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| <h1>Source code for airflow.operators.python_operator</h1><div class="highlight"><pre> |
| <span></span><span class="c1"># -*- coding: utf-8 -*-</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="kn">import</span> <span class="nn">inspect</span> |
| <span class="kn">import</span> <span class="nn">os</span> |
| <span class="kn">import</span> <span class="nn">pickle</span> |
| <span class="kn">import</span> <span class="nn">subprocess</span> |
| <span class="kn">import</span> <span class="nn">sys</span> |
| <span class="kn">import</span> <span class="nn">types</span> |
| <span class="kn">from</span> <span class="nn">builtins</span> <span class="k">import</span> <span class="nb">str</span> |
| <span class="kn">from</span> <span class="nn">textwrap</span> <span class="k">import</span> <span class="n">dedent</span> |
| <span class="kn">from</span> <span class="nn">typing</span> <span class="k">import</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Iterable</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Callable</span> |
| |
| <span class="kn">import</span> <span class="nn">dill</span> |
| |
| <span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span> |
| <span class="kn">from</span> <span class="nn">airflow.models</span> <span class="k">import</span> <span class="n">BaseOperator</span><span class="p">,</span> <span class="n">SkipMixin</span> |
| <span class="kn">from</span> <span class="nn">airflow.utils.decorators</span> <span class="k">import</span> <span class="n">apply_defaults</span> |
| <span class="kn">from</span> <span class="nn">airflow.utils.file</span> <span class="k">import</span> <span class="n">TemporaryDirectory</span> |
| <span class="kn">from</span> <span class="nn">airflow.utils.operator_helpers</span> <span class="k">import</span> <span class="n">context_to_airflow_vars</span> |
| |
| |
| <div class="viewcode-block" id="PythonOperator"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonOperator">[docs]</a><span class="k">class</span> <span class="nc">PythonOperator</span><span class="p">(</span><span class="n">BaseOperator</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Executes a Python callable</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:PythonOperator`</span> |
| |
| <span class="sd"> :param python_callable: A reference to an object that is callable</span> |
| <span class="sd"> :type python_callable: python callable</span> |
| <span class="sd"> :param op_kwargs: a dictionary of keyword arguments that will get unpacked</span> |
| <span class="sd"> in your function</span> |
| <span class="sd"> :type op_kwargs: dict (templated)</span> |
| <span class="sd"> :param op_args: a list of positional arguments that will get unpacked when</span> |
| <span class="sd"> calling your callable</span> |
| <span class="sd"> :type op_args: list (templated)</span> |
| <span class="sd"> :param provide_context: if set to true, Airflow will pass a set of</span> |
| <span class="sd"> keyword arguments that can be used in your function. This set of</span> |
| <span class="sd"> kwargs correspond exactly to what you can use in your jinja</span> |
| <span class="sd"> templates. For this to work, you need to define `**kwargs` in your</span> |
| <span class="sd"> function header.</span> |
| <span class="sd"> :type provide_context: bool</span> |
| <span class="sd"> :param templates_dict: a dictionary where the values are templates that</span> |
| <span class="sd"> will get templated by the Airflow engine sometime between</span> |
| <span class="sd"> ``__init__`` and ``execute`` takes place and are made available</span> |
| <span class="sd"> in your callable's context after the template has been applied. (templated)</span> |
| <span class="sd"> :type templates_dict: dict[str]</span> |
| <span class="sd"> :param templates_exts: a list of file extensions to resolve while</span> |
| <span class="sd"> processing templated fields, for examples ``['.sql', '.hql']``</span> |
| <span class="sd"> :type templates_exts: list[str]</span> |
| <span class="sd"> """</span> |
| <div class="viewcode-block" id="PythonOperator.template_fields"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonOperator.template_fields">[docs]</a> <span class="n">template_fields</span> <span class="o">=</span> <span class="p">(</span><span class="s1">'templates_dict'</span><span class="p">,</span> <span class="s1">'op_args'</span><span class="p">,</span> <span class="s1">'op_kwargs'</span><span class="p">)</span></div> |
| <div class="viewcode-block" id="PythonOperator.ui_color"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonOperator.ui_color">[docs]</a> <span class="n">ui_color</span> <span class="o">=</span> <span class="s1">'#ffefeb'</span></div> |
| |
| <span class="c1"># since we won't mutate the arguments, we should just do the shallow copy</span> |
| <span class="c1"># there are some cases we can't deepcopy the objects(e.g protobuf).</span> |
| <div class="viewcode-block" id="PythonOperator.shallow_copy_attrs"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonOperator.shallow_copy_attrs">[docs]</a> <span class="n">shallow_copy_attrs</span> <span class="o">=</span> <span class="p">(</span><span class="s1">'python_callable'</span><span class="p">,</span> <span class="s1">'op_kwargs'</span><span class="p">,)</span></div> |
| |
| <span class="nd">@apply_defaults</span> |
