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| <blockquote> |
| <div></div></blockquote> |
| <section id="bashoperator"> |
| <span id="howto-operator-bashoperator"></span><h1>BashOperator<a class="headerlink" href="#bashoperator" title="Link to this heading">¶</a></h1> |
| <p>Use the <a class="reference internal" href="../_api/airflow/providers/standard/operators/bash/index.html#airflow.providers.standard.operators.bash.BashOperator" title="airflow.providers.standard.operators.bash.BashOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">BashOperator</span></code></a> to execute |
| commands in a <a class="reference external" href="https://www.gnu.org/software/bash/">Bash</a> shell. The Bash command or script to execute is |
| determined by:</p> |
| <ol class="arabic simple"> |
| <li><p>The <code class="docutils literal notranslate"><span class="pre">bash_command</span></code> argument when using <code class="docutils literal notranslate"><span class="pre">BashOperator</span></code>, or</p></li> |
| <li><p>If using the TaskFlow decorator, <code class="docutils literal notranslate"><span class="pre">@task.bash</span></code>, a non-empty string value returned from the decorated callable.</p></li> |
| </ol> |
| <div class="admonition tip"> |
| <p class="admonition-title">Tip</p> |
| <p>The <code class="docutils literal notranslate"><span class="pre">@task.bash</span></code> decorator is recommended over the classic <code class="docutils literal notranslate"><span class="pre">BashOperator</span></code> to execute Bash commands.</p> |
| </div> |
| <div class="sd-tab-set docutils"> |
| <input checked="checked" id="sd-tab-item-0" name="sd-tab-set-0" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="taskflow" for="sd-tab-item-0"> |
| @task.bash</label><div class="sd-tab-content docutils"> |
| <div class="example-block-wrapper compound"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/standard/example_dags/example_bash_decorator.py</span><a class="example-header-button viewcode-button reference internal" href="../_modules/airflow/providers/standard/example_dags/example_bash_decorator.html"><span class="viewcode-link">[source]</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@task</span><span class="o">.</span><span class="n">bash</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">run_after_loop</span><span class="p">()</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="k">return</span> <span class="s2">"echo https://airflow.apache.org/"</span> |
| |
| <span class="n">run_this</span> <span class="o">=</span> <span class="n">run_after_loop</span><span class="p">()</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| <input id="sd-tab-item-1" name="sd-tab-set-0" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="operator" for="sd-tab-item-1"> |
| BashOperator</label><div class="sd-tab-content docutils"> |
| <div class="example-block-wrapper compound"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/standard/example_dags/example_bash_operator.py</span><a class="example-header-button viewcode-button reference internal" href="../_modules/airflow/providers/standard/example_dags/example_bash_operator.html"><span class="viewcode-link">[source]</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">run_this</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">"run_after_loop"</span><span class="p">,</span> |
| <span class="n">bash_command</span><span class="o">=</span><span class="s2">"echo https://airflow.apache.org/"</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| </div> |
| <section id="templating"> |
| <h2>Templating<a class="headerlink" href="#templating" title="Link to this heading">¶</a></h2> |
| <p>You can use <a class="reference external" href="/docs/apache-airflow/stable/core-concepts/operators.html#concepts-jinja-templating" title="(in apache-airflow v3.2.0)"><span class="xref std std-ref">Jinja templates</span></a> to parameterize the Bash command.</p> |
| <div class="sd-tab-set docutils"> |
| <input checked="checked" id="sd-tab-item-2" name="sd-tab-set-1" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="taskflow" for="sd-tab-item-2"> |
| @task.bash</label><div class="sd-tab-content docutils"> |
| <div class="example-block-wrapper compound"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/standard/example_dags/example_bash_decorator.py</span><a class="example-header-button viewcode-button reference internal" href="../_modules/airflow/providers/standard/example_dags/example_bash_decorator.html"><span class="viewcode-link">[source]</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@task</span><span class="o">.</span><span class="n">bash</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">also_run_this</span><span class="p">()</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="k">return</span> <span class="s1">'echo "ti_key={{ task_instance_key_str }}"'</span> |
