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<li class="toctree-l6 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.sensors.smart_sensor</span></code></a><ul>
<li class="toctree-l7"><a class="reference internal" href="#module-contents">Module Contents</a><ul>
<li class="toctree-l8"><a class="reference internal" href="#airflow.sensors.smart_sensor.config">config</a></li>
</ul>
<ul>
<li class="toctree-l8"><a class="reference internal" href="#airflow.sensors.smart_sensor.handler_config">handler_config</a></li>
</ul>
<ul>
<li class="toctree-l8"><a class="reference internal" href="#airflow.sensors.smart_sensor.formatter_config">formatter_config</a></li>
</ul>
<ul>
<li class="toctree-l8"><a class="reference internal" href="#airflow.sensors.smart_sensor.dictConfigurator">dictConfigurator</a></li>
</ul>
<ul>
<li class="toctree-l8"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork">SensorWork</a><ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork.ti_key">ti_key</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork.cache_key">cache_key</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork.__eq__">__eq__</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork.create_new_task_handler">create_new_task_handler</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork._get_sensor_logger">_get_sensor_logger</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork.close_sensor_logger">close_sensor_logger</a></li>
</ul>
</li>
</ul>
<ul>
<li class="toctree-l8"><a class="reference internal" href="#airflow.sensors.smart_sensor.CachedPokeWork">CachedPokeWork</a><ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.CachedPokeWork.set_state">set_state</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.CachedPokeWork.clear_state">clear_state</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.CachedPokeWork.set_to_flush">set_to_flush</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.CachedPokeWork.is_expired">is_expired</a></li>
</ul>
</li>
</ul>
<ul>
<li class="toctree-l8"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo">SensorExceptionInfo</a><ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.exception_info">exception_info</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.is_infra_failure">is_infra_failure</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.set_latest_exception">set_latest_exception</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.set_infra_failure_timeout">set_infra_failure_timeout</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.should_fail_current_run">should_fail_current_run</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.is_expired">is_expired</a></li>
</ul>
</li>
</ul>
<ul>
<li class="toctree-l8"><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator">SmartSensorOperator</a><ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator.ui_color">ui_color</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._validate_input_values">_validate_input_values</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._load_sensor_works">_load_sensor_works</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._update_ti_hostname">_update_ti_hostname</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._mark_multi_state">_mark_multi_state</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._retry_or_fail_task">_retry_or_fail_task</a></li>
</ul>
<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._check_and_handle_ti_timeout">_check_and_handle_ti_timeout</a></li>
</ul>
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<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._handle_poke_exception">_handle_poke_exception</a></li>
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<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._process_sensor_work_with_cached_state">_process_sensor_work_with_cached_state</a></li>
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<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._execute_sensor_work">_execute_sensor_work</a></li>
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<ul>
<li class="toctree-l9"><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator.poke">poke</a></li>
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<div class="section" id="module-airflow.sensors.smart_sensor">
<span id="airflow-sensors-smart-sensor"></span><h1><a class="reference internal" href="#module-airflow.sensors.smart_sensor" title="airflow.sensors.smart_sensor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.sensors.smart_sensor</span></code></a><a class="headerlink" href="#module-airflow.sensors.smart_sensor" title="Permalink to this headline"></a></h1>
<div class="section" id="module-contents">
<h2>Module Contents<a class="headerlink" href="#module-contents" title="Permalink to this headline"></a></h2>
<dl class="py data">
<dt id="airflow.sensors.smart_sensor.config">
<code class="sig-prename descclassname">airflow.sensors.smart_sensor.</code><code class="sig-name descname">config</code><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#config"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.config" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py data">
<dt id="airflow.sensors.smart_sensor.handler_config">
<code class="sig-prename descclassname">airflow.sensors.smart_sensor.</code><code class="sig-name descname">handler_config</code><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#handler_config"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.handler_config" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py data">
<dt id="airflow.sensors.smart_sensor.formatter_config">
<code class="sig-prename descclassname">airflow.sensors.smart_sensor.</code><code class="sig-name descname">formatter_config</code><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#formatter_config"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.formatter_config" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py data">
<dt id="airflow.sensors.smart_sensor.dictConfigurator">
<code class="sig-prename descclassname">airflow.sensors.smart_sensor.</code><code class="sig-name descname">dictConfigurator</code><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#dictConfigurator"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.dictConfigurator" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py class">
<dt id="airflow.sensors.smart_sensor.SensorWork">
<em class="property">class </em><code class="sig-prename descclassname">airflow.sensors.smart_sensor.</code><code class="sig-name descname">SensorWork</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">si</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorWork"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorWork" title="Permalink to this definition"></a></dt>
<dd><p>This class stores a sensor work with decoded context value. It is only used
inside of smart sensor. Create a sensor work based on sensor instance record.