| <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">python_callable</span><span class="p">,</span> <span class="c1"># type: Callable</span> |
| <span class="n">op_args</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="c1"># type: Optional[Iterable]</span> |
| <span class="n">op_kwargs</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="c1"># type: Optional[Dict]</span> |
| <span class="n">provide_context</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="c1"># type: bool</span> |
| <span class="n">templates_dict</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="c1"># type: Optional[Dict]</span> |
| <span class="n">templates_exts</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="c1"># type: Optional[Iterable[str]]</span> |
| <span class="o">*</span><span class="n">args</span><span class="p">,</span> |
| <span class="o">**</span><span class="n">kwargs</span> |
| <span class="p">):</span> |
| <span class="nb">super</span><span class="p">(</span><span class="n">PythonOperator</span><span class="p">,</span> <span class="bp">self</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">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="n">callable</span><span class="p">(</span><span class="n">python_callable</span><span class="p">):</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">'`python_callable` param must be callable'</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">python_callable</span> <span class="o">=</span> <span class="n">python_callable</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">op_args</span> <span class="o">=</span> <span class="n">op_args</span> <span class="ow">or</span> <span class="p">[]</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">op_kwargs</span> <span class="o">=</span> <span class="n">op_kwargs</span> <span class="ow">or</span> <span class="p">{}</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">provide_context</span> <span class="o">=</span> <span class="n">provide_context</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">templates_dict</span> <span class="o">=</span> <span class="n">templates_dict</span> |
| <span class="k">if</span> <span class="n">templates_exts</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">template_ext</span> <span class="o">=</span> <span class="n">templates_exts</span> |
| |
| <div class="viewcode-block" id="PythonOperator.execute"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonOperator.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="c1"># Export context to make it available for callables to use.</span> |
| <span class="n">airflow_context_vars</span> <span class="o">=</span> <span class="n">context_to_airflow_vars</span><span class="p">(</span><span class="n">context</span><span class="p">,</span> <span class="n">in_env_var_format</span><span class="o">=</span><span class="kc">True</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">debug</span><span class="p">(</span><span class="s2">"Exporting the following env vars:</span><span class="se">\n</span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> |
| <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="s2">"</span><span class="si">{}</span><span class="s2">=</span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">v</span><span class="p">)</span> |
| <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">airflow_context_vars</span><span class="o">.</span><span class="n">items</span><span class="p">()]))</span> |
| <span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">airflow_context_vars</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">provide_context</span><span class="p">:</span> |
| <span class="n">context</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">op_kwargs</span><span class="p">)</span> |
| <span class="n">context</span><span class="p">[</span><span class="s1">'templates_dict'</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">templates_dict</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">op_kwargs</span> <span class="o">=</span> <span class="n">context</span> |
| |
| <span class="n">return_value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">execute_callable</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="s2">"Done. Returned value was: </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="n">return_value</span><span class="p">)</span> |
| <span class="k">return</span> <span class="n">return_value</span></div> |
| |
| <div class="viewcode-block" id="PythonOperator.execute_callable"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonOperator.execute_callable">[docs]</a> <span class="k">def</span> <span class="nf">execute_callable</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">python_callable</span><span class="p">(</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">op_args</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">op_kwargs</span><span class="p">)</span></div></div> |
| |
| |
| <div class="viewcode-block" id="BranchPythonOperator"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.BranchPythonOperator">[docs]</a><span class="k">class</span> <span class="nc">BranchPythonOperator</span><span class="p">(</span><span class="n">PythonOperator</span><span class="p">,</span> <span class="n">SkipMixin</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Allows a workflow to "branch" or follow a path following the execution</span> |
