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| <h1>Source code for airflow.providers.databricks.operators.databricks</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="c1">#</span> |
| <span class="sd">"""This module contains Databricks operators."""</span> |
| |
| <span class="kn">import</span> <span class="nn">time</span> |
| <span class="kn">from</span> <span class="nn">logging</span> <span class="kn">import</span> <span class="n">Logger</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">Any</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Sequence</span><span class="p">,</span> <span class="n">Union</span> |
| |
| <span class="kn">from</span> <span class="nn">airflow.compat.functools</span> <span class="kn">import</span> <span class="n">cached_property</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="p">,</span> <span class="n">BaseOperatorLink</span><span class="p">,</span> <span class="n">XCom</span> |
| <span class="kn">from</span> <span class="nn">airflow.providers.databricks.hooks.databricks</span> <span class="kn">import</span> <span class="n">DatabricksHook</span><span class="p">,</span> <span class="n">RunState</span> |
| <span class="kn">from</span> <span class="nn">airflow.providers.databricks.triggers.databricks</span> <span class="kn">import</span> <span class="n">DatabricksExecutionTrigger</span> |
| <span class="kn">from</span> <span class="nn">airflow.providers.databricks.utils.databricks</span> <span class="kn">import</span> <span class="n">normalise_json_content</span><span class="p">,</span> <span class="n">validate_trigger_event</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.models.taskinstance</span> <span class="kn">import</span> <span class="n">TaskInstanceKey</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="DEFER_METHOD_NAME"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DEFER_METHOD_NAME">[docs]</a><span class="n">DEFER_METHOD_NAME</span> <span class="o">=</span> <span class="s1">'execute_complete'</span></div> |
| <div class="viewcode-block" id="XCOM_RUN_ID_KEY"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.XCOM_RUN_ID_KEY">[docs]</a><span class="n">XCOM_RUN_ID_KEY</span> <span class="o">=</span> <span class="s1">'run_id'</span></div> |
| <div class="viewcode-block" id="XCOM_RUN_PAGE_URL_KEY"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.XCOM_RUN_PAGE_URL_KEY">[docs]</a><span class="n">XCOM_RUN_PAGE_URL_KEY</span> <span class="o">=</span> <span class="s1">'run_page_url'</span></div> |
| |
| |
| <span class="k">def</span> <span class="nf">_handle_databricks_operator_execution</span><span class="p">(</span><span class="n">operator</span><span class="p">,</span> <span class="n">hook</span><span class="p">,</span> <span class="n">log</span><span class="p">,</span> <span class="n">context</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Handles the Airflow + Databricks lifecycle logic for a Databricks operator</span> |
| |
| <span class="sd"> :param operator: Databricks operator being handled</span> |
| <span class="sd"> :param context: Airflow context</span> |
| <span class="sd"> """</span> |
| <span class="k">if</span> <span class="n">operator</span><span class="o">.</span><span class="n">do_xcom_push</span> <span class="ow">and</span> <span class="n">context</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">context</span><span class="p">[</span><span class="s1">'ti'</span><span class="p">]</span><span class="o">.</span><span class="n">xcom_push</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">XCOM_RUN_ID_KEY</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">operator</span><span class="o">.</span><span class="n">run_id</span><span class="p">)</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Run submitted with run_id: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">operator</span><span class="o">.</span><span class="n">run_id</span><span class="p">)</span> |
| <span class="n">run_page_url</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">get_run_page_url</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">run_id</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">operator</span><span class="o">.</span><span class="n">do_xcom_push</span> <span class="ow">and</span> <span class="n">context</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">context</span><span class="p">[</span><span class="s1">'ti'</span><span class="p">]</span><span class="o">.</span><span class="n">xcom_push</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">XCOM_RUN_PAGE_URL_KEY</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">run_page_url</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">operator</span><span class="o">.</span><span class="n">wait_for_termination</span><span class="p">:</span> |
| <span class="k">while</span> <span class="kc">True</span><span class="p">:</span> |
| <span class="n">run_info</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">get_run</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">run_id</span><span class="p">)</span> |
| <span class="n">run_state</span> <span class="o">=</span> <span class="n">RunState</span><span class="p">(</span><span class="o">**</span><span class="n">run_info</span><span class="p">[</span><span class="s1">'state'</span><span class="p">])</span> |
| <span class="k">if</span> <span class="n">run_state</span><span class="o">.</span><span class="n">is_terminal</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">run_state</span><span class="o">.</span><span class="n">is_successful</span><span class="p">:</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'</span><span class="si">%s</span><span class="s1"> completed successfully.'</span><span class="p">,</span> <span class="n">operator</span><span class="o">.</span><span class="n">task_id</span><span class="p">)</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'View run status, Spark UI, and logs at </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">run_page_url</span><span class="p">)</span> |
| <span class="k">return</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">run_state</span><span class="o">.</span><span class="n">result_state</span> <span class="o">==</span> <span class="s2">"FAILED"</span><span class="p">:</span> |
| <span class="n">task_run_id</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="k">if</span> <span class="s1">'tasks'</span> <span class="ow">in</span> <span class="n">run_info</span><span class="p">:</span> |
| <span class="k">for</span> <span class="n">task</span> <span class="ow">in</span> <span class="n">run_info</span><span class="p">[</span><span class="s1">'tasks'</span><span class="p">]:</span> |
| <span class="k">if</span> <span class="n">task</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"state"</span><span class="p">,</span> <span class="p">{})</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"result_state"</span><span class="p">,</span> <span class="s2">""</span><span class="p">)</span> <span class="o">==</span> <span class="s2">"FAILED"</span><span class="p">:</span> |
| <span class="n">task_run_id</span> <span class="o">=</span> <span class="n">task</span><span class="p">[</span><span class="s2">"run_id"</span><span class="p">]</span> |
| <span class="k">if</span> <span class="n">task_run_id</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">run_output</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">get_run_output</span><span class="p">(</span><span class="n">task_run_id</span><span class="p">)</span> |
| <span class="k">if</span> <span class="s1">'error'</span> <span class="ow">in</span> <span class="n">run_output</span><span class="p">:</span> |
| <span class="n">notebook_error</span> <span class="o">=</span> <span class="n">run_output</span><span class="p">[</span><span class="s1">'error'</span><span class="p">]</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">notebook_error</span> <span class="o">=</span> <span class="n">run_state</span><span class="o">.</span><span class="n">state_message</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">notebook_error</span> <span class="o">=</span> <span class="n">run_state</span><span class="o">.</span><span class="n">state_message</span> |
