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<li class="breadcrumb-item"><a href="index.html">Qubole Operators</a></li>
<li class="breadcrumb-item"><a href="qubole.html"> Qubole</a></li>
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<blockquote>
<div></div></blockquote>
<div class="section" id="qubole">
<h1>Qubole<a class="headerlink" href="#qubole" title="Permalink to this headline"></a></h1>
<p><a class="reference external" href="https://www.qubole.com/">Qubole</a> is an open, simple, and secure data lake platform for machine learning, streaming and adhoc analytics.
Qubole delivers a Self-Service Platform for Big Data Analytics built on Amazon Web Services, Microsoft and Google Clouds.</p>
<p>Airflow provides operators to execute tasks (commands) on QDS and perform checks against Qubole Commands.
Also, there are provided sensors that waits for a file, folder or partition to be present in cloud storage and check for its presence via QDS APIs</p>
<div class="section" id="prerequisite-tasks">
<h2>Prerequisite Tasks<a class="headerlink" href="#prerequisite-tasks" title="Permalink to this headline"></a></h2>
</div>
<div class="section" id="execute-tasks">
<span id="howto-operator-quboleoperator"></span><h2>Execute tasks<a class="headerlink" href="#execute-tasks" title="Permalink to this headline"></a></h2>
<p>To run following commands use
<a class="reference internal" href="../_api/airflow/providers/qubole/operators/qubole/index.html#airflow.providers.qubole.operators.qubole.QuboleOperator" title="airflow.providers.qubole.operators.qubole.QuboleOperator"><code class="xref py py-class docutils literal notranslate"><span class="pre">QuboleOperator</span></code></a>.</p>
<div class="section" id="run-hive-command">
<h3>Run Hive command<a class="headerlink" href="#run-hive-command" title="Permalink to this headline"></a></h3>
<p>To run query that shows all tables you can use</p>
<div class="example-block-wrapper docutils container">
<p class="example-header example-header--with-button"><span class="example-title">airflow/providers/qubole/example_dags/example_qubole.py</span><a class="example-header-button viewcode-button reference internal" href="https://github.com/apache/airflow/tree/providers-qubole/2.0.1/airflow/providers/qubole/example_dags/example_qubole.py" target="_blank"><span class="viewcode-link">[source]</span></a></p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">hive_show_table</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="p">(</span>
<span class="n">task_id</span><span class="o">=</span><span class="s1">&#39;hive_show_table&#39;</span><span class="p">,</span>
<span class="n">command_type</span><span class="o">=</span><span class="s1">&#39;hivecmd&#39;</span><span class="p">,</span>
<span class="n">query</span><span class="o">=</span><span class="s1">&#39;show tables&#39;</span><span class="p">,</span>
<span class="n">cluster_label</span><span class="o">=</span><span class="s1">&#39;{{ params.cluster_label }}&#39;</span><span class="p">,</span>
<span class="n">fetch_logs</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
<span class="c1"># If `fetch_logs`=true, will fetch qubole command logs and concatenate</span>
<span class="c1"># them into corresponding airflow task logs</span>
<span class="n">tags</span><span class="o">=</span><span class="s1">&#39;airflow_example_run&#39;</span><span class="p">,</span>
<span class="c1"># To attach tags to qubole command, auto attach 3 tags - dag_id, task_id, run_id</span>
<span class="n">params</span><span class="o">=</span><span class="p">{</span>
<span class="s1">&#39;cluster_label&#39;</span><span class="p">:</span> <span class="s1">&#39;default&#39;</span><span class="p">,</span>
<span class="p">},</span>
<span class="p">)</span>
</pre></div>
</div>
</div>
<p>Also you can run script that locates in the bucket by passing path to query file</p>
<div class="example-block-wrapper docutils container">
<p class="example-header example-header--with-button"><span class="example-title">airflow/providers/qubole/example_dags/example_qubole.py</span><a class="example-header-button viewcode-button reference internal" href="https://github.com/apache/airflow/tree/providers-qubole/2.0.1/airflow/providers/qubole/example_dags/example_qubole.py" target="_blank"><span class="viewcode-link">[source]</span></a></p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">hive_s3_location</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="p">(</span>
<span class="n">task_id</span><span class="o">=</span><span class="s1">&#39;hive_s3_location&#39;</span><span class="p">,</span>
<span class="n">command_type</span><span class="o">=</span><span class="s2">&quot;hivecmd&quot;</span><span class="p">,</span>
<span class="n">script_location</span><span class="o">=</span><span class="s2">&quot;s3n://public-qubole/qbol-library/scripts/show_table.hql&quot;</span><span class="p">,</span>
<span class="n">notify</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
<span class="n">tags</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;tag1&#39;</span><span class="p">,</span> <span class="s1">&#39;tag2&#39;</span><span class="p">],</span>