| <span class="sd"> of this task.</span> |
| |
| <span class="sd"> It derives the PythonOperator and expects a Python function that returns</span> |
| <span class="sd"> a single task_id or list of task_ids to follow. The task_id(s) returned</span> |
| <span class="sd"> should point to a task directly downstream from {self}. All other "branches"</span> |
| <span class="sd"> or directly downstream tasks are marked with a state of ``skipped`` so that</span> |
| <span class="sd"> these paths can't move forward. The ``skipped`` states are propagated</span> |
| <span class="sd"> downstream to allow for the DAG state to fill up and the DAG run's state</span> |
| <span class="sd"> to be inferred.</span> |
| |
| <span class="sd"> Note that using tasks with ``depends_on_past=True`` downstream from</span> |
| <span class="sd"> ``BranchPythonOperator`` is logically unsound as ``skipped`` status</span> |
| <span class="sd"> will invariably lead to block tasks that depend on their past successes.</span> |
| <span class="sd"> ``skipped`` states propagates where all directly upstream tasks are</span> |
| <span class="sd"> ``skipped``.</span> |
| <span class="sd"> """</span> |
| <div class="viewcode-block" id="BranchPythonOperator.execute"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.BranchPythonOperator.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">branch</span> <span class="o">=</span> <span class="nb">super</span><span class="p">(</span><span class="n">BranchPythonOperator</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">context</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">skip_all_except</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="n">branch</span><span class="p">)</span></div></div> |
| |
| |
| <div class="viewcode-block" id="ShortCircuitOperator"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.ShortCircuitOperator">[docs]</a><span class="k">class</span> <span class="nc">ShortCircuitOperator</span><span class="p">(</span><span class="n">PythonOperator</span><span class="p">,</span> <span class="n">SkipMixin</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Allows a workflow to continue only if a condition is met. Otherwise, the</span> |
| <span class="sd"> workflow "short-circuits" and downstream tasks are skipped.</span> |
| |
| <span class="sd"> The ShortCircuitOperator is derived from the PythonOperator. It evaluates a</span> |
| <span class="sd"> condition and short-circuits the workflow if the condition is False. Any</span> |
| <span class="sd"> downstream tasks are marked with a state of "skipped". If the condition is</span> |
| <span class="sd"> True, downstream tasks proceed as normal.</span> |
| |
| <span class="sd"> The condition is determined by the result of `python_callable`.</span> |
| <span class="sd"> """</span> |
| <div class="viewcode-block" id="ShortCircuitOperator.execute"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.ShortCircuitOperator.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">condition</span> <span class="o">=</span> <span class="nb">super</span><span class="p">(</span><span class="n">ShortCircuitOperator</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">context</span><span class="p">)</span> |
| <span class="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="s2">"Condition result is </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="n">condition</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">condition</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">'Proceeding with downstream tasks...'</span><span class="p">)</span> |
| <span class="k">return</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">'Skipping downstream tasks...'</span><span class="p">)</span> |
| |
| <span class="n">downstream_tasks</span> <span class="o">=</span> <span class="n">context</span><span class="p">[</span><span class="s1">'task'</span><span class="p">]</span><span class="o">.</span><span class="n">get_flat_relatives</span><span class="p">(</span><span class="n">upstream</span><span class="o">=</span><span class="kc">False</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">debug</span><span class="p">(</span><span class="s2">"Downstream task_ids </span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="n">downstream_tasks</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">downstream_tasks</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">skip</span><span class="p">(</span><span class="n">context</span><span class="p">[</span><span class="s1">'dag_run'</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">execution_date</span><span class="p">,</span> <span class="n">downstream_tasks</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="s2">"Done."</span><span class="p">)</span></div></div> |
| |
| |
| <div class="viewcode-block" id="PythonVirtualenvOperator"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonVirtualenvOperator">[docs]</a><span class="k">class</span> <span class="nc">PythonVirtualenvOperator</span><span class="p">(</span><span class="n">PythonOperator</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Allows one to run a function in a virtualenv that is created and destroyed</span> |
| <span class="sd"> automatically (with certain caveats).</span> |
| |
| <span class="sd"> The function must be defined using def, and not be</span> |
| <span class="sd"> part of a class. All imports must happen inside the function</span> |
