pipeline
- 7 Jenkins Pipeline 构建镜像实例
- - 7.1 git 拉取仓库 & 构建镜像
  - 7.2 编写 Dockerfile & 构建镜像
  - 7.3 git 拉取仓库 & kaniko 构建镜像 & 推送入库

关于kubernetes & Jenkins 部署可以参考：minikube & helm 安装 jenkins

1. 前言

在 DevOps 的世界里，自动化是主要目标之一。针对 CI/CD 的最著名的开源工具之一就是自动化服务器 Jenkins。从简单的 CI 服务器到完整的 CD 集线器，Jenkins 都可以处理。

CI：持续集成（continuous integration）是在源代码变更后自动检测、拉取、构建和（在大多数情况下）进行单元测试的过程。目标是快速确保开发人员新提交的变更是好的，并且适合在代码库中进一步使用
CD：持续交付（continuous delivery）通常是指整个流程链（管道），它自动监测源代码变更并通过构建、测试、打包和相关操作运行它们以生成可部署的版本，基本上没有任何人为干预。持续交付在软件开发过程中的目标是自动化、效率、可靠性、可重复性和质量保障（通过持续测试）。
CD: 持续部署（continuous deployment）是指能够自动提供持续交付管道中发布版本给最终用户使用的想法。根据用户的安装方式，可能是在云环境中自动部署、app 升级（如手机上的应用程序）、更新网站或只更新可用版本列表。
Pipeline: 将源代码转换为可发布产品的多个不同的任务(task)和作业(job)通常串联成一个软件“管道”，一个自动流程成功完成后会启动管道中的下一个流程。这些管道有许多不同的叫法，例如持续交付管道、部署管道和软件开发管道。

“下面我们将实践如何利用 Jenkins 强大的 CI/CD 特性来练习如何部署 kubernetes 应用与构建镜像作为开始。”

2. Jenkins 配置 kubernetes credentials

获取 token

 kubectl get secrets -n jenkins jenkins-token-6r26g -oyaml
apiVersion: v1
data:
  ca.crt: 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
  namespace: amVua2lucw==
  token: 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
kind: Secret
metadata:
  annotations:
    kubernetes.io/service-account.name: jenkins
    kubernetes.io/service-account.uid: 397753dd-0f3f-41e2-a73c-8a5135d6faaa
  creationTimestamp: "2022-12-03T13:49:22Z"
  name: jenkins-token-6r26g
  namespace: jenkins
  resourceVersion: "199550"
  uid: 0b896aba-1810-436a-9eb8-dd0502e9e79f
type: kubernetes.io/service-account-token

复制token内容至secret

具体可官方添加 credentials 步骤

3. Jenkins 插件

3.1 安装 Kubernets Plugin

3.2 安装 Docker Plugin

3.3 安装 Git Plugin

4. Jenkins 连接 minikube 集群

我们需要配置 manage Nodes and Clouds

name: 定义集群名称
kubernetes credentials 选择下拉刚刚创建的 minikube2
Kubernetes URL 与 Kubernetes server certificate key 通过命令 kubectl config view获取
填完点击测试一下，再保存。

$ kubectl  config view
apiVersion: v1
clusters:
- cluster:
    certificate-authority: /root/.minikube/ca.crt
    extensions:
    - extension:
        last-update: Wed, 30 Nov 2022 14:20:59 CST
        provider: minikube.sigs.k8s.io
        version: v1.28.0
      name: cluster_info
    server: https://192.168.10.26:8443
  name: minikube
contexts:
- context:
    cluster: minikube
    extensions:
    - extension:
        last-update: Wed, 30 Nov 2022 14:20:59 CST
        provider: minikube.sigs.k8s.io
        version: v1.28.0
      name: context_info
    namespace: default
    user: minikube
  name: minikube
current-context: minikube
kind: Config
preferences: {}
users:
- name: minikube
  user:
    client-certificate: /root/.minikube/profiles/minikube/client.crt
    client-key: /root/.minikube/profiles/minikube/client.key

5. 配置参数说明

5.1 Pod template 参数

cloud ：Jenkins设置中定义的云的名称。默认为kubernetes
name： pod名称.
namespace ：pod 命名空间.
label ：节点标签。这就是在通过节点步骤请求代理时可以引用 pod 模板的方式。在管道中，建议省略此字段并依赖生成的标签，该标签可以使用 podTemplate 块中定义的 POD_LABEL 变量引用。
yaml Pod 的 yaml 表示，以允许设置任何不支持的值作为字段
yamlMergeStrategy ：merge() or override(). 控制 yaml 定义是否覆盖或与从使用 inheritFrom 声明的 pod 模板继承的 yaml 定义合并。默认为 override() （出于向后兼容性原因）。
containers： container templates 部分
serviceAccount ：pod 服务帐户.
nodeSelector ：pod的节点选择器.
nodeUsageMode：要么NORMAL要么EXCLUSIVE，该参数控制的是只调度标签表达式匹配的作业还是尽可能使用节点.
volumes：挂载持久存储卷
- configMapVolume : 挂载ConfigMap，只读.
- dynamicPVC() : 动态管理的持久卷 pvc ，它与 pod 同时被删除.
- emptyDirVolume (default): 空目录
- hostPathVolume() : 挂载主机目录
- nfsVolume() : 挂载NFS目录
- persistentVolumeClaim() : 绑定pvc.
- secretVolume : 挂载 secret，只读，适用于证书、用户密码.
envVars：应用于所有容器的环境变量.
- envVar：个环境变量，其值是内联定义的.
- secretEnvVar：通过secret对象定义一个环境变量.
imagePullSecrets：提取 secret 名称, 从私有 Docker 仓库中提取镜像.
annotations：pod注释
inheritFrom：要继承的一个或多个 pod 模板的列表
slaveConnectTimeout ：agent 在线超时秒数
podRetention：控制保留代理 pod 的行为。可以是 ‘never()’、'onFailure()'、‘always()’ 或 ‘default()’ - 如果为空，将默认在 activeDeadlineSeconds 过后删除 pod。
activeDeadlineSeconds：如果 podRetention 设置为 never() 或 onFailure()，则 pod 将在截止日期过后删除。
idleMinutes：允许 pod 保持活动状态以供重用，直到自上一个步骤执行后配置的分钟数过去。
showRawYaml：启用或禁用原始pod清单（manifest）的输出。默认为true
runAsUser：定义运行pod中所有容器的用户ID.
runAsGroup：定义在pod中运行所有容器的组ID.
hostNetwork：主机网络.
workspaceVolume：定义workspace卷的类型.
- dynamicPVC() ：挂载动态管理的pvc，会与pod一同被删除.
- emptyDirWorkspaceVolume (default): 定义主机上分配的空目录
- hostPathWorkspaceVolume() : 挂载主机目录
- nfsWorkspaceVolume() : 挂载nfs volume
- persistentVolumeClaimWorkspaceVolume() : 绑定pvc.