| |
| <span class="n">also_this</span> <span class="o">=</span> <span class="n">also_run_this</span><span class="p">()</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| <input id="sd-tab-item-3" name="sd-tab-set-1" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="operator" for="sd-tab-item-3"> |
| BashOperator</label><div class="sd-tab-content docutils"> |
| <div class="example-block-wrapper compound"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/standard/example_dags/example_bash_operator.py</span><a class="example-header-button viewcode-button reference internal" href="../_modules/airflow/providers/standard/example_dags/example_bash_operator.html"><span class="viewcode-link">[source]</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">also_run_this</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">"also_run_this"</span><span class="p">,</span> |
| <span class="n">bash_command</span><span class="o">=</span><span class="s1">'echo "ti_key={{ task_instance_key_str }}"'</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| </div> |
| <p>Using the <code class="docutils literal notranslate"><span class="pre">@task.bash</span></code> TaskFlow decorator allows you to return a formatted string and take advantage of |
| having all <a class="reference external" href="/docs/apache-airflow/stable/tutorial/taskflow.html#taskflow-accessing-context-variables" title="(in apache-airflow v3.2.0)"><span class="xref std std-ref">execution context variables directly accessible to decorated tasks</span></a>.</p> |
| <div class="example-block-wrapper compound"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/standard/example_dags/example_bash_decorator.py</span><a class="example-header-button viewcode-button reference internal" href="../_modules/airflow/providers/standard/example_dags/example_bash_decorator.html"><span class="viewcode-link">[source]</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@task</span><span class="o">.</span><span class="n">bash</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">also_run_this_again</span><span class="p">(</span><span class="n">task_instance_key_str</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="k">return</span> <span class="sa">f</span><span class="s1">'echo "ti_key=</span><span class="si">{</span><span class="n">task_instance_key_str</span><span class="si">}</span><span class="s1">"'</span> |
| |
| <span class="n">also_this_again</span> <span class="o">=</span> <span class="n">also_run_this_again</span><span class="p">()</span> |
| </pre></div> |
| </div> |
| </div> |
| <p>You are encouraged to take advantage of this approach as it fits nicely into the overall TaskFlow paradigm.</p> |
| <div class="admonition caution"> |
| <p class="admonition-title">Caution</p> |
| <p>Care should be taken with “user” input when using Jinja templates in the Bash command as escaping and |
| sanitization of the Bash command is not performed.</p> |
| <p>This applies mostly to using <code class="docutils literal notranslate"><span class="pre">dag_run.conf</span></code>, as that can be submitted via users in the Web UI. Most of |
| the default template variables are not at risk.</p> |
| <p>For example, do <strong>not</strong> do:</p> |
| <div class="sd-tab-set docutils"> |
| <input checked="checked" id="sd-tab-item-4" name="sd-tab-set-2" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="taskflow" for="sd-tab-item-4"> |
| @task.bash</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@task</span><span class="o">.</span><span class="n">bash</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">bash_task</span><span class="p">()</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="k">return</span> <span class="s1">'echo "Here is the message: </span><span class="se">\'</span><span class="s1">{{ dag_run.conf["message"] if dag_run.conf else "" }}</span><span class="se">\'</span><span class="s1">"'</span> |
| |
| |
| <span class="c1"># Or directly accessing `dag_run.conf`</span> |