| <span class="sd"> and no variables outside of the scope may be referenced. A global scope</span> |
| <span class="sd"> variable named virtualenv_string_args will be available (populated by</span> |
| <span class="sd"> string_args). In addition, one can pass stuff through op_args and op_kwargs, and one</span> |
| <span class="sd"> can use a return value.</span> |
| <span class="sd"> Note that if your virtualenv runs in a different Python major version than Airflow,</span> |
| <span class="sd"> you cannot use return values, op_args, or op_kwargs. You can use string_args though.</span> |
| |
| <span class="sd"> :param python_callable: A python function with no references to outside variables,</span> |
| <span class="sd"> defined with def, which will be run in a virtualenv</span> |
| <span class="sd"> :type python_callable: function</span> |
| <span class="sd"> :param requirements: A list of requirements as specified in a pip install command</span> |
| <span class="sd"> :type requirements: list[str]</span> |
| <span class="sd"> :param python_version: The Python version to run the virtualenv with. Note that</span> |
| <span class="sd"> both 2 and 2.7 are acceptable forms.</span> |
| <span class="sd"> :type python_version: str</span> |
| <span class="sd"> :param use_dill: Whether to use dill to serialize</span> |
| <span class="sd"> the args and result (pickle is default). This allow more complex types</span> |
| <span class="sd"> but requires you to include dill in your requirements.</span> |
| <span class="sd"> :type use_dill: bool</span> |
| <span class="sd"> :param system_site_packages: Whether to include</span> |
| <span class="sd"> system_site_packages in your virtualenv.</span> |
| <span class="sd"> See virtualenv documentation for more information.</span> |
| <span class="sd"> :type system_site_packages: bool</span> |
| <span class="sd"> :param op_args: A list of positional arguments to pass to python_callable.</span> |
| <span class="sd"> :type op_kwargs: list</span> |
| <span class="sd"> :param op_kwargs: A dict of keyword arguments to pass to python_callable.</span> |
| <span class="sd"> :type op_kwargs: dict</span> |
| <span class="sd"> :param provide_context: if set to true, Airflow will pass a set of</span> |
| <span class="sd"> keyword arguments that can be used in your function. This set of</span> |
| <span class="sd"> kwargs correspond exactly to what you can use in your jinja</span> |
| <span class="sd"> templates. For this to work, you need to define `**kwargs` in your</span> |
| <span class="sd"> function header.</span> |
| <span class="sd"> :type provide_context: bool</span> |
| <span class="sd"> :param string_args: Strings that are present in the global var virtualenv_string_args,</span> |
| <span class="sd"> available to python_callable at runtime as a list[str]. Note that args are split</span> |
| <span class="sd"> by newline.</span> |
| <span class="sd"> :type string_args: list[str]</span> |
| <span class="sd"> :param templates_dict: a dictionary where the values are templates that</span> |
| <span class="sd"> will get templated by the Airflow engine sometime between</span> |
| <span class="sd"> ``__init__`` and ``execute`` takes place and are made available</span> |
| <span class="sd"> in your callable's context after the template has been applied</span> |
| <span class="sd"> :type templates_dict: dict of str</span> |
| <span class="sd"> :param templates_exts: a list of file extensions to resolve while</span> |
| <span class="sd"> processing templated fields, for examples ``['.sql', '.hql']``</span> |
| <span class="sd"> :type templates_exts: list[str]</span> |
| <span class="sd"> """</span> |
| <span class="nd">@apply_defaults</span> |
| <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">python_callable</span><span class="p">,</span> <span class="c1"># type: Callable</span> |
| <span class="n">requirements</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="c1"># type: Optional[Iterable[str]]</span> |
| <span class="n">python_version</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="c1"># type: Optional[str]</span> |
| <span class="n">use_dill</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="c1"># type: bool</span> |
| <span class="n">system_site_packages</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="c1"># type: bool</span> |
| <span class="n">op_args</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="c1"># type: Iterable</span> |
| <span class="n">op_kwargs</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="c1"># type: Dict</span> |
| <span class="n">provide_context</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="c1"># type: bool</span> |
| <span class="n">string_args</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="c1"># type: Optional[Iterable[str]]</span> |
| <span class="n">templates_dict</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="c1"># type: Optional[Dict]</span> |
| <span class="n">templates_exts</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="c1"># type: Optional[Iterable[str]]</span> |
| <span class="o">*</span><span class="n">args</span><span class="p">,</span> |
| <span class="o">**</span><span class="n">kwargs</span> |
| <span class="p">):</span> |
| <span class="nb">super</span><span class="p">(</span><span class="n">PythonVirtualenvOperator</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span> |