| <span class="n">error_message</span> <span class="o">=</span> <span class="p">(</span> |
| <span class="sa">f</span><span class="s1">'</span><span class="si">{</span><span class="n">operator</span><span class="o">.</span><span class="n">task_id</span><span class="si">}</span><span class="s1"> failed with terminal state: </span><span class="si">{</span><span class="n">run_state</span><span class="si">}</span><span class="s1"> '</span> |
| <span class="sa">f</span><span class="s1">'and with the error </span><span class="si">{</span><span class="n">notebook_error</span><span class="si">}</span><span class="s1">'</span> |
| <span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">error_message</span> <span class="o">=</span> <span class="p">(</span> |
| <span class="sa">f</span><span class="s1">'</span><span class="si">{</span><span class="n">operator</span><span class="o">.</span><span class="n">task_id</span><span class="si">}</span><span class="s1"> failed with terminal state: </span><span class="si">{</span><span class="n">run_state</span><span class="si">}</span><span class="s1"> '</span> |
| <span class="sa">f</span><span class="s1">'and with the error </span><span class="si">{</span><span class="n">run_state</span><span class="o">.</span><span class="n">state_message</span><span class="si">}</span><span class="s1">'</span> |
| <span class="p">)</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="n">error_message</span><span class="p">)</span> |
| |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'</span><span class="si">%s</span><span class="s1"> in run state: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">operator</span><span class="o">.</span><span class="n">task_id</span><span class="p">,</span> <span class="n">run_state</span><span class="p">)</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'View run status, Spark UI, and logs at </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">run_page_url</span><span class="p">)</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Sleeping for </span><span class="si">%s</span><span class="s1"> seconds.'</span><span class="p">,</span> <span class="n">operator</span><span class="o">.</span><span class="n">polling_period_seconds</span><span class="p">)</span> |
| <span class="n">time</span><span class="o">.</span><span class="n">sleep</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">polling_period_seconds</span><span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'View run status, Spark UI, and logs at </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">run_page_url</span><span class="p">)</span> |
| |
| |
| <span class="k">def</span> <span class="nf">_handle_deferrable_databricks_operator_execution</span><span class="p">(</span><span class="n">operator</span><span class="p">,</span> <span class="n">hook</span><span class="p">,</span> <span class="n">log</span><span class="p">,</span> <span class="n">context</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Handles the Airflow + Databricks lifecycle logic for deferrable Databricks operators</span> |
| |
| <span class="sd"> :param operator: Databricks async operator being handled</span> |
| <span class="sd"> :param context: Airflow context</span> |
| <span class="sd"> """</span> |
| <span class="k">if</span> <span class="n">operator</span><span class="o">.</span><span class="n">do_xcom_push</span> <span class="ow">and</span> <span class="n">context</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">context</span><span class="p">[</span><span class="s1">'ti'</span><span class="p">]</span><span class="o">.</span><span class="n">xcom_push</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">XCOM_RUN_ID_KEY</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">operator</span><span class="o">.</span><span class="n">run_id</span><span class="p">)</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Run submitted with run_id: </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">operator</span><span class="o">.</span><span class="n">run_id</span><span class="p">)</span> |
| |
| <span class="n">run_page_url</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">get_run_page_url</span><span class="p">(</span><span class="n">operator</span><span class="o">.</span><span class="n">run_id</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">operator</span><span class="o">.</span><span class="n">do_xcom_push</span> <span class="ow">and</span> <span class="n">context</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">context</span><span class="p">[</span><span class="s1">'ti'</span><span class="p">]</span><span class="o">.</span><span class="n">xcom_push</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">XCOM_RUN_PAGE_URL_KEY</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">run_page_url</span><span class="p">)</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'View run status, Spark UI, and logs at </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">run_page_url</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">operator</span><span class="o">.</span><span class="n">wait_for_termination</span><span class="p">:</span> |
| <span class="n">operator</span><span class="o">.</span><span class="n">defer</span><span class="p">(</span> |
| <span class="n">trigger</span><span class="o">=</span><span class="n">DatabricksExecutionTrigger</span><span class="p">(</span> |
| <span class="n">run_id</span><span class="o">=</span><span class="n">operator</span><span class="o">.</span><span class="n">run_id</span><span class="p">,</span> |
| <span class="n">databricks_conn_id</span><span class="o">=</span><span class="n">operator</span><span class="o">.</span><span class="n">databricks_conn_id</span><span class="p">,</span> |
| <span class="n">polling_period_seconds</span><span class="o">=</span><span class="n">operator</span><span class="o">.</span><span class="n">polling_period_seconds</span><span class="p">,</span> |
| <span class="p">),</span> |
| <span class="n">method_name</span><span class="o">=</span><span class="n">DEFER_METHOD_NAME</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| |
| <span class="k">def</span> <span class="nf">_handle_deferrable_databricks_operator_completion</span><span class="p">(</span><span class="n">event</span><span class="p">:</span> <span class="nb">dict</span><span class="p">,</span> <span class="n">log</span><span class="p">:</span> <span class="n">Logger</span><span class="p">)</span> <span class="o">-></span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">validate_trigger_event</span><span class="p">(</span><span class="n">event</span><span class="p">)</span> |
| <span class="n">run_state</span> <span class="o">=</span> <span class="n">RunState</span><span class="o">.</span><span class="n">from_json</span><span class="p">(</span><span class="n">event</span><span class="p">[</span><span class="s1">'run_state'</span><span class="p">])</span> |
| <span class="n">run_page_url</span> <span class="o">=</span> <span class="n">event</span><span class="p">[</span><span class="s1">'run_page_url'</span><span class="p">]</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'View run status, Spark UI, and logs at </span><span class="si">%s</span><span class="s1">'</span><span class="p">,</span> <span class="n">run_page_url</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">run_state</span><span class="o">.</span><span class="n">is_successful</span><span class="p">:</span> |
| <span class="n">log</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Job run completed successfully.'</span><span class="p">)</span> |
| <span class="k">return</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">error_message</span> <span class="o">=</span> <span class="sa">f</span><span class="s1">'Job run failed with terminal state: </span><span class="si">{</span><span class="n">run_state</span><span class="si">}</span><span class="s1">'</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="n">error_message</span><span class="p">)</span> |
| |
| |