5.2 Container template 参数

Container template可通过用户界面与pipeline配置。

name：容器名字.
image ：镜像名称.
envVars ：应用于容器的环境变量(补充和覆盖在pod已设置的环境变量).
- envVar：一个环境变量，其值是内联定义的.
- secretEnvVar ：通过secret对象定义一个环境变量…
command：容器将执行的命令。将覆盖 Docker 入口点。常用命令：sleep.
args ：传递给命令的参数。例如：99999999 .
ttyEnabled：标志，以标记tty应该启用.
livenessProbe ：探针（不支持 - httpGet liveness probes）
ports：暴露容器上的端口
alwaysPullImage：容器将在启动时拉取镜像.
runAsUser：定义运行容器的用户ID.
runAsGroup：定义运行容器的组ID.

6. Jenkins Piepline 部署 pod 实例

6.1 创建一个简单 pod

创建一个包含 docker 容器的 pod ，并且带有build标签。创建完后，使用docker version命令执行查看容器内docker 的版本信息。

Pipeline script：

podTemplate(label: 'build', containers: [
    containerTemplate(name: 'docker', image: 'docker', command: 'cat', ttyEnabled: true)
  ],
  volumes: [
    hostPathVolume(mountPath: '/var/run/docker.sock', hostPath: '/var/run/docker.sock'),
  ]
  ) {
    node('build') {
      container('docker') {
        sh 'docker version'
      }        
    }  
  }

点击执行“build”

构建成功。

minikube 集群查看部署结果：

$ k get pods -n jenkins
NAME                READY   STATUS    RESTARTS   AGE
build-cb6cf-twpw7   2/2     Running   0          6s

6.2 pod name 变化

创建pod，编写podTemplate，通过yaml 定义 pod内容。

podTemplate(yaml: '''
    apiVersion: v1
    kind: Pod
    metadata:
      labels: 
        some-label: some-label-value
    spec:
      containers:
      - name: busybox
        image: busybox
        command:
        - sleep
        args:
        - 99d
    ''') {
    node(POD_LABEL) {
      container('busybox') {
        echo POD_CONTAINER // displays 'busybox'
        sh 'hostname'
      }
    }
}

第一次构建部署输出：

$ k get pods -n jenkins | grep busybox
busybox-1-zdnpq-mwqtd-0vfg0   2/2     Running   0          19s

busybox pod前缀默认是项目名字
1 代表第一次构建
zdnpq-mwqtd-0vfg0是随机码

当我们第二次构建，pod 名字会发生变化，保持pod名字的唯一性。

$  k get pods -n jenkins | grep busybox
busybox-2-c7blp-840k1-s5c5d   2/2     Running   0          20s

我们尝试修改项目名称为busybox2

输出结果

$ k get pods -n jenkins | grep busybox
busybox2-3-2fc4l-8z8dp-2t0c7   2/2     Running   0          7s

原来的busybox变成busybox2，并且表明第三次构建。

我们尝试添加定义pod的name为busybox3

podTemplate(name: "busybox3",yaml: '''
    apiVersion: v1
    kind: Pod
    metadata:
      labels: 
        some-label: some-label-value
    spec:
      containers:
      - name: busybox
        image: busybox
        command:
        - sleep
        args:
        - 99d
    ''') {
    node(POD_LABEL) {
      container('busybox') {
        echo POD_CONTAINER // displays 'busybox'
        sh 'hostname'
      }
    }
}

当我们自定义pod 的name，构建次数会取消，项目名字不再是pod的前缀。

k get pods -n jenkins | grep busybox
busybox3-lzhfl-7hflx   2/2     Running   0          20s

6.3 指定 namespace

然后，我们尝试换一个已创建好的名字为one的namespace进行构建。

podTemplate(name: "busybox4",
    namespace: "one",
    yaml: '''
    ....