| <span class="n">python_callable</span><span class="o">=</span><span class="n">python_callable</span><span class="p">,</span> |
| <span class="n">op_args</span><span class="o">=</span><span class="n">op_args</span><span class="p">,</span> |
| <span class="n">op_kwargs</span><span class="o">=</span><span class="n">op_kwargs</span><span class="p">,</span> |
| <span class="n">templates_dict</span><span class="o">=</span><span class="n">templates_dict</span><span class="p">,</span> |
| <span class="n">templates_exts</span><span class="o">=</span><span class="n">templates_exts</span><span class="p">,</span> |
| <span class="n">provide_context</span><span class="o">=</span><span class="n">provide_context</span><span class="p">,</span> |
| <span class="o">*</span><span class="n">args</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">requirements</span> <span class="o">=</span> <span class="n">requirements</span> <span class="ow">or</span> <span class="p">[]</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">string_args</span> <span class="o">=</span> <span class="n">string_args</span> <span class="ow">or</span> <span class="p">[]</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">python_version</span> <span class="o">=</span> <span class="n">python_version</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">use_dill</span> <span class="o">=</span> <span class="n">use_dill</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">system_site_packages</span> <span class="o">=</span> <span class="n">system_site_packages</span> |
| <span class="c1"># check that dill is present if needed</span> |
| <span class="n">dill_in_requirements</span> <span class="o">=</span> <span class="nb">map</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">'dill'</span><span class="p">),</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">requirements</span><span class="p">)</span> |
| <span class="k">if</span> <span class="p">(</span><span class="ow">not</span> <span class="n">system_site_packages</span><span class="p">)</span> <span class="ow">and</span> <span class="n">use_dill</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">any</span><span class="p">(</span><span class="n">dill_in_requirements</span><span class="p">):</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">'If using dill, dill must be in the environment '</span> <span class="o">+</span> |
| <span class="s1">'either via system_site_packages or requirements'</span><span class="p">)</span> |
| <span class="c1"># check that a function is passed, and that it is not a lambda</span> |
| <span class="k">if</span> <span class="p">(</span><span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">python_callable</span><span class="p">,</span> |
| <span class="n">types</span><span class="o">.</span><span class="n">FunctionType</span><span class="p">)</span> <span class="ow">or</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">python_callable</span><span class="o">.</span><span class="vm">__name__</span> <span class="o">==</span> |
| <span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span><span class="p">)):</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s1">'</span><span class="si">{}</span><span class="s1"> only supports functions for python_callable arg'</span><span class="p">,</span> |
| <span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="p">)</span> |
| <span class="c1"># check that args are passed iff python major version matches</span> |
| <span class="k">if</span> <span class="p">(</span><span class="n">python_version</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> |
| <span class="nb">str</span><span class="p">(</span><span class="n">python_version</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="o">!=</span> <span class="nb">str</span><span class="p">(</span><span class="n">sys</span><span class="o">.</span><span class="n">version_info</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="ow">and</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_pass_op_args</span><span class="p">()):</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="s2">"Passing op_args or op_kwargs is not supported across "</span> |
| <span class="s2">"different Python major versions "</span> |
| <span class="s2">"for PythonVirtualenvOperator. "</span> |
| <span class="s2">"Please use string_args."</span><span class="p">)</span> |
| |
| <div class="viewcode-block" id="PythonVirtualenvOperator.execute_callable"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonVirtualenvOperator.execute_callable">[docs]</a> <span class="k">def</span> <span class="nf">execute_callable</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="k">with</span> <span class="n">TemporaryDirectory</span><span class="p">(</span><span class="n">prefix</span><span class="o">=</span><span class="s1">'venv'</span><span class="p">)</span> <span class="k">as</span> <span class="n">tmp_dir</span><span class="p">:</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">templates_dict</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">op_kwargs</span><span class="p">[</span><span class="s1">'templates_dict'</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">templates_dict</span> |
| <span class="c1"># generate filenames</span> |
| <span class="n">input_filename</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span> <span class="s1">'script.in'</span><span class="p">)</span> |
