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| <div class="section" id="operators"> |
| <h1>Operators<a class="headerlink" href="#operators" title="Permalink to this headline">¶</a></h1> |
| <p>An Operator is conceptually a template for a predefined <a class="reference internal" href="tasks.html"><span class="doc">Task</span></a>, that you can just define declaratively inside your DAG:</p> |
| <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="k">with</span> <span class="n">DAG</span><span class="p">(</span><span class="s2">"my-dag"</span><span class="p">)</span> <span class="k">as</span> <span class="n">dag</span><span class="p">:</span> |
| <span class="n">ping</span> <span class="o">=</span> <span class="n">SimpleHttpOperator</span><span class="p">(</span><span class="n">endpoint</span><span class="o">=</span><span class="s2">"http://example.com/update/"</span><span class="p">)</span> |
| <span class="n">email</span> <span class="o">=</span> <span class="n">EmailOperator</span><span class="p">(</span><span class="n">to</span><span class="o">=</span><span class="s2">"admin@example.com"</span><span class="p">,</span> <span class="n">subject</span><span class="o">=</span><span class="s2">"Update complete"</span><span class="p">)</span> |
| |
| <span class="n">ping</span> <span class="o">>></span> <span class="n">email</span> |
| </pre></div> |
| </div> |
| <p>Airflow has a very extensive set of operators available, with some built-in to the core or pre-installed providers. Some popular operators from core include:</p> |
| <ul class="simple"> |
| <li><p><a class="reference internal" href="../_api/airflow/operators/bash/index.html#airflow.operators.bash.BashOperator" title="airflow.operators.bash.BashOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">BashOperator</span></code></a> - executes a bash command</p></li> |
| <li><p><a class="reference internal" href="../_api/airflow/operators/python/index.html#airflow.operators.python.PythonOperator" title="airflow.operators.python.PythonOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">PythonOperator</span></code></a> - calls an arbitrary Python function</p></li> |
| <li><p><a class="reference internal" href="../_api/airflow/operators/email/index.html#airflow.operators.email.EmailOperator" title="airflow.operators.email.EmailOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">EmailOperator</span></code></a> - sends an email</p></li> |
| </ul> |
| <p>For a list of all core operators, see: <a class="reference internal" href="../operators-and-hooks-ref.html"><span class="doc">Core Operators and Hooks Reference</span></a>.</p> |
| <p>If the operator you need isn't installed with Airflow by default, you can probably find it as part of our huge set of community <a class="reference external" href="/docs/apache-airflow-providers/index.html" title="(in apache-airflow-providers vdevel)"><span class="xref std std-doc">provider packages</span></a>. Some popular operators from here include:</p> |
| <ul class="simple"> |
| <li><p><a class="reference external" href="/docs/apache-airflow-providers-http/stable/_api/airflow/providers/http/operators/http/index.html#airflow.providers.http.operators.http.SimpleHttpOperator" title="(in apache-airflow-providers-http v2.1.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">SimpleHttpOperator</span></code></a></p></li> |
| <li><p><a class="reference external" href="/docs/apache-airflow-providers-mysql/stable/_api/airflow/providers/mysql/operators/mysql/index.html#airflow.providers.mysql.operators.mysql.MySqlOperator" title="(in apache-airflow-providers-mysql v2.2.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">MySqlOperator</span></code></a></p></li> |
| <li><p><a class="reference external" href="/docs/apache-airflow-providers-postgres/stable/_api/airflow/providers/postgres/operators/postgres/index.html#airflow.providers.postgres.operators.postgres.PostgresOperator" title="(in apache-airflow-providers-postgres v4.1.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">PostgresOperator</span></code></a></p></li> |
| <li><p><a class="reference external" href="/docs/apache-airflow-providers-microsoft-mssql/stable/_api/airflow/providers/microsoft/mssql/operators/mssql/index.html#airflow.providers.microsoft.mssql.operators.mssql.MsSqlOperator" title="(in apache-airflow-providers-microsoft-mssql v2.1.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">MsSqlOperator</span></code></a></p></li> |
| <li><p><a class="reference external" href="/docs/apache-airflow-providers-oracle/stable/_api/airflow/providers/oracle/operators/oracle/index.html#airflow.providers.oracle.operators.oracle.OracleOperator" title="(in apache-airflow-providers-oracle v2.2.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">OracleOperator</span></code></a></p></li> |
| <li><p><a class="reference external" href="/docs/apache-airflow-providers-jdbc/stable/_api/airflow/providers/jdbc/operators/jdbc/index.html#airflow.providers.jdbc.operators.jdbc.JdbcOperator" title="(in apache-airflow-providers-jdbc v2.1.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">JdbcOperator</span></code></a></p></li> |
| <li><p><a class="reference external" href="/docs/apache-airflow-providers-docker/stable/_api/airflow/providers/docker/operators/docker/index.html#airflow.providers.docker.operators.docker.DockerOperator" title="(in apache-airflow-providers-docker v2.5.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DockerOperator</span></code></a></p></li> |