$ k get pods -n one  | grep busybox
busybox4-fxd38-5vpwf   2/2     Running   0          24s

6.4 volumes 挂载

挂载本地 /var/run/docker.sock 文件

podTemplate(name: "busybox5",
    namespace: "one",
    yaml: '''
    apiVersion: v1
    kind: Pod
    metadata:
      labels: 
        some-label: some-label-value
    spec:
      containers:
      - name: busybox
        image: busybox
        command:
        - sleep
        args:
        - 99d
    ''',
      volumes: [
    hostPathVolume(mountPath: '/var/run/docker.sock', hostPath: '/var/run/docker.sock'),
  ]
    ) {
    node(POD_LABEL) {
      container('busybox') {
        echo POD_CONTAINER // displays 'busybox'
        sh 'hostname'
      }
    }
}

6.5 Liveness Probe 探针

podTemplate(name: "busybox6",namespace: "one",
containers: [
containerTemplate(name: 'busybox', image: 'busybox', command: 'sleep', args: '99d',
                  livenessProbe: containerLivenessProbe(execArgs: 'ping 127.0.0.1', initialDelaySeconds: 30, timeoutSeconds: 1, failureThreshold: 3, periodSeconds: 10, successThreshold: 1)
)]
){
    node(POD_LABEL) {
      container('busybox') {
        echo POD_CONTAINER // displays 'busybox'
        sh 'hostname'
      }
    }
}

更多kubernetes探针内容：Configure Liveness, Readiness and Startup Probes

6.6 创建多个容器

podTemplate(name: "build1",namespace: "one",containers: [
    containerTemplate(name: 'maven', image: 'maven:3.8.1-jdk-8', command: 'sleep', args: '99d'),
    containerTemplate(name: 'golang', image: 'golang:1.16.5', command: 'sleep', args: '99d')
  ]) {

    node(POD_LABEL) {
        stage('Get a Maven project') {
            git 'https://github.com/jenkinsci/kubernetes-plugin.git'
            container('maven') {
                stage('Build a Maven project') {
                    sh 'mvn -B -ntp clean install'
                }
            }
        }

        stage('Get a Golang project') {
            git url: 'https://github.com/hashicorp/terraform.git', branch: 'main'
            container('golang') {
                stage('Build a Go project') {
                    sh '''
                    mkdir -p /go/src/github.com/hashicorp
                    ln -s `pwd` /go/src/github.com/hashicorp/terraform
                    cd /go/src/github.com/hashicorp/terraform && make
                    '''
                }
            }
        }

    }
}

查看创建的 pod

$ kubectl get pods -n one
NAME                 READY   STATUS    RESTARTS   AGE
build1-qc5pr-679mv   3/3     Running   0          17m
#三个容器
$ kubectl get pods -n one -o jsonpath="{.items[*].spec.containers[*].name}" | tr -s '[[:space:]]' '\n' |sort |uniq
golang
jnlp
maven

注意：jnlp容器是Jenkins代理,并且命令默认将在运行Jenkins代理的jnlp容器中执行。(jnlp的名称是历史的，为了兼容而保留。)，例如：

podTemplate {
    node(POD_LABEL) {
        stage('Run shell') {
            sh 'echo hello world'
        }
    }
}

我们还可以通过yaml定义格式：

podTemplate(name: "build1",namespace: "one",yaml: '''
    apiVersion: v1
    kind: Pod
    spec:
      containers:
      - name: maven
        image: maven:3.8.1-jdk-8
        command:
        - sleep
        args:
        - 99d
      - name: golang
        image: golang:1.16.5
        command:
        - sleep
        args:
        - 99d
''') {
  node(POD_LABEL) {
    stage('Get a Maven project') {
      git 'https://github.com/jenkinsci/kubernetes-plugin.git'
      container('maven') {
        stage('Build a Maven project') {
          sh 'mvn -B -ntp clean install'
        }
      }
    }

    stage('Get a Golang project') {
      git url: 'https://github.com/hashicorp/terraform-provider-google.git', branch: 'main'
      container('golang') {
        stage('Build a Go project') {
          sh '''
            mkdir -p /go/src/github.com/hashicorp
            ln -s `pwd` /go/src/github.com/hashicorp/terraform
            cd /go/src/github.com/hashicorp/terraform && make
          '''
        }
      }
    }

  }
}

6.7 继承

pod template 可以继承现有模板，也可以不继承。这意味着pod template将从它所继承的模板继承node selector, service account, image pull secrets, container templates and volumes。

yaml根据yamlMergeStrategy的值进行合并。

我通过界面创建 pod template

在项目编写pipeline script：

podTemplate(name: "build2",namespace: "one",inheritFrom: 'mypod', containers: [
    containerTemplate(name: 'maven', image: 'maven:3.8.1-jdk-11')
  ]) {
  node(POD_LABEL) {
    stage('Get a Maven project') {
      git 'https://github.com/jenkinsci/kubernetes-plugin.git'
      container('maven') {
        stage('Build a Maven project') {
          sh 'mvn -B -ntp clean install'
        }
      }
    }

    stage('Get a Golang project') {
      git url: 'https://github.com/hashicorp/terraform-provider-google.git', branch: 'main'
      container('golang') {
        stage('Build a Go project') {
          sh '''
            mkdir -p /go/src/github.com/hashicorp
            ln -s `pwd` /go/src/github.com/hashicorp/terraform
            cd /go/src/github.com/hashicorp/terraform && make
          '''
        }
      }
    }
  }
}

$ kubectl get pods -n one
NAME                 READY   STATUS    RESTARTS   AGE
build2-4p074-b1skx   3/3     Running   0          11m

$ kubectl get pods build2-4p074-b1skx -n one -o jsonpath="{.spec.containers[*].image}" | tr -s '[[:spa
ce:]]' '\n' |sort |uniq
golang:1.16.5
jenkins/inbound-agent:4.11-1-jdk11
maven:3.8.1-jdk-11

这里看到：通过inheritFrom: 'mypod'实现对模板的继承，并且实现mypod模板中的maven版本v1.8.1-jdk-8升级成为3.8.1-jdk-11，完成覆盖。