| <span class="n">output_filename</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span> <span class="s1">'script.out'</span><span class="p">)</span> |
| <span class="n">string_args_filename</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span> <span class="s1">'string_args.txt'</span><span class="p">)</span> |
| <span class="n">script_filename</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span> <span class="s1">'script.py'</span><span class="p">)</span> |
| |
| <span class="c1"># set up virtualenv</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_execute_in_subprocess</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_generate_virtualenv_cmd</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">))</span> |
| <span class="n">cmd</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_generate_pip_install_cmd</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">cmd</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_execute_in_subprocess</span><span class="p">(</span><span class="n">cmd</span><span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">_write_args</span><span class="p">(</span><span class="n">input_filename</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_write_script</span><span class="p">(</span><span class="n">script_filename</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_write_string_args</span><span class="p">(</span><span class="n">string_args_filename</span><span class="p">)</span> |
| |
| <span class="c1"># execute command in virtualenv</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_execute_in_subprocess</span><span class="p">(</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_generate_python_cmd</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span> |
| <span class="n">script_filename</span><span class="p">,</span> |
| <span class="n">input_filename</span><span class="p">,</span> |
| <span class="n">output_filename</span><span class="p">,</span> |
| <span class="n">string_args_filename</span><span class="p">))</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_read_result</span><span class="p">(</span><span class="n">output_filename</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="PythonVirtualenvOperator._pass_op_args"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonVirtualenvOperator._pass_op_args">[docs]</a> <span class="k">def</span> <span class="nf">_pass_op_args</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="c1"># we should only pass op_args if any are given to us</span> |
| <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">op_args</span><span class="p">)</span> <span class="o">+</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">op_kwargs</span><span class="p">)</span> <span class="o">></span> <span class="mi">0</span></div> |
| |
| <div class="viewcode-block" id="PythonVirtualenvOperator._execute_in_subprocess"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonVirtualenvOperator._execute_in_subprocess">[docs]</a> <span class="k">def</span> <span class="nf">_execute_in_subprocess</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">cmd</span><span class="p">):</span> |
| <span class="k">try</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="s2">"Executing cmd</span><span class="se">\n</span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="n">cmd</span><span class="p">)</span> |
| <span class="n">output</span> <span class="o">=</span> <span class="n">subprocess</span><span class="o">.</span><span class="n">check_output</span><span class="p">(</span><span class="n">cmd</span><span class="p">,</span> |
| <span class="n">stderr</span><span class="o">=</span><span class="n">subprocess</span><span class="o">.</span><span class="n">STDOUT</span><span class="p">,</span> |
| <span class="n">close_fds</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">output</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="s2">"Got output</span><span class="se">\n</span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="n">output</span><span class="p">)</span> |
| <span class="k">except</span> <span class="n">subprocess</span><span class="o">.</span><span class="n">CalledProcessError</span> <span class="k">as</span> <span class="n">e</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="s2">"Got error output</span><span class="se">\n</span><span class="si">%s</span><span class="s2">"</span><span class="p">,</span> <span class="n">e</span><span class="o">.</span><span class="n">output</span><span class="p">)</span> |
| <span class="k">raise</span></div> |
| |
| <div class="viewcode-block" id="PythonVirtualenvOperator._write_string_args"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonVirtualenvOperator._write_string_args">[docs]</a> <span class="k">def</span> <span class="nf">_write_string_args</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">filename</span><span class="p">):</span> |
| <span class="c1"># writes string_args to a file, which are read line by line</span> |
| <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="s1">'w'</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span> |
| <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">string_args</span><span class="p">)))</span></div> |
| |
| <div class="viewcode-block" id="PythonVirtualenvOperator._write_args"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonVirtualenvOperator._write_args">[docs]</a> <span class="k">def</span> <span class="nf">_write_args</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">input_filename</span><span class="p">):</span> |