| <li><p><a class="reference external" href="/docs/apache-airflow-providers-apache-hive/stable/_api/airflow/providers/apache/hive/operators/hive/index.html#airflow.providers.apache.hive.operators.hive.HiveOperator" title="(in apache-airflow-providers-apache-hive v2.3.2)"><code class="xref py py-class docutils literal notranslate"><span class="pre">HiveOperator</span></code></a></p></li> |
| <li><p><code class="xref py py-class docutils literal notranslate"><span class="pre">S3FileTransformOperator</span></code></p></li> |
| <li><p><a class="reference external" href="/docs/apache-airflow-providers-mysql/stable/_api/airflow/providers/mysql/transfers/presto_to_mysql/index.html#airflow.providers.mysql.transfers.presto_to_mysql.PrestoToMySqlOperator" title="(in apache-airflow-providers-mysql v2.2.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">PrestoToMySqlOperator</span></code></a></p></li> |
| <li><p><a class="reference external" href="/docs/apache-airflow-providers-slack/stable/_api/airflow/providers/slack/operators/slack/index.html#airflow.providers.slack.operators.slack.SlackAPIOperator" title="(in apache-airflow-providers-slack v4.2.3)"><code class="xref py py-class docutils literal notranslate"><span class="pre">SlackAPIOperator</span></code></a></p></li> |
| </ul> |
| <p>But there are many, many more - you can see the full list of all community-managed operators, hooks, sensors |
| and transfers in our |
| <a class="reference external" href="/docs/apache-airflow-providers/operators-and-hooks-ref/index.html" title="(in apache-airflow-providers vdevel)"><span class="xref std std-doc">providers packages</span></a> documentation.</p> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>Inside Airflow's code, we often mix the concepts of <a class="reference internal" href="tasks.html"><span class="doc">Tasks</span></a> and Operators, and they are mostly |
| interchangeable. However, when we talk about a <em>Task</em>, we mean the generic "unit of execution" of a |
| DAG; when we talk about an <em>Operator</em>, we mean a reusable, pre-made Task template whose logic |
| is all done for you and that just needs some arguments.</p> |
| </div> |
| <div class="section" id="jinja-templating"> |
| <span id="concepts-jinja-templating"></span><h2>Jinja Templating<a class="headerlink" href="#jinja-templating" title="Permalink to this headline">¶</a></h2> |
| <p>Airflow leverages the power of <a class="reference external" href="http://jinja.pocoo.org/docs/dev/">Jinja Templating</a> and this can be a powerful tool to use in combination with <a class="reference internal" href="../templates-ref.html#templates-ref"><span class="std std-ref">macros</span></a>.</p> |
| <p>For example, say you want to pass the start of the data interval as an environment variable to a Bash script using the <code class="docutils literal notranslate"><span class="pre">BashOperator</span></code>:</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># The start of the data interval as YYYY-MM-DD</span> |
| <span class="n">date</span> <span class="o">=</span> <span class="s2">"{{ ds }}"</span> |
| <span class="n">t</span> <span class="o">=</span> <span class="n">BashOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s2">"test_env"</span><span class="p">,</span> |
| <span class="n">bash_command</span><span class="o">=</span><span class="s2">"/tmp/test.sh "</span><span class="p">,</span> |
| <span class="n">dag</span><span class="o">=</span><span class="n">dag</span><span class="p">,</span> |
| <span class="n">env</span><span class="o">=</span><span class="p">{</span><span class="s2">"DATA_INTERVAL_START"</span><span class="p">:</span> <span class="n">date</span><span class="p">},</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| <p>Here, <code class="docutils literal notranslate"><span class="pre">{{</span> <span class="pre">ds</span> <span class="pre">}}</span></code> is a templated variable, and because the <code class="docutils literal notranslate"><span class="pre">env</span></code> parameter of the <code class="docutils literal notranslate"><span class="pre">BashOperator</span></code> is templated with Jinja, the data interval's start date will be available as an environment variable named <code class="docutils literal notranslate"><span class="pre">DATA_INTERVAL_START</span></code> in your Bash script.</p> |
| <p>You can use Jinja templating with every parameter that is marked as "templated" in the documentation. Template substitution occurs just before the <code class="docutils literal notranslate"><span class="pre">pre_execute</span></code> function of your operator is called.</p> |
| <p>You can also use Jinja templating with nested fields, as long as these nested fields are marked as templated in the structure they belong to: fields registered in <code class="docutils literal notranslate"><span class="pre">template_fields</span></code> property will be submitted to template substitution, like the <code class="docutils literal notranslate"><span class="pre">path</span></code> field in the example below:</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">MyDataReader</span><span class="p">:</span> |
| <span class="n">template_fields</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"path"</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">my_path</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">path</span> <span class="o">=</span> <span class="n">my_path</span> |
