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序言
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1. Kubernetes与云原生应用概览
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2.2.1.1 Pod解析
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2.2.1.2 Init容器
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2.2.1.3 Pod安全策略
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2.2.1.4 Pod的生命周期
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2.2.2 Node
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2.2.3 Namespace
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2.2.4 Service
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2.2.5 Volume和Persistent Volume
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2.2.7 Secret
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2.2.8 StatefulSet
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2.2.9 DaemonSet
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2.2.10 ServiceAccount
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2.2.11 ReplicationController和ReplicaSet
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2.2.12 Job
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2.2.13 CronJob
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2.2.14 Ingress
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2.2.15 ConfigMap
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2.2.16 Horizontal Pod Autoscaling
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2.2.17 Label
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2.2.18 垃圾收集
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2.2.19 NetworkPolicy
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3. 用户指南
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3.1 资源对象配置
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3.1.1 配置Pod的liveness和readiness探针
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3.1.2 配置Pod的Service Account
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3.1.3 Secret配置
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3.2.3 管理namespace中的资源配额
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3.2 命令使用
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3.2.1 使用kubectl
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3.2.2 docker用户过度到kubectl命令行指南
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3.3 集群安全性管理
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3.3.1 管理集群中的TLS
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3.3.2 kubelet的认证授权
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3.3.3 TLS bootstrap
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3.3.4 创建用户认证授权的kubeconfig文件
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3.3.5 RBAC——基于角色的访问控制
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3.3.6 IP伪装代理
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3.4 访问 Kubernetes 集群
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3.4.1 访问集群
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3.4.2 使用 kubeconfig 文件配置跨集群认证
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3.4.3 通过端口转发访问集群中的应用程序
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3.4.4 使用 service 访问群集中的应用程序
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3.5 在kubernetes中开发部署应用
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3.5.1 适用于kubernetes的应用开发部署流程
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3.5.2 迁移传统应用到kubernetes中——以Hadoop YARN为例
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3.5.3 使用StatefulSet部署用状态应用
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4. 最佳实践
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4.1 在CentOS上部署kubernetes1.6集群
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4.1.1 创建TLS证书和秘钥
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4.1.2 创建kubeconfig文件
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4.1.3 创建高可用etcd集群
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4.1.4 安装kubectl命令行工具
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4.1.5 部署master节点
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4.1.6 部署node节点
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4.1.7 安装kubedns插件
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4.1.8 安装dashboard插件
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4.1.9 安装heapster插件
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4.1.10 安装EFK插件
