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| <h1>Source code for airflow.providers.google.cloud.operators.kubernetes_engine</h1><div class="highlight"><pre> |
| <span></span><span class="c1">#</span> |
| <span class="c1"># Licensed to the Apache Software Foundation (ASF) under one</span> |
| <span class="c1"># or more contributor license agreements. See the NOTICE file</span> |
| <span class="c1"># distributed with this work for additional information</span> |
| <span class="c1"># regarding copyright ownership. The ASF licenses this file</span> |
| <span class="c1"># to you under the Apache License, Version 2.0 (the</span> |
| <span class="c1"># "License"); you may not use this file except in compliance</span> |
| <span class="c1"># with the License. You may obtain a copy of the License at</span> |
| <span class="c1">#</span> |
| <span class="c1"># http://www.apache.org/licenses/LICENSE-2.0</span> |
| <span class="c1">#</span> |
| <span class="c1"># Unless required by applicable law or agreed to in writing,</span> |
| <span class="c1"># software distributed under the License is distributed on an</span> |
| <span class="c1"># "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY</span> |
| <span class="c1"># KIND, either express or implied. See the License for the</span> |
| <span class="c1"># specific language governing permissions and limitations</span> |
| <span class="c1"># under the License.</span> |
| <span class="sd">"""This module contains Google Kubernetes Engine operators."""</span> |
| <span class="kn">from</span> <span class="nn">__future__</span> <span class="kn">import</span> <span class="n">annotations</span> |
| |
| <span class="kn">import</span> <span class="nn">os</span> |
| <span class="kn">import</span> <span class="nn">tempfile</span> |
| <span class="kn">import</span> <span class="nn">warnings</span> |
| <span class="kn">from</span> <span class="nn">contextlib</span> <span class="kn">import</span> <span class="n">contextmanager</span> |
| <span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">TYPE_CHECKING</span><span class="p">,</span> <span class="n">Generator</span><span class="p">,</span> <span class="n">Sequence</span> |
| |
| <span class="kn">from</span> <span class="nn">google.cloud.container_v1.types</span> <span class="kn">import</span> <span class="n">Cluster</span> |
| |
| <span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="kn">import</span> <span class="n">AirflowException</span> |
| <span class="kn">from</span> <span class="nn">airflow.models</span> <span class="kn">import</span> <span class="n">BaseOperator</span> |
| <span class="kn">from</span> <span class="nn">airflow.providers.cncf.kubernetes.operators.kubernetes_pod</span> <span class="kn">import</span> <span class="n">KubernetesPodOperator</span> |
| <span class="kn">from</span> <span class="nn">airflow.providers.google.cloud.hooks.kubernetes_engine</span> <span class="kn">import</span> <span class="n">GKEHook</span> |
| <span class="kn">from</span> <span class="nn">airflow.providers.google.cloud.links.kubernetes_engine</span> <span class="kn">import</span> <span class="p">(</span> |
| <span class="n">KubernetesEngineClusterLink</span><span class="p">,</span> |
| <span class="n">KubernetesEnginePodLink</span><span class="p">,</span> |
| <span class="p">)</span> |
| <span class="kn">from</span> <span class="nn">airflow.providers.google.common.hooks.base_google</span> <span class="kn">import</span> <span class="n">GoogleBaseHook</span> |
| <span class="kn">from</span> <span class="nn">airflow.utils.process_utils</span> <span class="kn">import</span> <span class="n">execute_in_subprocess</span><span class="p">,</span> <span class="n">patch_environ</span> |
| |
| <span class="k">if</span> <span class="n">TYPE_CHECKING</span><span class="p">:</span> |
| <span class="kn">from</span> <span class="nn">airflow.utils.context</span> <span class="kn">import</span> <span class="n">Context</span> |
| |
| |
| <div class="viewcode-block" id="GKEDeleteClusterOperator"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKEDeleteClusterOperator">[docs]</a><span class="k">class</span> <span class="nc">GKEDeleteClusterOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Deletes the cluster, including the Kubernetes endpoint and all worker nodes.</span> |
| |
| <span class="sd"> To delete a certain cluster, you must specify the ``project_id``, the ``name``</span> |
| <span class="sd"> of the cluster, the ``location`` that the cluster is in, and the ``task_id``.</span> |
| |
| <span class="sd"> **Operator Creation**: ::</span> |
| |
| <span class="sd"> operator = GKEClusterDeleteOperator(</span> |
| <span class="sd"> task_id='cluster_delete',</span> |
| <span class="sd"> project_id='my-project',</span> |
| <span class="sd"> location='cluster-location'</span> |
| <span class="sd"> name='cluster-name')</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> For more detail about deleting clusters have a look at the reference:</span> |
| <span class="sd"> https://google-cloud-python.readthedocs.io/en/latest/container/gapic/v1/api.html#google.cloud.container_v1.ClusterManagerClient.delete_cluster</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> For more information on how to use this operator, take a look at the guide:</span> |
| <span class="sd"> :ref:`howto/operator:GKEDeleteClusterOperator`</span> |
| |
| <span class="sd"> :param project_id: The Google Developers Console [project ID or project number]</span> |