| <span class="nd">@task</span><span class="o">.</span><span class="n">bash</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">bash_task</span><span class="p">(</span><span class="n">dag_run</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="n">message</span> <span class="o">=</span> <span class="n">dag_run</span><span class="o">.</span><span class="n">conf</span><span class="p">[</span><span class="s2">"message"</span><span class="p">]</span> <span class="k">if</span> <span class="n">dag_run</span><span class="o">.</span><span class="n">conf</span> <span class="k">else</span> <span class="s2">""</span> |
| <span class="k">return</span> <span class="sa">f</span><span class="s1">'echo "here is the message: </span><span class="si">{</span><span class="n">message</span><span class="si">}</span><span class="s1">"'</span> |
| </pre></div> |
| </div> |
| </div> |
| <input id="sd-tab-item-5" name="sd-tab-set-2" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="operator" for="sd-tab-item-5"> |
| BashOperator</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">bash_task</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">"bash_task"</span><span class="p">,</span> |
| <span class="n">bash_command</span><span class="o">=</span><span class="s1">'echo "Here is the message: </span><span class="se">\'</span><span class="s1">{{ dag_run.conf["message"] if dag_run.conf else "" }}</span><span class="se">\'</span><span class="s1">"'</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| <p>Instead, you should pass this via the <code class="docutils literal notranslate"><span class="pre">env</span></code> kwarg and use double-quotes inside the Bash command.</p> |
| <div class="sd-tab-set docutils"> |
| <input checked="checked" id="sd-tab-item-6" name="sd-tab-set-3" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="taskflow" for="sd-tab-item-6"> |
| @task.bash</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@task</span><span class="o">.</span><span class="n">bash</span><span class="p">(</span><span class="n">env</span><span class="o">=</span><span class="p">{</span><span class="s2">"message"</span><span class="p">:</span> <span class="s1">'{{ dag_run.conf["message"] if dag_run.conf else "" }}'</span><span class="p">})</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">bash_task</span><span class="p">()</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="k">return</span> <span class="s2">"echo </span><span class="se">\"</span><span class="s2">here is the message: '$message'</span><span class="se">\"</span><span class="s2">"</span> |
| </pre></div> |
| </div> |
| </div> |
| <input id="sd-tab-item-7" name="sd-tab-set-3" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="operator" for="sd-tab-item-7"> |
| BashOperator</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">bash_task</span> <span class="o">=</span> <span class="n">BashOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s2">"bash_task"</span><span class="p">,</span> |
| <span class="n">bash_command</span><span class="o">=</span><span class="s2">"echo </span><span class="se">\"</span><span class="s2">here is the message: '$message'</span><span class="se">\"</span><span class="s2">"</span><span class="p">,</span> |
| <span class="n">env</span><span class="o">=</span><span class="p">{</span><span class="s2">"message"</span><span class="p">:</span> <span class="s1">'{{ dag_run.conf["message"] if dag_run.conf else "" }}'</span><span class="p">},</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| </div> |
| </section> |
| <section id="skipping"> |
| <h2>Skipping<a class="headerlink" href="#skipping" title="Link to this heading">¶</a></h2> |
| <p>In general a non-zero exit code produces an AirflowException and thus a task failure. In cases where it is |
| desirable to instead have the task end in a <code class="docutils literal notranslate"><span class="pre">skipped</span></code> state, you can exit with code <code class="docutils literal notranslate"><span class="pre">99</span></code> (or with another |
| exit code if you pass <code class="docutils literal notranslate"><span class="pre">skip_on_exit_code</span></code>).</p> |
| <div class="sd-tab-set docutils"> |
| <input checked="checked" id="sd-tab-item-8" name="sd-tab-set-4" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="taskflow" for="sd-tab-item-8"> |
| @task.bash</label><div class="sd-tab-content docutils"> |
| <div class="example-block-wrapper compound"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/standard/example_dags/example_bash_decorator.py</span><a class="example-header-button viewcode-button reference internal" href="../_modules/airflow/providers/standard/example_dags/example_bash_decorator.html"><span class="viewcode-link">[source]</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@task</span><span class="o">.</span><span class="n">bash</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">this_will_skip</span><span class="p">()</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="k">return</span> <span class="s1">'echo "hello world"; exit 99;'</span> |