| <span class="c1"># serialize args to file</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_pass_op_args</span><span class="p">():</span> |
| <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">input_filename</span><span class="p">,</span> <span class="s1">'wb'</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span> |
| <span class="n">arg_dict</span> <span class="o">=</span> <span class="p">({</span><span class="s1">'args'</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">op_args</span><span class="p">,</span> <span class="s1">'kwargs'</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">op_kwargs</span><span class="p">})</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">use_dill</span><span class="p">:</span> |
| <span class="n">dill</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">arg_dict</span><span class="p">,</span> <span class="n">f</span><span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">pickle</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">arg_dict</span><span class="p">,</span> <span class="n">f</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="PythonVirtualenvOperator._read_result"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonVirtualenvOperator._read_result">[docs]</a> <span class="k">def</span> <span class="nf">_read_result</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">output_filename</span><span class="p">):</span> |
| <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">stat</span><span class="p">(</span><span class="n">output_filename</span><span class="p">)</span><span class="o">.</span><span class="n">st_size</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> |
| <span class="k">return</span> <span class="kc">None</span> |
| <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">output_filename</span><span class="p">,</span> <span class="s1">'rb'</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">use_dill</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">dill</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">f</span><span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">pickle</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">f</span><span class="p">)</span> |
| <span class="k">except</span> <span class="ne">ValueError</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">log</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s2">"Error deserializing result. "</span> |
| <span class="s2">"Note that result deserialization "</span> |
| <span class="s2">"is not supported across major Python versions."</span><span class="p">)</span> |
| <span class="k">raise</span></div> |
| |
| <div class="viewcode-block" id="PythonVirtualenvOperator._write_script"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonVirtualenvOperator._write_script">[docs]</a> <span class="k">def</span> <span class="nf">_write_script</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">script_filename</span><span class="p">):</span> |
| <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">script_filename</span><span class="p">,</span> <span class="s1">'w'</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span> |
| <span class="n">python_code</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_generate_python_code</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">debug</span><span class="p">(</span><span class="s1">'Writing code to file</span><span class="se">\n</span><span class="si">{}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">python_code</span><span class="p">))</span> |
| <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">python_code</span><span class="p">)</span></div> |
| |
| <div class="viewcode-block" id="PythonVirtualenvOperator._generate_virtualenv_cmd"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonVirtualenvOperator._generate_virtualenv_cmd">[docs]</a> <span class="k">def</span> <span class="nf">_generate_virtualenv_cmd</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tmp_dir</span><span class="p">):</span> |
| <span class="n">cmd</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'virtualenv'</span><span class="p">,</span> <span class="n">tmp_dir</span><span class="p">]</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">system_site_packages</span><span class="p">:</span> |
| <span class="n">cmd</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">'--system-site-packages'</span><span class="p">)</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">python_version</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">cmd</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">'--python=python</span><span class="si">{}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">python_version</span><span class="p">))</span> |
| <span class="k">return</span> <span class="n">cmd</span></div> |
| |
| <div class="viewcode-block" id="PythonVirtualenvOperator._generate_pip_install_cmd"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonVirtualenvOperator._generate_pip_install_cmd">[docs]</a> <span class="k">def</span> <span class="nf">_generate_pip_install_cmd</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tmp_dir</span><span class="p">):</span> |