| <span class="sd"> :param name: The name of the resource to delete, in this case cluster name</span> |
| <span class="sd"> :param location: The name of the Google Kubernetes Engine zone or region in which the cluster</span> |
| <span class="sd"> resides.</span> |
| <span class="sd"> :param gcp_conn_id: The connection ID to use connecting to Google Cloud.</span> |
| <span class="sd"> :param api_version: The api version to use</span> |
| <span class="sd"> :param impersonation_chain: Optional service account to impersonate using short-term</span> |
| <span class="sd"> credentials, or chained list of accounts required to get the access_token</span> |
| <span class="sd"> of the last account in the list, which will be impersonated in the request.</span> |
| <span class="sd"> If set as a string, the account must grant the originating account</span> |
| <span class="sd"> the Service Account Token Creator IAM role.</span> |
| <span class="sd"> If set as a sequence, the identities from the list must grant</span> |
| <span class="sd"> Service Account Token Creator IAM role to the directly preceding identity, with first</span> |
| <span class="sd"> account from the list granting this role to the originating account (templated).</span> |
| <span class="sd"> """</span> |
| |
| <div class="viewcode-block" id="GKEDeleteClusterOperator.template_fields"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKEDeleteClusterOperator.template_fields">[docs]</a> <span class="n">template_fields</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span> |
| <span class="s1">'project_id'</span><span class="p">,</span> |
| <span class="s1">'gcp_conn_id'</span><span class="p">,</span> |
| <span class="s1">'name'</span><span class="p">,</span> |
| <span class="s1">'location'</span><span class="p">,</span> |
| <span class="s1">'api_version'</span><span class="p">,</span> |
| <span class="s1">'impersonation_chain'</span><span class="p">,</span></div> |
| <span class="p">)</span> |
| |
| <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="o">*</span><span class="p">,</span> |
| <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">location</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">gcp_conn_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">'google_cloud_default'</span><span class="p">,</span> |
| <span class="n">api_version</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">'v2'</span><span class="p">,</span> |
| <span class="n">impersonation_chain</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span> |
| <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">project_id</span> <span class="o">=</span> <span class="n">project_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span> <span class="o">=</span> <span class="n">gcp_conn_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">location</span> <span class="o">=</span> <span class="n">location</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">api_version</span> <span class="o">=</span> <span class="n">api_version</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">name</span> <span class="o">=</span> <span class="n">name</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span> <span class="o">=</span> <span class="n">impersonation_chain</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_check_input</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">_check_input</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="nb">all</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">project_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">location</span><span class="p">]):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s1">'One of (project_id, name, location) is missing or incorrect'</span><span class="p">)</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">'Operator has incorrect or missing input.'</span><span class="p">)</span> |
| |
| <div class="viewcode-block" id="GKEDeleteClusterOperator.execute"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKEDeleteClusterOperator.execute">[docs]</a> <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">:</span> <span class="n">Context</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="n">GKEHook</span><span class="p">(</span> |
| <span class="n">gcp_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span><span class="p">,</span> |
| <span class="n">location</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">location</span><span class="p">,</span> |
| <span class="n">impersonation_chain</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span><span class="p">,</span> |
| <span class="p">)</span> |
| <span class="n">delete_result</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">delete_cluster</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">name</span><span class="p">,</span> <span class="n">project_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">project_id</span><span class="p">)</span> |
| <span class="k">return</span> <span class="n">delete_result</span></div></div> |
| |
| |
| <div class="viewcode-block" id="GKECreateClusterOperator"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKECreateClusterOperator">[docs]</a><span class="k">class</span> <span class="nc">GKECreateClusterOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Create a Google Kubernetes Engine Cluster of specified dimensions</span> |
| <span class="sd"> The operator will wait until the cluster is created.</span> |
| |
| <span class="sd"> The **minimum** required to define a cluster to create is:</span> |
