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| <h1>Source code for airflow.contrib.operators.qubole_check_operator</h1><div class="highlight"><pre> |
| <span></span><span class="c1"># -*- coding: utf-8 -*-</span> |
| <span class="c1">#</span> |
| <span class="c1"># Licensed to the Apache Software Foundation (ASF) under one</span> |
| <span class="c1"># or more contributor license agreements. See the NOTICE file</span> |
| <span class="c1"># distributed with this work for additional information</span> |
| <span class="c1"># regarding copyright ownership. The ASF licenses this file</span> |
| <span class="c1"># to you under the Apache License, Version 2.0 (the</span> |
| <span class="c1"># "License"); you may not use this file except in compliance</span> |
| <span class="c1"># with the License. You may obtain a copy of the License at</span> |
| <span class="c1">#</span> |
| <span class="c1"># http://www.apache.org/licenses/LICENSE-2.0</span> |
| <span class="c1">#</span> |
| <span class="c1"># Unless required by applicable law or agreed to in writing,</span> |
| <span class="c1"># software distributed under the License is distributed on an</span> |
| <span class="c1"># "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY</span> |
| <span class="c1"># KIND, either express or implied. See the License for the</span> |
| <span class="c1"># specific language governing permissions and limitations</span> |
| <span class="c1"># under the License.</span> |
| <span class="c1">#</span> |
| <span class="kn">from</span> <span class="nn">airflow.contrib.operators.qubole_operator</span> <span class="k">import</span> <span class="n">QuboleOperator</span> |
| <span class="kn">from</span> <span class="nn">airflow.utils.decorators</span> <span class="k">import</span> <span class="n">apply_defaults</span> |
| <span class="kn">from</span> <span class="nn">airflow.contrib.hooks.qubole_check_hook</span> <span class="k">import</span> <span class="n">QuboleCheckHook</span> |
| <span class="kn">from</span> <span class="nn">airflow.operators.check_operator</span> <span class="k">import</span> <span class="n">CheckOperator</span><span class="p">,</span> <span class="n">ValueCheckOperator</span> |
| <span class="kn">from</span> <span class="nn">airflow.exceptions</span> <span class="k">import</span> <span class="n">AirflowException</span> |
| |
| |
| <div class="viewcode-block" id="QuboleCheckOperator"><a class="viewcode-back" href="../../../../code.html#airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator">[docs]</a><span class="k">class</span> <span class="nc">QuboleCheckOperator</span><span class="p">(</span><span class="n">CheckOperator</span><span class="p">,</span> <span class="n">QuboleOperator</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Performs checks against Qubole Commands. ``QuboleCheckOperator`` expects</span> |
| <span class="sd"> a command that will be executed on QDS.</span> |
| <span class="sd"> By default, each value on first row of the result of this Qubole Commmand</span> |
| <span class="sd"> is evaluated using python ``bool`` casting. If any of the</span> |
| <span class="sd"> values return ``False``, the check is failed and errors out.</span> |
| |
| <span class="sd"> Note that Python bool casting evals the following as ``False``:</span> |
| |
| <span class="sd"> * ``False``</span> |
| <span class="sd"> * ``0``</span> |
| <span class="sd"> * Empty string (``""``)</span> |
| <span class="sd"> * Empty list (``[]``)</span> |
| <span class="sd"> * Empty dictionary or set (``{}``)</span> |
| |
| <span class="sd"> Given a query like ``SELECT COUNT(*) FROM foo``, it will fail only if</span> |
| <span class="sd"> the count ``== 0``. You can craft much more complex query that could,</span> |
| <span class="sd"> for instance, check that the table has the same number of rows as</span> |
| <span class="sd"> the source table upstream, or that the count of today's partition is</span> |
| <span class="sd"> greater than yesterday's partition, or that a set of metrics are less</span> |
| <span class="sd"> than 3 standard deviation for the 7 day average.</span> |
| |
| <span class="sd"> This operator can be used as a data quality check in your pipeline, and</span> |
| <span class="sd"> depending on where you put it in your DAG, you have the choice to</span> |
| <span class="sd"> stop the critical path, preventing from</span> |
| <span class="sd"> publishing dubious data, or on the side and receive email alerts</span> |
| <span class="sd"> without stopping the progress of the DAG.</span> |
| |
| <span class="sd"> :param qubole_conn_id: Connection id which consists of qds auth_token</span> |
| <span class="sd"> :type qubole_conn_id: str</span> |
| |
| <span class="sd"> kwargs:</span> |
| |
| <span class="sd"> Arguments specific to Qubole command can be referred from QuboleOperator docs.</span> |
| |
| <span class="sd"> :results_parser_callable: This is an optional parameter to</span> |
| <span class="sd"> extend the flexibility of parsing the results of Qubole</span> |
| <span class="sd"> command to the users. This is a python callable which</span> |
