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| <blockquote> |
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| <div class="section" id="scheduler"> |
| <h1>Scheduler<a class="headerlink" href="#scheduler" title="Permalink to this headline">¶</a></h1> |
| <p>The Airflow scheduler monitors all tasks and DAGs, then triggers the |
| task instances once their dependencies are complete. Behind the scenes, |
| the scheduler spins up a subprocess, which monitors and stays in sync with all |
| DAGs in the specified DAG directory. Once per minute, by default, the scheduler |
| collects DAG parsing results and checks whether any active tasks 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 the <code class="docutils literal notranslate"><span class="pre">airflow</span> <span class="pre">scheduler</span></code> command. It uses the configuration specified in |
| <code class="docutils literal notranslate"><span class="pre">airflow.cfg</span></code>.</p> |
| <p>The scheduler uses the configured <a class="reference internal" href="executor/index.html"><span class="doc">Executor</span></a> to run tasks that are ready.</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> |
| <p>Your DAGs will start executing once the scheduler is running successfully.</p> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</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.</p> |
| </div> |
| <p>The scheduler won't trigger your tasks until the period it covers has ended e.g., A job with <code class="docutils literal notranslate"><span class="pre">schedule_interval</span></code> set as <code class="docutils literal notranslate"><span class="pre">@daily</span></code> runs after the day |
| has ended. This technique makes sure that whatever data is required for that period is fully available before the dag is executed. |
| In the UI, it appears as if Airflow is running your tasks a day <strong>late</strong></p> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>If you run a DAG on a <code class="docutils literal notranslate"><span class="pre">schedule_interval</span></code> of one day, the run with <code class="docutils literal notranslate"><span class="pre">execution_date</span></code> <code class="docutils literal notranslate"><span class="pre">2019-11-21</span></code> triggers soon after <code class="docutils literal notranslate"><span class="pre">2019-11-21T23:59</span></code>.</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>You should refer to <a class="reference internal" href="dag-run.html"><span class="doc">DAG Runs</span></a> for details on scheduling a DAG.</p> |
| </div> |
| <div class="section" id="triggering-dag-with-future-date"> |
| <h2>Triggering DAG with Future Date<a class="headerlink" href="#triggering-dag-with-future-date" title="Permalink to this headline">¶</a></h2> |
| <p>If you want to use 'external trigger' to run future-dated execution dates, set <code class="docutils literal notranslate"><span class="pre">allow_trigger_in_future</span> <span class="pre">=</span> <span class="pre">True</span></code> in <code class="docutils literal notranslate"><span class="pre">scheduler</span></code> section in <code class="docutils literal notranslate"><span class="pre">airflow.cfg</span></code>. |
| This only has effect if your DAG has no <code class="docutils literal notranslate"><span class="pre">schedule_interval</span></code>. |
| If you keep default <code class="docutils literal notranslate"><span class="pre">allow_trigger_in_future</span> <span class="pre">=</span> <span class="pre">False</span></code> and try 'external trigger' to run future-dated execution dates, |
| the scheduler won't execute it now but the scheduler will execute it in the future once the current date rolls over to the execution date.</p> |
| </div> |
| <div class="section" id="running-more-than-one-scheduler"> |
| <h2>Running More Than One Scheduler<a class="headerlink" href="#running-more-than-one-scheduler" title="Permalink to this headline">¶</a></h2> |
| <p>Airflow supports running more than one scheduler concurrently -- both for performance reasons and for |
| resiliency.</p> |
| <div class="section" id="overview"> |
| <h3>Overview<a class="headerlink" href="#overview" title="Permalink to this headline">¶</a></h3> |
| <p>The <abbr title="highly available">HA</abbr> scheduler is designed to take advantage of the existing metadata database. |
| This was primarily done for operational simplicity: every component already has to speak to this DB, and by |
| not using direct communication or consensus algorithm between schedulers (Raft, Paxos, etc.) nor another |
| consensus tool (Apache Zookeeper, or Consul for instance) we have kept the "operational surface area" to a |
| minimum.</p> |
| <p>The scheduler now uses the serialized DAG representation to make its scheduling decisions and the rough |
| outline of the scheduling loop is:</p> |
| <ul class="simple"> |
| <li><p>Check for any DAGs needing a new DagRun, and create them</p></li> |
| <li><p>Examine a batch of DagRuns for schedulable TaskInstances or complete DagRuns</p></li> |
| <li><p>Select schedulable TaskInstances, and whilst respecting Pool limits and other concurrency limits, enqueue |
| them for execution</p></li> |
| </ul> |
| <p>This does however place some requirements on the Database.</p> |
| </div> |
| <div class="section" id="database-requirements"> |
| <span id="scheduler-ha-db-requirements"></span><h3>Database Requirements<a class="headerlink" href="#database-requirements" title="Permalink to this headline">¶</a></h3> |
| <p>The short version is that users of PostgreSQL 9.6+ or MySQL 8+ are all ready to go -- you can start running as |
| many copies of the scheduler as you like -- there is no further set up or config options needed. If you are |
| using a different database please read on.</p> |
| <p>To maintain performance and throughput there is one part of the scheduling loop that does a number of |
| calculations in memory (because having to round-trip to the DB for each TaskInstance would be too slow) so we |
| need to ensure that only a single scheduler is in this critical section at once - otherwise limits would not |
