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| <h1>Source code for airflow.providers.docker.decorators.docker</h1><div class="highlight"><pre> |
| <span></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">base64</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">from</span> <span class="nn">tempfile</span> <span class="kn">import</span> <span class="n">TemporaryDirectory</span> |
| <span class="kn">from</span> <span class="nn">textwrap</span> <span class="kn">import</span> <span class="n">dedent</span> |
| <span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Callable</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">Iterable</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">TypeVar</span><span class="p">,</span> <span class="n">Union</span> |
| |
| <span class="kn">import</span> <span class="nn">dill</span> |
| |
| <span class="kn">from</span> <span class="nn">airflow.decorators.base</span> <span class="kn">import</span> <span class="n">DecoratedOperator</span><span class="p">,</span> <span class="n">task_decorator_factory</span> |
| <span class="kn">from</span> <span class="nn">airflow.providers.docker.operators.docker</span> <span class="kn">import</span> <span class="n">DockerOperator</span> |
| <span class="kn">from</span> <span class="nn">airflow.utils.python_virtualenv</span> <span class="kn">import</span> <span class="n">remove_task_decorator</span><span class="p">,</span> <span class="n">write_python_script</span> |
| |
| |
| <span class="k">def</span> <span class="nf">_generate_decode_command</span><span class="p">(</span><span class="n">env_var</span><span class="p">,</span> <span class="n">file</span><span class="p">):</span> |
| <span class="c1"># We don't need `f.close()` as the interpreter is about to exit anyway</span> |
| <span class="k">return</span> <span class="p">(</span> |
| <span class="sa">f</span><span class="s1">'python -c "import base64, os;'</span> |
| <span class="sa">rf</span><span class="s1">'x = base64.b64decode(os.environ[\"</span><span class="si">{</span><span class="n">env_var</span><span class="si">}</span><span class="s1">\"]);'</span> |
| <span class="sa">rf</span><span class="s1">'f = open(\"</span><span class="si">{</span><span class="n">file</span><span class="si">}</span><span class="s1">\", \"wb\"); f.write(x);"'</span> |
| <span class="p">)</span> |
| |
| |
| <span class="k">def</span> <span class="nf">_b64_encode_file</span><span class="p">(</span><span class="n">filename</span><span class="p">):</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="s2">"rb"</span><span class="p">)</span> <span class="k">as</span> <span class="n">file_to_encode</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">base64</span><span class="o">.</span><span class="n">b64encode</span><span class="p">(</span><span class="n">file_to_encode</span><span class="o">.</span><span class="n">read</span><span class="p">())</span> |
| |
| |
| <span class="k">class</span> <span class="nc">_DockerDecoratedOperator</span><span class="p">(</span><span class="n">DecoratedOperator</span><span class="p">,</span> <span class="n">DockerOperator</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Wraps a Python callable and captures args/kwargs when called for execution.</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 (templated)</span> |
| <span class="sd"> :type op_kwargs: dict</span> |
| <span class="sd"> :param op_args: a list of positional arguments that will get unpacked when</span> |
| <span class="sd"> calling your callable (templated)</span> |
| <span class="sd"> :type op_args: list</span> |
| <span class="sd"> :param multiple_outputs: if set, function return value will be</span> |
| <span class="sd"> unrolled to multiple XCom values. Dict will unroll to xcom values with keys as keys.</span> |
| <span class="sd"> Defaults to False.</span> |
| <span class="sd"> :type multiple_outputs: bool</span> |
| <span class="sd"> """</span> |
| |
| <span class="n">template_fields</span> <span class="o">=</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> |
| |
| <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> |
| <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="k">def</span> <span class="fm">__init__</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">use_dill</span><span class="o">=</span><span class="kc">False</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="n">command</span> <span class="o">=</span> <span class="s2">"dummy command"</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">pickling_library</span> <span class="o">=</span> <span class="n">dill</span> <span class="k">if</span> <span class="n">use_dill</span> <span class="k">else</span> <span class="n">pickle</span> |
| <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span> |
| <span class="n">command</span><span class="o">=</span><span class="n">command</span><span class="p">,</span> <span class="n">retrieve_output</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">retrieve_output_path</span><span class="o">=</span><span class="s2">"/tmp/script.out"</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span> |
| <span class="p">)</span> |
| |
| <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">Dict</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="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">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="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">file</span><span class="p">:</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">op_args</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">op_kwargs</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">pickling_library</span><span class="o">.</span><span class="n">dump</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="n">file</span><span class="p">)</span> |