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4.2 服务发现与负载均衡
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4.2.1 安装Traefik ingress
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4.2.2 分布式负载测试
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4.2.3 网络和集群性能测试
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4.2.4 边缘节点配置
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4.2.5 安装Nginx ingress
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4.3 运维管理
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4.3.1 服务滚动升级
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4.3.2 应用日志收集
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4.3.3 配置最佳实践
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4.3.4 集群及应用监控
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4.3.6 数据持久化问题
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4.3.7 管理容器的计算资源
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<a href="../practice/using-prometheus-to-monitor-kuberentes-cluster.html">
4.3.8 使用Prometheus监控kubernetes集群
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<li class="chapter " data-level="1.5.3.8" data-path="../practice/using-heapster-to-get-object-metrics.html">
<a href="../practice/using-heapster-to-get-object-metrics.html">
4.3.9 使用Heapster获取集群和对象的metric数据
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4.4 存储管理
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4.4.1 GlusterFS
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<li class="chapter " data-level="1.5.4.1.1" data-path="../practice/using-glusterfs-for-persistent-storage.html">
<a href="../practice/using-glusterfs-for-persistent-storage.html">
4.4.1.1 使用GlusterFS做持久化存储
</a>
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<li class="chapter " data-level="1.5.4.1.2" data-path="../practice/storage-for-containers-using-glusterfs-with-openshift.html">
<a href="../practice/storage-for-containers-using-glusterfs-with-openshift.html">
4.4.1.2 在OpenShift中使用GlusterFS做持久化存储
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4.4.2 CephFS
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<li class="chapter " data-level="1.5.4.2.1" data-path="../practice/using-ceph-for-persistent-storage.html">
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4.4.2.1 使用Ceph做持久化存储
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</ul>
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4.5 服务编排管理
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<li class="chapter " data-level="1.5.5.1" data-path="../practice/helm.html">
<a href="../practice/helm.html">
4.5.1 使用Helm管理kubernetes应用
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<li class="chapter " data-level="1.5.5.2" data-path="../practice/create-private-charts-repo.html">
<a href="../practice/create-private-charts-repo.html">
4.5.2 构建私有Chart仓库
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</ul>
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<li class="chapter " data-level="1.5.6" data-path="../practice/ci-cd.html">
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4.6 持续集成与发布
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<li class="chapter " data-level="1.5.6.1" data-path="../practice/jenkins-ci-cd.html">
<a href="../practice/jenkins-ci-cd.html">
4.6.1 使用Jenkins进行持续集成与发布
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5.1.1.2 配置请求的路由规则
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5.1.2.1 Linkerd 使用指南
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5.2 大数据
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5.2.1 Spark standalone on Kubernetes
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5.2.2 运行支持kubernetes原生调度的Spark程序
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5.4 边缘计算
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6. 开发指南
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6.1 开发环境搭建
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6.2 单元测试和集成测试
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<a href=".." >5.2.1 Spark standalone on Kubernetes</a>
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<h1 id="spark-standalone-on-kubernetes">Spark standalone on Kubernetes</h1>