| |
| <span class="sd"> ``dict()`` ::</span> |
| <span class="sd"> cluster_def = {'name': 'my-cluster-name',</span> |
| <span class="sd"> 'initial_node_count': 1}</span> |
| |
| <span class="sd"> or</span> |
| |
| <span class="sd"> ``Cluster`` proto ::</span> |
| <span class="sd"> from google.cloud.container_v1.types import Cluster</span> |
| |
| <span class="sd"> cluster_def = Cluster(name='my-cluster-name', initial_node_count=1)</span> |
| |
| <span class="sd"> **Operator Creation**: ::</span> |
| |
| <span class="sd"> operator = GKEClusterCreateOperator(</span> |
| <span class="sd"> task_id='cluster_create',</span> |
| <span class="sd"> project_id='my-project',</span> |
| <span class="sd"> location='my-location'</span> |
| <span class="sd"> body=cluster_def)</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> For more detail on about creating clusters have a look at the reference:</span> |
| <span class="sd"> :class:`google.cloud.container_v1.types.Cluster`</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> For more information on how to use this operator, take a look at the guide:</span> |
| <span class="sd"> :ref:`howto/operator:GKECreateClusterOperator`</span> |
| |
| <span class="sd"> :param project_id: The Google Developers Console [project ID or project number]</span> |
| <span class="sd"> :param location: The name of the Google Kubernetes Engine zone or region in which the cluster</span> |
| <span class="sd"> resides.</span> |
| <span class="sd"> :param body: The Cluster definition to create, can be protobuf or python dict, if</span> |
| <span class="sd"> dict it must match protobuf message Cluster</span> |
| <span class="sd"> :param gcp_conn_id: The connection ID to use connecting to Google Cloud.</span> |
| <span class="sd"> :param api_version: The api version to use</span> |
| <span class="sd"> :param impersonation_chain: Optional service account to impersonate using short-term</span> |
| <span class="sd"> credentials, or chained list of accounts required to get the access_token</span> |
| <span class="sd"> of the last account in the list, which will be impersonated in the request.</span> |
| <span class="sd"> If set as a string, the account must grant the originating account</span> |
| <span class="sd"> the Service Account Token Creator IAM role.</span> |
| <span class="sd"> If set as a sequence, the identities from the list must grant</span> |
| <span class="sd"> Service Account Token Creator IAM role to the directly preceding identity, with first</span> |
| <span class="sd"> account from the list granting this role to the originating account (templated).</span> |
| <span class="sd"> """</span> |
| |
| <div class="viewcode-block" id="GKECreateClusterOperator.template_fields"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKECreateClusterOperator.template_fields">[docs]</a> <span class="n">template_fields</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span> |
| <span class="s1">'project_id'</span><span class="p">,</span> |
| <span class="s1">'gcp_conn_id'</span><span class="p">,</span> |
| <span class="s1">'location'</span><span class="p">,</span> |
| <span class="s1">'api_version'</span><span class="p">,</span> |
| <span class="s1">'body'</span><span class="p">,</span> |
| <span class="s1">'impersonation_chain'</span><span class="p">,</span></div> |
| <span class="p">)</span> |
| <div class="viewcode-block" id="GKECreateClusterOperator.operator_extra_links"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKECreateClusterOperator.operator_extra_links">[docs]</a> <span class="n">operator_extra_links</span> <span class="o">=</span> <span class="p">(</span><span class="n">KubernetesEngineClusterLink</span><span class="p">(),)</span></div> |
| |
| <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="o">*</span><span class="p">,</span> |
| <span class="n">location</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">body</span><span class="p">:</span> <span class="nb">dict</span> <span class="o">|</span> <span class="n">Cluster</span> <span class="o">|</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">gcp_conn_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">'google_cloud_default'</span><span class="p">,</span> |
| <span class="n">api_version</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">'v2'</span><span class="p">,</span> |
| <span class="n">impersonation_chain</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span> |
| <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">project_id</span> <span class="o">=</span> <span class="n">project_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span> <span class="o">=</span> <span class="n">gcp_conn_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">location</span> <span class="o">=</span> <span class="n">location</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">api_version</span> <span class="o">=</span> <span class="n">api_version</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">body</span> <span class="o">=</span> <span class="n">body</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span> <span class="o">=</span> <span class="n">impersonation_chain</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_check_input</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">_check_input</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span> |
| <span class="k">if</span> <span class="p">(</span> |