| <div class="viewcode-block" id="DatabricksJobRunLink"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksJobRunLink">[docs]</a><span class="k">class</span> <span class="nc">DatabricksJobRunLink</span><span class="p">(</span><span class="n">BaseOperatorLink</span><span class="p">):</span> |
| <span class="sd">"""Constructs a link to monitor a Databricks Job Run."""</span> |
| |
| <div class="viewcode-block" id="DatabricksJobRunLink.name"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksJobRunLink.name">[docs]</a> <span class="n">name</span> <span class="o">=</span> <span class="s2">"See Databricks Job Run"</span></div> |
| |
| <div class="viewcode-block" id="DatabricksJobRunLink.get_link"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksJobRunLink.get_link">[docs]</a> <span class="k">def</span> <span class="nf">get_link</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">operator</span><span class="p">,</span> |
| <span class="n">dttm</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="o">*</span><span class="p">,</span> |
| <span class="n">ti_key</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="s2">"TaskInstanceKey"</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">ti_key</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">run_page_url</span> <span class="o">=</span> <span class="n">XCom</span><span class="o">.</span><span class="n">get_value</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">XCOM_RUN_PAGE_URL_KEY</span><span class="p">,</span> <span class="n">ti_key</span><span class="o">=</span><span class="n">ti_key</span><span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">assert</span> <span class="n">dttm</span> |
| <span class="n">run_page_url</span> <span class="o">=</span> <span class="n">XCom</span><span class="o">.</span><span class="n">get_one</span><span class="p">(</span> |
| <span class="n">key</span><span class="o">=</span><span class="n">XCOM_RUN_PAGE_URL_KEY</span><span class="p">,</span> |
| <span class="n">dag_id</span><span class="o">=</span><span class="n">operator</span><span class="o">.</span><span class="n">dag</span><span class="o">.</span><span class="n">dag_id</span><span class="p">,</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="n">operator</span><span class="o">.</span><span class="n">task_id</span><span class="p">,</span> |
| <span class="n">execution_date</span><span class="o">=</span><span class="n">dttm</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| <span class="k">return</span> <span class="n">run_page_url</span></div></div> |
| |
| |
| <div class="viewcode-block" id="DatabricksSubmitRunOperator"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksSubmitRunOperator">[docs]</a><span class="k">class</span> <span class="nc">DatabricksSubmitRunOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Submits a Spark job run to Databricks using the</span> |
| <span class="sd"> `api/2.1/jobs/runs/submit</span> |
| <span class="sd"> <https://docs.databricks.com/dev-tools/api/latest/jobs.html#operation/JobsRunsSubmit>`_</span> |
| <span class="sd"> API endpoint.</span> |
| |
| <span class="sd"> There are three ways to instantiate this operator.</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:DatabricksSubmitRunOperator`</span> |
| |
| <span class="sd"> :param tasks: Array of Objects(RunSubmitTaskSettings) <= 100 items.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/latest/jobs.html#operation/JobsRunsSubmit</span> |
| <span class="sd"> :param json: A JSON object containing API parameters which will be passed</span> |
| <span class="sd"> directly to the ``api/2.1/jobs/runs/submit`` endpoint. The other named parameters</span> |
| <span class="sd"> (i.e. ``spark_jar_task``, ``notebook_task``..) to this operator will</span> |
| <span class="sd"> be merged with this json dictionary if they are provided.</span> |
| <span class="sd"> If there are conflicts during the merge, the named parameters will</span> |
| <span class="sd"> take precedence and override the top level json keys. (templated)</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> For more information about templating see :ref:`concepts:jinja-templating`.</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/latest/jobs.html#operation/JobsRunsSubmit</span> |
| <span class="sd"> :param spark_jar_task: The main class and parameters for the JAR task. Note that</span> |
| <span class="sd"> the actual JAR is specified in the ``libraries``.</span> |
| <span class="sd"> *EITHER* ``spark_jar_task`` *OR* ``notebook_task`` *OR* ``spark_python_task``</span> |
| <span class="sd"> *OR* ``spark_submit_task`` *OR* ``pipeline_task`` should be specified.</span> |
| <span class="sd"> This field will be templated.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/2.0/jobs.html#jobssparkjartask</span> |
| <span class="sd"> :param notebook_task: The notebook path and parameters for the notebook task.</span> |
| <span class="sd"> *EITHER* ``spark_jar_task`` *OR* ``notebook_task`` *OR* ``spark_python_task``</span> |
| <span class="sd"> *OR* ``spark_submit_task`` *OR* ``pipeline_task`` should be specified.</span> |
| <span class="sd"> This field will be templated.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/2.0/jobs.html#jobsnotebooktask</span> |
| <span class="sd"> :param spark_python_task: The python file path and parameters to run the python file with.</span> |
| <span class="sd"> *EITHER* ``spark_jar_task`` *OR* ``notebook_task`` *OR* ``spark_python_task``</span> |
| <span class="sd"> *OR* ``spark_submit_task`` *OR* ``pipeline_task`` should be specified.</span> |
| <span class="sd"> This field will be templated.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/2.0/jobs.html#jobssparkpythontask</span> |
| <span class="sd"> :param spark_submit_task: Parameters needed to run a spark-submit command.</span> |
| <span class="sd"> *EITHER* ``spark_jar_task`` *OR* ``notebook_task`` *OR* ``spark_python_task``</span> |
| <span class="sd"> *OR* ``spark_submit_task`` *OR* ``pipeline_task`` should be specified.</span> |
| <span class="sd"> This field will be templated.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/2.0/jobs.html#jobssparksubmittask</span> |
| <span class="sd"> :param pipeline_task: Parameters needed to execute a Delta Live Tables pipeline task.</span> |
| <span class="sd"> The provided dictionary must contain at least ``pipeline_id`` field!</span> |
| <span class="sd"> *EITHER* ``spark_jar_task`` *OR* ``notebook_task`` *OR* ``spark_python_task``</span> |
| <span class="sd"> *OR* ``spark_submit_task`` *OR* ``pipeline_task`` should be specified.</span> |
| <span class="sd"> This field will be templated.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/2.0/jobs.html#jobspipelinetask</span> |
| <span class="sd"> :param new_cluster: Specs for a new cluster on which this task will be run.</span> |
| <span class="sd"> *EITHER* ``new_cluster`` *OR* ``existing_cluster_id`` should be specified</span> |
| <span class="sd"> (except when ``pipeline_task`` is used).</span> |
| <span class="sd"> This field will be templated.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/2.0/jobs.html#jobsclusterspecnewcluster</span> |
| <span class="sd"> :param existing_cluster_id: ID for existing cluster on which to run this task.</span> |
| <span class="sd"> *EITHER* ``new_cluster`` *OR* ``existing_cluster_id`` should be specified</span> |
| <span class="sd"> (except when ``pipeline_task`` is used).</span> |
| <span class="sd"> This field will be templated.</span> |
| <span class="sd"> :param libraries: Libraries which this run will use.</span> |
| <span class="sd"> This field will be templated.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/2.0/jobs.html#managedlibrarieslibrary</span> |
| <span class="sd"> :param run_name: The run name used for this task.</span> |
| <span class="sd"> By default this will be set to the Airflow ``task_id``. This ``task_id`` is a</span> |
| <span class="sd"> required parameter of the superclass ``BaseOperator``.</span> |
| <span class="sd"> This field will be templated.</span> |
| <span class="sd"> :param idempotency_token: an optional token that can be used to guarantee the idempotency of job run</span> |