A sensor work object has the following attributes:
<cite>dag_id</cite>: sensor_instance dag_id.
<cite>task_id</cite>: sensor_instance task_id.
<cite>execution_date</cite>: sensor_instance execution_date.
<cite>try_number</cite>: sensor_instance try_number
<cite>poke_context</cite>: Decoded poke_context for the sensor task.
<cite>execution_context</cite>: Decoded execution_context.
<cite>hashcode</cite>: This is the signature of poking job.
<cite>operator</cite>: The sensor operator class.
<cite>op_classpath</cite>: The sensor operator class path
<cite>encoded_poke_context</cite>: The raw data from sensor_instance poke_context column.
<cite>log</cite>: The sensor work logger which will mock the corresponding task instance log.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>si</strong> -- The sensor_instance ORM object.</p>
</dd>
</dl>
<dl class="py attribute">
<dt id="airflow.sensors.smart_sensor.SensorWork.ti_key">
<code class="sig-name descname">ti_key</code><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorWork.ti_key"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorWork.ti_key" title="Permalink to this definition"></a></dt>
<dd><p>Key for the task instance that maps to the sensor work.</p>
</dd></dl>
<dl class="py attribute">
<dt id="airflow.sensors.smart_sensor.SensorWork.cache_key">
<code class="sig-name descname">cache_key</code><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorWork.cache_key"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorWork.cache_key" title="Permalink to this definition"></a></dt>
<dd><p>Key used to query in smart sensor for cached sensor work.</p>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SensorWork.__eq__">
<code class="sig-name descname">__eq__</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">other</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorWork.__eq__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorWork.__eq__" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SensorWork.create_new_task_handler">
<em class="property">static </em><code class="sig-name descname">create_new_task_handler</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorWork.create_new_task_handler"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorWork.create_new_task_handler" title="Permalink to this definition"></a></dt>
<dd><p>Create task log handler for a sensor work.
:return: log handler</p>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SensorWork._get_sensor_logger">
<code class="sig-name descname">_get_sensor_logger</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">si</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorWork._get_sensor_logger"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorWork._get_sensor_logger" title="Permalink to this definition"></a></dt>
<dd><p>Return logger for a sensor instance object.</p>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SensorWork.close_sensor_logger">
<code class="sig-name descname">close_sensor_logger</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorWork.close_sensor_logger"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorWork.close_sensor_logger" title="Permalink to this definition"></a></dt>
<dd><p>Close log handler for a sensor work.</p>
</dd></dl>
</dd></dl>
<dl class="py class">
<dt id="airflow.sensors.smart_sensor.CachedPokeWork">
<em class="property">class </em><code class="sig-prename descclassname">airflow.sensors.smart_sensor.</code><code class="sig-name descname">CachedPokeWork</code><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#CachedPokeWork"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.CachedPokeWork" title="Permalink to this definition"></a></dt>
<dd><p>Wrapper class for the poke work inside smart sensor. It saves
the sensor_task used to poke and recent poke result state.
state: poke state.
sensor_task: The cached object for executing the poke function.
last_poke_time: The latest time this cached work being called.
to_flush: If we should flush the cached work.</p>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.CachedPokeWork.set_state">
<code class="sig-name descname">set_state</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">state</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#CachedPokeWork.set_state"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.CachedPokeWork.set_state" title="Permalink to this definition"></a></dt>
<dd><p>Set state for cached poke work.
:param state: The sensor_instance state.</p>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.CachedPokeWork.clear_state">
<code class="sig-name descname">clear_state</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#CachedPokeWork.clear_state"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.CachedPokeWork.clear_state" title="Permalink to this definition"></a></dt>
<dd><p>Clear state for cached poke work.</p>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.CachedPokeWork.set_to_flush">
<code class="sig-name descname">set_to_flush</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#CachedPokeWork.set_to_flush"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.CachedPokeWork.set_to_flush" title="Permalink to this definition"></a></dt>
<dd><p>Mark this poke work to be popped from cached dict after current loop.</p>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.CachedPokeWork.is_expired">
<code class="sig-name descname">is_expired</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#CachedPokeWork.is_expired"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.CachedPokeWork.is_expired" title="Permalink to this definition"></a></dt>
<dd><p>The cached task object expires if there is no poke for 20 minutes.