| <span class="ow">not</span> <span class="nb">all</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">project_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">location</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">])</span> |
| <span class="ow">or</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">,</span> <span class="nb">dict</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="p">(</span><span class="s2">"name"</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">))</span> |
| <span class="ow">or</span> <span class="p">(</span> |
| <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">,</span> <span class="nb">dict</span><span class="p">)</span> |
| <span class="ow">and</span> <span class="p">(</span><span class="s2">"initial_node_count"</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">body</span> <span class="ow">and</span> <span class="s2">"node_pools"</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">)</span> |
| <span class="p">)</span> |
| <span class="ow">or</span> <span class="p">(</span><span class="ow">not</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">,</span> <span class="nb">dict</span><span class="p">))</span> <span class="ow">and</span> <span class="ow">not</span> <span class="p">(</span><span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">,</span> <span class="s2">"name"</span><span class="p">,</span> <span class="kc">None</span><span class="p">)))</span> |
| <span class="ow">or</span> <span class="p">(</span> |
| <span class="ow">not</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">,</span> <span class="nb">dict</span><span class="p">))</span> |
| <span class="ow">and</span> <span class="p">(</span> |
| <span class="ow">not</span> <span class="p">(</span><span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">,</span> <span class="s2">"initial_node_count"</span><span class="p">,</span> <span class="kc">None</span><span class="p">))</span> |
| <span class="ow">and</span> <span class="ow">not</span> <span class="p">(</span><span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">,</span> <span class="s2">"node_pools"</span><span class="p">,</span> <span class="kc">None</span><span class="p">))</span> |
| <span class="p">)</span> |
| <span class="p">)</span> |
| <span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">error</span><span class="p">(</span> |
| <span class="s2">"One of (project_id, location, body, body['name'], "</span> |
| <span class="s2">"body['initial_node_count']), body['node_pools'] is missing or incorrect"</span> |
| <span class="p">)</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">"Operator has incorrect or missing input."</span><span class="p">)</span> |
| <span class="k">elif</span> <span class="p">(</span> |
| <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">,</span> <span class="nb">dict</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span><span class="s2">"initial_node_count"</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">body</span> <span class="ow">and</span> <span class="s2">"node_pools"</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">)</span> |
| <span class="p">)</span> <span class="ow">or</span> <span class="p">(</span> |
| <span class="ow">not</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">,</span> <span class="nb">dict</span><span class="p">))</span> |
| <span class="ow">and</span> <span class="p">(</span><span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">,</span> <span class="s2">"initial_node_count"</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">,</span> <span class="s2">"node_pools"</span><span class="p">,</span> <span class="kc">None</span><span class="p">))</span> |
| <span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s2">"Only one of body['initial_node_count']) and body['node_pools'] may be specified"</span><span class="p">)</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">"Operator has incorrect or missing input."</span><span class="p">)</span> |
| |
| <div class="viewcode-block" id="GKECreateClusterOperator.execute"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKECreateClusterOperator.execute">[docs]</a> <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">:</span> <span class="n">Context</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="n">GKEHook</span><span class="p">(</span> |
| <span class="n">gcp_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span><span class="p">,</span> |
| <span class="n">location</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">location</span><span class="p">,</span> |
| <span class="n">impersonation_chain</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span><span class="p">,</span> |
| <span class="p">)</span> |
| <span class="n">create_op</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">create_cluster</span><span class="p">(</span><span class="n">cluster</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">,</span> <span class="n">project_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">project_id</span><span class="p">)</span> |
| <span class="n">KubernetesEngineClusterLink</span><span class="o">.</span><span class="n">persist</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">,</span> <span class="n">task_instance</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span> <span class="n">cluster</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">body</span><span class="p">)</span> |
| <span class="k">return</span> <span class="n">create_op</span></div></div> |
| |
| |
