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| <div class="section" id="module-airflow.contrib.operators.qubole_check_operator"> |
| <span id="airflow-contrib-operators-qubole-check-operator"></span><h1><a class="reference internal" href="#module-airflow.contrib.operators.qubole_check_operator" title="airflow.contrib.operators.qubole_check_operator"><code class="xref py py-mod docutils literal notranslate"><span class="pre">airflow.contrib.operators.qubole_check_operator</span></code></a><a class="headerlink" href="#module-airflow.contrib.operators.qubole_check_operator" 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="class"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator"> |
| <em class="property">class </em><code class="sig-prename descclassname">airflow.contrib.operators.qubole_check_operator.</code><code class="sig-name descname">QuboleCheckOperator</code><span class="sig-paren">(</span><em class="sig-param">qubole_conn_id='qubole_default'</em>, <em class="sig-param">*args</em>, <em class="sig-param">**kwargs</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleCheckOperator"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <a class="reference internal" href="../../../operators/check_operator/index.html#airflow.operators.check_operator.CheckOperator" title="airflow.operators.check_operator.CheckOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.operators.check_operator.CheckOperator</span></code></a>, <a class="reference internal" href="../qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator" title="airflow.contrib.operators.qubole_operator.QuboleOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.contrib.operators.qubole_operator.QuboleOperator</span></code></a></p> |
| <p>Performs checks against Qubole Commands. <code class="docutils literal notranslate"><span class="pre">QuboleCheckOperator</span></code> expects |
| a command that will be executed on QDS. |
| By default, each value on first row of the result of this Qubole Command |
| is evaluated using python <code class="docutils literal notranslate"><span class="pre">bool</span></code> casting. If any of the |
| values return <code class="docutils literal notranslate"><span class="pre">False</span></code>, the check is failed and errors out.</p> |
| <p>Note that Python bool casting evals the following as <code class="docutils literal notranslate"><span class="pre">False</span></code>:</p> |
| <ul class="simple"> |
| <li><p><code class="docutils literal notranslate"><span class="pre">False</span></code></p></li> |
| <li><p><code class="docutils literal notranslate"><span class="pre">0</span></code></p></li> |
| <li><p>Empty string (<code class="docutils literal notranslate"><span class="pre">""</span></code>)</p></li> |
| <li><p>Empty list (<code class="docutils literal notranslate"><span class="pre">[]</span></code>)</p></li> |
| <li><p>Empty dictionary or set (<code class="docutils literal notranslate"><span class="pre">{}</span></code>)</p></li> |
| </ul> |
| <p>Given a query like <code class="docutils literal notranslate"><span class="pre">SELECT</span> <span class="pre">COUNT(*)</span> <span class="pre">FROM</span> <span class="pre">foo</span></code>, it will fail only if |
| the count <code class="docutils literal notranslate"><span class="pre">==</span> <span class="pre">0</span></code>. You can craft much more complex query that could, |
| for instance, check that the table has the same number of rows as |
| the source table upstream, or that the count of today’s partition is |
| greater than yesterday’s partition, or that a set of metrics are less |
| than 3 standard deviation for the 7 day average.</p> |
| <p>This operator can be used as a data quality check in your pipeline, and |
| depending on where you put it in your DAG, you have the choice to |
| stop the critical path, preventing from |
| publishing dubious data, or on the side and receive email alerts |
| without stopping the progress of the DAG.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>qubole_conn_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.8)"><em>str</em></a>) – Connection id which consists of qds auth_token</p> |
| </dd> |
| </dl> |
| <p>kwargs:</p> |
| <blockquote> |
| <div><p>Arguments specific to Qubole command can be referred from QuboleOperator docs.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">results_parser_callable</dt> |
| <dd class="field-odd"><p>This is an optional parameter to |
| extend the flexibility of parsing the results of Qubole |
| command to the users. This is a python callable which |
| can hold the logic to parse list of rows returned by Qubole command. |
| By default, only the values on first row are used for performing checks. |
| This callable should return a list of records on |
| which the checks have to be performed.</p> |
| </dd> |
| </dl> |
| </div></blockquote> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>All fields in common with template fields of |
| QuboleOperator and CheckOperator are template-supported.</p> |
| </div> |
| <dl class="attribute"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.template_fields"> |
| <code class="sig-name descname">template_fields</code><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleCheckOperator.template_fields"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.template_fields" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="attribute"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.template_ext"> |
| <code class="sig-name descname">template_ext</code><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleCheckOperator.template_ext"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.template_ext" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="attribute"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.ui_fgcolor"> |
| <code class="sig-name descname">ui_fgcolor</code><em class="property"> = #000</em><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleCheckOperator.ui_fgcolor"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.ui_fgcolor" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.execute"> |
| <code class="sig-name descname">execute</code><span class="sig-paren">(</span><em class="sig-param">self</em>, <em class="sig-param">context=None</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleCheckOperator.execute"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.execute" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.get_db_hook"> |
| <code class="sig-name descname">get_db_hook</code><span class="sig-paren">(</span><em class="sig-param">self</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleCheckOperator.get_db_hook"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.get_db_hook" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.get_hook"> |
| <code class="sig-name descname">get_hook</code><span class="sig-paren">(</span><em class="sig-param">self</em>, <em class="sig-param">context=None</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleCheckOperator.get_hook"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.get_hook" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.__getattribute__"> |
| <code class="sig-name descname">__getattribute__</code><span class="sig-paren">(</span><em class="sig-param">self</em>, <em class="sig-param">name</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleCheckOperator.__getattribute__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.__getattribute__" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.__setattr__"> |