| <span class="n">py_source</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_python_source</span><span class="p">()</span> |
| <span class="n">write_python_script</span><span class="p">(</span> |
| <span class="n">jinja_context</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span> |
| <span class="n">op_args</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="n">op_kwargs</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">op_kwargs</span><span class="p">,</span> |
| <span class="n">pickling_library</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">pickling_library</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> |
| <span class="n">python_callable</span><span class="o">=</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="p">,</span> |
| <span class="n">python_callable_source</span><span class="o">=</span><span class="n">py_source</span><span class="p">,</span> |
| <span class="n">string_args_global</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> |
| <span class="p">),</span> |
| <span class="n">filename</span><span class="o">=</span><span class="n">script_filename</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| <span class="c1"># Pass the python script to be executed, and the input args, via environment variables. This is</span> |
| <span class="c1"># more than slightly hacky, but it means it can work when Airflow itself is in the same Docker</span> |
| <span class="c1"># engine where this task is going to run (unlike say trying to mount a file in)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">environment</span><span class="p">[</span><span class="s2">"__PYTHON_SCRIPT"</span><span class="p">]</span> <span class="o">=</span> <span class="n">_b64_encode_file</span><span class="p">(</span><span class="n">script_filename</span><span class="p">)</span> |
| <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">op_args</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">op_kwargs</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">environment</span><span class="p">[</span><span class="s2">"__PYTHON_INPUT"</span><span class="p">]</span> <span class="o">=</span> <span class="n">_b64_encode_file</span><span class="p">(</span><span class="n">input_filename</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">environment</span><span class="p">[</span><span class="s2">"__PYTHON_INPUT"</span><span class="p">]</span> <span class="o">=</span> <span class="s2">""</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">command</span> <span class="o">=</span> <span class="p">(</span> |
| <span class="sa">f</span><span class="s2">"""bash -cx '</span><span class="si">{</span><span class="n">_generate_decode_command</span><span class="p">(</span><span class="s2">"__PYTHON_SCRIPT"</span><span class="p">,</span> <span class="s2">"/tmp/script.py"</span><span class="p">)</span><span class="si">}</span><span class="s2"> &&"""</span> |
| <span class="sa">f</span><span class="s1">'</span><span class="si">{</span><span class="n">_generate_decode_command</span><span class="p">(</span><span class="s2">"__PYTHON_INPUT"</span><span class="p">,</span> <span class="s2">"/tmp/script.in"</span><span class="p">)</span><span class="si">}</span><span class="s1"> &&'</span> |
| <span class="sa">f</span><span class="s1">'python /tmp/script.py /tmp/script.in /tmp/script.out</span><span class="se">\'</span><span class="s1">'</span> |
| <span class="p">)</span> |
| <span class="k">return</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">context</span><span class="p">)</span> |
| |
| <span class="k">def</span> <span class="nf">_get_python_source</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="n">raw_source</span> <span class="o">=</span> <span class="n">inspect</span><span class="o">.</span><span class="n">getsource</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">res</span> <span class="o">=</span> <span class="n">dedent</span><span class="p">(</span><span class="n">raw_source</span><span class="p">)</span> |
| <span class="n">res</span> <span class="o">=</span> <span class="n">remove_task_decorator</span><span class="p">(</span><span class="n">res</span><span class="p">,</span> <span class="s2">"@task.docker"</span><span class="p">)</span> |
| <span class="k">return</span> <span class="n">res</span> |
| |
| |
| <span class="n">T</span> <span class="o">=</span> <span class="n">TypeVar</span><span class="p">(</span><span class="s2">"T"</span><span class="p">,</span> <span class="n">bound</span><span class="o">=</span><span class="n">Callable</span><span class="p">)</span> <span class="c1"># pylint: disable=invalid-name</span> |
| |
| |
| <span class="k">def</span> <span class="nf">docker_task</span><span class="p">(</span> |
| <span class="n">python_callable</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Callable</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">multiple_outputs</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</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="sd">"""</span> |
| <span class="sd"> Python operator decorator. Wraps a function into an Airflow operator.</span> |
| <span class="sd"> Also accepts any argument that DockerOperator will via ``kwargs``. Can be reused in a single DAG.</span> |
| |
| <span class="sd"> :param python_callable: Function to decorate</span> |