:return: Boolean</p>
</dd></dl>
</dd></dl>
<dl class="py class">
<dt id="airflow.sensors.smart_sensor.SensorExceptionInfo">
<em class="property">class </em><code class="sig-prename descclassname">airflow.sensors.smart_sensor.</code><code class="sig-name descname">SensorExceptionInfo</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">exception_info</span></em>, <em class="sig-param"><span class="n">is_infra_failure</span><span class="o">=</span><span class="default_value">False</span></em>, <em class="sig-param"><span class="n">infra_failure_retry_window</span><span class="o">=</span><span class="default_value">datetime.timedelta(minutes=130)</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorExceptionInfo"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorExceptionInfo" title="Permalink to this definition"></a></dt>
<dd><p>Hold sensor exception information and the type of exception. For possible transient
infra failure, give the task more chance to retry before fail it.</p>
<dl class="py attribute">
<dt id="airflow.sensors.smart_sensor.SensorExceptionInfo.exception_info">
<code class="sig-name descname">exception_info</code><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorExceptionInfo.exception_info"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.exception_info" title="Permalink to this definition"></a></dt>
<dd><dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>exception msg.</p>
</dd>
</dl>
</dd></dl>
<dl class="py attribute">
<dt id="airflow.sensors.smart_sensor.SensorExceptionInfo.is_infra_failure">
<code class="sig-name descname">is_infra_failure</code><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorExceptionInfo.is_infra_failure"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.is_infra_failure" title="Permalink to this definition"></a></dt>
<dd><dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>If the exception is an infra failure</p>
</dd>
<dt class="field-even">Type</dt>
<dd class="field-even"><p>boolean</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SensorExceptionInfo.set_latest_exception">
<code class="sig-name descname">set_latest_exception</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">exception_info</span></em>, <em class="sig-param"><span class="n">is_infra_failure</span><span class="o">=</span><span class="default_value">False</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorExceptionInfo.set_latest_exception"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.set_latest_exception" title="Permalink to this definition"></a></dt>
<dd><p>This function set the latest exception information for sensor exception. If the exception
implies an infra failure, this function will check the recorded infra failure timeout
which was set at the first infra failure exception arrives. There is a 6 hours window
for retry without failing current run.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>exception_info</strong> -- Details of the exception information.</p></li>
<li><p><strong>is_infra_failure</strong> -- If current exception was caused by transient infra failure.
There is a retry window _infra_failure_retry_window that the smart sensor will
retry poke function without failing current task run.</p></li>
</ul>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SensorExceptionInfo.set_infra_failure_timeout">
<code class="sig-name descname">set_infra_failure_timeout</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorExceptionInfo.set_infra_failure_timeout"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.set_infra_failure_timeout" title="Permalink to this definition"></a></dt>
<dd><p>Set the time point when the sensor should be failed if it kept getting infra
failure.
:return:</p>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SensorExceptionInfo.should_fail_current_run">
<code class="sig-name descname">should_fail_current_run</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorExceptionInfo.should_fail_current_run"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.should_fail_current_run" title="Permalink to this definition"></a></dt>
<dd><dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>Should the sensor fail</p>
</dd>
<dt class="field-even">Type</dt>
<dd class="field-even"><p>boolean</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SensorExceptionInfo.is_expired">
<code class="sig-name descname">is_expired</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SensorExceptionInfo.is_expired"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.is_expired" title="Permalink to this definition"></a></dt>
<dd><dl class="field-list simple">
<dt class="field-odd">Returns</dt>
<dd class="field-odd"><p>If current exception need to be kept.</p>
</dd>
<dt class="field-even">Type</dt>
<dd class="field-even"><p>boolean</p>
</dd>
</dl>
</dd></dl>
</dd></dl>
<dl class="py class">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator">
<em class="property">class </em><code class="sig-prename descclassname">airflow.sensors.smart_sensor.</code><code class="sig-name descname">SmartSensorOperator</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">poke_interval</span><span class="o">=</span><span class="default_value">180</span></em>, <em class="sig-param"><span class="n">smart_sensor_timeout</span><span class="o">=</span><span class="default_value">60 * 60 * 24 * 7</span></em>, <em class="sig-param"><span class="n">soft_fail</span><span class="o">=</span><span class="default_value">False</span></em>, <em class="sig-param"><span class="n">shard_min</span><span class="o">=</span><span class="default_value">0</span></em>, <em class="sig-param"><span class="n">shard_max</span><span class="o">=</span><span class="default_value">100000</span></em>, <em class="sig-param"><span class="n">poke_timeout</span><span class="o">=</span><span class="default_value">6.0</span></em>, <em class="sig-param"><span class="o">*</span><span class="n">args</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="../../models/index.html#airflow.models.BaseOperator" title="airflow.models.BaseOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.models.BaseOperator</span></code></a>, <a class="reference internal" href="../../models/index.html#airflow.models.SkipMixin" title="airflow.models.SkipMixin"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.models.SkipMixin</span></code></a></p>
<p>Smart sensor operators are derived from this class.</p>
<p>Smart Sensor operators keep refresh a dictionary by visiting DB.