6.8 pod 嵌套

两个 pod template 合成一个包含两个容器的 pod实例。

podTemplate(name: 'docker', namespace: 'one', containers: [containerTemplate(image: 'docker', name: 'docker', command: 'cat', ttyEnabled: true)]) {
    podTemplate(name: 'maven', namespace: 'one', containers: [containerTemplate(image: 'maven:3.8.1-jdk-11', name: 'maven', command: 'cat', ttyEnabled: true)]) {
    node(POD_LABEL) {
      container('docker') {
        sh "echo hello from $POD_CONTAINER" // displays 'hello from docker'
      }
      container('maven') {
        sh "echo hello from $POD_CONTAINER" // displays 'hello from maven'
      }
     }
    }
}

构建结果：

$ k get pods -n one
NAME                READY   STATUS    RESTARTS   AGE
maven-9h33d-t39gn   3/3     Running   0          5s

#显示pod容器名称
$ kubectl get pods maven-9h33d-t39gn -n one -o jsonpath="{.spec.containers[*].name}" | tr -s '[[:space:]]' '\n' | sort |uniq
docker
jnlp
maven

console output 输出：

Started by user Jenkins Admin
[Pipeline] Start of Pipeline
[Pipeline] podTemplate
[Pipeline] {
[Pipeline] podTemplate
[Pipeline] {
[Pipeline] node
Created Pod: minikube2 one/maven-1bmzz-wv1sp
Agent maven-1bmzz-wv1sp is provisioned from template maven-1bmzz
---
apiVersion: "v1"
kind: "Pod"
metadata:
  annotations:
    buildUrl: "http://jenkins.jenkins.svc.cluster.local:8080/job/busybox2/30/"
    runUrl: "job/busybox2/30/"
  labels:
    jenkins/jenkins-jenkins-agent: "true"
    jenkins/label-digest: "4ba5a4e248fa7baa06e229917703aa75dbced0ac"
    jenkins/label: "busybox2_30-lt9wl"
  name: "maven-1bmzz-wv1sp"
  namespace: "one"
spec:
  containers:
  - command:
    - "cat"
    image: "maven:3.8.1-jdk-11"
    imagePullPolicy: "IfNotPresent"
    name: "maven"
    resources:
      limits: {}
      requests: {}
    tty: true
    volumeMounts:
    - mountPath: "/home/jenkins/agent"
      name: "workspace-volume"
      readOnly: false
  - command:
    - "cat"
    image: "docker"
    imagePullPolicy: "IfNotPresent"
    name: "docker"
    resources:
      limits: {}
      requests: {}
    tty: true
    volumeMounts:
    - mountPath: "/home/jenkins/agent"
      name: "workspace-volume"
      readOnly: false
  - env:
    - name: "JENKINS_SECRET"
      value: "********"
    - name: "JENKINS_TUNNEL"
      value: "jenkins-agent.jenkins.svc.cluster.local:50000"
    - name: "JENKINS_AGENT_NAME"
      value: "maven-1bmzz-wv1sp"
    - name: "JENKINS_NAME"
      value: "maven-1bmzz-wv1sp"
    - name: "JENKINS_AGENT_WORKDIR"
      value: "/home/jenkins/agent"
    - name: "JENKINS_URL"
      value: "http://jenkins.jenkins.svc.cluster.local:8080/"
    image: "jenkins/inbound-agent:4.11-1-jdk11"
    name: "jnlp"
    resources:
      limits: {}
      requests:
        memory: "256Mi"
        cpu: "100m"
    volumeMounts:
    - mountPath: "/home/jenkins/agent"
      name: "workspace-volume"
      readOnly: false
  nodeSelector:
    kubernetes.io/os: "linux"
  restartPolicy: "Never"
  volumes:
  - emptyDir:
      medium: ""
    name: "workspace-volume"

Running on maven-1bmzz-wv1sp in /home/jenkins/agent/workspace/busybox2
[Pipeline] {
[Pipeline] container
[Pipeline] {
[Pipeline] sh
+ echo hello from docker
hello from docker
[Pipeline] }
[Pipeline] // container
[Pipeline] container
[Pipeline] {
[Pipeline] sh
+ echo hello from maven
hello from maven
[Pipeline] }
[Pipeline] // container
[Pipeline] }
[Pipeline] // node
[Pipeline] }
[Pipeline] // podTemplate
[Pipeline] }
[Pipeline] // podTemplate
[Pipeline] End of Pipeline
Finished: SUCCESS

6.9 Pipeline script from SCM

kubernetes-plugin/examples/containerLog.groovy

podTemplate(yaml: '''
              apiVersion: v1
              kind: Pod
              metadata:
                labels:
                  some-label: some-label-value
              spec:
                containers:
                - name: maven
                  image: maven:3.8.1-jdk-8
                  command:
                  - sleep
                  args:
                  - 99d
                  tty: true
                - name: mongo
                  image: mongo
''') {
  node(POD_LABEL) {
    stage('Integration Test') {
      try {
        container('maven') {
          sh 'nc -z localhost:27017 && echo "connected to mongo db"'
          // sh 'mvn -B clean failsafe:integration-test' // real integration test

          def mongoLog = containerLog(name: 'mongo', returnLog: true, tailingLines: 5, sinceSeconds: 20, limitBytes: 50000)
          assert mongoLog.contains('connection accepted from 127.0.0.1:')
          sh 'echo failing build; false'
        }
      } catch (Exception e) {
        containerLog 'mongo'
        throw e
      }
    }
  }
}

6.10 复用 groovy 文件

Extending with Shared Libraries

package com.foo.utils

public void dockerTemplate(body) {
  podTemplate(
        containers: [containerTemplate(name: 'docker', image: 'docker', command: 'sleep', args: '99d')],
        volumes: [hostPathVolume(hostPath: '/var/run/docker.sock', mountPath: '/var/run/docker.sock')]) {
    body.call()
}
}

public void mavenTemplate(body) {
  podTemplate(
        containers: [containerTemplate(name: 'maven', image: 'maven', command: 'sleep', args: '99d')],
        volumes: [secretVolume(secretName: 'maven-settings', mountPath: '/root/.m2'),
                  persistentVolumeClaim(claimName: 'maven-local-repo', mountPath: '/root/.m2repo')]) {
    body.call()
}
}