| <span class="sd"> :type python_callable: Optional[Callable]</span> |
| <span class="sd"> :param multiple_outputs: if set, function return value will be</span> |
| <span class="sd"> unrolled to multiple XCom values. List/Tuples will unroll to xcom values</span> |
| <span class="sd"> with index as key. Dict will unroll to xcom values with keys as XCom keys.</span> |
| <span class="sd"> Defaults to False.</span> |
| <span class="sd"> :type multiple_outputs: bool</span> |
| <span class="sd"> """</span> |
| <span class="k">return</span> <span class="n">task_decorator_factory</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">multiple_outputs</span><span class="o">=</span><span class="n">multiple_outputs</span><span class="p">,</span> |
| <span class="n">decorated_operator_class</span><span class="o">=</span><span class="n">_DockerDecoratedOperator</span><span class="p">,</span> |
| <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| |
| <span class="c1"># [START decoratormixin]</span> |
| <span class="k">class</span> <span class="nc">DockerDecoratorMixin</span><span class="p">:</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Helper class for inheritance. This class is only used during type checking or auto-completion</span> |
| |
| <span class="sd"> :meta private:</span> |
| <span class="sd"> """</span> |
| |
| <span class="k">def</span> <span class="nf">docker</span><span class="p">(</span> |
| <span class="bp">self</span><span class="p">,</span> |
| <span class="n">multiple_outputs</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">use_dill</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="n">image</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">""</span><span class="p">,</span> |
| <span class="n">api_version</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">container_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">cpus</span><span class="p">:</span> <span class="nb">float</span> <span class="o">=</span> <span class="mf">1.0</span><span class="p">,</span> |
| <span class="n">docker_url</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">'unix://var/run/docker.sock'</span><span class="p">,</span> |
| <span class="n">environment</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="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">private_environment</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="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">force_pull</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="n">mem_limit</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">float</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">host_tmp_dir</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">network_mode</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">tls_ca_cert</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">tls_client_cert</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">tls_client_key</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">tls_hostname</span><span class="p">:</span> <span class="n">Optional</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="nb">bool</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">tls_ssl_version</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">tmp_dir</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s1">'/tmp/airflow'</span><span class="p">,</span> |
| <span class="n">user</span><span class="p">:</span> <span class="n">Optional</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="nb">int</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> |
| <span class="n">mounts</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">working_dir</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">xcom_all</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="n">docker_conn_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">dns</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">dns_search</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">auto_remove</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="n">shm_size</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">tty</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="n">privileged</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="n">cap_add</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Iterable</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">extra_hosts</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="sd">"""</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 multiple_outputs: if set, function return value will be</span> |
| <span class="sd"> unrolled to multiple XCom values. List/Tuples will unroll to xcom values</span> |
| <span class="sd"> with index as key. Dict will unroll to xcom values with keys as XCom keys.</span> |
| <span class="sd"> Defaults to False.</span> |
| <span class="sd"> :type multiple_outputs: bool</span> |
| <span class="sd"> :param use_dill: Whether to use dill or pickle for serialization</span> |
| <span class="sd"> :type use_dill: bool</span> |
| <span class="sd"> :param image: Docker image from which to create the container.</span> |
| <span class="sd"> If image tag is omitted, "latest" will be used.</span> |
| <span class="sd"> :type image: str</span> |
| <span class="sd"> :param api_version: Remote API version. Set to ``auto`` to automatically</span> |
| <span class="sd"> detect the server's version.</span> |
| <span class="sd"> :type api_version: str</span> |
| <span class="sd"> :param container_name: Name of the container. Optional (templated)</span> |