| |
| <span class="n">this_skips</span> <span class="o">=</span> <span class="n">this_will_skip</span><span class="p">()</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| <input id="sd-tab-item-9" name="sd-tab-set-4" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="operator" for="sd-tab-item-9"> |
| BashOperator</label><div class="sd-tab-content docutils"> |
| <div class="example-block-wrapper compound"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/standard/example_dags/example_bash_operator.py</span><a class="example-header-button viewcode-button reference internal" href="../_modules/airflow/providers/standard/example_dags/example_bash_operator.html"><span class="viewcode-link">[source]</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">this_will_skip</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">"this_will_skip"</span><span class="p">,</span> |
| <span class="n">bash_command</span><span class="o">=</span><span class="s1">'echo "hello world"; exit 99;'</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> |
| </div> |
| </div> |
| </section> |
| <section id="output-processor"> |
| <h2>Output processor<a class="headerlink" href="#output-processor" title="Link to this heading">¶</a></h2> |
| <p>The <code class="docutils literal notranslate"><span class="pre">output_processor</span></code> parameter allows you to specify a lambda function that processes the output of the bash script |
| before it is pushed as an XCom. This feature is particularly useful for manipulating the script’s output directly within |
| the BashOperator, without the need for additional operators or tasks.</p> |
| <p>For example, consider a scenario where the output of the bash script is a JSON string. With the <code class="docutils literal notranslate"><span class="pre">output_processor</span></code>, |
| you can transform this string into a JSON object before storing it in XCom. This simplifies the workflow and ensures |
| that downstream tasks receive the processed data in the desired format.</p> |
| <p>Here’s how you can use the result_processor with the BashOperator:</p> |
| <div class="sd-tab-set docutils"> |
| <input checked="checked" id="sd-tab-item-10" name="sd-tab-set-5" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="taskflow" for="sd-tab-item-10"> |
| @task.bash</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@task</span><span class="o">.</span><span class="n">bash</span><span class="p">(</span><span class="n">output_processor</span><span class="o">=</span><span class="k">lambda</span> <span class="n">output</span><span class="p">:</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">output</span><span class="p">))</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">bash_task</span><span class="p">()</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="k">return</span> <span class="s2">"""</span> |
| <span class="s2"> jq -c '.[] | select(.lastModified > "{{ data_interval_start | ts_zulu }}" or .created > "{{ data_interval_start | ts_zulu }}")' </span><span class="se">\\</span> |
| <span class="s2"> example.json</span> |
| <span class="s2"> """</span> |
| </pre></div> |
| </div> |
| </div> |
| <input id="sd-tab-item-11" name="sd-tab-set-5" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="operator" for="sd-tab-item-11"> |
| BashOperator</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">bash_task</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">"filter_today_changes"</span><span class="p">,</span> |
| <span class="n">bash_command</span><span class="o">=</span><span class="s2">"""</span> |
| <span class="s2"> jq -c '.[] | select(.lastModified > "{{ data_interval_start | ts_zulu }}" or .created > "{{ data_interval_start | ts_zulu }}")' </span><span class="se">\\</span> |
| <span class="s2"> example.json</span> |
| <span class="s2"> """</span><span class="p">,</span> |
| <span class="n">output_processor</span><span class="o">=</span><span class="k">lambda</span> <span class="n">output</span><span class="p">:</span> <span class="n">json</span><span class="o">.</span><span class="n">loads</span><span class="p">(</span><span class="n">output</span><span class="p">),</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| </section> |
| <section id="executing-commands-from-files"> |
| <h2>Executing commands from files<a class="headerlink" href="#executing-commands-from-files" title="Link to this heading">¶</a></h2> |