| <span class="sd"> can hold the logic to parse list of rows returned by Qubole command.</span> |
| <span class="sd"> By default, only the values on first row are used for performing checks.</span> |
| <span class="sd"> This callable should return a list of records on</span> |
| <span class="sd"> which the checks have to be performed.</span> |
| |
| <span class="sd"> .. note:: All fields in common with template fields of</span> |
| <span class="sd"> QuboleOperator and CheckOperator are template-supported.</span> |
| <span class="sd"> """</span> |
| |
| <span class="n">template_fields</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="o">.</span><span class="n">template_fields</span> <span class="o">+</span> <span class="n">CheckOperator</span><span class="o">.</span><span class="n">template_fields</span> |
| <span class="n">template_ext</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="o">.</span><span class="n">template_ext</span> |
| <span class="n">ui_fgcolor</span> <span class="o">=</span> <span class="s1">'#000'</span> |
| |
| <span class="nd">@apply_defaults</span> |
| <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">qubole_conn_id</span><span class="o">=</span><span class="s2">"qubole_default"</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> |
| <span class="n">sql</span> <span class="o">=</span> <span class="n">get_sql_from_qbol_cmd</span><span class="p">(</span><span class="n">kwargs</span><span class="p">)</span> |
| <span class="nb">super</span><span class="p">(</span><span class="n">QuboleCheckOperator</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span>\ |
| <span class="o">.</span><span class="fm">__init__</span><span class="p">(</span><span class="n">qubole_conn_id</span><span class="o">=</span><span class="n">qubole_conn_id</span><span class="p">,</span> <span class="n">sql</span><span class="o">=</span><span class="n">sql</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">on_failure_callback</span> <span class="o">=</span> <span class="n">QuboleCheckHook</span><span class="o">.</span><span class="n">handle_failure_retry</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">on_retry_callback</span> <span class="o">=</span> <span class="n">QuboleCheckHook</span><span class="o">.</span><span class="n">handle_failure_retry</span> |
| |
| <div class="viewcode-block" id="QuboleCheckOperator.execute"><a class="viewcode-back" href="../../../../code.html#airflow.contrib.operators.qubole_check_operator.QuboleCheckOperator.execute">[docs]</a> <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_hook</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">)</span> |
| <span class="nb">super</span><span class="p">(</span><span class="n">QuboleCheckOperator</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">)</span> |
| <span class="k">except</span> <span class="n">AirflowException</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> |
| <span class="n">handle_airflow_exception</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_hook</span><span class="p">())</span></div> |
| |
| <span class="k">def</span> <span class="nf">get_db_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_hook</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">get_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">'hook'</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hook</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">):</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">hook</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">QuboleCheckHook</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">,</span> <span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span><span class="p">)</span> |
| |
| <span class="k">def</span> <span class="nf">__getattribute__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span> |
| <span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">QuboleCheckOperator</span><span class="o">.</span><span class="n">template_fields</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span><span class="p">:</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">return</span> <span class="s1">''</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">return</span> <span class="nb">object</span><span class="o">.</span><span class="fm">__getattribute__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span> |
| |
| <span class="k">def</span> <span class="nf">__setattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span> |
| <span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">QuboleCheckOperator</span><span class="o">.</span><span class="n">template_fields</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">value</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="nb">object</span><span class="o">.</span><span class="fm">__setattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span></div> |
| |
| |