| <span class="sd"> requests. If a run with the provided token already exists, the request does not create a new run but</span> |
| <span class="sd"> returns the ID of the existing run instead. This token must have at most 64 characters.</span> |
| <span class="sd"> :param access_control_list: optional list of dictionaries representing Access Control List (ACL) for</span> |
| <span class="sd"> a given job run. Each dictionary consists of following field - specific subject (``user_name`` for</span> |
| <span class="sd"> users, or ``group_name`` for groups), and ``permission_level`` for that subject. See Jobs API</span> |
| <span class="sd"> documentation for more details.</span> |
| <span class="sd"> :param wait_for_termination: if we should wait for termination of the job run. ``True`` by default.</span> |
| <span class="sd"> :param timeout_seconds: The timeout for this run. By default a value of 0 is used</span> |
| <span class="sd"> which means to have no timeout.</span> |
| <span class="sd"> This field will be templated.</span> |
| <span class="sd"> :param databricks_conn_id: Reference to the :ref:`Databricks connection <howto/connection:databricks>`.</span> |
| <span class="sd"> By default and in the common case this will be ``databricks_default``. To use</span> |
| <span class="sd"> token based authentication, provide the key ``token`` in the extra field for the</span> |
| <span class="sd"> connection and create the key ``host`` and leave the ``host`` field empty. (templated)</span> |
| <span class="sd"> :param polling_period_seconds: Controls the rate which we poll for the result of</span> |
| <span class="sd"> this run. By default the operator will poll every 30 seconds.</span> |
| <span class="sd"> :param databricks_retry_limit: Amount of times retry if the Databricks backend is</span> |
| <span class="sd"> unreachable. Its value must be greater than or equal to 1.</span> |
| <span class="sd"> :param databricks_retry_delay: Number of seconds to wait between retries (it</span> |
| <span class="sd"> might be a floating point number).</span> |
| <span class="sd"> :param databricks_retry_args: An optional dictionary with arguments passed to ``tenacity.Retrying`` class.</span> |
| <span class="sd"> :param do_xcom_push: Whether we should push run_id and run_page_url to xcom.</span> |
| <span class="sd"> :param git_source: Optional specification of a remote git repository from which</span> |
| <span class="sd"> supported task types are retrieved.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/latest/jobs.html#operation/JobsRunsSubmit</span> |
| <span class="sd"> """</span> |
| |
| <span class="c1"># Used in airflow.models.BaseOperator</span> |
| <div class="viewcode-block" id="DatabricksSubmitRunOperator.template_fields"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksSubmitRunOperator.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">'json'</span><span class="p">,</span> <span class="s1">'databricks_conn_id'</span><span class="p">)</span></div> |
| <div class="viewcode-block" id="DatabricksSubmitRunOperator.template_ext"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksSubmitRunOperator.template_ext">[docs]</a> <span class="n">template_ext</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">'.json-tpl'</span><span class="p">,)</span></div> |
| <span class="c1"># Databricks brand color (blue) under white text</span> |
| <div class="viewcode-block" id="DatabricksSubmitRunOperator.ui_color"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksSubmitRunOperator.ui_color">[docs]</a> <span class="n">ui_color</span> <span class="o">=</span> <span class="s1">'#1CB1C2'</span></div> |
| <div class="viewcode-block" id="DatabricksSubmitRunOperator.ui_fgcolor"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksSubmitRunOperator.ui_fgcolor">[docs]</a> <span class="n">ui_fgcolor</span> <span class="o">=</span> <span class="s1">'#fff'</span></div> |
| <div class="viewcode-block" id="DatabricksSubmitRunOperator.operator_extra_links"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksSubmitRunOperator.operator_extra_links">[docs]</a> <span class="n">operator_extra_links</span> <span class="o">=</span> <span class="p">(</span><span class="n">DatabricksJobRunLink</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">json</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">tasks</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="nb">object</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">spark_jar_task</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</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">notebook_task</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</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">spark_python_task</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</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">spark_submit_task</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">List</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">pipeline_task</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</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">new_cluster</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">object</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">existing_cluster_id</span><span class="p">:</span> <span class="n">Optional</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">libraries</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</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">run_name</span><span class="p">:</span> <span class="n">Optional</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">timeout_seconds</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">databricks_conn_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">'databricks_default'</span><span class="p">,</span> |
| <span class="n">polling_period_seconds</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">30</span><span class="p">,</span> |
| <span class="n">databricks_retry_limit</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> |
| <span class="n">databricks_retry_delay</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> |
| <span class="n">databricks_retry_args</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">do_xcom_push</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> |
| <span class="n">idempotency_token</span><span class="p">:</span> <span class="n">Optional</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">access_control_list</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</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">wait_for_termination</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> |
| <span class="n">git_source</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</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="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="sd">"""Creates a new ``DatabricksSubmitRunOperator``."""</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">json</span> <span class="o">=</span> <span class="n">json</span> <span class="ow">or</span> <span class="p">{}</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">databricks_conn_id</span> <span class="o">=</span> <span class="n">databricks_conn_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">polling_period_seconds</span> <span class="o">=</span> <span class="n">polling_period_seconds</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">databricks_retry_limit</span> <span class="o">=</span> <span class="n">databricks_retry_limit</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">databricks_retry_delay</span> <span class="o">=</span> <span class="n">databricks_retry_delay</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">databricks_retry_args</span> <span class="o">=</span> <span class="n">databricks_retry_args</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">wait_for_termination</span> <span class="o">=</span> <span class="n">wait_for_termination</span> |
| <span class="k">if</span> <span class="n">tasks</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'tasks'</span><span class="p">]</span> <span class="o">=</span> <span class="n">tasks</span> |