| <code class="sig-name descname">__setattr__</code><span class="sig-paren">(</span><em class="sig-param">self</em>, <em class="sig-param">name</em>, <em class="sig-param">value</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleCheckOperator.__setattr__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.__setattr__" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="class"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator"> |
| <em class="property">class </em><code class="sig-prename descclassname">airflow.contrib.operators.qubole_check_operator.</code><code class="sig-name descname">QuboleValueCheckOperator</code><span class="sig-paren">(</span><em class="sig-param">pass_value</em>, <em class="sig-param">tolerance=None</em>, <em class="sig-param">qubole_conn_id='qubole_default'</em>, <em class="sig-param">*args</em>, <em class="sig-param">**kwargs</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleValueCheckOperator"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <a class="reference internal" href="../../../operators/check_operator/index.html#airflow.operators.check_operator.ValueCheckOperator" title="airflow.operators.check_operator.ValueCheckOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.operators.check_operator.ValueCheckOperator</span></code></a>, <a class="reference internal" href="../qubole_operator/index.html#airflow.contrib.operators.qubole_operator.QuboleOperator" title="airflow.contrib.operators.qubole_operator.QuboleOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">airflow.contrib.operators.qubole_operator.QuboleOperator</span></code></a></p> |
| <p>Performs a simple value check using Qubole command. |
| By default, each value on the first row of this |
| Qubole command is compared with a pre-defined value. |
| The check fails and errors out if the output of the command |
| is not within the permissible limit of expected value.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>qubole_conn_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.8)"><em>str</em></a>) – Connection id which consists of qds auth_token</p></li> |
| <li><p><strong>pass_value</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.8)"><em>str</em></a><em> or </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.8)"><em>int</em></a><em> or </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.8)"><em>float</em></a>) – Expected value of the query results.</p></li> |
| <li><p><strong>tolerance</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.8)"><em>int</em></a><em> or </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.8)"><em>float</em></a>) – Defines the permissible pass_value range, for example if |
| tolerance is 2, the Qubole command output can be anything between |
| -2*pass_value and 2*pass_value, without the operator erring out.</p></li> |
| </ul> |
| </dd> |
| </dl> |
| <p>kwargs:</p> |
| <blockquote> |
| <div><p>Arguments specific to Qubole command can be referred from QuboleOperator docs.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">results_parser_callable</dt> |
| <dd class="field-odd"><p>This is an optional parameter to |
| extend the flexibility of parsing the results of Qubole |
| command to the users. This is a python callable which |
| can hold the logic to parse list of rows returned by Qubole command. |
| By default, only the values on first row are used for performing checks. |
| This callable should return a list of records on |
| which the checks have to be performed.</p> |
| </dd> |
| </dl> |
| </div></blockquote> |
| <div class="admonition note"> |
| <p class="admonition-title">Note</p> |
| <p>All fields in common with template fields of |
| QuboleOperator and ValueCheckOperator are template-supported.</p> |
| </div> |
| <dl class="attribute"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.template_fields"> |
| <code class="sig-name descname">template_fields</code><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleValueCheckOperator.template_fields"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.template_fields" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="attribute"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.template_ext"> |
| <code class="sig-name descname">template_ext</code><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleValueCheckOperator.template_ext"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.template_ext" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="attribute"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.ui_fgcolor"> |
| <code class="sig-name descname">ui_fgcolor</code><em class="property"> = #000</em><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleValueCheckOperator.ui_fgcolor"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.ui_fgcolor" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.execute"> |
| <code class="sig-name descname">execute</code><span class="sig-paren">(</span><em class="sig-param">self</em>, <em class="sig-param">context=None</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleValueCheckOperator.execute"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.execute" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.get_db_hook"> |
| <code class="sig-name descname">get_db_hook</code><span class="sig-paren">(</span><em class="sig-param">self</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleValueCheckOperator.get_db_hook"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.get_db_hook" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.get_hook"> |
| <code class="sig-name descname">get_hook</code><span class="sig-paren">(</span><em class="sig-param">self</em>, <em class="sig-param">context=None</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleValueCheckOperator.get_hook"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.get_hook" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.__getattribute__"> |
| <code class="sig-name descname">__getattribute__</code><span class="sig-paren">(</span><em class="sig-param">self</em>, <em class="sig-param">name</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleValueCheckOperator.__getattribute__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.__getattribute__" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="method"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.__setattr__"> |
| <code class="sig-name descname">__setattr__</code><span class="sig-paren">(</span><em class="sig-param">self</em>, <em class="sig-param">name</em>, <em class="sig-param">value</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#QuboleValueCheckOperator.__setattr__"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.__setattr__" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.get_sql_from_qbol_cmd"> |
| <code class="sig-prename descclassname">airflow.contrib.operators.qubole_check_operator.</code><code class="sig-name descname">get_sql_from_qbol_cmd</code><span class="sig-paren">(</span><em class="sig-param">params</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#get_sql_from_qbol_cmd"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.get_sql_from_qbol_cmd" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
| <dl class="function"> |
| <dt id="airflow.contrib.operators.qubole_check_operator.handle_airflow_exception"> |
| <code class="sig-prename descclassname">airflow.contrib.operators.qubole_check_operator.</code><code class="sig-name descname">handle_airflow_exception</code><span class="sig-paren">(</span><em class="sig-param">airflow_exception</em>, <em class="sig-param">hook</em><span class="sig-paren">)</span><a class="reference internal" href="../../../../../_modules/airflow/contrib/operators/qubole_check_operator.html#handle_airflow_exception"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#airflow.contrib.operators.qubole_check_operator.handle_airflow_exception" title="Permalink to this definition">¶</a></dt> |
| <dd></dd></dl> |
| |
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