| <div class="viewcode-block" id="QuboleValueCheckOperator"><a class="viewcode-back" href="../../../../code.html#airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator">[docs]</a><span class="k">class</span> <span class="nc">QuboleValueCheckOperator</span><span class="p">(</span><span class="n">ValueCheckOperator</span><span class="p">,</span> <span class="n">QuboleOperator</span><span class="p">):</span> |
| <span class="sd">"""</span> |
| <span class="sd"> Performs a simple value check using Qubole command.</span> |
| <span class="sd"> By default, each value on the first row of this</span> |
| <span class="sd"> Qubole command is compared with a pre-defined value.</span> |
| <span class="sd"> The check fails and errors out if the output of the command</span> |
| <span class="sd"> is not within the permissible limit of expected value.</span> |
| |
| <span class="sd"> :param qubole_conn_id: Connection id which consists of qds auth_token</span> |
| <span class="sd"> :type qubole_conn_id: str</span> |
| |
| <span class="sd"> :param pass_value: Expected value of the query results.</span> |
| <span class="sd"> :type pass_value: str/int/float</span> |
| |
| <span class="sd"> :param tolerance: Defines the permissible pass_value range, for example if</span> |
| <span class="sd"> tolerance is 2, the Qubole command output can be anything between</span> |
| <span class="sd"> -2*pass_value and 2*pass_value, without the operator erring out.</span> |
| |
| <span class="sd"> :type tolerance: int/float</span> |
| |
| |
| <span class="sd"> kwargs:</span> |
| |
| <span class="sd"> Arguments specific to Qubole command can be referred from QuboleOperator docs.</span> |
| |
| <span class="sd"> :results_parser_callable: This is an optional parameter to</span> |
| <span class="sd"> extend the flexibility of parsing the results of Qubole</span> |
| <span class="sd"> command to the users. This is a python callable which</span> |
| <span class="sd"> can hold the logic to parse list of rows returned by Qubole command.</span> |
| <span class="sd"> By default, only the values on first row are used for performing checks.</span> |
| <span class="sd"> This callable should return a list of records on</span> |
| <span class="sd"> which the checks have to be performed.</span> |
| |
| |
| <span class="sd"> .. note:: All fields in common with template fields of</span> |
| <span class="sd"> QuboleOperator and ValueCheckOperator are template-supported.</span> |
| <span class="sd"> """</span> |
| |
| <span class="n">template_fields</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="o">.</span><span class="n">template_fields</span> <span class="o">+</span> <span class="n">ValueCheckOperator</span><span class="o">.</span><span class="n">template_fields</span> |
| <span class="n">template_ext</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="o">.</span><span class="n">template_ext</span> |
| <span class="n">ui_fgcolor</span> <span class="o">=</span> <span class="s1">'#000'</span> |
| |
| <span class="nd">@apply_defaults</span> |
| <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">pass_value</span><span class="p">,</span> <span class="n">tolerance</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">qubole_conn_id</span><span class="o">=</span><span class="s2">"qubole_default"</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> |
| |
| <span class="n">sql</span> <span class="o">=</span> <span class="n">get_sql_from_qbol_cmd</span><span class="p">(</span><span class="n">kwargs</span><span class="p">)</span> |
| <span class="nb">super</span><span class="p">(</span><span class="n">QuboleValueCheckOperator</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span> |
| <span class="n">qubole_conn_id</span><span class="o">=</span><span class="n">qubole_conn_id</span><span class="p">,</span> |
| <span class="n">sql</span><span class="o">=</span><span class="n">sql</span><span class="p">,</span> <span class="n">pass_value</span><span class="o">=</span><span class="n">pass_value</span><span class="p">,</span> <span class="n">tolerance</span><span class="o">=</span><span class="n">tolerance</span><span class="p">,</span> |
| <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">on_failure_callback</span> <span class="o">=</span> <span class="n">QuboleCheckHook</span><span class="o">.</span><span class="n">handle_failure_retry</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">on_retry_callback</span> <span class="o">=</span> <span class="n">QuboleCheckHook</span><span class="o">.</span><span class="n">handle_failure_retry</span> |
| |
| <div class="viewcode-block" id="QuboleValueCheckOperator.execute"><a class="viewcode-back" href="../../../../code.html#airflow.contrib.operators.qubole_check_operator.QuboleValueCheckOperator.execute">[docs]</a> <span class="k">def</span> <span class="nf">execute</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="k">try</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">hook</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_hook</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">)</span> |
| <span class="nb">super</span><span class="p">(</span><span class="n">QuboleValueCheckOperator</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">)</span> |