注意，POD_LABEL将是生成的最里面的标签，以获得节点上所有外部pod都可用的节点，如本例所示

import com.foo.utils.PodTemplates

podTemplates = new PodTemplates()

podTemplates.dockerTemplate {
  podTemplates.mavenTemplate {
    node(POD_LABEL) {
      container('docker') {
        sh "echo hello from $POD_CONTAINER" // displays 'hello from docker'
      }
      container('maven') {
        sh "echo hello from $POD_CONTAINER" // displays 'hello from maven'
      }
     }
  }
}

在pipeline script 中，有时不需要这种通过嵌套声明的隐式继承，或者首选另一种显式继承。在这种情况下，使用inheritFrom 来删除任何继承，或者使用inheritFrom 'otherParent'来覆盖它。

6.11 声明式 pipeline

pipeline {
  agent {
    kubernetes {
      yaml '''
        apiVersion: v1
        kind: Pod
        metadata:
          labels:
            some-label: some-label-value
        spec:
          containers:
          - name: maven
            image: maven:alpine
            command:
            - cat
            tty: true
          - name: busybox
            image: busybox
            command:
            - cat
            tty: true
        '''
    }
  }
  stages {
    stage('Run maven') {
      steps {
        container('maven') {
          sh 'mvn -version'
        }
        container('busybox') {
          sh '/bin/busybox'
        }
      }
    }
  }
}

7 Jenkins Pipeline 构建镜像实例

7.1 git 拉取仓库 & 构建镜像

创建docker 容器，挂载/var/run/docker.sock文件即可获得在容器内构建镜像的条件。在pipeline中我从github拉取一个demo尝试构建镜像。

podTemplate(namespace: "default",yaml: '''
              apiVersion: v1
              kind: Pod
              spec:
                containers:
                - name: docker
                  image: docker:19.03.1
                  command:
                  - sleep
                  args:
                  - 99d
                  volumeMounts:
                  - name: dockersock
                    mountPath: /var/run/docker.sock
                volumes:
                - name: dockersock
                  hostPath:
                    path: /var/run/docker.sock
''') {
  node(POD_LABEL) {
    stage('Build Docker image') {
      git 'https://github.com/Ghostwritten/kaniko-python-docker.git'
      container('docker') {
        sh 'docker build -t ghostwritten/kaniko-python-docker:v1.0.0 .'
      }
    }
  }
}

console output：

Started by user Jenkins Admin
[Pipeline] Start of Pipeline
[Pipeline] podTemplate
[Pipeline] {
[Pipeline] node
Created Pod: kubernetes default/docker-6-mjk3l-z7k7p-zkt08
Agent docker-6-mjk3l-z7k7p-zkt08 is provisioned from template docker_6-mjk3l-z7k7p
---
apiVersion: "v1"
kind: "Pod"
metadata:
  annotations:
    buildUrl: "http://jenkins.jenkins.svc.cluster.local:8080/job/docker/6/"
    runUrl: "job/docker/6/"
  labels:
    jenkins/jenkins-jenkins-agent: "true"
    jenkins/label-digest: "79a0f8e1675392aae2023abc0c58dbb40369e1eb"
    jenkins/label: "docker_6-mjk3l"
  name: "docker-6-mjk3l-z7k7p-zkt08"
  namespace: "default"
spec:
  containers:
  - args:
    - "99d"
    command:
    - "sleep"
    image: "docker:19.03.1"
    name: "docker"
    volumeMounts:
    - mountPath: "/var/run/docker.sock"
      name: "dockersock"
    - mountPath: "/home/jenkins/agent"
      name: "workspace-volume"
      readOnly: false
  - env:
    - name: "JENKINS_SECRET"
      value: "********"
    - name: "JENKINS_TUNNEL"
      value: "jenkins-agent.jenkins.svc.cluster.local:50000"
    - name: "JENKINS_AGENT_NAME"
      value: "docker-6-mjk3l-z7k7p-zkt08"
    - name: "JENKINS_NAME"
      value: "docker-6-mjk3l-z7k7p-zkt08"
    - name: "JENKINS_AGENT_WORKDIR"
      value: "/home/jenkins/agent"
    - name: "JENKINS_URL"
      value: "http://jenkins.jenkins.svc.cluster.local:8080/"
    image: "jenkins/inbound-agent:4.11-1-jdk11"
    name: "jnlp"
    resources:
      limits: {}
      requests:
        memory: "256Mi"
        cpu: "100m"
    volumeMounts:
    - mountPath: "/home/jenkins/agent"
      name: "workspace-volume"
      readOnly: false
  nodeSelector:
    kubernetes.io/os: "linux"
  restartPolicy: "Never"
  volumes:
  - hostPath:
      path: "/var/run/docker.sock"
    name: "dockersock"
  - emptyDir:
      medium: ""
    name: "workspace-volume"