Taking qualified active sensor tasks. Different from sensor operator,
Smart sensor operators poke for all sensor tasks in the dictionary at
a time interval. When a criteria is met or fail by time out, it update
all sensor task state in task_instance table</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>soft_fail</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.9)"><em>bool</em></a>) -- Set to true to mark the task as SKIPPED on failure</p></li>
<li><p><strong>poke_interval</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)"><em>int</em></a>) -- Time in seconds that the job should wait in
between each tries.</p></li>
<li><p><strong>smart_sensor_timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.9)"><em>float</em></a>) -- Time, in seconds before the internal sensor
job times out if poke_timeout is not defined.</p></li>
<li><p><strong>shard_min</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)"><em>int</em></a>) -- shard code lower bound (inclusive)</p></li>
<li><p><strong>shard_max</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.9)"><em>int</em></a>) -- shard code upper bound (exclusive)</p></li>
<li><p><strong>poke_timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.9)"><em>float</em></a>) -- Time, in seconds before the task times out and fails.</p></li>
</ul>
</dd>
</dl>
<dl class="py attribute">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator.ui_color">
<code class="sig-name descname">ui_color</code><em class="property"> = #e6f1f2</em><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator.ui_color"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator.ui_color" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator._validate_input_values">
<code class="sig-name descname">_validate_input_values</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator._validate_input_values"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator._validate_input_values" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator._load_sensor_works">
<code class="sig-name descname">_load_sensor_works</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">session</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator._load_sensor_works"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator._load_sensor_works" title="Permalink to this definition"></a></dt>
<dd><p>Refresh sensor instances need to be handled by this operator. Create smart sensor
internal object based on the information persisted in the sensor_instance table.</p>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator._update_ti_hostname">
<code class="sig-name descname">_update_ti_hostname</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">sensor_works</span></em>, <em class="sig-param"><span class="n">session</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator._update_ti_hostname"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator._update_ti_hostname" title="Permalink to this definition"></a></dt>
<dd><p>Update task instance hostname for new sensor works.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>sensor_works</strong> -- Smart sensor internal object for a sensor task.</p></li>
<li><p><strong>session</strong> -- The sqlalchemy session.</p></li>
</ul>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator._mark_multi_state">
<code class="sig-name descname">_mark_multi_state</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">operator</span></em>, <em class="sig-param"><span class="n">poke_hash</span></em>, <em class="sig-param"><span class="n">encoded_poke_context</span></em>, <em class="sig-param"><span class="n">state</span></em>, <em class="sig-param"><span class="n">session</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator._mark_multi_state"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator._mark_multi_state" title="Permalink to this definition"></a></dt>
<dd><p>Mark state for multiple tasks in the task_instance table to a new state if they have
the same signature as the poke_hash.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>operator</strong> -- The sensor's operator class name.</p></li>
<li><p><strong>poke_hash</strong> -- The hash code generated from sensor's poke context.</p></li>
<li><p><strong>encoded_poke_context</strong> -- The raw encoded poke_context.</p></li>
<li><p><strong>state</strong> -- Set multiple sensor tasks to this state.</p></li>
<li><p><strong>session</strong> -- The sqlalchemy session.</p></li>
</ul>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator._retry_or_fail_task">
<code class="sig-name descname">_retry_or_fail_task</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">sensor_work</span></em>, <em class="sig-param"><span class="n">error</span></em>, <em class="sig-param"><span class="n">session</span><span class="o">=</span><span class="default_value">None</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator._retry_or_fail_task"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator._retry_or_fail_task" title="Permalink to this definition"></a></dt>
<dd><p>Change single task state for sensor task. For final state, set the end_date.