| <span class="k">if</span> <span class="n">spark_jar_task</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'spark_jar_task'</span><span class="p">]</span> <span class="o">=</span> <span class="n">spark_jar_task</span> |
| <span class="k">if</span> <span class="n">notebook_task</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'notebook_task'</span><span class="p">]</span> <span class="o">=</span> <span class="n">notebook_task</span> |
| <span class="k">if</span> <span class="n">spark_python_task</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'spark_python_task'</span><span class="p">]</span> <span class="o">=</span> <span class="n">spark_python_task</span> |
| <span class="k">if</span> <span class="n">spark_submit_task</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'spark_submit_task'</span><span class="p">]</span> <span class="o">=</span> <span class="n">spark_submit_task</span> |
| <span class="k">if</span> <span class="n">pipeline_task</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'pipeline_task'</span><span class="p">]</span> <span class="o">=</span> <span class="n">pipeline_task</span> |
| <span class="k">if</span> <span class="n">new_cluster</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'new_cluster'</span><span class="p">]</span> <span class="o">=</span> <span class="n">new_cluster</span> |
| <span class="k">if</span> <span class="n">existing_cluster_id</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'existing_cluster_id'</span><span class="p">]</span> <span class="o">=</span> <span class="n">existing_cluster_id</span> |
| <span class="k">if</span> <span class="n">libraries</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'libraries'</span><span class="p">]</span> <span class="o">=</span> <span class="n">libraries</span> |
| <span class="k">if</span> <span class="n">run_name</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'run_name'</span><span class="p">]</span> <span class="o">=</span> <span class="n">run_name</span> |
| <span class="k">if</span> <span class="n">timeout_seconds</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'timeout_seconds'</span><span class="p">]</span> <span class="o">=</span> <span class="n">timeout_seconds</span> |
| <span class="k">if</span> <span class="s1">'run_name'</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'run_name'</span><span class="p">]</span> <span class="o">=</span> <span class="n">run_name</span> <span class="ow">or</span> <span class="n">kwargs</span><span class="p">[</span><span class="s1">'task_id'</span><span class="p">]</span> |
| <span class="k">if</span> <span class="n">idempotency_token</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'idempotency_token'</span><span class="p">]</span> <span class="o">=</span> <span class="n">idempotency_token</span> |
| <span class="k">if</span> <span class="n">access_control_list</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'access_control_list'</span><span class="p">]</span> <span class="o">=</span> <span class="n">access_control_list</span> |
| <span class="k">if</span> <span class="n">git_source</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'git_source'</span><span class="p">]</span> <span class="o">=</span> <span class="n">git_source</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span> <span class="o">=</span> <span class="n">normalise_json_content</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">)</span> |
| <span class="c1"># This variable will be used in case our task gets killed.</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">run_id</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">do_xcom_push</span> <span class="o">=</span> <span class="n">do_xcom_push</span> |
| |
| <span class="nd">@cached_property</span> |
| <span class="k">def</span> <span class="nf">_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_hook</span><span class="p">(</span><span class="n">caller</span><span class="o">=</span><span class="s2">"DatabricksSubmitRunOperator"</span><span class="p">)</span> |
| |
| <span class="k">def</span> <span class="nf">_get_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">caller</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">DatabricksHook</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">DatabricksHook</span><span class="p">(</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">databricks_conn_id</span><span class="p">,</span> |
| <span class="n">retry_limit</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">databricks_retry_limit</span><span class="p">,</span> |
| <span class="n">retry_delay</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">databricks_retry_delay</span><span class="p">,</span> |
| <span class="n">retry_args</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">databricks_retry_args</span><span class="p">,</span> |
| <span class="n">caller</span><span class="o">=</span><span class="n">caller</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| <div class="viewcode-block" id="DatabricksSubmitRunOperator.execute"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksSubmitRunOperator.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="s1">'Context'</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">run_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hook</span><span class="o">.</span><span class="n">submit_run</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">)</span> |
| <span class="n">_handle_databricks_operator_execution</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hook</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">,</span> <span class="n">context</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="DatabricksSubmitRunOperator.on_kill"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksSubmitRunOperator.on_kill">[docs]</a> <span class="k">def</span> <span class="nf">on_kill</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">run_id</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_hook</span><span class="o">.</span><span class="n">cancel_run</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">run_id</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">info</span><span class="p">(</span> |
| <span class="s1">'Task: </span><span class="si">%s</span><span class="s1"> with run_id: </span><span class="si">%s</span><span class="s1"> was requested to be cancelled.'</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">task_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">run_id</span> |
| <span class="p">)</span> |
| <span class="k">else</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">'Error: Task: </span><span class="si">%s</span><span class="s1"> with invalid run_id was requested to be cancelled.'</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">task_id</span><span class="p">)</span></div></div> |
| |
| |
| <div class="viewcode-block" id="DatabricksSubmitRunDeferrableOperator"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksSubmitRunDeferrableOperator">[docs]</a><span class="k">class</span> <span class="nc">DatabricksSubmitRunDeferrableOperator</span><span class="p">(</span><span class="n">DatabricksSubmitRunOperator</span><span class="p">):</span> |
| <span class="sd">"""Deferrable version of ``DatabricksSubmitRunOperator``"""</span> |
| |
| <div class="viewcode-block" id="DatabricksSubmitRunDeferrableOperator.execute"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksSubmitRunDeferrableOperator.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">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_hook</span><span class="p">(</span><span class="n">caller</span><span class="o">=</span><span class="s2">"DatabricksSubmitRunDeferrableOperator"</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">run_id</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">submit_run</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">)</span> |