| |
| <span class="c1"># [additional code here...]</span> |
| |
| |
| <span class="n">t</span> <span class="o">=</span> <span class="n">PythonOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s2">"transform_data"</span><span class="p">,</span> |
| <span class="n">python_callable</span><span class="o">=</span><span class="n">transform_data</span><span class="p">,</span> |
| <span class="n">op_args</span><span class="o">=</span><span class="p">[</span><span class="n">MyDataReader</span><span class="p">(</span><span class="s2">"/tmp/{{ ds }}/my_file"</span><span class="p">)],</span> |
| <span class="n">dag</span><span class="o">=</span><span class="n">dag</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>The <code class="docutils literal notranslate"><span class="pre">template_fields</span></code> property can equally be a class variable or an instance variable.</p> |
| </div> |
| <p>Deep nested fields can also be substituted, as long as all intermediate fields are marked as template fields:</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">class</span> <span class="nc">MyDataTransformer</span><span class="p">:</span> |
| <span class="n">template_fields</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"reader"</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">my_reader</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">reader</span> <span class="o">=</span> <span class="n">my_reader</span> |
| |
| <span class="c1"># [additional code here...]</span> |
| |
| |
| <span class="k">class</span> <span class="nc">MyDataReader</span><span class="p">:</span> |
| <span class="n">template_fields</span> <span class="o">=</span> <span class="p">[</span><span class="s2">"path"</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">my_path</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">path</span> <span class="o">=</span> <span class="n">my_path</span> |
| |
| <span class="c1"># [additional code here...]</span> |
| |
| |
| <span class="n">t</span> <span class="o">=</span> <span class="n">PythonOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s2">"transform_data"</span><span class="p">,</span> |
| <span class="n">python_callable</span><span class="o">=</span><span class="n">transform_data</span><span class="p">,</span> |
| <span class="n">op_args</span><span class="o">=</span><span class="p">[</span><span class="n">MyDataTransformer</span><span class="p">(</span><span class="n">MyDataReader</span><span class="p">(</span><span class="s2">"/tmp/{{ ds }}/my_file"</span><span class="p">))],</span> |
| <span class="n">dag</span><span class="o">=</span><span class="n">dag</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| <p>You can pass custom options to the Jinja <code class="docutils literal notranslate"><span class="pre">Environment</span></code> when creating your DAG. One common usage is to avoid Jinja from dropping a trailing newline from a template string:</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">my_dag</span> <span class="o">=</span> <span class="n">DAG</span><span class="p">(</span> |
| <span class="n">dag_id</span><span class="o">=</span><span class="s2">"my-dag"</span><span class="p">,</span> |
| <span class="n">jinja_environment_kwargs</span><span class="o">=</span><span class="p">{</span> |
| <span class="s2">"keep_trailing_newline"</span><span class="p">:</span> <span class="kc">True</span><span class="p">,</span> |
| <span class="c1"># some other jinja2 Environment options here</span> |
| <span class="p">},</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| <p>See the <a class="reference external" href="https://jinja.palletsprojects.com/en/2.11.x/api/#jinja2.Environment">Jinja documentation</a> to find all available options.</p> |
| <div class="section" id="rendering-fields-as-native-python-objects"> |
| <h3>Rendering Fields as Native Python Objects<a class="headerlink" href="#rendering-fields-as-native-python-objects" title="Permalink to this headline">¶</a></h3> |
| <p>By default, all the <code class="docutils literal notranslate"><span class="pre">template_fields</span></code> are rendered as strings.</p> |
| <p>Example, let's say <code class="docutils literal notranslate"><span class="pre">extract</span></code> task pushes a dictionary |
| (Example: <code class="docutils literal notranslate"><span class="pre">{"1001":</span> <span class="pre">301.27,</span> <span class="pre">"1002":</span> <span class="pre">433.21,</span> <span class="pre">"1003":</span> <span class="pre">502.22}</span></code>) to <a class="reference internal" href="xcoms.html#concepts-xcom"><span class="std std-ref">XCom</span></a> table. |
| Now, when the following task is run, <code class="docutils literal notranslate"><span class="pre">order_data</span></code> argument is passed a string, example: |
| <code class="docutils literal notranslate"><span class="pre">'{"1001":</span> <span class="pre">301.27,</span> <span class="pre">"1002":</span> <span class="pre">433.21,</span> <span class="pre">"1003":</span> <span class="pre">502.22}'</span></code>.</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">transform</span> <span class="o">=</span> <span class="n">PythonOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s2">"transform"</span><span class="p">,</span> |
| <span class="n">op_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">"order_data"</span><span class="p">:</span> <span class="s2">"{{ti.xcom_pull('extract')}}"</span><span class="p">},</span> |