| <div class="viewcode-block" id="KUBE_CONFIG_ENV_VAR"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.KUBE_CONFIG_ENV_VAR">[docs]</a><span class="n">KUBE_CONFIG_ENV_VAR</span> <span class="o">=</span> <span class="s2">"KUBECONFIG"</span></div> |
| |
| |
| <div class="viewcode-block" id="GKEStartPodOperator"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKEStartPodOperator">[docs]</a><span class="k">class</span> <span class="nc">GKEStartPodOperator</span><span class="p">(</span><span class="n">KubernetesPodOperator</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Executes a task in a Kubernetes pod in the specified Google Kubernetes</span> |
| <span class="sd"> Engine cluster</span> |
| |
| <span class="sd"> This Operator assumes that the system has gcloud installed and has configured a</span> |
| <span class="sd"> connection id with a service account.</span> |
| |
| <span class="sd"> The **minimum** required to define a cluster to create are the variables</span> |
| <span class="sd"> ``task_id``, ``project_id``, ``location``, ``cluster_name``, ``name``,</span> |
| <span class="sd"> ``namespace``, and ``image``</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> For more detail about Kubernetes Engine authentication have a look at the reference:</span> |
| <span class="sd"> https://cloud.google.com/kubernetes-engine/docs/how-to/cluster-access-for-kubectl#internal_ip</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> For more information on how to use this operator, take a look at the guide:</span> |
| <span class="sd"> :ref:`howto/operator:GKEStartPodOperator`</span> |
| |
| <span class="sd"> :param location: The name of the Google Kubernetes Engine zone or region in which the</span> |
| <span class="sd"> cluster resides, e.g. 'us-central1-a'</span> |
| <span class="sd"> :param cluster_name: The name of the Google Kubernetes Engine cluster the pod</span> |
| <span class="sd"> should be spawned in</span> |
| <span class="sd"> :param use_internal_ip: Use the internal IP address as the endpoint.</span> |
| <span class="sd"> :param project_id: The Google Developers Console project id</span> |
| <span class="sd"> :param gcp_conn_id: The google cloud connection id to use. This allows for</span> |
| <span class="sd"> users to specify a service account.</span> |
| <span class="sd"> :param impersonation_chain: Optional service account to impersonate using short-term</span> |
| <span class="sd"> credentials, or list of accounts required to get the access_token</span> |
| <span class="sd"> of the last account in the list, which will be impersonated in the request.</span> |
| <span class="sd"> If set as a string, the account must grant the originating account</span> |
| <span class="sd"> the Service Account Token Creator IAM role.</span> |
| <span class="sd"> If set as a sequence, the identities from the list must grant</span> |
| <span class="sd"> Service Account Token Creator IAM role to the directly preceding identity, with first</span> |
| <span class="sd"> account from the list granting this role to the originating account (templated).</span> |
| <span class="sd"> :param regional: The location param is region name.</span> |
| <span class="sd"> :param is_delete_operator_pod: What to do when the pod reaches its final</span> |
| <span class="sd"> state, or the execution is interrupted. If True, delete the</span> |
| <span class="sd"> pod; if False, leave the pod. Current default is False, but this will be</span> |
| <span class="sd"> changed in the next major release of this provider.</span> |
| <span class="sd"> """</span> |
| |
| <div class="viewcode-block" id="GKEStartPodOperator.template_fields"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKEStartPodOperator.template_fields">[docs]</a> <span class="n">template_fields</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span> |
| <span class="p">{</span><span class="s1">'project_id'</span><span class="p">,</span> <span class="s1">'location'</span><span class="p">,</span> <span class="s1">'cluster_name'</span><span class="p">}</span> <span class="o">|</span> <span class="nb">set</span><span class="p">(</span><span class="n">KubernetesPodOperator</span><span class="o">.</span><span class="n">template_fields</span><span class="p">)</span></div> |
| <span class="p">)</span> |
| <div class="viewcode-block" id="GKEStartPodOperator.operator_extra_links"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKEStartPodOperator.operator_extra_links">[docs]</a> <span class="n">operator_extra_links</span> <span class="o">=</span> <span class="p">(</span><span class="n">KubernetesEnginePodLink</span><span class="p">(),)</span></div> |
| |
| <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="o">*</span><span class="p">,</span> |
| <span class="n">location</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">cluster_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">use_internal_ip</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">gcp_conn_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">'google_cloud_default'</span><span class="p">,</span> |
| <span class="n">impersonation_chain</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">regional</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="n">is_delete_operator_pod</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">is_delete_operator_pod</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span> |
