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| <blockquote> |
| <div></div></blockquote> |
| <div class="section" id="dag-runs"> |
| <h1>DAG Runs<a class="headerlink" href="#dag-runs" title="Permalink to this headline">¶</a></h1> |
| <p>A DAG Run is an object representing an instantiation of the DAG in time.</p> |
| <p>Each DAG may or may not have a schedule, which informs how DAG Runs are |
| created. <code class="docutils literal notranslate"><span class="pre">schedule_interval</span></code> is defined as a DAG argument, which can be passed a |
| <a class="reference external" href="https://en.wikipedia.org/wiki/Cron#CRON_expression">cron expression</a> as |
| a <code class="docutils literal notranslate"><span class="pre">str</span></code>, a <code class="docutils literal notranslate"><span class="pre">datetime.timedelta</span></code> object, or one of the following cron “presets”.</p> |
| <div class="admonition tip"> |
| <p class="admonition-title">Tip</p> |
| <p>You can use an online editor for CRON expressions such as <a class="reference external" href="https://crontab.guru/">Crontab guru</a></p> |
| </div> |
| <div class="section" id="cron-presets"> |
| <h2>Cron Presets<a class="headerlink" href="#cron-presets" title="Permalink to this headline">¶</a></h2> |
| <table class="docutils align-default"> |
| <colgroup> |
| <col style="width: 16%" /> |
| <col style="width: 66%" /> |
| <col style="width: 18%" /> |
| </colgroup> |
| <thead> |
| <tr class="row-odd"><th class="head"><p>preset</p></th> |
| <th class="head"><p>meaning</p></th> |
| <th class="head"><p>cron</p></th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">None</span></code></p></td> |
| <td><p>Don’t schedule, use for exclusively “externally triggered” |
| DAGs</p></td> |
| <td></td> |
| </tr> |
| <tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">@once</span></code></p></td> |
| <td><p>Schedule once and only once</p></td> |
| <td></td> |
| </tr> |
| <tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">@hourly</span></code></p></td> |
| <td><p>Run once an hour at the beginning of the hour</p></td> |
| <td><p><code class="docutils literal notranslate"><span class="pre">0</span> <span class="pre">*</span> <span class="pre">*</span> <span class="pre">*</span> <span class="pre">*</span></code></p></td> |
| </tr> |
| <tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">@daily</span></code></p></td> |
| <td><p>Run once a day at midnight</p></td> |
| <td><p><code class="docutils literal notranslate"><span class="pre">0</span> <span class="pre">0</span> <span class="pre">*</span> <span class="pre">*</span> <span class="pre">*</span></code></p></td> |
| </tr> |
| <tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">@weekly</span></code></p></td> |
| <td><p>Run once a week at midnight on Sunday morning</p></td> |
| <td><p><code class="docutils literal notranslate"><span class="pre">0</span> <span class="pre">0</span> <span class="pre">*</span> <span class="pre">*</span> <span class="pre">0</span></code></p></td> |
| </tr> |
| <tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">@monthly</span></code></p></td> |
| <td><p>Run once a month at midnight of the first day of the month</p></td> |
| <td><p><code class="docutils literal notranslate"><span class="pre">0</span> <span class="pre">0</span> <span class="pre">1</span> <span class="pre">*</span> <span class="pre">*</span></code></p></td> |
| </tr> |
| <tr class="row-even"><td><p><code class="docutils literal notranslate"><span class="pre">@quarterly</span></code></p></td> |
| <td><p>Run once a quarter at midnight on the first day</p></td> |
| <td><p><code class="docutils literal notranslate"><span class="pre">0</span> <span class="pre">0</span> <span class="pre">1</span> <span class="pre">*/3</span> <span class="pre">*</span></code></p></td> |
| </tr> |
| <tr class="row-odd"><td><p><code class="docutils literal notranslate"><span class="pre">@yearly</span></code></p></td> |
| <td><p>Run once a year at midnight of January 1</p></td> |
| <td><p><code class="docutils literal notranslate"><span class="pre">0</span> <span class="pre">0</span> <span class="pre">1</span> <span class="pre">1</span> <span class="pre">*</span></code></p></td> |
| </tr> |
| </tbody> |
| </table> |
| <p>Your DAG will be instantiated for each schedule along with a corresponding |
| DAG Run entry in the database backend.</p> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>If you run a DAG on a schedule_interval of one day, the run stamped 2020-01-01 |