| <span class="n">python_callable</span><span class="o">=</span><span class="n">transform</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| <p>If you instead want the rendered template field to return a Native Python object (<code class="docutils literal notranslate"><span class="pre">dict</span></code> in our example), |
| you can pass <code class="docutils literal notranslate"><span class="pre">render_template_as_native_obj=True</span></code> to the DAG as follows:</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">dag</span> <span class="o">=</span> <span class="n">DAG</span><span class="p">(</span> |
| <span class="n">dag_id</span><span class="o">=</span><span class="s2">"example_template_as_python_object"</span><span class="p">,</span> |
| <span class="n">schedule_interval</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">start_date</span><span class="o">=</span><span class="n">pendulum</span><span class="o">.</span><span class="n">datetime</span><span class="p">(</span><span class="mi">2021</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="n">tz</span><span class="o">=</span><span class="s2">"UTC"</span><span class="p">),</span> |
| <span class="n">catchup</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> |
| <span class="n">render_template_as_native_obj</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| |
| <span class="k">def</span> <span class="nf">extract</span><span class="p">():</span> |
| <span class="n">data_string</span> <span class="o">=</span> <span class="s1">'{"1001": 301.27, "1002": 433.21, "1003": 502.22}'</span> |
| <span class="k">return</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">data_string</span><span class="p">)</span> |
| |
| |
| <span class="k">def</span> <span class="nf">transform</span><span class="p">(</span><span class="n">order_data</span><span class="p">):</span> |
| <span class="nb">print</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">order_data</span><span class="p">))</span> |
| <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">order_data</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> |
| <span class="n">total_order_value</span> <span class="o">+=</span> <span class="n">value</span> |
| <span class="k">return</span> <span class="p">{</span><span class="s2">"total_order_value"</span><span class="p">:</span> <span class="n">total_order_value</span><span class="p">}</span> |
| |
| |
| <span class="n">extract_task</span> <span class="o">=</span> <span class="n">PythonOperator</span><span class="p">(</span><span class="n">task_id</span><span class="o">=</span><span class="s2">"extract"</span><span class="p">,</span> <span class="n">python_callable</span><span class="o">=</span><span class="n">extract</span><span class="p">)</span> |
| |
| <span class="n">transform_task</span> <span class="o">=</span> <span class="n">PythonOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s2">"transform"</span><span class="p">,</span> |
| <span class="n">op_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">"order_data"</span><span class="p">:</span> <span class="s2">"{{ti.xcom_pull('extract')}}"</span><span class="p">},</span> |
| <span class="n">python_callable</span><span class="o">=</span><span class="n">transform</span><span class="p">,</span> |
| <span class="p">)</span> |
| |
| <span class="n">extract_task</span> <span class="o">>></span> <span class="n">transform_task</span> |
| </pre></div> |
| </div> |
| <p>In this case, <code class="docutils literal notranslate"><span class="pre">order_data</span></code> argument is passed: <code class="docutils literal notranslate"><span class="pre">{"1001":</span> <span class="pre">301.27,</span> <span class="pre">"1002":</span> <span class="pre">433.21,</span> <span class="pre">"1003":</span> <span class="pre">502.22}</span></code>.</p> |
| <p>Airflow uses Jinja's <a class="reference external" href="https://jinja.palletsprojects.com/en/2.11.x/nativetypes/">NativeEnvironment</a> |
| when <code class="docutils literal notranslate"><span class="pre">render_template_as_native_obj</span></code> is set to <code class="docutils literal notranslate"><span class="pre">True</span></code>. |
| With <code class="docutils literal notranslate"><span class="pre">NativeEnvironment</span></code>, rendering a template produces a native Python type.</p> |
| </div> |
| </div> |
| <div class="section" id="reserved-params-keyword"> |
| <span id="concepts-reserved-keywords"></span><h2>Reserved params keyword<a class="headerlink" href="#reserved-params-keyword" title="Permalink to this headline">¶</a></h2> |
| <p>In Apache Airflow 2.2.0 <code class="docutils literal notranslate"><span class="pre">params</span></code> variable is used during DAG serialization. Please do not use that name in third party operators. |
| If you upgrade your environment and get the following error:</p> |
| <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="ne">AttributeError</span><span class="p">:</span> <span class="s1">'str'</span> <span class="nb">object</span> <span class="n">has</span> <span class="n">no</span> <span class="n">attribute</span> <span class="s1">'__module__'</span> |
| </pre></div> |
| </div> |
| <p>change name from <code class="docutils literal notranslate"><span class="pre">params</span></code> in your operators.</p> |
| </div> |
| </div> |
| |
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