| <span class="n">_handle_deferrable_databricks_operator_execution</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hook</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">,</span> <span class="n">context</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="DatabricksSubmitRunDeferrableOperator.execute_complete"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksSubmitRunDeferrableOperator.execute_complete">[docs]</a> <span class="k">def</span> <span class="nf">execute_complete</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">Optional</span><span class="p">[</span><span class="nb">dict</span><span class="p">],</span> <span class="n">event</span><span class="p">:</span> <span class="nb">dict</span><span class="p">):</span> |
| <span class="n">_handle_deferrable_databricks_operator_completion</span><span class="p">(</span><span class="n">event</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">)</span></div></div> |
| |
| |
| <div class="viewcode-block" id="DatabricksRunNowOperator"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksRunNowOperator">[docs]</a><span class="k">class</span> <span class="nc">DatabricksRunNowOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Runs an existing Spark job run to Databricks using the</span> |
| <span class="sd"> `api/2.1/jobs/run-now</span> |
| <span class="sd"> <https://docs.databricks.com/dev-tools/api/latest/jobs.html#operation/JobsRunNow>`_</span> |
| <span class="sd"> API endpoint.</span> |
| |
| <span class="sd"> There are two ways to instantiate this operator.</span> |
| |
| <span class="sd"> In the first way, you can take the JSON payload that you typically use</span> |
| <span class="sd"> to call the ``api/2.1/jobs/run-now`` endpoint and pass it directly</span> |
| <span class="sd"> to our ``DatabricksRunNowOperator`` through the ``json`` parameter.</span> |
| <span class="sd"> For example ::</span> |
| |
| <span class="sd"> json = {</span> |
| <span class="sd"> "job_id": 42,</span> |
| <span class="sd"> "notebook_params": {</span> |
| <span class="sd"> "dry-run": "true",</span> |
| <span class="sd"> "oldest-time-to-consider": "1457570074236"</span> |
| <span class="sd"> }</span> |
| <span class="sd"> }</span> |
| |
| <span class="sd"> notebook_run = DatabricksRunNowOperator(task_id='notebook_run', json=json)</span> |
| |
| <span class="sd"> Another way to accomplish the same thing is to use the named parameters</span> |
| <span class="sd"> of the ``DatabricksRunNowOperator`` directly. Note that there is exactly</span> |
| <span class="sd"> one named parameter for each top level parameter in the ``run-now``</span> |
| <span class="sd"> endpoint. In this method, your code would look like this: ::</span> |
| |
| <span class="sd"> job_id=42</span> |
| |
| <span class="sd"> notebook_params = {</span> |
| <span class="sd"> "dry-run": "true",</span> |
| <span class="sd"> "oldest-time-to-consider": "1457570074236"</span> |
| <span class="sd"> }</span> |
| |
| <span class="sd"> python_params = ["douglas adams", "42"]</span> |
| |
| <span class="sd"> jar_params = ["douglas adams", "42"]</span> |
| |
| <span class="sd"> spark_submit_params = ["--class", "org.apache.spark.examples.SparkPi"]</span> |
| |
| <span class="sd"> notebook_run = DatabricksRunNowOperator(</span> |
| <span class="sd"> job_id=job_id,</span> |
| <span class="sd"> notebook_params=notebook_params,</span> |
| <span class="sd"> python_params=python_params,</span> |
| <span class="sd"> jar_params=jar_params,</span> |
| <span class="sd"> spark_submit_params=spark_submit_params</span> |
| <span class="sd"> )</span> |
| |
| <span class="sd"> In the case where both the json parameter **AND** the named parameters</span> |
| <span class="sd"> are provided, they will be merged together. If there are conflicts during the merge,</span> |
| <span class="sd"> the named parameters will take precedence and override the top level ``json`` keys.</span> |
| |
| <span class="sd"> Currently the named parameters that ``DatabricksRunNowOperator`` supports are</span> |
| <span class="sd"> - ``job_id``</span> |
| <span class="sd"> - ``job_name``</span> |
| <span class="sd"> - ``json``</span> |
| <span class="sd"> - ``notebook_params``</span> |
| <span class="sd"> - ``python_params``</span> |
| <span class="sd"> - ``python_named_parameters``</span> |
| <span class="sd"> - ``jar_params``</span> |
| <span class="sd"> - ``spark_submit_params``</span> |
| <span class="sd"> - ``idempotency_token``</span> |
| |
| <span class="sd"> :param job_id: the job_id of the existing Databricks job.</span> |
| <span class="sd"> This field will be templated.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/latest/jobs.html#operation/JobsRunNow</span> |
| <span class="sd"> :param job_name: the name of the existing Databricks job.</span> |
| <span class="sd"> It must exist only one job with the specified name.</span> |
| <span class="sd"> ``job_id`` and ``job_name`` are mutually exclusive.</span> |
| <span class="sd"> This field will be templated.</span> |
| <span class="sd"> :param json: A JSON object containing API parameters which will be passed</span> |
| <span class="sd"> directly to the ``api/2.1/jobs/run-now`` endpoint. The other named parameters</span> |
| <span class="sd"> (i.e. ``notebook_params``, ``spark_submit_params``..) to this operator will</span> |
| <span class="sd"> be merged with this json dictionary if they are provided.</span> |
| <span class="sd"> If there are conflicts during the merge, the named parameters will</span> |
| <span class="sd"> take precedence and override the top level json keys. (templated)</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> For more information about templating see :ref:`concepts:jinja-templating`.</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/latest/jobs.html#operation/JobsRunNow</span> |
| <span class="sd"> :param notebook_params: A dict from keys to values for jobs with notebook task,</span> |
| <span class="sd"> e.g. "notebook_params": {"name": "john doe", "age": "35"}.</span> |
| <span class="sd"> The map is passed to the notebook and will be accessible through the</span> |
| <span class="sd"> dbutils.widgets.get function. See Widgets for more information.</span> |
| <span class="sd"> If not specified upon run-now, the triggered run will use the</span> |
| <span class="sd"> job's base parameters. notebook_params cannot be</span> |
| <span class="sd"> specified in conjunction with jar_params. The json representation</span> |
| <span class="sd"> of this field (i.e. {"notebook_params":{"name":"john doe","age":"35"}})</span> |
| <span class="sd"> cannot exceed 10,000 bytes.</span> |
| <span class="sd"> This field will be templated.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/user-guide/notebooks/widgets.html</span> |
| <span class="sd"> :param python_params: A list of parameters for jobs with python tasks,</span> |
| <span class="sd"> e.g. "python_params": ["john doe", "35"].</span> |
| <span class="sd"> The parameters will be passed to python file as command line parameters.</span> |
| <span class="sd"> If specified upon run-now, it would overwrite the parameters specified in job setting.</span> |
| <span class="sd"> The json representation of this field (i.e. {"python_params":["john doe","35"]})</span> |
| <span class="sd"> cannot exceed 10,000 bytes.</span> |
| <span class="sd"> This field will be templated.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/latest/jobs.html#operation/JobsRunNow</span> |
| <span class="sd"> :param python_named_params: A list of named parameters for jobs with python wheel tasks,</span> |
| <span class="sd"> e.g. "python_named_params": {"name": "john doe", "age": "35"}.</span> |
| <span class="sd"> If specified upon run-now, it would overwrite the parameters specified in job setting.</span> |
| <span class="sd"> This field will be templated.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/latest/jobs.html#operation/JobsRunNow</span> |
| <span class="sd"> :param jar_params: A list of parameters for jobs with JAR tasks,</span> |
| <span class="sd"> e.g. "jar_params": ["john doe", "35"].</span> |
| <span class="sd"> The parameters will be passed to JAR file as command line parameters.</span> |
| <span class="sd"> If specified upon run-now, it would overwrite the parameters specified in</span> |
| <span class="sd"> job setting.</span> |
| <span class="sd"> The json representation of this field (i.e. {"jar_params":["john doe","35"]})</span> |