<span class="c1"># If the script at s3 location has any qubole specific macros to be replaced</span>
<span class="c1"># macros=&#39;[{&quot;date&quot;: &quot;{{ ds }}&quot;}, {&quot;name&quot; : &quot;abc&quot;}]&#39;,</span>
<span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="run-hadoop-command">
<h3>Run Hadoop command<a class="headerlink" href="#run-hadoop-command" title="Permalink to this headline"></a></h3>
<p>To run jar file in your Hadoop cluster use</p>
<div class="example-block-wrapper docutils container">
<p class="example-header example-header--with-button"><span class="example-title">airflow/providers/qubole/example_dags/example_qubole.py</span><a class="example-header-button viewcode-button reference internal" href="https://github.com/apache/airflow/tree/providers-qubole/2.0.1/airflow/providers/qubole/example_dags/example_qubole.py" target="_blank"><span class="viewcode-link">[source]</span></a></p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">hadoop_jar_cmd</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="p">(</span>
<span class="n">task_id</span><span class="o">=</span><span class="s1">&#39;hadoop_jar_cmd&#39;</span><span class="p">,</span>
<span class="n">command_type</span><span class="o">=</span><span class="s1">&#39;hadoopcmd&#39;</span><span class="p">,</span>
<span class="n">sub_command</span><span class="o">=</span><span class="s1">&#39;jar s3://paid-qubole/HadoopAPIExamples/&#39;</span>
<span class="s1">&#39;jars/hadoop-0.20.1-dev-streaming.jar &#39;</span>
<span class="s1">&#39;-mapper wc &#39;</span>
<span class="s1">&#39;-numReduceTasks 0 -input s3://paid-qubole/HadoopAPITests/&#39;</span>
<span class="s1">&#39;data/3.tsv -output &#39;</span>
<span class="s1">&#39;s3://paid-qubole/HadoopAPITests/data/3_wc&#39;</span><span class="p">,</span>
<span class="n">cluster_label</span><span class="o">=</span><span class="s1">&#39;{{ params.cluster_label }}&#39;</span><span class="p">,</span>
<span class="n">fetch_logs</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
<span class="n">params</span><span class="o">=</span><span class="p">{</span>
<span class="s1">&#39;cluster_label&#39;</span><span class="p">:</span> <span class="s1">&#39;default&#39;</span><span class="p">,</span>
<span class="p">},</span>
<span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="run-pig-command">
<h3>Run Pig command<a class="headerlink" href="#run-pig-command" title="Permalink to this headline"></a></h3>
<p>To run script script in <em>Pig Latin</em> in your Hadoop cluster use</p>
<div class="example-block-wrapper docutils container">
<p class="example-header example-header--with-button"><span class="example-title">airflow/providers/qubole/example_dags/example_qubole.py</span><a class="example-header-button viewcode-button reference internal" href="https://github.com/apache/airflow/tree/providers-qubole/2.0.1/airflow/providers/qubole/example_dags/example_qubole.py" target="_blank"><span class="viewcode-link">[source]</span></a></p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">pig_cmd</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="p">(</span>
<span class="n">task_id</span><span class="o">=</span><span class="s1">&#39;pig_cmd&#39;</span><span class="p">,</span>
<span class="n">command_type</span><span class="o">=</span><span class="s2">&quot;pigcmd&quot;</span><span class="p">,</span>
<span class="n">script_location</span><span class="o">=</span><span class="s2">&quot;s3://public-qubole/qbol-library/scripts/script1-hadoop-s3-small.pig&quot;</span><span class="p">,</span>
<span class="n">parameters</span><span class="o">=</span><span class="s2">&quot;key1=value1 key2=value2&quot;</span><span class="p">,</span>
<span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="run-shell-command">
<h3>Run Shell command<a class="headerlink" href="#run-shell-command" title="Permalink to this headline"></a></h3>
<p>To run Shell-script script use</p>
<div class="example-block-wrapper docutils container">
<p class="example-header example-header--with-button"><span class="example-title">airflow/providers/qubole/example_dags/example_qubole.py</span><a class="example-header-button viewcode-button reference internal" href="https://github.com/apache/airflow/tree/providers-qubole/2.0.1/airflow/providers/qubole/example_dags/example_qubole.py" target="_blank"><span class="viewcode-link">[source]</span></a></p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">shell_cmd</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="p">(</span>
<span class="n">task_id</span><span class="o">=</span><span class="s1">&#39;shell_cmd&#39;</span><span class="p">,</span>
<span class="n">command_type</span><span class="o">=</span><span class="s2">&quot;shellcmd&quot;</span><span class="p">,</span>
<span class="n">script_location</span><span class="o">=</span><span class="s2">&quot;s3://public-qubole/qbol-library/scripts/shellx.sh&quot;</span><span class="p">,</span>
<span class="n">parameters</span><span class="o">=</span><span class="s2">&quot;param1 param2&quot;</span><span class="p">,</span>
<span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="run-presto-command">
<h3>Run Presto command<a class="headerlink" href="#run-presto-command" title="Permalink to this headline"></a></h3>