Running on docker-6-mjk3l-z7k7p-zkt08 in /home/jenkins/agent/workspace/docker
[Pipeline] {
[Pipeline] stage
[Pipeline] { (Build Docker image)
[Pipeline] git
The recommended git tool is: NONE
No credentials specified
Cloning the remote Git repository
Cloning repository https://github.com/Ghostwritten/kaniko-python-docker.git
 > git init /home/jenkins/agent/workspace/docker # timeout=10
Fetching upstream changes from https://github.com/Ghostwritten/kaniko-python-docker.git
 > git --version # timeout=10
 > git --version # 'git version 2.30.2'
 > git fetch --tags --force --progress -- https://github.com/Ghostwritten/kaniko-python-docker.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/Ghostwritten/kaniko-python-docker.git # timeout=10
 > git config --add remote.origin.fetch +refs/heads/*:refs/remotes/origin/* # timeout=10
Avoid second fetch
Checking out Revision 925d4779eb7b4d41840d9daabb5ef5518d65ed1c (refs/remotes/origin/master)
 > git rev-parse refs/remotes/origin/master^{commit} # timeout=10
 > git config core.sparsecheckout # timeout=10
 > git checkout -f 925d4779eb7b4d41840d9daabb5ef5518d65ed1c # timeout=10
 > git branch -a -v --no-abbrev # timeout=10
 > git checkout -b master 925d4779eb7b4d41840d9daabb5ef5518d65ed1c # timeout=10
Commit message: "add kaniko python docker"
 > git rev-list --no-walk 925d4779eb7b4d41840d9daabb5ef5518d65ed1c # timeout=10
[Pipeline] container
[Pipeline] {
[Pipeline] sh
+ docker build -t ghostwritten/kaniko-python-docker:v1.0.0 .
Sending build context to Docker daemon  82.43kB

Step 1/6 : FROM python:3.8-slim-buster
 ---> 5cc8cb0c433a
Step 2/6 : WORKDIR /app
 ---> Using cache
 ---> 58118ab4f40e
Step 3/6 : COPY requirements.txt requirements.txt
 ---> Using cache
 ---> 638813138f19
Step 4/6 : RUN pip3 install -r requirements.txt
 ---> Using cache
 ---> 9dd11465b0d8
Step 5/6 : COPY . .
 ---> 4d92feff0580
Step 6/6 : CMD [ "python3", "app.py"]
 ---> Running in fca5c52c6378
Removing intermediate container fca5c52c6378
 ---> 048935596734
Successfully built 048935596734
Successfully tagged ghostwritten/kaniko-python-docker:v1.0.0
[Pipeline] }
[Pipeline] // container
[Pipeline] }
[Pipeline] // stage
[Pipeline] }
[Pipeline] // node
[Pipeline] }
[Pipeline] // podTemplate
[Pipeline] End of Pipeline
Finished: SUCCESS

构建成功。

7.2 编写 Dockerfile & 构建镜像

不过有时候我们直接在 Pipeline Script 中编写Dockerfile更加方便。

podTemplate(name: "testing", namespace: "default", yaml: '''
              apiVersion: v1
              kind: Pod
              spec:
                volumes:
                - name: docker-sock
                  hostPath: 
                    path: /var/run/docker.sock
                containers:
                - name: docker
                  image: docker:19.03.1
                  command:
                  - sleep
                  args:
                  - 99d
                  volumeMounts:
                  - name: docker-sock
                    mountPath: /var/run/docker.sock
                - name: docker-daemon
                  image: docker:19.03.1-dind
                  securityContext:
                    privileged: true
                  volumeMounts:
                  - name: docker-sock
                    mountPath: /var/run/docker.sock
''') {
  node(POD_LABEL) {
    writeFile file: 'Dockerfile', text: 'FROM scratch'
    container('docker') {
      sh 'docker version && DOCKER_BUILDKIT=1 docker build --progress plain -t testing .'
    }
  }
}

Pipeline Steps:

构建成功，太棒啦。😋

7.3 git 拉取仓库 & kaniko 构建镜像 & 推送入库

不过，以上这还不能满足我的需求，构建镜像就应该用专业的构建工具，来自google的项目：kaniko 是一种在容器或 Kubernetes 集群内从 Dockerfile 构建容器镜像的工具。它可以十分方便的在容器内安全地构建镜像并推送入库。如果你想了解更多它的细节，可以参考我的这篇关于 kaniko 的实践。

这里我利用secret-regcred.sh脚本创建关于 dockerhub仓库登陆认证的secret（regcred）。

#!/bin/bash
REGISTRY_SERVER=${1-'https://harbor.fumai.com/v2/'}
REGISTRY_USER=${2-'admin'}
REGISTRY_PASS=${3-'Harbor12345'}
REGISTRY_EMAIL=${4-'1zoxun1@gmail.com'}

SECRET_NAME=${5-'regcred'}
NAMESPACE=${6-'default'}

# 1. create secret method.
kubectl --namespace=$NAMESPACE create secret docker-registry $SECRET_NAME  --docker-server=$REGISTRY_SERVER --docker-username=$REGISTRY_USER --docker-password=$REGISTRY_PASS  --docker-email=$REGISTRY_EMAIL

# 2. create secret method too.
#kubectl --namespace=$NAMESPACE create secret   generic  $SECRET_NAME --from-file=.dockerconfigjson=config.json --type=kubernetes.io/dockerconfigjson

kubectl get secret $SECRET_NAME -n $NAMESPACE --output="jsonpath={.data.\.dockerconfigjson}" | base64 -d

创建：

$ bash secret-regcred.sh https://index.docker.io/v1/ <username> <password>

在Pipeline Script写出：

podTemplate(name: 'kaniko-python-docker', namespace: 'default', yaml: '''
              kind: Pod
              spec:
                containers:
                - name: kaniko
                #  image: gcr.io/kaniko-project/executor:v1.6.0-debug
                  image: ghostwritten/kaniko-project-executor:v1.6.0-debug
                  imagePullPolicy: Always
                  command:
                  - sleep
                  args:
                  - 99d
                  volumeMounts:
                    - name: jenkins-docker-cfg
                      mountPath: /kaniko/.docker
                volumes:
                - name: jenkins-docker-cfg
                  secret:
                    secretName: regcred
                    items:
                      - key: .dockerconfigjson
                        path: config.json
'''
  ) {

  node(POD_LABEL) {
    stage('Build with Kaniko') {
      git 'https://github.com/Ghostwritten/kaniko-python-docker.git'
      container('kaniko') {
        sh '/kaniko/executor -f `pwd`/Dockerfile -c `pwd` --cache=true --destination=ghostwritten/kaniko-python-docker:v1.0.1'
      }
    }
  }
}

console output:

Started by user Jenkins Admin
[Pipeline] Start of Pipeline
[Pipeline] podTemplate
[Pipeline] {
[Pipeline] node
Created Pod: minikube2 default/kaniko-python-docker-frnd7-1wnb4
Still waiting to schedule task
‘kaniko-python-docker-frnd7-1wnb4’ is offline
Agent kaniko-python-docker-frnd7-1wnb4 is provisioned from template kaniko-python-docker-frnd7
---
apiVersion: "v1"
kind: "Pod"
metadata:
  annotations:
    buildUrl: "http://192.168.10.26:32000/job/docker/21/"
    runUrl: "job/docker/21/"
  labels:
    jenkins/jenkins-jenkins-agent: "true"
    jenkins/label-digest: "117969f201f5b8afcc688a11799a14d3558b71c0"
    jenkins/label: "docker_21-mlxg4"
  name: "kaniko-python-docker-frnd7-1wnb4"
  namespace: "default"
spec:
  containers:
  - args:
    - "99d"
    command:
    - "sleep"
    image: "ghostwritten/kaniko-project-executor:v1.6.0-debug"
    imagePullPolicy: "Always"
    name: "kaniko"
    volumeMounts:
    - mountPath: "/kaniko/.docker"
      name: "jenkins-docker-cfg"
    - mountPath: "/home/jenkins/agent"
      name: "workspace-volume"
      readOnly: false
  - env:
    - name: "JENKINS_SECRET"
      value: "********"
    - name: "JENKINS_TUNNEL"
      value: "jenkins-agent.jenkins.svc.cluster.local:50000"
    - name: "JENKINS_AGENT_NAME"
      value: "kaniko-python-docker-frnd7-1wnb4"
    - name: "JENKINS_NAME"
      value: "kaniko-python-docker-frnd7-1wnb4"
    - name: "JENKINS_AGENT_WORKDIR"
      value: "/home/jenkins/agent"
    - name: "JENKINS_URL"
      value: "http://192.168.10.26:32000/"
    image: "jenkins/inbound-agent:4.11-1-jdk11"
    name: "jnlp"
    resources:
      limits: {}
      requests:
        memory: "256Mi"
        cpu: "100m"
    volumeMounts:
    - mountPath: "/home/jenkins/agent"
      name: "workspace-volume"
      readOnly: false
  nodeSelector:
    kubernetes.io/os: "linux"
  restartPolicy: "Never"
  volumes:
  - name: "jenkins-docker-cfg"
    secret:
      items:
      - key: ".dockerconfigjson"
        path: "config.json"
      secretName: "regcred"
  - emptyDir:
      medium: ""
    name: "workspace-volume"