| will be triggered soon after 2020-01-01T23:59. In other words, the job instance is |
| started once the period it covers has ended. The <code class="docutils literal notranslate"><span class="pre">execution_date</span></code> available in the context |
| will also be 2020-01-01.</p> |
| <p>The first DAG Run is created based on the minimum <code class="docutils literal notranslate"><span class="pre">start_date</span></code> for the tasks in your DAG. |
| Subsequent DAG Runs are created by the scheduler process, based on your DAG’s <code class="docutils literal notranslate"><span class="pre">schedule_interval</span></code>, |
| sequentially. If your start_date is 2020-01-01 and schedule_interval is @daily, the first run |
| will be created on 2020-01-02 i.e., after your start date has passed.</p> |
| </div> |
| </div> |
| <div class="section" id="re-run-dag"> |
| <h2>Re-run DAG<a class="headerlink" href="#re-run-dag" title="Permalink to this headline">¶</a></h2> |
| <p>There can be cases where you will want to execute your DAG again. One such case is when the scheduled |
| DAG run fails.</p> |
| <div class="section" id="catchup"> |
| <span id="dag-catchup"></span><h3>Catchup<a class="headerlink" href="#catchup" title="Permalink to this headline">¶</a></h3> |
| <p>An Airflow DAG with a <code class="docutils literal notranslate"><span class="pre">start_date</span></code>, possibly an <code class="docutils literal notranslate"><span class="pre">end_date</span></code>, and a <code class="docutils literal notranslate"><span class="pre">schedule_interval</span></code> defines a |
| series of intervals which the scheduler turns into individual DAG Runs and executes. The scheduler, by default, will |
| kick off a DAG Run for any interval that has not been run since the last execution date (or has been cleared). This concept is called Catchup.</p> |
| <p>If your DAG is not written to handle its catchup (i.e., not limited to the interval, but instead to <code class="docutils literal notranslate"><span class="pre">Now</span></code> for instance.), |
| then you will want to turn catchup off. This can be done by setting <code class="docutils literal notranslate"><span class="pre">catchup = False</span></code> in DAG or <code class="docutils literal notranslate"><span class="pre">catchup_by_default = False</span></code> |
| in the configuration file. When turned off, the scheduler creates a DAG run only for the latest interval.</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="sd">"""</span> |
| <span class="sd">Code that goes along with the Airflow tutorial located at:</span> |
| <span class="sd">https://github.com/apache/airflow/blob/main/airflow/example_dags/tutorial.py</span> |
| <span class="sd">"""</span> |
| <span class="kn">from</span> <span class="nn">airflow.models.dag</span> <span class="kn">import</span> <span class="n">DAG</span> |
| <span class="kn">from</span> <span class="nn">airflow.operators.bash</span> <span class="kn">import</span> <span class="n">BashOperator</span> |
| <span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span><span class="p">,</span> <span class="n">timedelta</span> |
| |
| |
| <span class="n">default_args</span> <span class="o">=</span> <span class="p">{</span> |
| <span class="s1">'owner'</span><span class="p">:</span> <span class="s1">'airflow'</span><span class="p">,</span> |
| <span class="s1">'depends_on_past'</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="s1">'email'</span><span class="p">:</span> <span class="p">[</span><span class="s1">'airflow@example.com'</span><span class="p">],</span> |
| <span class="s1">'email_on_failure'</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="s1">'email_on_retry'</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span> |
| <span class="s1">'retries'</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> |
| <span class="s1">'retry_delay'</span><span class="p">:</span> <span class="n">timedelta</span><span class="p">(</span><span class="n">minutes</span><span class="o">=</span><span class="mi">5</span><span class="p">)</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="s1">'tutorial'</span><span class="p">,</span> |
| <span class="n">default_args</span><span class="o">=</span><span class="n">default_args</span><span class="p">,</span> |
| <span class="n">start_date</span><span class="o">=</span><span class="n">datetime</span><span class="p">(</span><span class="mi">2015</span><span class="p">,</span> <span class="mi">12</span><span class="p">,</span> <span class="mi">1</span><span class="p">),</span> |