| <span class="sd"> cannot exceed 10,000 bytes.</span> |
| <span class="sd"> This field will be templated.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/latest/jobs.html#operation/JobsRunNow</span> |
| <span class="sd"> :param spark_submit_params: A list of parameters for jobs with spark submit task,</span> |
| <span class="sd"> e.g. "spark_submit_params": ["--class", "org.apache.spark.examples.SparkPi"].</span> |
| <span class="sd"> The parameters will be passed to spark-submit script as command line parameters.</span> |
| <span class="sd"> If specified upon run-now, it would overwrite the parameters specified</span> |
| <span class="sd"> in job setting.</span> |
| <span class="sd"> The json representation of this field cannot exceed 10,000 bytes.</span> |
| <span class="sd"> This field will be templated.</span> |
| |
| <span class="sd"> .. seealso::</span> |
| <span class="sd"> https://docs.databricks.com/dev-tools/api/latest/jobs.html#operation/JobsRunNow</span> |
| <span class="sd"> :param idempotency_token: an optional token that can be used to guarantee the idempotency of job run</span> |
| <span class="sd"> requests. If a run with the provided token already exists, the request does not create a new run but</span> |
| <span class="sd"> returns the ID of the existing run instead. This token must have at most 64 characters.</span> |
| <span class="sd"> :param databricks_conn_id: Reference to the :ref:`Databricks connection <howto/connection:databricks>`.</span> |
| <span class="sd"> By default and in the common case this will be ``databricks_default``. To use</span> |
| <span class="sd"> token based authentication, provide the key ``token`` in the extra field for the</span> |
| <span class="sd"> connection and create the key ``host`` and leave the ``host`` field empty. (templated)</span> |
| <span class="sd"> :param polling_period_seconds: Controls the rate which we poll for the result of</span> |
| <span class="sd"> this run. By default, the operator will poll every 30 seconds.</span> |
| <span class="sd"> :param databricks_retry_limit: Amount of times retry if the Databricks backend is</span> |
| <span class="sd"> unreachable. Its value must be greater than or equal to 1.</span> |
| <span class="sd"> :param databricks_retry_delay: Number of seconds to wait between retries (it</span> |
| <span class="sd"> might be a floating point number).</span> |
| <span class="sd"> :param databricks_retry_args: An optional dictionary with arguments passed to ``tenacity.Retrying`` class.</span> |
| <span class="sd"> :param do_xcom_push: Whether we should push run_id and run_page_url to xcom.</span> |
| <span class="sd"> :param wait_for_termination: if we should wait for termination of the job run. ``True`` by default.</span> |
| <span class="sd"> """</span> |
| |
| <span class="c1"># Used in airflow.models.BaseOperator</span> |
| <div class="viewcode-block" id="DatabricksRunNowOperator.template_fields"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksRunNowOperator.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">'json'</span><span class="p">,</span> <span class="s1">'databricks_conn_id'</span><span class="p">)</span></div> |
| <div class="viewcode-block" id="DatabricksRunNowOperator.template_ext"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksRunNowOperator.template_ext">[docs]</a> <span class="n">template_ext</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">'.json-tpl'</span><span class="p">,)</span></div> |
| <span class="c1"># Databricks brand color (blue) under white text</span> |
| <div class="viewcode-block" id="DatabricksRunNowOperator.ui_color"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksRunNowOperator.ui_color">[docs]</a> <span class="n">ui_color</span> <span class="o">=</span> <span class="s1">'#1CB1C2'</span></div> |
| <div class="viewcode-block" id="DatabricksRunNowOperator.ui_fgcolor"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksRunNowOperator.ui_fgcolor">[docs]</a> <span class="n">ui_fgcolor</span> <span class="o">=</span> <span class="s1">'#fff'</span></div> |
| <div class="viewcode-block" id="DatabricksRunNowOperator.operator_extra_links"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksRunNowOperator.operator_extra_links">[docs]</a> <span class="n">operator_extra_links</span> <span class="o">=</span> <span class="p">(</span><span class="n">DatabricksJobRunLink</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">job_id</span><span class="p">:</span> <span class="n">Optional</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">job_name</span><span class="p">:</span> <span class="n">Optional</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">json</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Any</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">notebook_params</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</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">python_params</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</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">jar_params</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</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">spark_submit_params</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</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">python_named_params</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</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">idempotency_token</span><span class="p">:</span> <span class="n">Optional</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">databricks_conn_id</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">'databricks_default'</span><span class="p">,</span> |
| <span class="n">polling_period_seconds</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">30</span><span class="p">,</span> |
| <span class="n">databricks_retry_limit</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">3</span><span class="p">,</span> |
| <span class="n">databricks_retry_delay</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">1</span><span class="p">,</span> |
| <span class="n">databricks_retry_args</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">do_xcom_push</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span> |
| <span class="n">wait_for_termination</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</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="sd">"""Creates a new ``DatabricksRunNowOperator``."""</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">json</span> <span class="o">=</span> <span class="n">json</span> <span class="ow">or</span> <span class="p">{}</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">databricks_conn_id</span> <span class="o">=</span> <span class="n">databricks_conn_id</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">polling_period_seconds</span> <span class="o">=</span> <span class="n">polling_period_seconds</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">databricks_retry_limit</span> <span class="o">=</span> <span class="n">databricks_retry_limit</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">databricks_retry_delay</span> <span class="o">=</span> <span class="n">databricks_retry_delay</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">databricks_retry_args</span> <span class="o">=</span> <span class="n">databricks_retry_args</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">wait_for_termination</span> <span class="o">=</span> <span class="n">wait_for_termination</span> |
| |
| <span class="k">if</span> <span class="n">job_id</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'job_id'</span><span class="p">]</span> <span class="o">=</span> <span class="n">job_id</span> |
| <span class="k">if</span> <span class="n">job_name</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'job_name'</span><span class="p">]</span> <span class="o">=</span> <span class="n">job_name</span> |