| <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">requirements</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> |
| <span class="k">return</span> <span class="p">[]</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="c1"># direct path alleviates need to activate</span> |
| <span class="n">cmd</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'</span><span class="si">{}</span><span class="s1">/bin/pip'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">),</span> <span class="s1">'install'</span><span class="p">]</span> |
| <span class="k">return</span> <span class="n">cmd</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">requirements</span></div> |
| |
| <span class="nd">@staticmethod</span> |
| <div class="viewcode-block" id="PythonVirtualenvOperator._generate_python_cmd"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonVirtualenvOperator._generate_python_cmd">[docs]</a> <span class="k">def</span> <span class="nf">_generate_python_cmd</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">,</span> <span class="n">script_filename</span><span class="p">,</span> |
| <span class="n">input_filename</span><span class="p">,</span> <span class="n">output_filename</span><span class="p">,</span> <span class="n">string_args_filename</span><span class="p">):</span> |
| <span class="c1"># direct path alleviates need to activate</span> |
| <span class="k">return</span> <span class="p">[</span><span class="s1">'</span><span class="si">{}</span><span class="s1">/bin/python'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">tmp_dir</span><span class="p">),</span> <span class="n">script_filename</span><span class="p">,</span> |
| <span class="n">input_filename</span><span class="p">,</span> <span class="n">output_filename</span><span class="p">,</span> <span class="n">string_args_filename</span><span class="p">]</span></div> |
| |
| <div class="viewcode-block" id="PythonVirtualenvOperator._generate_python_code"><a class="viewcode-back" href="../../../_api/airflow/operators/python_operator/index.html#airflow.operators.python_operator.PythonVirtualenvOperator._generate_python_code">[docs]</a> <span class="k">def</span> <span class="nf">_generate_python_code</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">use_dill</span><span class="p">:</span> |
| <span class="n">pickling_library</span> <span class="o">=</span> <span class="s1">'dill'</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">pickling_library</span> <span class="o">=</span> <span class="s1">'pickle'</span> |
| <span class="n">fn</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">python_callable</span> |
| <span class="c1"># dont try to read pickle if we didnt pass anything</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_pass_op_args</span><span class="p">():</span> |
| <span class="n">load_args_line</span> <span class="o">=</span> <span class="s1">'with open(sys.argv[1], "rb") as f: arg_dict = </span><span class="si">{}</span><span class="s1">.load(f)'</span>\ |
| <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">pickling_library</span><span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">load_args_line</span> <span class="o">=</span> <span class="s1">'arg_dict = {"args": [], "kwargs": </span><span class="si">{}</span><span class="s1">}'</span> |
| |
| <span class="c1"># no indents in original code so we can accept</span> |
| <span class="c1"># any type of indents in the original function</span> |
| <span class="c1"># we deserialize args, call function, serialize result if necessary</span> |
| <span class="k">return</span> <span class="n">dedent</span><span class="p">(</span><span class="s2">"""</span><span class="se">\</span> |
| <span class="s2"> import </span><span class="si">{pickling_library}</span><span class="s2"></span> |
| <span class="s2"> import sys</span> |
| <span class="s2"> </span><span class="si">{load_args_code}</span><span class="s2"></span> |
| <span class="s2"> args = arg_dict["args"]</span> |
| <span class="s2"> kwargs = arg_dict["kwargs"]</span> |
| <span class="s2"> with open(sys.argv[3], 'r') as f:</span> |
| <span class="s2"> virtualenv_string_args = list(map(lambda x: x.strip(), list(f)))</span> |
| <span class="s2"> </span><span class="si">{python_callable_lines}</span><span class="s2"></span> |
| <span class="s2"> res = </span><span class="si">{python_callable_name}</span><span class="s2">(*args, **kwargs)</span> |
| <span class="s2"> with open(sys.argv[2], 'wb') as f:</span> |
| <span class="s2"> res is not None and </span><span class="si">{pickling_library}</span><span class="s2">.dump(res, f)</span> |
| <span class="s2"> """</span><span class="p">)</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">load_args_code</span><span class="o">=</span><span class="n">load_args_line</span><span class="p">,</span> |
| <span class="n">python_callable_lines</span><span class="o">=</span><span class="n">dedent</span><span class="p">(</span><span class="n">inspect</span><span class="o">.</span><span class="n">getsource</span><span class="p">(</span><span class="n">fn</span><span class="p">)),</span> |
| <span class="n">python_callable_name</span><span class="o">=</span><span class="n">fn</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> |
| <span class="n">pickling_library</span><span class="o">=</span><span class="n">pickling_library</span><span class="p">)</span></div></div> |
| </pre></div> |
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