| <span class="n">description</span><span class="o">=</span><span class="s1">'A simple tutorial DAG'</span><span class="p">,</span> |
| <span class="n">schedule_interval</span><span class="o">=</span><span class="s1">'@daily'</span><span class="p">,</span> |
| <span class="n">catchup</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> |
| </pre></div> |
| </div> |
| <p>In the example above, if the DAG is picked up by the scheduler daemon on 2016-01-02 at 6 AM, |
| (or from the command line), a single DAG Run will be created, with an <cite>execution_date</cite> of 2016-01-01, |
| and the next one will be created just after midnight on the morning of 2016-01-03 with an execution date of 2016-01-02.</p> |
| <p>If the <code class="docutils literal notranslate"><span class="pre">dag.catchup</span></code> value had been <code class="docutils literal notranslate"><span class="pre">True</span></code> instead, the scheduler would have created a DAG Run |
| for each completed interval between 2015-12-01 and 2016-01-02 (but not yet one for 2016-01-02, |
| as that interval hasn’t completed) and the scheduler will execute them sequentially.</p> |
| <p>Catchup is also triggered when you turn off a DAG for a specified period and then re-enable it.</p> |
| <p>This behavior is great for atomic datasets that can easily be split into periods. Turning catchup off is great |
| if your DAG performs catchup internally.</p> |
| </div> |
| <div class="section" id="backfill"> |
| <h3>Backfill<a class="headerlink" href="#backfill" title="Permalink to this headline">¶</a></h3> |
| <p>There can be the case when you may want to run the dag for a specified historical period e.g., |
| A data filling DAG is created with <code class="docutils literal notranslate"><span class="pre">start_date</span></code> <strong>2019-11-21</strong>, but another user requires the output data from a month ago i.e., <strong>2019-10-21</strong>. |
| This process is known as Backfill.</p> |
| <p>You may want to backfill the data even in the cases when catchup is disabled. This can be done through CLI. |
| Run the below command</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>airflow dags backfill <span class="se">\</span> |
| --start-date START_DATE <span class="se">\</span> |
| --end-date END_DATE <span class="se">\</span> |
| dag_id |
| </pre></div> |
| </div> |
| <p>The <a class="reference external" href="cli-and-env-variables-ref.html#backfill">backfill command</a> will re-run all the instances of the dag_id for all the intervals within the start date and end date.</p> |
| </div> |
| <div class="section" id="re-run-tasks"> |
| <h3>Re-run Tasks<a class="headerlink" href="#re-run-tasks" title="Permalink to this headline">¶</a></h3> |
| <p>Some of the tasks can fail during the scheduled run. Once you have fixed |
| the errors after going through the logs, you can re-run the tasks by clearing them for the |
| scheduled date. Clearing a task instance doesn’t delete the task instance record. |
| Instead, it updates <code class="docutils literal notranslate"><span class="pre">max_tries</span></code> to <code class="docutils literal notranslate"><span class="pre">0</span></code> and sets the current task instance state to <code class="docutils literal notranslate"><span class="pre">None</span></code>, which causes the task to re-run.</p> |
| <p>Click on the failed task in the Tree or Graph views and then click on <strong>Clear</strong>. |
| The executor will re-run it.</p> |
| <p>There are multiple options you can select to re-run -</p> |
| <ul class="simple"> |
| <li><p><strong>Past</strong> - All the instances of the task in the runs before the current DAG’s execution date</p></li> |
| <li><p><strong>Future</strong> - All the instances of the task in the runs after the current DAG’s execution date</p></li> |
| <li><p><strong>Upstream</strong> - The upstream tasks in the current DAG</p></li> |
| <li><p><strong>Downstream</strong> - The downstream tasks in the current DAG</p></li> |
| <li><p><strong>Recursive</strong> - All the tasks in the child DAGs and parent DAGs</p></li> |
| <li><p><strong>Failed</strong> - Only the failed tasks in the current DAG</p></li> |
| </ul> |
| <p>You can also clear the task through CLI using the command:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>airflow tasks clear dag_id <span class="se">\</span> |
| --task-regex task_regex <span class="se">\</span> |