| <span class="k">if</span> <span class="s1">'job_id'</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">json</span> <span class="ow">and</span> <span class="s1">'job_name'</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">"Argument 'job_name' is not allowed with argument 'job_id'"</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">notebook_params</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'notebook_params'</span><span class="p">]</span> <span class="o">=</span> <span class="n">notebook_params</span> |
| <span class="k">if</span> <span class="n">python_params</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'python_params'</span><span class="p">]</span> <span class="o">=</span> <span class="n">python_params</span> |
| <span class="k">if</span> <span class="n">python_named_params</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'python_named_params'</span><span class="p">]</span> <span class="o">=</span> <span class="n">python_named_params</span> |
| <span class="k">if</span> <span class="n">jar_params</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'jar_params'</span><span class="p">]</span> <span class="o">=</span> <span class="n">jar_params</span> |
| <span class="k">if</span> <span class="n">spark_submit_params</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'spark_submit_params'</span><span class="p">]</span> <span class="o">=</span> <span class="n">spark_submit_params</span> |
| <span class="k">if</span> <span class="n">idempotency_token</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'idempotency_token'</span><span class="p">]</span> <span class="o">=</span> <span class="n">idempotency_token</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span> <span class="o">=</span> <span class="n">normalise_json_content</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">)</span> |
| <span class="c1"># This variable will be used in case our task gets killed.</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">run_id</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">do_xcom_push</span> <span class="o">=</span> <span class="n">do_xcom_push</span> |
| |
| <span class="nd">@cached_property</span> |
| <span class="k">def</span> <span class="nf">_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_hook</span><span class="p">(</span><span class="n">caller</span><span class="o">=</span><span class="s2">"DatabricksRunNowOperator"</span><span class="p">)</span> |
| |
| <span class="k">def</span> <span class="nf">_get_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">caller</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">DatabricksHook</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">DatabricksHook</span><span class="p">(</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">databricks_conn_id</span><span class="p">,</span> |
| <span class="n">retry_limit</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">databricks_retry_limit</span><span class="p">,</span> |
| <span class="n">retry_delay</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">databricks_retry_delay</span><span class="p">,</span> |
| <span class="n">retry_args</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">databricks_retry_args</span><span class="p">,</span> |
| <span class="n">caller</span><span class="o">=</span><span class="n">caller</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| <div class="viewcode-block" id="DatabricksRunNowOperator.execute"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksRunNowOperator.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="s1">'Context'</span><span class="p">):</span> |
| <span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hook</span> |
| <span class="k">if</span> <span class="s1">'job_name'</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">:</span> |
| <span class="n">job_id</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">find_job_id_by_name</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'job_name'</span><span class="p">])</span> |
| <span class="k">if</span> <span class="n">job_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="sa">f</span><span class="s2">"Job ID for job name </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'job_name'</span><span class="p">]</span><span class="si">}</span><span class="s2"> can not be found"</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'job_id'</span><span class="p">]</span> <span class="o">=</span> <span class="n">job_id</span> |
| <span class="k">del</span> <span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">[</span><span class="s1">'job_name'</span><span class="p">]</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">run_id</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">run_now</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">)</span> |
| <span class="n">_handle_databricks_operator_execution</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hook</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">,</span> <span class="n">context</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="DatabricksRunNowOperator.on_kill"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksRunNowOperator.on_kill">[docs]</a> <span class="k">def</span> <span class="nf">on_kill</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">run_id</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_hook</span><span class="o">.</span><span class="n">cancel_run</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">run_id</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">info</span><span class="p">(</span> |
| <span class="s1">'Task: </span><span class="si">%s</span><span class="s1"> with run_id: </span><span class="si">%s</span><span class="s1"> was requested to be cancelled.'</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">task_id</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">run_id</span> |
| <span class="p">)</span> |
| <span class="k">else</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">'Error: Task: </span><span class="si">%s</span><span class="s1"> with invalid run_id was requested to be cancelled.'</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">task_id</span><span class="p">)</span></div></div> |
| |
| |
| <div class="viewcode-block" id="DatabricksRunNowDeferrableOperator"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksRunNowDeferrableOperator">[docs]</a><span class="k">class</span> <span class="nc">DatabricksRunNowDeferrableOperator</span><span class="p">(</span><span class="n">DatabricksRunNowOperator</span><span class="p">):</span> |
| <span class="sd">"""Deferrable version of ``DatabricksRunNowOperator``"""</span> |
| |
| <div class="viewcode-block" id="DatabricksRunNowDeferrableOperator.execute"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksRunNowDeferrableOperator.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">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_hook</span><span class="p">(</span><span class="n">caller</span><span class="o">=</span><span class="s2">"DatabricksRunNowDeferrableOperator"</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">run_id</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">run_now</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">json</span><span class="p">)</span> |
| <span class="n">_handle_deferrable_databricks_operator_execution</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hook</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">,</span> <span class="n">context</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="DatabricksRunNowDeferrableOperator.execute_complete"><a class="viewcode-back" href="../../../../../_api/airflow/providers/databricks/operators/databricks/index.html#airflow.providers.databricks.operators.databricks.DatabricksRunNowDeferrableOperator.execute_complete">[docs]</a> <span class="k">def</span> <span class="nf">execute_complete</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">Optional</span><span class="p">[</span><span class="nb">dict</span><span class="p">],</span> <span class="n">event</span><span class="p">:</span> <span class="nb">dict</span><span class="p">):</span> |
| <span class="n">_handle_deferrable_databricks_operator_completion</span><span class="p">(</span><span class="n">event</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="p">)</span></div></div> |
| </pre></div> |
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