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| <div class="section" id="scheduling-triggers"> |
| <h1>Scheduling & Triggers<a class="headerlink" href="#scheduling-triggers" title="Permalink to this headline">¶</a></h1> |
| <p>The Airflow scheduler monitors all tasks and all DAGs, and triggers the |
| task instances whose dependencies have been met. Behind the scenes, |
| it spins up a subprocess, which monitors and stays in sync with a folder |
| for all DAG objects it may contain, and periodically (every minute or so) |
| collects DAG parsing results and inspects active tasks to see whether |
| they can be triggered.</p> |
| <p>The Airflow scheduler is designed to run as a persistent service in an |
| Airflow production environment. To kick it off, all you need to do is |
| execute <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">scheduler</span></code>. It will use the configuration specified in |
| <code class="docutils literal notranslate"><span class="pre">airflow.cfg</span></code>.</p> |
| <p>Note that if you run a DAG on a <code class="docutils literal notranslate"><span class="pre">schedule_interval</span></code> of one day, |
| the run stamped <code class="docutils literal notranslate"><span class="pre">2016-01-01</span></code> will be trigger soon after <code class="docutils literal notranslate"><span class="pre">2016-01-01T23:59</span></code>. |
| In other words, the job instance is started once the period it covers |
| has ended.</p> |
| <p><strong>Let’s Repeat That</strong> The scheduler runs your job one <code class="docutils literal notranslate"><span class="pre">schedule_interval</span></code> AFTER the |
| start date, at the END of the period.</p> |
| <p>The scheduler starts an instance of the executor specified in the your |
| <code class="docutils literal notranslate"><span class="pre">airflow.cfg</span></code>. If it happens to be the <code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.contrib.executors.local_executor.LocalExecutor</span></code>, tasks will be |
| executed as subprocesses; in the case of <a class="reference internal" href="_api/airflow/executors/celery_executor/index.html#airflow.executors.celery_executor.CeleryExecutor" title="airflow.executors.celery_executor.CeleryExecutor"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.executors.celery_executor.CeleryExecutor</span></code></a>, <code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.executors.dask_executor.DaskExecutor`</span></code>, and |
| <a class="reference internal" href="_api/airflow/contrib/executors/mesos_executor/index.html#airflow.contrib.executors.mesos_executor.MesosExecutor" title="airflow.contrib.executors.mesos_executor.MesosExecutor"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.contrib.executors.mesos_executor.MesosExecutor</span></code></a>, tasks are executed remotely.</p> |
| <p>To start a scheduler, simply run the command:</p> |
| <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>airflow scheduler |
| </pre></div> |
| </div> |
| <div class="section" id="dag-runs"> |
| <h2>DAG Runs<a class="headerlink" href="#dag-runs" title="Permalink to this headline">¶</a></h2> |
| <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 <code class="docutils literal notranslate"><span class="pre">DAG</span> <span class="pre">Runs</span></code> are |
| created. <code class="docutils literal notranslate"><span class="pre">schedule_interval</span></code> is defined as a DAG arguments, and receives |
| preferably 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>, or a <code class="docutils literal notranslate"><span class="pre">datetime.timedelta</span></code> object. Alternatively, you can also |
| use one of these cron “preset”:</p> |
| <table class="docutils align-default"> |
| <colgroup> |
| <col style="width: 15%" /> |
| <col style="width: 69%" /> |
| <col style="width: 16%" /> |
| </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">@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><strong>Note</strong>: Use <code class="docutils literal notranslate"><span class="pre">schedule_interval=None</span></code> and not <code class="docutils literal notranslate"><span class="pre">schedule_interval='None'</span></code> when |
| you don’t want to schedule your DAG.</p> |
| <p>Your DAG will be instantiated |
| for each schedule, while creating a <code class="docutils literal notranslate"><span class="pre">DAG</span> <span class="pre">Run</span></code> entry for each schedule.</p> |
| <p>DAG runs have a state associated to them (running, failed, success) and |
| informs the scheduler on which set of schedules should be evaluated for |
| task submissions. Without the metadata at the DAG run level, the Airflow |
| scheduler would have much more work to do in order to figure out what tasks |
| should be triggered and come to a crawl. It might also create undesired |
| processing when changing the shape of your DAG, by say adding in new |
| tasks.</p> |
| </div> |
| <div class="section" id="backfill-and-catchup"> |
| <h2>Backfill and Catchup<a class="headerlink" href="#backfill-and-catchup" title="Permalink to this headline">¶</a></h2> |
| <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 turn into individual Dag Runs and execute. A key capability of |
| Airflow is that these DAG Runs are atomic, idempotent items, and the scheduler, by default, will examine |
| the lifetime of the DAG (from start to end/now, one interval at a time) and kick off a DAG Run for any |
| interval that has not been run (or has been cleared). This concept is called Catchup.</p> |
