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| <div class="section" id="google-kubernetes-engine-operators"> |
| <h1>Google Kubernetes Engine Operators<a class="headerlink" href="#google-kubernetes-engine-operators" title="Permalink to this headline">¶</a></h1> |
| <p><a class="reference external" href="https://cloud.google.com/kubernetes-engine/">Google Kubernetes Engine (GKE)</a> provides a managed environment for |
| deploying, managing, and scaling your containerized applications using Google infrastructure. The GKE environment |
| consists of multiple machines (specifically, Compute Engine instances) grouped together to form a cluster.</p> |
| <div class="contents local topic" id="contents"> |
| <ul class="simple"> |
| <li><p><a class="reference internal" href="#prerequisite-tasks" id="id1">Prerequisite Tasks</a></p></li> |
| <li><p><a class="reference internal" href="#manage-gke-cluster" id="id2">Manage GKE cluster</a></p></li> |
| <li><p><a class="reference internal" href="#manage-workloads-on-a-gke-cluster" id="id3">Manage workloads on a GKE cluster</a></p></li> |
| <li><p><a class="reference internal" href="#reference" id="id4">Reference</a></p></li> |
| </ul> |
| </div> |
| <div class="section" id="prerequisite-tasks"> |
| <h2><a class="toc-backref" href="#id1">Prerequisite Tasks</a><a class="headerlink" href="#prerequisite-tasks" title="Permalink to this headline">¶</a></h2> |
| </div> |
| <div class="section" id="manage-gke-cluster"> |
| <h2><a class="toc-backref" href="#id2">Manage GKE cluster</a><a class="headerlink" href="#manage-gke-cluster" title="Permalink to this headline">¶</a></h2> |
| <p>A cluster is the foundation of GKE - all workloads run on on top of the cluster. It is made up on a cluster master |
| and worker nodes. The lifecycle of the master is managed by GKE when creating or deleting a cluster. |
| The worker nodes are represented as Compute Engine VM instances that GKE creates on your behalf when creating a cluster.</p> |
| <div class="section" id="create-gke-cluster"> |
| <span id="howto-operator-gkecreateclusteroperator"></span><h3>Create GKE cluster<a class="headerlink" href="#create-gke-cluster" title="Permalink to this headline">¶</a></h3> |
| <p>Here is an example of a cluster definition:</p> |
| <div class="example-block-wrapper docutils container"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/google/cloud/example_dags/example_kubernetes_engine.py</span><a class="example-header-button viewcode-button reference internal" href="../../_modules/airflow/providers/google/cloud/example_dags/example_kubernetes_engine.html"><span>View Source</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">CLUSTER</span> <span class="o">=</span> <span class="p">{</span><span class="s2">"name"</span><span class="p">:</span> <span class="n">CLUSTER_NAME</span><span class="p">,</span> <span class="s2">"initial_node_count"</span><span class="p">:</span> <span class="mi">1</span><span class="p">}</span> |
| </pre></div> |
| </div> |
| </div> |
| <p>A dict object like this, or a |
| <a class="reference external" href="https://googleapis.dev/python/container/latest/container_v1/types.html#google.cloud.container_v1.types.Cluster" title="(in google-cloud-container)"><code class="xref py py-class docutils literal notranslate"><span class="pre">Cluster</span></code></a> |
| definition, is required when creating a cluster with |
| <a class="reference internal" href="../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKECreateClusterOperator" title="airflow.providers.google.cloud.operators.kubernetes_engine.GKECreateClusterOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">GKECreateClusterOperator</span></code></a>.</p> |
| <div class="example-block-wrapper docutils container"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/google/cloud/example_dags/example_kubernetes_engine.py</span><a class="example-header-button viewcode-button reference internal" href="../../_modules/airflow/providers/google/cloud/example_dags/example_kubernetes_engine.html"><span>View Source</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">create_cluster</span> <span class="o">=</span> <span class="n">GKECreateClusterOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s2">"create_cluster"</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="o">=</span><span class="n">GCP_PROJECT_ID</span><span class="p">,</span> |
| <span class="n">location</span><span class="o">=</span><span class="n">GCP_LOCATION</span><span class="p">,</span> |
| <span class="n">body</span><span class="o">=</span><span class="n">CLUSTER</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| <div class="section" id="delete-gke-cluster"> |
| <span id="howto-operator-gkedeleteclusteroperator"></span><h3>Delete GKE cluster<a class="headerlink" href="#delete-gke-cluster" title="Permalink to this headline">¶</a></h3> |
| <p>To delete a cluster, use |