Running on kaniko-python-docker-frnd7-1wnb4 in /home/jenkins/agent/workspace/docker
[Pipeline] {
[Pipeline] stage
[Pipeline] { (Build with Kaniko)
[Pipeline] git
The recommended git tool is: NONE
No credentials specified
Cloning the remote Git repository
Cloning repository https://github.com/Ghostwritten/kaniko-python-docker.git
 > git init /home/jenkins/agent/workspace/docker # timeout=10
Fetching upstream changes from https://github.com/Ghostwritten/kaniko-python-docker.git
 > git --version # timeout=10
 > git --version # 'git version 2.30.2'
 > git fetch --tags --force --progress -- https://github.com/Ghostwritten/kaniko-python-docker.git +refs/heads/*:refs/remotes/origin/* # timeout=10
 > git config remote.origin.url https://github.com/Ghostwritten/kaniko-python-docker.git # timeout=10
 > git config --add remote.origin.fetch +refs/heads/*:refs/remotes/origin/* # timeout=10
Avoid second fetch
Checking out Revision 925d4779eb7b4d41840d9daabb5ef5518d65ed1c (refs/remotes/origin/master)
 > git rev-parse refs/remotes/origin/master^{commit} # timeout=10
 > git config core.sparsecheckout # timeout=10
 > git checkout -f 925d4779eb7b4d41840d9daabb5ef5518d65ed1c # timeout=10
 > git branch -a -v --no-abbrev # timeout=10
 > git checkout -b master 925d4779eb7b4d41840d9daabb5ef5518d65ed1c # timeout=10
Commit message: "add kaniko python docker"
First time build. Skipping changelog.
[Pipeline] container
[Pipeline] {
[Pipeline] sh
+ pwd
+ pwd
+ /kaniko/executor -f /home/jenkins/agent/workspace/docker/Dockerfile -c /home/jenkins/agent/workspace/docker '--cache=true' '--destination=ghostwritten/kaniko-python-docker:v1.0.1'
[36mINFO[0m[0002] Retrieving image manifest python:3.8-slim-buster 
[36mINFO[0m[0002] Retrieving image python:3.8-slim-buster from registry index.docker.io 
[36mINFO[0m[0004] Retrieving image manifest python:3.8-slim-buster 
[36mINFO[0m[0004] Returning cached image manifest              
[36mINFO[0m[0006] Built cross stage deps: map[]                
[36mINFO[0m[0006] Retrieving image manifest python:3.8-slim-buster 
[36mINFO[0m[0006] Returning cached image manifest              
[36mINFO[0m[0006] Retrieving image manifest python:3.8-slim-buster 
[36mINFO[0m[0006] Returning cached image manifest              
[36mINFO[0m[0006] Executing 0 build triggers                   
[36mINFO[0m[0006] Checking for cached layer index.docker.io/ghostwritten/kaniko-python-docker/cache:1c98e3b76b7eea791ef15553919754ea5ea0384db24733375b20585b5abf5c59... 
[36mINFO[0m[0008] No cached layer found for cmd RUN pip3 install -r requirements.txt 
[36mINFO[0m[0008] Unpacking rootfs as cmd COPY requirements.txt requirements.txt requires it. 
[36mINFO[0m[0025] WORKDIR /app                                 
[36mINFO[0m[0025] cmd: workdir                                 
[36mINFO[0m[0025] Changed working directory to /app            
[36mINFO[0m[0025] Creating directory /app                      
[36mINFO[0m[0025] Taking snapshot of files...                  
[36mINFO[0m[0025] COPY requirements.txt requirements.txt       
[36mINFO[0m[0025] Taking snapshot of files...                  
[36mINFO[0m[0025] RUN pip3 install -r requirements.txt         
[36mINFO[0m[0025] Taking snapshot of full filesystem...        
[36mINFO[0m[0027] cmd: /bin/sh                                 
[36mINFO[0m[0027] args: [-c pip3 install -r requirements.txt]  
[36mINFO[0m[0027] Running: [/bin/sh -c pip3 install -r requirements.txt] 
Collecting Flask==2.0.2
  Downloading Flask-2.0.2-py3-none-any.whl (95 kB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 95.2/95.2 KB 291.8 kB/s eta 0:00:00
Collecting itsdangerous>=2.0
  Downloading itsdangerous-2.1.2-py3-none-any.whl (15 kB)
Collecting Jinja2>=3.0
  Downloading Jinja2-3.1.2-py3-none-any.whl (133 kB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 133.1/133.1 KB 119.1 kB/s eta 0:00:00
Collecting Werkzeug>=2.0
  Downloading Werkzeug-2.2.2-py3-none-any.whl (232 kB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 232.7/232.7 KB 54.5 kB/s eta 0:00:00
Collecting click>=7.1.2
  Downloading click-8.1.3-py3-none-any.whl (96 kB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 96.6/96.6 KB 30.9 kB/s eta 0:00:00
Collecting MarkupSafe>=2.0
  Downloading MarkupSafe-2.1.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (25 kB)
Installing collected packages: MarkupSafe, itsdangerous, click, Werkzeug, Jinja2, Flask
Successfully installed Flask-2.0.2 Jinja2-3.1.2 MarkupSafe-2.1.1 Werkzeug-2.2.2 click-8.1.3 itsdangerous-2.1.2
WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv
WARNING: You are using pip version 22.0.4; however, version 22.3.1 is available.
You should consider upgrading via the '/usr/local/bin/python -m pip install --upgrade pip' command.
[36mINFO[0m[0053] Taking snapshot of full filesystem...        
[36mINFO[0m[0056] COPY . .                                     
[36mINFO[0m[0056] Taking snapshot of files...                  
[36mINFO[0m[0056] Pushing layer index.docker.io/ghostwritten/kaniko-python-docker/cache:1c98e3b76b7eea791ef15553919754ea5ea0384db24733375b20585b5abf5c59 to cache now 
[36mINFO[0m[0056] Pushing image to index.docker.io/ghostwritten/kaniko-python-docker/cache:1c98e3b76b7eea791ef15553919754ea5ea0384db24733375b20585b5abf5c59 
[36mINFO[0m[0056] CMD [ "python3", "app.py"]                   
[36mINFO[0m[0056] No files changed in this command, skipping snapshotting. 
[33mWARN[0m[0058] error uploading layer to cache: failed to push to destination index.docker.io/ghostwritten/kaniko-python-docker/cache:1c98e3b76b7eea791ef15553919754ea5ea0384db24733375b20585b5abf5c59: HEAD https://index.docker.io/v2/ghostwritten/kaniko-python-docker/cache/blobs/sha256:c3aa9870d3065edb2286cac744c95fb0d2f1c98b2d8a231257314eda7d3598b0: unexpected status code 401 Unauthorized (HEAD responses have no body, use GET for details) 
[36mINFO[0m[0058] Pushing image to ghostwritten/kaniko-python-docker:v1.0.1 
[36mINFO[0m[0066] Pushed image to 1 destinations               
[Pipeline] }
[Pipeline] // container
[Pipeline] }
[Pipeline] // stage
[Pipeline] }
[Pipeline] // node
[Pipeline] }
[Pipeline] // podTemplate
[Pipeline] End of Pipeline
Finished: SUCCESS

登陆 dockerhub 查看新构建的镜像。

大功告成。

关于在Jenkins Pipeline 中部署 pod 与构建镜像的实践到这里暂告一段落。但这一切还只是刚刚开始。Jenkins Pipeline可以实现许多功能，我们可以利用jenkins设置代码push的触发条件，当push 代码后自动触发审查、构建、推送、测试、部署等等。还可以结合关于触发 ArgoCD 的 Jenkins 管道，完成对Kubernetes 集群的部署，Argo CD是用于Kubernetes的声明性GitOps持续交付工具，Argo CD可在指定的目标环境中自动部署所需的应用程序状态，应用程序部署可以在Git提交时跟踪对分支，标签的更新，或固定到清单的特定版本。

拜！

参考：

Kubernetes plugin for Jenkins
jenkinsci/kubernetes-plugin
jenkins pipeline 加载 groovy 脚本
Build & Push Docker Image using Jenkins Pipeline | Devops Integration Live Example Step By Step
Jenkins On Kubernetes Tutorial | How to setup Jenkins on kubernetes cluster | Thetips4you