| be correctly respected. To achieve this we use database row-level locks (using <code class="docutils literal notranslate"><span class="pre">SELECT</span> <span class="pre">...</span> <span class="pre">FOR</span> <span class="pre">UPDATE</span></code>).</p> |
| <p>This critical section is where TaskInstances go from scheduled state and are enqueued to the executor, whilst |
| ensuring the various concurrency and pool limits are respected. The critical section is obtained by asking for |
| a row-level write lock on every row of the Pool table (roughly equivalent to <code class="docutils literal notranslate"><span class="pre">SELECT</span> <span class="pre">*</span> <span class="pre">FROM</span> <span class="pre">slot_pool</span> <span class="pre">FOR</span> |
| <span class="pre">UPDATE</span> <span class="pre">NOWAIT</span></code> but the exact query is slightly different).</p> |
| <p>The following databases are fully supported and provide an "optimal" experience:</p> |
| <ul class="simple"> |
| <li><p>PostgreSQL 9.6+</p></li> |
| <li><p>MySQL 8+</p></li> |
| </ul> |
| <div class="admonition warning"> |
| <p class="admonition-title">Warning</p> |
| <p>MariaDB does not implement the <code class="docutils literal notranslate"><span class="pre">SKIP</span> <span class="pre">LOCKED</span></code> or <code class="docutils literal notranslate"><span class="pre">NOWAIT</span></code> SQL clauses (see <a class="reference external" href="https://jira.mariadb.org/browse/MDEV-13115">MDEV-13115</a>). Without these features running multiple schedulers is not |
| supported and deadlock errors have been reported.</p> |
| </div> |
| <div class="admonition warning"> |
| <p class="admonition-title">Warning</p> |
| <p>MySQL 5.x also does not support <code class="docutils literal notranslate"><span class="pre">SKIP</span> <span class="pre">LOCKED</span></code> or <code class="docutils literal notranslate"><span class="pre">NOWAIT</span></code>, and additionally is more prone to deciding |
| queries are deadlocked, so running with more than a single scheduler on MySQL 5.x is not supported or |
| recommended.</p> |
| </div> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>Microsoft SQLServer has not been tested with HA.</p> |
| </div> |
| </div> |
| <div class="section" id="scheduler-tuneables"> |
| <span id="scheduler-ha-tunables"></span><h3>Scheduler Tuneables<a class="headerlink" href="#scheduler-tuneables" title="Permalink to this headline">¶</a></h3> |
| <p>The following config settings can be used to control aspects of the Scheduler HA loop.</p> |
| <ul> |
| <li><p><a class="reference internal" href="configurations-ref.html#config-scheduler-max-dagruns-to-create-per-loop"><span class="std std-ref">max_dagruns_to_create_per_loop</span></a></p> |
| <p>This changes the number of dags that are locked by each scheduler when |
| creating dag runs. One possible reason for setting this lower is if you |
| have huge dags and are running multiple schedules, you won't want one |
| scheduler to do all the work.</p> |
| </li> |
| <li><p><a class="reference internal" href="configurations-ref.html#config-scheduler-max-dagruns-per-loop-to-schedule"><span class="std std-ref">max_dagruns_per_loop_to_schedule</span></a></p> |
| <p>How many DagRuns should a scheduler examine (and lock) when scheduling |
| and queuing tasks. Increasing this limit will allow more throughput for |
| smaller DAGs but will likely slow down throughput for larger (>500 |
| tasks for example) DAGs. Setting this too high when using multiple |
| schedulers could also lead to one scheduler taking all the dag runs |
| leaving no work for the others.</p> |
| </li> |
| <li><p><a class="reference internal" href="configurations-ref.html#config-scheduler-use-row-level-locking"><span class="std std-ref">use_row_level_locking</span></a></p> |
| <p>Should the scheduler issue <code class="docutils literal notranslate"><span class="pre">SELECT</span> <span class="pre">...</span> <span class="pre">FOR</span> <span class="pre">UPDATE</span></code> in relevant queries. |
| If this is set to False then you should not run more than a single |
| scheduler at once</p> |
| </li> |
| <li><p><a class="reference internal" href="configurations-ref.html#config-scheduler-pool-metrics-interval"><span class="std std-ref">pool_metrics_interval</span></a></p> |
| <p>How often (in seconds) should pool usage stats be sent to statsd (if |
| statsd_on is enabled). This is a <em>relatively</em> expensive query to compute |
| this, so this should be set to match the same period as your statsd roll-up |
| period.</p> |
| </li> |
| <li><p><a class="reference internal" href="configurations-ref.html#config-scheduler-clean-tis-without-dagrun-interval"><span class="std std-ref">clean_tis_without_dagrun_interval</span></a></p> |
| <p>How often should each scheduler run a check to "clean up" TaskInstance rows |
| that are found to no longer have a matching DagRun row.</p> |
| <p>In normal operation the scheduler won't do this, it is only possible to do |
| this by deleting rows via the UI, or directly in the DB. You can set this |
| lower if this check is not important to you -- tasks will be left in what |
| ever state they are until the cleanup happens, at which point they will be |
| set to failed.</p> |
| </li> |
| <li><p><a class="reference internal" href="configurations-ref.html#config-scheduler-orphaned-tasks-check-interval"><span class="std std-ref">orphaned_tasks_check_interval</span></a></p> |
| <p>How often (in seconds) should the scheduler check for orphaned tasks or dead |
| SchedulerJobs.</p> |
| <p>This setting controls how a dead scheduler will be noticed and the tasks it |
| was "supervising" get picked up by another scheduler. (The tasks will stay |
| running, so there is no harm in not detecting this for a while.)</p> |
| <p>When a SchedulerJob is detected as "dead" (as determined by |
| <a class="reference internal" href="configurations-ref.html#config-scheduler-scheduler-health-check-threshold"><span class="std std-ref">scheduler_health_check_threshold</span></a>) any running or |
| queued tasks that were launched by the dead process will be "adopted" and |
| monitored by this scheduler instead.</p> |
| </li> |
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