<p>&#x8BE5;&#x9879;&#x76EE;&#x662F;&#x57FA;&#x4E8E; Spark standalone &#x6A21;&#x5F0F;&#xFF0C;&#x5BF9;&#x8D44;&#x6E90;&#x7684;&#x5206;&#x914D;&#x8C03;&#x5EA6;&#x8FD8;&#x6709;&#x4F5C;&#x4E1A;&#x72B6;&#x6001;&#x67E5;&#x8BE2;&#x7684;&#x529F;&#x80FD;&#x5B9E;&#x5728;&#x6709;&#x9650;&#xFF0C;&#x5BF9;&#x4E8E;&#x8BA9; spark &#x4F7F;&#x7528;&#x771F;&#x6B63;&#x539F;&#x751F;&#x7684; kubernetes &#x8D44;&#x6E90;&#x8C03;&#x5EA6;&#x63A8;&#x8350;&#x5927;&#x5BB6;&#x5C1D;&#x8BD5; <a href="https://github.com/apache-spark-on-k8s/" target="_blank">https://github.com/apache-spark-on-k8s/</a></p>
<p>&#x672C;&#x6587;&#x4E2D;&#x4F7F;&#x7528;&#x7684;&#x955C;&#x50CF;&#x6211;&#x5DF2;&#x7F16;&#x8BD1;&#x597D;&#x4E0A;&#x4F20;&#x5230;&#x4E86;&#x65F6;&#x901F;&#x4E91;&#x4E0A;&#xFF0C;&#x5927;&#x5BB6;&#x53EF;&#x4EE5;&#x76F4;&#x63A5;&#x4E0B;&#x8F7D;&#x3002;</p>
<pre><code>index.tenxcloud.com/jimmy/spark:1.5.2_v1
index.tenxcloud.com/jimmy/zeppelin:0.7.1
</code></pre><p>&#x4EE3;&#x7801;&#x548C;&#x4F7F;&#x7528;&#x6587;&#x6863;&#x89C1;Github&#x5730;&#x5740;&#xFF1A;<a href="https://github.com/rootsongjc/spark-on-kubernetes" target="_blank">https://github.com/rootsongjc/spark-on-kubernetes</a></p>
<p>&#x672C;&#x6587;&#x4E2D;&#x7528;&#x5230;&#x7684; yaml &#x6587;&#x4EF6;&#x53EF;&#x4EE5;&#x5728; <a href="../manifests/spark-standalone">../manifests/spark-standalone</a> &#x76EE;&#x5F55;&#x4E0B;&#x627E;&#x5230;&#xFF0C;&#x4E5F;&#x53EF;&#x4EE5;&#x5728;&#x4E0A;&#x9762;&#x7684; <a href="https://github.com/rootsongjc/spark-on-kubernetes/" target="_blank">https://github.com/rootsongjc/spark-on-kubernetes/</a> &#x9879;&#x76EE;&#x7684; manifests &#x76EE;&#x5F55;&#x4E0B;&#x627E;&#x5230;&#x3002;</p>
<p><strong>&#x6CE8;&#x610F;</strong>&#xFF1A;&#x65F6;&#x901F;&#x4E91;&#x4E0A;&#x672C;&#x6765;&#x5DF2;&#x7ECF;&#x63D0;&#x4F9B;&#x7684;&#x955C;&#x50CF; <code>index.tenxcloud.com/google_containers/spark:1.5.2_v1</code> &#xFF0C;&#x4F46;&#x662F;&#x8BE5;&#x955C;&#x50CF;&#x4F3C;&#x4E4E;&#x6709;&#x95EE;&#x9898;&#xFF0C;&#x4E0B;&#x8F7D;&#x603B;&#x662F;&#x5931;&#x8D25;&#x3002;</p>
<h2 id="&#x5728;kubernetes&#x4E0A;&#x542F;&#x52A8;spark">&#x5728;Kubernetes&#x4E0A;&#x542F;&#x52A8;spark</h2>
<p>&#x521B;&#x5EFA;&#x540D;&#x4E3A;spark-cluster&#x7684;namespace&#xFF0C;&#x6240;&#x6709;&#x64CD;&#x4F5C;&#x90FD;&#x5728;&#x8BE5;namespace&#x4E2D;&#x8FDB;&#x884C;&#x3002;</p>
<p>&#x6240;&#x6709;yaml&#x6587;&#x4EF6;&#x90FD;&#x5728;<code>manifests</code>&#x76EE;&#x5F55;&#x4E0B;&#x3002;</p>
<pre><code>$ kubectl create -f manifests/
</code></pre><p>&#x5C06;&#x4F1A;&#x542F;&#x52A8;&#x4E00;&#x4E2A;&#x62E5;&#x6709;&#x4E09;&#x4E2A;worker&#x7684;spark&#x96C6;&#x7FA4;&#x548C;zeppelin&#x3002;</p>
<p>&#x540C;&#x65F6;&#x5728;&#x8BE5;namespace&#x4E2D;&#x589E;&#x52A0;ingress&#x914D;&#x7F6E;&#xFF0C;&#x5C06;spark&#x7684;UI&#x548C;zeppelin&#x9875;&#x9762;&#x90FD;&#x66B4;&#x9732;&#x51FA;&#x6765;&#xFF0C;&#x53EF;&#x4EE5;&#x5728;&#x96C6;&#x7FA4;&#x5916;&#x90E8;&#x8BBF;&#x95EE;&#x3002;</p>
<p>&#x8BE5;ingress&#x540E;&#x7AEF;&#x4F7F;&#x7528;traefik&#x3002;</p>
<h2 id="&#x8BBF;&#x95EE;spark">&#x8BBF;&#x95EE;spark</h2>
<p>&#x901A;&#x8FC7;&#x4E0A;&#x9762;&#x5BF9;ingress&#x7684;&#x914D;&#x7F6E;&#x66B4;&#x9732;&#x670D;&#x52A1;&#xFF0C;&#x9700;&#x8981;&#x4FEE;&#x6539;&#x672C;&#x673A;&#x7684;/etc/hosts&#x6587;&#x4EF6;&#xFF0C;&#x589E;&#x52A0;&#x4EE5;&#x4E0B;&#x914D;&#x7F6E;&#xFF0C;&#x4F7F;&#x5176;&#x80FD;&#x591F;&#x89E3;&#x6790;&#x5230;&#x4E0A;&#x8FF0;service&#x3002;</p>
<pre><code>172.20.0.119 zeppelin.traefik.io
172.20.0.119 spark.traefik.io
</code></pre><p>172.20.0.119&#x662F;&#x6211;&#x8BBE;&#x7F6E;&#x7684;VIP&#x5730;&#x5740;&#xFF0C;VIP&#x7684;&#x8BBE;&#x7F6E;&#x548C;traefik&#x7684;&#x914D;&#x7F6E;&#x8BF7;&#x67E5;&#x770B;<a href="https://github.com/rootsongjc/kubernetes-handbook" target="_blank">kubernetes-handbook</a>&#x3002;</p>
<p><strong>spark ui</strong></p>
<p>&#x8BBF;&#x95EE;<a href="http://spark.traefik.io" target="_blank">http://spark.traefik.io</a></p>
<figure id="fig1.6.3.1.1"><img src="../images/spark-ui.jpg" alt="spark master ui"><figcaption>&#x56FE;&#x7247; - spark master ui</figcaption></figure>
<p><strong>zeppelin ui</strong></p>
<p>&#x8BBF;&#x95EE;<a href="http://zepellin.treafik.io" target="_blank">http://zepellin.treafik.io</a></p>
<p><img src="../images/zeppelin-ui.jpg" alt="zeppelin ui"> </p>
<footer class="page-footer"><span class="copyright">Copyright &#xA9; jimmysong.io 2017 all right reserved&#xFF0C;powered by Gitbook</span><span class="footer-modification">Updated:
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