| <a class="reference internal" href="../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKEDeleteClusterOperator" title="airflow.providers.google.cloud.operators.kubernetes_engine.GKEDeleteClusterOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">GKEDeleteClusterOperator</span></code></a>. |
| This would also delete all the nodes allocated to the cluster.</p> |
| <div class="example-block-wrapper docutils container"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/google/cloud/example_dags/example_kubernetes_engine.py</span><a class="example-header-button viewcode-button reference internal" href="../../_modules/airflow/providers/google/cloud/example_dags/example_kubernetes_engine.html"><span>View Source</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">delete_cluster</span> <span class="o">=</span> <span class="n">GKEDeleteClusterOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s2">"delete_cluster"</span><span class="p">,</span> |
| <span class="n">name</span><span class="o">=</span><span class="n">CLUSTER_NAME</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="o">=</span><span class="n">GCP_PROJECT_ID</span><span class="p">,</span> |
| <span class="n">location</span><span class="o">=</span><span class="n">GCP_LOCATION</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| </div> |
| <div class="section" id="manage-workloads-on-a-gke-cluster"> |
| <h2><a class="toc-backref" href="#id3">Manage workloads on a GKE cluster</a><a class="headerlink" href="#manage-workloads-on-a-gke-cluster" title="Permalink to this headline">¶</a></h2> |
| <p>GKE works with containerized applications, such as those created on Docker, and deploys them to run on the cluster. |
| These are called workloads, and when deployed on the cluster they leverage the CPU and memory resources of the cluster |
| to run effectively.</p> |
| <div class="section" id="run-a-pod-on-a-gke-cluster"> |
| <span id="howto-operator-gkestartpodoperator"></span><h3>Run a Pod on a GKE cluster<a class="headerlink" href="#run-a-pod-on-a-gke-cluster" title="Permalink to this headline">¶</a></h3> |
| <p>There are two operators available in order to run a pod on a GKE cluster:</p> |
| <ul class="simple"> |
| <li><p><a class="reference external" href="/docs/apache-airflow-providers-cncf-kubernetes/stable/_api/airflow/providers/cncf/kubernetes/operators/kubernetes_pod/index.html#airflow.providers.cncf.kubernetes.operators.kubernetes_pod.KubernetesPodOperator" title="(in apache-airflow-providers-cncf-kubernetes vmaster)"><code class="xref py py-class docutils literal notranslate"><span class="pre">KubernetesPodOperator</span></code></a></p></li> |
| <li><p><a class="reference internal" href="../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKEStartPodOperator" title="airflow.providers.google.cloud.operators.kubernetes_engine.GKEStartPodOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">GKEStartPodOperator</span></code></a></p></li> |
| </ul> |
| <p><code class="docutils literal notranslate"><span class="pre">GKEStartPodOperator</span></code> extends <code class="docutils literal notranslate"><span class="pre">KubernetesPodOperator</span></code> to provide authorization using Google Cloud credentials. |
| There is no need to manage the <code class="docutils literal notranslate"><span class="pre">kube_config</span></code> file, as it will be generated automatically. |
| All Kubernetes parameters (except <code class="docutils literal notranslate"><span class="pre">config_file</span></code>) are also valid for the <code class="docutils literal notranslate"><span class="pre">GKEStartPodOperator</span></code>. |
| For more information on <code class="docutils literal notranslate"><span class="pre">KubernetesPodOperator</span></code>, please look at: <a class="reference external" href="/docs/apache-airflow-providers-cncf-kubernetes/stable/operators.html#howto-operator-kubernetespodoperator" title="(in apache-airflow-providers-cncf-kubernetes vmaster)"><span>KubernetesPodOperator</span></a> guide.</p> |
| <div class="section" id="using-with-private-cluster"> |
| <h4>Using with Private cluster<a class="headerlink" href="#using-with-private-cluster" title="Permalink to this headline">¶</a></h4> |
| <p>All clusters have a canonical endpoint. The endpoint is the IP address of the Kubernetes API server that |
| Airflow use to communicate with your cluster master. The endpoint is displayed in Cloud Console under the <strong>Endpoints</strong> field of the cluster's Details tab, and in the |
| output of <code class="docutils literal notranslate"><span class="pre">gcloud</span> <span class="pre">container</span> <span class="pre">clusters</span> <span class="pre">describe</span></code> in the endpoint field.</p> |
| <p>Private clusters have two unique endpoint values: <code class="docutils literal notranslate"><span class="pre">privateEndpoint</span></code>, which is an internal IP address, and |
| <code class="docutils literal notranslate"><span class="pre">publicEndpoint</span></code>, which is an external one. Running <code class="docutils literal notranslate"><span class="pre">GKEStartPodOperator</span></code> against a private cluster |