| <span class="sa">f</span><span class="s2">"You have not set parameter `is_delete_operator_pod` in class </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">. "</span> |
| <span class="s2">"Currently the default for this parameter is `False` but in a future release the default "</span> |
| <span class="s2">"will be changed to `True`. To ensure pods are not deleted in the future you will need to "</span> |
| <span class="s2">"set `is_delete_operator_pod=False` explicitly."</span><span class="p">,</span> |
| <span class="ne">DeprecationWarning</span><span class="p">,</span> |
| <span class="n">stacklevel</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> |
| <span class="p">)</span> |
| <span class="n">is_delete_operator_pod</span> <span class="o">=</span> <span class="kc">False</span> |
| |
| <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">is_delete_operator_pod</span><span class="o">=</span><span class="n">is_delete_operator_pod</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">project_id</span> <span class="o">=</span> <span class="n">project_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">location</span> <span class="o">=</span> <span class="n">location</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">cluster_name</span> <span class="o">=</span> <span class="n">cluster_name</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span> <span class="o">=</span> <span class="n">gcp_conn_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">use_internal_ip</span> <span class="o">=</span> <span class="n">use_internal_ip</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span> <span class="o">=</span> <span class="n">impersonation_chain</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">regional</span> <span class="o">=</span> <span class="n">regional</span> |
| |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s2">"The gcp_conn_id parameter has become required. If you want to use Application Default "</span> |
| <span class="s2">"Credentials (ADC) strategy for authorization, create an empty connection "</span> |
| <span class="s2">"called `google_cloud_default`."</span><span class="p">,</span> |
| <span class="p">)</span> |
| <span class="c1"># There is no need to manage the kube_config file, as it will be generated automatically.</span> |
| <span class="c1"># All Kubernetes parameters (except config_file) are also valid for the GKEStartPodOperator.</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">config_file</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">"config_file is not an allowed parameter for the GKEStartPodOperator."</span><span class="p">)</span> |
| |
| <span class="nd">@staticmethod</span> |
| <span class="nd">@contextmanager</span> |
| <div class="viewcode-block" id="GKEStartPodOperator.get_gke_config_file"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKEStartPodOperator.get_gke_config_file">[docs]</a> <span class="k">def</span> <span class="nf">get_gke_config_file</span><span class="p">(</span> |
| <span class="n">gcp_conn_id</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">cluster_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">impersonation_chain</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">|</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">regional</span><span class="p">:</span> <span class="nb">bool</span><span class="p">,</span> |
| <span class="n">location</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> |
| <span class="n">use_internal_ip</span><span class="p">:</span> <span class="nb">bool</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="n">Generator</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">]:</span> |
| |
| <span class="n">hook</span> <span class="o">=</span> <span class="n">GoogleBaseHook</span><span class="p">(</span><span class="n">gcp_conn_id</span><span class="o">=</span><span class="n">gcp_conn_id</span><span class="p">)</span> |
| <span class="n">project_id</span> <span class="o">=</span> <span class="n">project_id</span> <span class="ow">or</span> <span class="n">hook</span><span class="o">.</span><span class="n">project_id</span> |
| |
| <span class="k">if</span> <span class="ow">not</span> <span class="n">project_id</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s2">"The project id must be passed either as "</span> |
| <span class="s2">"keyword project_id parameter or as project_id extra "</span> |
| <span class="s2">"in Google Cloud connection definition. Both are not set!"</span> |
| <span class="p">)</span> |
| |
| <span class="c1"># Write config to a temp file and set the environment variable to point to it.</span> |
| <span class="c1"># This is to avoid race conditions of reading/writing a single file</span> |
| <span class="k">with</span> <span class="n">tempfile</span><span class="o">.</span><span class="n">NamedTemporaryFile</span><span class="p">()</span> <span class="k">as</span> <span class="n">conf_file</span><span class="p">,</span> <span class="n">patch_environ</span><span class="p">(</span> |
| <span class="p">{</span><span class="n">KUBE_CONFIG_ENV_VAR</span><span class="p">:</span> <span class="n">conf_file</span><span class="o">.</span><span class="n">name</span><span class="p">}</span> |
| <span class="p">),</span> <span class="n">hook</span><span class="o">.</span><span class="n">provide_authorized_gcloud</span><span class="p">():</span> |
| <span class="c1"># Attempt to get/update credentials</span> |
| <span class="c1"># We call gcloud directly instead of using google-cloud-python api</span> |