| --start-date START_DATE <span class="se">\</span> |
| --end-date END_DATE |
| </pre></div> |
| </div> |
| <p>For the specified <code class="docutils literal notranslate"><span class="pre">dag_id</span></code> and time interval, the command clears all instances of the tasks matching the regex. |
| For more options, you can check the help of the <a class="reference external" href="cli-ref.html#clear">clear command</a> :</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>airflow tasks clear --help |
| </pre></div> |
| </div> |
| </div> |
| </div> |
| <div class="section" id="external-triggers"> |
| <h2>External Triggers<a class="headerlink" href="#external-triggers" title="Permalink to this headline">¶</a></h2> |
| <p>Note that DAG Runs can also be created manually through the CLI. Just run the command -</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>airflow dags trigger --exec-date execution_date run_id |
| </pre></div> |
| </div> |
| <p>The DAG Runs created externally to the scheduler get associated with the trigger’s timestamp and are displayed |
| in the UI alongside scheduled DAG runs. The execution date passed inside the DAG can be specified using the <code class="docutils literal notranslate"><span class="pre">-e</span></code> argument. |
| The default is the current date in the UTC timezone.</p> |
| <p>In addition, you can also manually trigger a DAG Run using the web UI (tab <strong>DAGs</strong> -> column <strong>Links</strong> -> button <strong>Trigger Dag</strong>)</p> |
| <div class="section" id="passing-parameters-when-triggering-dags"> |
| <span id="dagrun-parameters"></span><h3>Passing Parameters when triggering dags<a class="headerlink" href="#passing-parameters-when-triggering-dags" title="Permalink to this headline">¶</a></h3> |
| <p>When triggering a DAG from the CLI, the REST API or the UI, it is possible to pass configuration for a DAG Run as |
| a JSON blob.</p> |
| <p>Example of a parameterized DAG:</p> |
| <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">airflow</span> <span class="kn">import</span> <span class="n">DAG</span> |
| <span class="kn">from</span> <span class="nn">airflow.operators.bash</span> <span class="kn">import</span> <span class="n">BashOperator</span> |
| <span class="kn">from</span> <span class="nn">airflow.utils.dates</span> <span class="kn">import</span> <span class="n">days_ago</span> |
| |
| <span class="n">dag</span> <span class="o">=</span> <span class="n">DAG</span><span class="p">(</span><span class="s2">"example_parameterized_dag"</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">days_ago</span><span class="p">(</span><span class="mi">2</span><span class="p">))</span> |
| |
| <span class="n">parameterized_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="s1">'parameterized_task'</span><span class="p">,</span> |
| <span class="n">bash_command</span><span class="o">=</span><span class="s2">"echo value: {{ dag_run.conf['conf1'] }}"</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><strong>Note</strong>: The parameters from <code class="docutils literal notranslate"><span class="pre">dag_run.conf</span></code> can only be used in a template field of an operator.</p> |
| <div class="section" id="using-cli"> |
| <h4>Using CLI<a class="headerlink" href="#using-cli" title="Permalink to this headline">¶</a></h4> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>airflow dags trigger --conf <span class="s1">'{"conf1": "value1"}'</span> example_parameterized_dag |
| </pre></div> |
| </div> |
| </div> |
| <div class="section" id="using-ui"> |
| <h4>Using UI<a class="headerlink" href="#using-ui" title="Permalink to this headline">¶</a></h4> |
| <img alt="_images/example_passing_conf.png" src="_images/example_passing_conf.png" /> |
| </div> |
| </div> |
| </div> |
| <div class="section" id="to-keep-in-mind"> |
| <h2>To Keep in Mind<a class="headerlink" href="#to-keep-in-mind" title="Permalink to this headline">¶</a></h2> |
| <ul class="simple"> |
| <li><p>Marking task instances as failed can be done through the UI. This can be used to stop running task instances.</p></li> |
| <li><p>Marking task instances as successful can be done through the UI. This is mostly to fix false negatives, or |
| for instance, when the fix has been applied outside of Airflow.</p></li> |
| </ul> |
| </div> |
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| <li><a class="reference internal" href="#re-run-dag">Re-run DAG</a><ul> |
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