| <p>Both the <code class="docutils literal notranslate"><span class="pre">BashOperator</span></code> and <code class="docutils literal notranslate"><span class="pre">@task.bash</span></code> TaskFlow decorator enables you to execute Bash commands stored |
| in files. The files <strong>must</strong> have a <code class="docutils literal notranslate"><span class="pre">.sh</span></code> or <code class="docutils literal notranslate"><span class="pre">.bash</span></code> extension.</p> |
| <section id="with-jinja-template"> |
| <h3>With Jinja template<a class="headerlink" href="#with-jinja-template" title="Link to this heading">¶</a></h3> |
| <p>You can execute bash script which contains Jinja templates. When you do so, Airflow |
| loads the content of your file, render the templates, and write the rendered script |
| into a temporary file. By default, the file is placed in a temporary directory |
| (under <code class="docutils literal notranslate"><span class="pre">/tmp</span></code>). You can change this location with the <code class="docutils literal notranslate"><span class="pre">cwd</span></code> parameter.</p> |
| <div class="admonition caution"> |
| <p class="admonition-title">Caution</p> |
| <p>Airflow must have write access to <code class="docutils literal notranslate"><span class="pre">/tmp</span></code> or the <code class="docutils literal notranslate"><span class="pre">cwd</span></code> directory, to be |
| able to write the temporary file to the disk.</p> |
| </div> |
| <p>To execute a bash script, place it in a location relative to the directory containing |
| the Dag file. So if your Dag file is in <code class="docutils literal notranslate"><span class="pre">/usr/local/airflow/dags/test_dag.py</span></code>, you can |
| move your <code class="docutils literal notranslate"><span class="pre">test.sh</span></code> file to any location under <code class="docutils literal notranslate"><span class="pre">/usr/local/airflow/dags/</span></code> (Example: |
| <code class="docutils literal notranslate"><span class="pre">/usr/local/airflow/dags/scripts/test.sh</span></code>) and pass the relative path to <code class="docutils literal notranslate"><span class="pre">bash_command</span></code> |
| as shown below:</p> |
| <div class="sd-tab-set docutils"> |
| <input checked="checked" id="sd-tab-item-12" name="sd-tab-set-6" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="taskflow" for="sd-tab-item-12"> |
| @tash.bash</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@task</span><span class="o">.</span><span class="n">bash</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">bash_example</span><span class="p">():</span> |
| <span class="c1"># "scripts" folder is under "/usr/local/airflow/dags"</span> |
| <span class="k">return</span> <span class="s2">"scripts/test.sh"</span> |
| </pre></div> |
| </div> |
| </div> |
| <input id="sd-tab-item-13" name="sd-tab-set-6" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="operator" for="sd-tab-item-13"> |
| BashOperator</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">t2</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">"bash_example"</span><span class="p">,</span> |
| <span class="c1"># "scripts" folder is under "/usr/local/airflow/dags"</span> |
| <span class="n">bash_command</span><span class="o">=</span><span class="s2">"scripts/test.sh"</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| <p>Creating separate folder for Bash scripts may be desirable for many reasons, like |
| separating your script’s logic and pipeline code, allowing for proper code highlighting |
| in files composed in different languages, and general flexibility in structuring |
| pipelines.</p> |
| <p>It is also possible to define your <code class="docutils literal notranslate"><span class="pre">template_searchpath</span></code> as pointing to any folder |
| locations in the Dag constructor call.</p> |
| <div class="sd-tab-set docutils"> |
| <input checked="checked" id="sd-tab-item-14" name="sd-tab-set-7" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="taskflow" for="sd-tab-item-14"> |
| @task.bash</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="hll"><span class="nd">@dag</span><span class="p">(</span><span class="o">...</span><span class="p">,</span> <span class="n">template_searchpath</span><span class="o">=</span><span class="s2">"/opt/scripts"</span><span class="p">)</span> |
| </span><span class="k">def</span><span class="w"> </span><span class="nf">example_bash_dag</span><span class="p">():</span> |