| <span class="c1"># because there is no way to write kubernetes config to a file, which is</span> |
| <span class="c1"># required by KubernetesPodOperator.</span> |
| <span class="c1"># The gcloud command looks at the env variable `KUBECONFIG` for where to save</span> |
| <span class="c1"># the kubernetes config file.</span> |
| <span class="n">cmd</span> <span class="o">=</span> <span class="p">[</span> |
| <span class="s2">"gcloud"</span><span class="p">,</span> |
| <span class="s2">"container"</span><span class="p">,</span> |
| <span class="s2">"clusters"</span><span class="p">,</span> |
| <span class="s2">"get-credentials"</span><span class="p">,</span> |
| <span class="n">cluster_name</span><span class="p">,</span> |
| <span class="s2">"--project"</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="p">,</span> |
| <span class="p">]</span> |
| <span class="k">if</span> <span class="n">impersonation_chain</span><span class="p">:</span> |
| <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">impersonation_chain</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span> |
| <span class="n">impersonation_account</span> <span class="o">=</span> <span class="n">impersonation_chain</span> |
| <span class="k">elif</span> <span class="nb">len</span><span class="p">(</span><span class="n">impersonation_chain</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span> |
| <span class="n">impersonation_account</span> <span class="o">=</span> <span class="n">impersonation_chain</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span> |
| <span class="s2">"Chained list of accounts is not supported, please specify only one service account"</span> |
| <span class="p">)</span> |
| |
| <span class="n">cmd</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span> |
| <span class="p">[</span> |
| <span class="s1">'--impersonate-service-account'</span><span class="p">,</span> |
| <span class="n">impersonation_account</span><span class="p">,</span> |
| <span class="p">]</span> |
| <span class="p">)</span> |
| <span class="k">if</span> <span class="n">regional</span><span class="p">:</span> |
| <span class="n">cmd</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">'--region'</span><span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">cmd</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">'--zone'</span><span class="p">)</span> |
| <span class="n">cmd</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">location</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">use_internal_ip</span><span class="p">:</span> |
| <span class="n">cmd</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">'--internal-ip'</span><span class="p">)</span> |
| <span class="n">execute_in_subprocess</span><span class="p">(</span><span class="n">cmd</span><span class="p">)</span> |
| |
| <span class="c1"># Tell `KubernetesPodOperator` where the config file is located</span> |
| <span class="k">yield</span> <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="n">KUBE_CONFIG_ENV_VAR</span><span class="p">]</span></div> |
| |
| <div class="viewcode-block" id="GKEStartPodOperator.execute"><a class="viewcode-back" href="../../../../../../_api/airflow/providers/google/cloud/operators/kubernetes_engine/index.html#airflow.providers.google.cloud.operators.kubernetes_engine.GKEStartPodOperator.execute">[docs]</a> <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="p">:</span> <span class="n">Context</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span> <span class="o">|</span> <span class="kc">None</span><span class="p">:</span> |
| |
| <span class="k">with</span> <span class="n">GKEStartPodOperator</span><span class="o">.</span><span class="n">get_gke_config_file</span><span class="p">(</span> |
| <span class="n">gcp_conn_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">gcp_conn_id</span><span class="p">,</span> |
| <span class="n">project_id</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">project_id</span><span class="p">,</span> |
| <span class="n">cluster_name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">cluster_name</span><span class="p">,</span> |
| <span class="n">impersonation_chain</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">impersonation_chain</span><span class="p">,</span> |
| <span class="n">regional</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">regional</span><span class="p">,</span> |
| <span class="n">location</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">location</span><span class="p">,</span> |
| <span class="n">use_internal_ip</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">use_internal_ip</span><span class="p">,</span> |
| <span class="p">)</span> <span class="k">as</span> <span class="n">config_file</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">config_file</span> <span class="o">=</span> <span class="n">config_file</span> |
| <span class="n">result</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">context</span><span class="p">)</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">is_delete_operator_pod</span><span class="p">:</span> |
| <span class="n">KubernetesEnginePodLink</span><span class="o">.</span><span class="n">persist</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">,</span> <span class="n">task_instance</span><span class="o">=</span><span class="bp">self</span><span class="p">)</span> |
| <span class="k">return</span> <span class="n">result</span></div></div> |
| </pre></div> |
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