Since smart sensor take care all retries in one process. Failed sensor tasks
logically experienced all retries and the try_number should be set to max_tries.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>sensor_work</strong> (<a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork" title="airflow.sensors.smart_sensor.SensorWork"><em>SensorWork</em></a>) -- The sensor_work with exception.</p></li>
<li><p><strong>error</strong> (<em>str.</em>) -- The error message for this sensor_work.</p></li>
<li><p><strong>session</strong> -- The sqlalchemy session.</p></li>
</ul>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator._check_and_handle_ti_timeout">
<code class="sig-name descname">_check_and_handle_ti_timeout</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">sensor_work</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator._check_and_handle_ti_timeout"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator._check_and_handle_ti_timeout" title="Permalink to this definition"></a></dt>
<dd><p>Check if a sensor task in smart sensor is timeout. Could be either sensor operator timeout
or general operator execution_timeout.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>sensor_work</strong> -- SensorWork</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator._handle_poke_exception">
<code class="sig-name descname">_handle_poke_exception</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">sensor_work</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator._handle_poke_exception"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator._handle_poke_exception" title="Permalink to this definition"></a></dt>
<dd><p>Fail task if accumulated exceptions exceeds retries.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><p><strong>sensor_work</strong> -- SensorWork</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator._process_sensor_work_with_cached_state">
<code class="sig-name descname">_process_sensor_work_with_cached_state</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">sensor_work</span></em>, <em class="sig-param"><span class="n">state</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator._process_sensor_work_with_cached_state"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator._process_sensor_work_with_cached_state" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator._execute_sensor_work">
<code class="sig-name descname">_execute_sensor_work</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">sensor_work</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator._execute_sensor_work"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator._execute_sensor_work" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator.flush_cached_sensor_poke_results">
<code class="sig-name descname">flush_cached_sensor_poke_results</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator.flush_cached_sensor_poke_results"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator.flush_cached_sensor_poke_results" title="Permalink to this definition"></a></dt>
<dd><p>Flush outdated cached sensor states saved in previous loop.</p>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator.poke">
<code class="sig-name descname">poke</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">sensor_work</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator.poke"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator.poke" title="Permalink to this definition"></a></dt>
<dd><p>Function that the sensors defined while deriving this class should
override.</p>
</dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator._emit_loop_stats">
<code class="sig-name descname">_emit_loop_stats</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator._emit_loop_stats"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator._emit_loop_stats" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator.execute">
<code class="sig-name descname">execute</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">self</span></em>, <em class="sig-param"><span class="n">context</span></em><span class="sig-paren">)</span><a class="reference internal" href="../../../../_modules/airflow/sensors/smart_sensor.html#SmartSensorOperator.execute"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.sensors.smart_sensor.SmartSensorOperator.execute" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="airflow.sensors.smart_sensor.SmartSensorOperator.on_kill">
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<li><a class="reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.sensors.smart_sensor</span></code></a><ul>
<li><a class="reference internal" href="#module-contents">Module Contents</a><ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.config">config</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.handler_config">handler_config</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.formatter_config">formatter_config</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.dictConfigurator">dictConfigurator</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork">SensorWork</a><ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork.ti_key">ti_key</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork.cache_key">cache_key</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork.__eq__">__eq__</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork.create_new_task_handler">create_new_task_handler</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork._get_sensor_logger">_get_sensor_logger</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorWork.close_sensor_logger">close_sensor_logger</a></li>
</ul>
</li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.CachedPokeWork">CachedPokeWork</a><ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.CachedPokeWork.set_state">set_state</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.CachedPokeWork.clear_state">clear_state</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.CachedPokeWork.set_to_flush">set_to_flush</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.CachedPokeWork.is_expired">is_expired</a></li>
</ul>
</li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo">SensorExceptionInfo</a><ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.exception_info">exception_info</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.is_infra_failure">is_infra_failure</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.set_latest_exception">set_latest_exception</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.set_infra_failure_timeout">set_infra_failure_timeout</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.should_fail_current_run">should_fail_current_run</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SensorExceptionInfo.is_expired">is_expired</a></li>
</ul>
</li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator">SmartSensorOperator</a><ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator.ui_color">ui_color</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._validate_input_values">_validate_input_values</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._load_sensor_works">_load_sensor_works</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._update_ti_hostname">_update_ti_hostname</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._mark_multi_state">_mark_multi_state</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._retry_or_fail_task">_retry_or_fail_task</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._check_and_handle_ti_timeout">_check_and_handle_ti_timeout</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._handle_poke_exception">_handle_poke_exception</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._process_sensor_work_with_cached_state">_process_sensor_work_with_cached_state</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._execute_sensor_work">_execute_sensor_work</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator.flush_cached_sensor_poke_results">flush_cached_sensor_poke_results</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator.poke">poke</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator._emit_loop_stats">_emit_loop_stats</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator.execute">execute</a></li>
</ul>
<ul>
<li><a class="reference internal" href="#airflow.sensors.smart_sensor.SmartSensorOperator.on_kill">on_kill</a></li>
</ul>
</li>
</ul>
</li>
</ul>
</li>
</ul>
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