| <span class="nd">@task</span><span class="o">.</span><span class="n">bash</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">bash_example</span><span class="p">():</span> |
| <span class="k">return</span> <span class="s2">"test.sh "</span> |
| </pre></div> |
| </div> |
| </div> |
| <input id="sd-tab-item-15" name="sd-tab-set-7" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="operator" for="sd-tab-item-15"> |
| BashOperator</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="hll"><span class="k">with</span> <span class="n">Dag</span><span class="p">(</span><span class="s2">"example_bash_dag"</span><span class="p">,</span> <span class="o">...</span><span class="p">,</span> <span class="n">template_searchpath</span><span class="o">=</span><span class="s2">"/opt/scripts"</span><span class="p">):</span> |
| </span> <span class="n">t2</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">"bash_example"</span><span class="p">,</span> |
| <span class="n">bash_command</span><span class="o">=</span><span class="s2">"test.sh "</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| </section> |
| <section id="without-jinja-template"> |
| <h3>Without Jinja template<a class="headerlink" href="#without-jinja-template" title="Link to this heading">¶</a></h3> |
| <p>If your script doesn’t contains any Jinja template, disable Airflow’s rendering by |
| adding a space after the script name.</p> |
| <div class="sd-tab-set docutils"> |
| <input checked="checked" id="sd-tab-item-16" name="sd-tab-set-8" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="taskflow" for="sd-tab-item-16"> |
| @task.bash</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@task</span><span class="o">.</span><span class="n">bash</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">run_command_from_script</span><span class="p">()</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="hll"> <span class="k">return</span> <span class="s2">"$AIRFLOW_HOME/scripts/example.sh "</span> |
| </span> |
| |
| <span class="n">run_script</span> <span class="o">=</span> <span class="n">run_command_from_script</span><span class="p">()</span> |
| </pre></div> |
| </div> |
| </div> |
| <input id="sd-tab-item-17" name="sd-tab-set-8" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="operator" for="sd-tab-item-17"> |
| BashOperator</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">run_script</span> <span class="o">=</span> <span class="n">BashOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s2">"run_command_from_script"</span><span class="p">,</span> |
| <span class="hll"> <span class="n">bash_command</span><span class="o">=</span><span class="s2">"$AIRFLOW_HOME/scripts/example.sh "</span><span class="p">,</span> |
| </span><span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| </section> |
| <section id="jinja-template-not-found"> |
| <h3>Jinja template not found<a class="headerlink" href="#jinja-template-not-found" title="Link to this heading">¶</a></h3> |
| <p>If you encounter a “Template not found” exception when trying to execute a Bash script, add a space after the |
| script name. This is because Airflow tries to apply a Jinja template to it, which will fail.</p> |
| <div class="sd-tab-set docutils"> |
| <input checked="checked" id="sd-tab-item-18" name="sd-tab-set-9" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="taskflow" for="sd-tab-item-18"> |
| @task.bash</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@task</span><span class="o">.</span><span class="n">bash</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">bash_example</span><span class="p">():</span> |
| <span class="c1"># This fails with 'Jinja template not found' error</span> |
| <span class="c1"># return "/home/batcher/test.sh",</span> |
| <span class="c1"># This works (has a space after)</span> |
| <span class="k">return</span> <span class="s2">"/home/batcher/test.sh "</span> |
| </pre></div> |
| </div> |
| </div> |
| <input id="sd-tab-item-19" name="sd-tab-set-9" type="radio"> |
| <label class="sd-tab-label" data-sync-group="tab" data-sync-id="operator" for="sd-tab-item-19"> |
| BashOperator</label><div class="sd-tab-content docutils"> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">BashOperator</span><span class="p">(</span> |
| <span class="n">task_id</span><span class="o">=</span><span class="s2">"bash_example"</span><span class="p">,</span> |
| <span class="c1"># This fails with 'Jinja template not found' error</span> |
| <span class="c1"># bash_command="/home/batcher/test.sh",</span> |
| <span class="c1"># This works (has a space after)</span> |