| <span class="sd"> :type container_name: str or None</span> |
| <span class="sd"> :param cpus: Number of CPUs to assign to the container.</span> |
| <span class="sd"> This value gets multiplied with 1024. See</span> |
| <span class="sd"> https://docs.docker.com/engine/reference/run/#cpu-share-constraint</span> |
| <span class="sd"> :type cpus: float</span> |
| <span class="sd"> :param docker_url: URL of the host running the docker daemon.</span> |
| <span class="sd"> Default is unix://var/run/docker.sock</span> |
| <span class="sd"> :type docker_url: str</span> |
| <span class="sd"> :param environment: Environment variables to set in the container. (templated)</span> |
| <span class="sd"> :type environment: dict</span> |
| <span class="sd"> :param private_environment: Private environment variables to set in the container.</span> |
| <span class="sd"> These are not templated, and hidden from the website.</span> |
| <span class="sd"> :type private_environment: dict</span> |
| <span class="sd"> :param force_pull: Pull the docker image on every run. Default is False.</span> |
| <span class="sd"> :type force_pull: bool</span> |
| <span class="sd"> :param mem_limit: Maximum amount of memory the container can use.</span> |
| <span class="sd"> Either a float value, which represents the limit in bytes,</span> |
| <span class="sd"> or a string like ``128m`` or ``1g``.</span> |
| <span class="sd"> :type mem_limit: float or str</span> |
| <span class="sd"> :param host_tmp_dir: Specify the location of the temporary directory on the host which will</span> |
| <span class="sd"> be mapped to tmp_dir. If not provided defaults to using the standard system temp directory.</span> |
| <span class="sd"> :type host_tmp_dir: str</span> |
| <span class="sd"> :param network_mode: Network mode for the container.</span> |
| <span class="sd"> :type network_mode: str</span> |
| <span class="sd"> :param tls_ca_cert: Path to a PEM-encoded certificate authority</span> |
| <span class="sd"> to secure the docker connection.</span> |
| <span class="sd"> :type tls_ca_cert: str</span> |
| <span class="sd"> :param tls_client_cert: Path to the PEM-encoded certificate</span> |
| <span class="sd"> used to authenticate docker client.</span> |
| <span class="sd"> :type tls_client_cert: str</span> |
| <span class="sd"> :param tls_client_key: Path to the PEM-encoded key used to authenticate docker client.</span> |
| <span class="sd"> :type tls_client_key: str</span> |
| <span class="sd"> :param tls_hostname: Hostname to match against</span> |
| <span class="sd"> the docker server certificate or False to disable the check.</span> |
| <span class="sd"> :type tls_hostname: str or bool</span> |
| <span class="sd"> :param tls_ssl_version: Version of SSL to use when communicating with docker daemon.</span> |
| <span class="sd"> :type tls_ssl_version: str</span> |
| <span class="sd"> :param tmp_dir: Mount point inside the container to</span> |
| <span class="sd"> a temporary directory created on the host by the operator.</span> |
| <span class="sd"> The path is also made available via the environment variable</span> |
| <span class="sd"> ``AIRFLOW_TMP_DIR`` inside the container.</span> |
| <span class="sd"> :type tmp_dir: str</span> |
| <span class="sd"> :param user: Default user inside the docker container.</span> |
| <span class="sd"> :type user: int or str</span> |
| <span class="sd"> :param mounts: List of mounts to mount into the container, e.g.</span> |
| <span class="sd"> ``['/host/path:/container/path', '/host/path2:/container/path2:ro']``.</span> |
| <span class="sd"> :type mounts: list</span> |
| <span class="sd"> :param working_dir: Working directory to</span> |
| <span class="sd"> set on the container (equivalent to the -w switch the docker client)</span> |
| <span class="sd"> :type working_dir: str</span> |
| <span class="sd"> :param xcom_all: Push all the stdout or just the last line.</span> |
| <span class="sd"> The default is False (last line).</span> |
| <span class="sd"> :type xcom_all: bool</span> |
| <span class="sd"> :param docker_conn_id: ID of the Airflow connection to use</span> |
| <span class="sd"> :type docker_conn_id: str</span> |
| <span class="sd"> :param dns: Docker custom DNS servers</span> |
| <span class="sd"> :type dns: list[str]</span> |
| <span class="sd"> :param dns_search: Docker custom DNS search domain</span> |
| <span class="sd"> :type dns_search: list[str]</span> |
| <span class="sd"> :param auto_remove: Auto-removal of the container on daemon side when the</span> |
| <span class="sd"> container's process exits.</span> |
| <span class="sd"> The default is False.</span> |
| <span class="sd"> :type auto_remove: bool</span> |
| <span class="sd"> :param shm_size: Size of ``/dev/shm`` in bytes. The size must be</span> |
| <span class="sd"> greater than 0. If omitted uses system default.</span> |
| <span class="sd"> :type shm_size: int</span> |
| <span class="sd"> :param tty: Allocate pseudo-TTY to the container</span> |
| <span class="sd"> This needs to be set see logs of the Docker container.</span> |
| <span class="sd"> :type tty: bool</span> |
| <span class="sd"> :param privileged: Give extended privileges to this container.</span> |
| <span class="sd"> :type privileged: bool</span> |
| <span class="sd"> :param cap_add: Include container capabilities</span> |
| <span class="sd"> :type cap_add: list[str]</span> |
| <span class="sd"> """</span> |
| <span class="o">...</span> |
| <span class="c1"># [END decoratormixin]</span> |
| </pre></div> |
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