| <span class="k">except</span> <span class="n">AirflowException</span> <span class="k">as</span> <span class="n">e</span><span class="p">:</span> |
| <span class="n">handle_airflow_exception</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_hook</span><span class="p">())</span></div> |
| |
| <span class="k">def</span> <span class="nf">get_db_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_hook</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">get_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">context</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s1">'hook'</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hook</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">):</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">hook</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">QuboleCheckHook</span><span class="p">(</span><span class="n">context</span><span class="o">=</span><span class="n">context</span><span class="p">,</span> <span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span><span class="p">)</span> |
| |
| <span class="k">def</span> <span class="nf">__getattribute__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span> |
| <span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">QuboleValueCheckOperator</span><span class="o">.</span><span class="n">template_fields</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span><span class="p">:</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">return</span> <span class="s1">''</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="k">return</span> <span class="nb">object</span><span class="o">.</span><span class="fm">__getattribute__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span> |
| |
| <span class="k">def</span> <span class="nf">__setattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span> |
| <span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">QuboleValueCheckOperator</span><span class="o">.</span><span class="n">template_fields</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">kwargs</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">value</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="nb">object</span><span class="o">.</span><span class="fm">__setattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span></div> |
| |
| |
| <span class="k">def</span> <span class="nf">get_sql_from_qbol_cmd</span><span class="p">(</span><span class="n">params</span><span class="p">):</span> |
| <span class="n">sql</span> <span class="o">=</span> <span class="s1">''</span> |
| <span class="k">if</span> <span class="s1">'query'</span> <span class="ow">in</span> <span class="n">params</span><span class="p">:</span> |
| <span class="n">sql</span> <span class="o">=</span> <span class="n">params</span><span class="p">[</span><span class="s1">'query'</span><span class="p">]</span> |
| <span class="k">elif</span> <span class="s1">'sql'</span> <span class="ow">in</span> <span class="n">params</span><span class="p">:</span> |
| <span class="n">sql</span> <span class="o">=</span> <span class="n">params</span><span class="p">[</span><span class="s1">'sql'</span><span class="p">]</span> |
| <span class="k">return</span> <span class="n">sql</span> |
| |
| |
| <span class="k">def</span> <span class="nf">handle_airflow_exception</span><span class="p">(</span><span class="n">airflow_exception</span><span class="p">,</span> <span class="n">hook</span><span class="p">):</span> |
| <span class="n">cmd</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">cmd</span> |
| <span class="k">if</span> <span class="n">cmd</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">cmd</span><span class="o">.</span><span class="n">is_success</span><span class="p">:</span> |
| <span class="n">qubole_command_results</span> <span class="o">=</span> <span class="n">hook</span><span class="o">.</span><span class="n">get_query_results</span><span class="p">()</span> |
| <span class="n">qubole_command_id</span> <span class="o">=</span> <span class="n">cmd</span><span class="o">.</span><span class="n">id</span> |
| <span class="n">exception_message</span> <span class="o">=</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">Qubole Command Id: </span><span class="si">{qubole_command_id}</span><span class="s1">'</span> \ |
| <span class="s1">'</span><span class="se">\n</span><span class="s1">Qubole Command Results:'</span> \ |
| <span class="s1">'</span><span class="se">\n</span><span class="si">{qubole_command_results}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="o">**</span><span class="nb">locals</span><span class="p">())</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">airflow_exception</span><span class="p">)</span> <span class="o">+</span> <span class="n">exception_message</span><span class="p">)</span> |
| <span class="k">raise</span> <span class="n">AirflowException</span><span class="p">(</span><span class="n">airflow_exception</span><span class="o">.</span><span class="n">message</span><span class="p">)</span> |
| </pre></div> |
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