| sets the external IP address as the endpoint by default. If you prefer to use the internal IP as the |
| endpoint, you need to set <code class="docutils literal notranslate"><span class="pre">use_private</span></code> parameter to <code class="docutils literal notranslate"><span class="pre">True</span></code>.</p> |
| </div> |
| <div class="section" id="use-of-xcom"> |
| <h4>Use of XCom<a class="headerlink" href="#use-of-xcom" title="Permalink to this headline">¶</a></h4> |
| <p>We can enable the usage of <a class="reference external" href="/docs/apache-airflow/stable/concepts.html#concepts-xcom" title="(in apache-airflow v2.0.0)"><span class="xref std std-ref">XCom</span></a> on the operator. This works by launching a sidecar container |
| with the pod specified. The sidecar is automatically mounted when the XCom usage is specified and it's mount point |
| is the path <code class="docutils literal notranslate"><span class="pre">/airflow/xcom</span></code>. To provide values to the XCom, ensure your Pod writes it into a file called |
| <code class="docutils literal notranslate"><span class="pre">return.json</span></code> in the sidecar. The contents of this can then be used downstream in your DAG. |
| Here is an example of it being used:</p> |
| <div class="example-block-wrapper docutils container"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/google/cloud/example_dags/example_kubernetes_engine.py</span><a class="example-header-button viewcode-button reference internal" href="../../_modules/airflow/providers/google/cloud/example_dags/example_kubernetes_engine.html"><span>View Source</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">pod_task_xcom</span> <span class="o">=</span> <span class="n">GKEStartPodOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s2">"pod_task_xcom"</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="o">=</span><span class="n">GCP_PROJECT_ID</span><span class="p">,</span> |
| <span class="n">location</span><span class="o">=</span><span class="n">GCP_LOCATION</span><span class="p">,</span> |
| <span class="n">cluster_name</span><span class="o">=</span><span class="n">CLUSTER_NAME</span><span class="p">,</span> |
| <span class="n">do_xcom_push</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> |
| <span class="n">namespace</span><span class="o">=</span><span class="s2">"default"</span><span class="p">,</span> |
| <span class="n">image</span><span class="o">=</span><span class="s2">"alpine"</span><span class="p">,</span> |
| <span class="n">cmds</span><span class="o">=</span><span class="p">[</span><span class="s2">"sh"</span><span class="p">,</span> <span class="s2">"-c"</span><span class="p">,</span> <span class="s1">'mkdir -p /airflow/xcom/;echo </span><span class="se">\'</span><span class="s1">[1,2,3,4]</span><span class="se">\'</span><span class="s1"> > /airflow/xcom/return.json'</span><span class="p">],</span> |
| <span class="n">name</span><span class="o">=</span><span class="s2">"test-pod-xcom"</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| <p>And then use it in other operators:</p> |
| <div class="example-block-wrapper docutils container"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/google/cloud/example_dags/example_kubernetes_engine.py</span><a class="example-header-button viewcode-button reference internal" href="../../_modules/airflow/providers/google/cloud/example_dags/example_kubernetes_engine.html"><span>View Source</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">pod_task_xcom_result</span> <span class="o">=</span> <span class="n">BashOperator</span><span class="p">(</span> |
| <span class="n">bash_command</span><span class="o">=</span><span class="s2">"echo </span><span class="se">\"</span><span class="s2">{{ task_instance.xcom_pull('pod_task_xcom')[0] }}</span><span class="se">\"</span><span class="s2">"</span><span class="p">,</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s2">"pod_task_xcom_result"</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| </div> |
| </div> |
| <div class="section" id="reference"> |
| <h2><a class="toc-backref" href="#id4">Reference</a><a class="headerlink" href="#reference" title="Permalink to this headline">¶</a></h2> |
| <p>For further information, look at:</p> |
| <ul class="simple"> |
| <li><p><a class="reference external" href="https://cloud.google.com/kubernetes-engine/docs/reference/rest">GKE API Documentation</a></p></li> |
| <li><p><a class="reference external" href="https://cloud.google.com/kubernetes-engine/docs/">Product Documentation</a></p></li> |
| <li><p><a class="reference external" href="https://kubernetes.io/docs/home/">Kubernetes Documentation</a></p></li> |
| <li><p><a class="reference external" href="https://cloud.google.com/kubernetes-engine/docs/how-to/cluster-access-for-kubectl">Configuring GKE cluster access for kubectl</a></p></li> |
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