| <p>If your DAG is written to handle its own catchup (IE not limited to the interval, but instead to “Now” |
| for instance.), then you will want to turn catchup off (Either on the DAG itself with <code class="docutils literal notranslate"><span class="pre">dag.catchup</span> <span class="pre">=</span> |
| <span class="pre">False</span></code>) or by default at the configuration file level with <code class="docutils literal notranslate"><span class="pre">catchup_by_default</span> <span class="pre">=</span> <span class="pre">False</span></code>. What this |
| will do, is to instruct the scheduler to only create a DAG Run for the most current instance of the DAG |
| interval series.</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/master/airflow/example_dags/tutorial.py</span> |
| <span class="sd">"""</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_operator</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="bp">False</span><span class="p">,</span> |
| <span class="s1">'start_date'</span><span class="p">:</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="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="bp">False</span><span class="p">,</span> |
| <span class="s1">'email_on_retry'</span><span class="p">:</span> <span class="bp">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="s1">'schedule_interval'</span><span class="p">:</span> <span class="s1">'@daily'</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">catchup</span><span class="o">=</span><span class="bp">False</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> |
| </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 <code class="docutils literal notranslate"><span class="pre">execution_date</span></code> 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 True 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. This behavior is great for atomic |
| datasets that can easily be split into periods. Turning catchup off is great if your DAG Runs perform |
| backfill internally.</p> |
| </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 <code class="docutils literal notranslate"><span class="pre">DAG</span> <span class="pre">Runs</span></code> can also be created manually through the CLI while |
| running an <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">trigger_dag</span></code> command, where you can define a |
| specific <code class="docutils literal notranslate"><span class="pre">run_id</span></code>. The <code class="docutils literal notranslate"><span class="pre">DAG</span> <span class="pre">Runs</span></code> created externally to the |
| scheduler get associated to the trigger’s timestamp, and will be displayed |
| in the UI alongside scheduled <code class="docutils literal notranslate"><span class="pre">DAG</span> <span class="pre">runs</span></code>.</p> |
| </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>The first <code class="docutils literal notranslate"><span class="pre">DAG</span> <span class="pre">Run</span></code> is created based on the minimum <code class="docutils literal notranslate"><span class="pre">start_date</span></code> for the |
| tasks in your DAG.</p></li> |
| <li><p>Subsequent <code class="docutils literal notranslate"><span class="pre">DAG</span> <span class="pre">Runs</span></code> are created by the scheduler process, based on |
| your DAG’s <code class="docutils literal notranslate"><span class="pre">schedule_interval</span></code>, sequentially.</p></li> |
| <li><p>When clearing a set of tasks’ state in hope of getting them to re-run, |
| it is important to keep in mind the <code class="docutils literal notranslate"><span class="pre">DAG</span> <span class="pre">Run</span></code>’s state too as it defines |
| whether the scheduler should look into triggering tasks for that run.</p></li> |
| </ul> |
| <p>Here are some of the ways you can <strong>unblock tasks</strong>:</p> |
| <ul class="simple"> |
| <li><p>From the UI, you can <strong>clear</strong> (as in delete the status of) individual task instances |
| from the task instances dialog, while defining whether you want to includes the past/future |
| and the upstream/downstream dependencies. Note that a confirmation window comes next and |
| allows you to see the set you are about to clear. You can also clear all task instances |
| associated with the dag.</p></li> |
| <li><p>The CLI command <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">clear</span> <span class="pre">-h</span></code> has lots of options when it comes to clearing task instance |
| states, including specifying date ranges, targeting task_ids by specifying a regular expression, |
| flags for including upstream and downstream relatives, and targeting task instances in specific |
| states (<code class="docutils literal notranslate"><span class="pre">failed</span></code>, or <code class="docutils literal notranslate"><span class="pre">success</span></code>)</p></li> |
| <li><p>Clearing a task instance will no longer delete the task instance record. Instead it updates |
| max_tries and set the current task instance state to be None.</p></li> |
| <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> |
| <li><p>The <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">backfill</span></code> CLI subcommand has a flag to <code class="docutils literal notranslate"><span class="pre">--mark_success</span></code> and allows selecting |
| subsections of the DAG as well as specifying date ranges.</p></li> |
| </ul> |
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