| <span class="n">bash_command</span><span class="o">=</span><span class="s2">"/home/batcher/test.sh "</span><span class="p">,</span> |
| <span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| <p>However, if you want to use templating in your Bash script, do not add the space |
| and instead check the <a class="reference external" href="#with-jinja-template">bash script with Jinja template</a> section.</p> |
| </section> |
| </section> |
| <section id="enriching-bash-with-python"> |
| <h2>Enriching Bash with Python<a class="headerlink" href="#enriching-bash-with-python" title="Link to this heading">¶</a></h2> |
| <p>The <code class="docutils literal notranslate"><span class="pre">@task.bash</span></code> TaskFlow decorator allows you to combine both Bash and Python into a powerful combination |
| within a task.</p> |
| <p>Using Python conditionals, other function calls, etc. within a <code class="docutils literal notranslate"><span class="pre">@task.bash</span></code> task can help define, augment, |
| or even build the Bash command(s) to execute.</p> |
| <p>For example, use conditional logic to determine task behavior:</p> |
| <div class="example-block-wrapper compound"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/standard/example_dags/example_bash_decorator.py</span><a class="example-header-button viewcode-button reference internal" href="../_modules/airflow/providers/standard/example_dags/example_bash_decorator.html"><span class="viewcode-link">[source]</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@task</span><span class="o">.</span><span class="n">bash</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">sleep_in</span><span class="p">(</span><span class="n">day</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">day</span> <span class="ow">in</span> <span class="p">(</span><span class="n">WeekDay</span><span class="o">.</span><span class="n">SATURDAY</span><span class="p">,</span> <span class="n">WeekDay</span><span class="o">.</span><span class="n">SUNDAY</span><span class="p">):</span> |
| <span class="k">return</span> <span class="sa">f</span><span class="s2">"sleep </span><span class="si">{</span><span class="mi">60</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="mi">60</span><span class="si">}</span><span class="s2">"</span> |
| <span class="k">raise</span> <span class="n">AirflowSkipException</span><span class="p">(</span><span class="s2">"No sleeping in today!"</span><span class="p">)</span> |
| |
| <span class="n">sleep_in</span><span class="p">(</span><span class="n">day</span><span class="o">=</span><span class="s2">"{{ dag_run.logical_date.strftime('%A').lower() }}"</span><span class="p">)</span> |
| </pre></div> |
| </div> |
| </div> |
| <p>Or call a function to help build a Bash command:</p> |
| <div class="example-block-wrapper compound"> |
| <p class="example-header example-header--with-button"><span class="example-title">airflow/providers/standard/example_dags/example_bash_decorator.py</span><a class="example-header-button viewcode-button reference internal" href="../_modules/airflow/providers/standard/example_dags/example_bash_decorator.html"><span class="viewcode-link">[source]</span></a></p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="nd">@task</span><span class="o">.</span><span class="n">bash</span> |
| <span class="k">def</span><span class="w"> </span><span class="nf">get_file_stats</span><span class="p">()</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> |
| <span class="kn">from</span><span class="w"> </span><span class="nn">pathlib</span><span class="w"> </span><span class="kn">import</span> <span class="n">Path</span> |
| <span class="kn">from</span><span class="w"> </span><span class="nn">shlex</span><span class="w"> </span><span class="kn">import</span> <span class="n">join</span> |
| |
| <span class="c1"># Get stats of the current DAG file itself</span> |
| <span class="n">current_file</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">Path</span><span class="p">(</span><span class="vm">__file__</span><span class="p">))</span> |
| <span class="n">cmd</span> <span class="o">=</span> <span class="n">join</span><span class="p">([</span><span class="s2">"stat"</span><span class="p">,</span> <span class="n">current_file</span><span class="p">])</span> |
| |
| <span class="k">return</span> <span class="n">cmd</span> |
| |
| <span class="n">get_file_stats</span><span class="p">()</span> |
| </pre></div> |
| </div> |
| </div> |
| <p>There are numerous possibilities with this type of pre-execution enrichment.</p> |
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