<p>To run query using Presto use</p>
<div class="example-block-wrapper docutils container">
<p class="example-header example-header--with-button"><span class="example-title">airflow/providers/qubole/example_dags/example_qubole.py</span><a class="example-header-button viewcode-button reference internal" href="https://github.com/apache/airflow/tree/providers-qubole/2.0.1/airflow/providers/qubole/example_dags/example_qubole.py" target="_blank"><span class="viewcode-link">[source]</span></a></p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">presto_cmd</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="p">(</span><span class="n">task_id</span><span class="o">=</span><span class="s1">&#39;presto_cmd&#39;</span><span class="p">,</span> <span class="n">command_type</span><span class="o">=</span><span class="s1">&#39;prestocmd&#39;</span><span class="p">,</span> <span class="n">query</span><span class="o">=</span><span class="s1">&#39;show tables&#39;</span><span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="run-db-commands">
<h3>Run DB commands<a class="headerlink" href="#run-db-commands" title="Permalink to this headline"></a></h3>
<p>To run query as <a class="reference external" href="https://docs.qubole.com/en/latest/rest-api/dbtap_api/index.html">DbTap</a> use</p>
<div class="example-block-wrapper docutils container">
<p class="example-header example-header--with-button"><span class="example-title">airflow/providers/qubole/example_dags/example_qubole.py</span><a class="example-header-button viewcode-button reference internal" href="https://github.com/apache/airflow/tree/providers-qubole/2.0.1/airflow/providers/qubole/example_dags/example_qubole.py" target="_blank"><span class="viewcode-link">[source]</span></a></p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">db_query</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="p">(</span>
<span class="n">task_id</span><span class="o">=</span><span class="s1">&#39;db_query&#39;</span><span class="p">,</span> <span class="n">command_type</span><span class="o">=</span><span class="s1">&#39;dbtapquerycmd&#39;</span><span class="p">,</span> <span class="n">query</span><span class="o">=</span><span class="s1">&#39;show tables&#39;</span><span class="p">,</span> <span class="n">db_tap_id</span><span class="o">=</span><span class="mi">2064</span>
<span class="p">)</span>
</pre></div>
</div>
</div>
<p>To run DB export command use</p>
<div class="example-block-wrapper docutils container">
<p class="example-header example-header--with-button"><span class="example-title">airflow/providers/qubole/example_dags/example_qubole.py</span><a class="example-header-button viewcode-button reference internal" href="https://github.com/apache/airflow/tree/providers-qubole/2.0.1/airflow/providers/qubole/example_dags/example_qubole.py" target="_blank"><span class="viewcode-link">[source]</span></a></p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">db_export</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="p">(</span>
<span class="n">task_id</span><span class="o">=</span><span class="s1">&#39;db_export&#39;</span><span class="p">,</span>
<span class="n">command_type</span><span class="o">=</span><span class="s1">&#39;dbexportcmd&#39;</span><span class="p">,</span>
<span class="n">mode</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
<span class="n">hive_table</span><span class="o">=</span><span class="s1">&#39;default_qubole_airline_origin_destination&#39;</span><span class="p">,</span>
<span class="n">db_table</span><span class="o">=</span><span class="s1">&#39;exported_airline_origin_destination&#39;</span><span class="p">,</span>
<span class="n">partition_spec</span><span class="o">=</span><span class="s1">&#39;dt=20110104-02&#39;</span><span class="p">,</span>
<span class="n">dbtap_id</span><span class="o">=</span><span class="mi">2064</span><span class="p">,</span>
<span class="p">)</span>
</pre></div>
</div>
</div>
<p>To run DB import command use</p>
<div class="example-block-wrapper docutils container">
<p class="example-header example-header--with-button"><span class="example-title">airflow/providers/qubole/example_dags/example_qubole.py</span><a class="example-header-button viewcode-button reference internal" href="https://github.com/apache/airflow/tree/providers-qubole/2.0.1/airflow/providers/qubole/example_dags/example_qubole.py" target="_blank"><span class="viewcode-link">[source]</span></a></p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">db_import</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="p">(</span>
<span class="n">task_id</span><span class="o">=</span><span class="s1">&#39;db_import&#39;</span><span class="p">,</span>
<span class="n">command_type</span><span class="o">=</span><span class="s1">&#39;dbimportcmd&#39;</span><span class="p">,</span>
<span class="n">mode</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span>
<span class="n">hive_table</span><span class="o">=</span><span class="s1">&#39;default_qubole_airline_origin_destination&#39;</span><span class="p">,</span>
<span class="n">db_table</span><span class="o">=</span><span class="s1">&#39;exported_airline_origin_destination&#39;</span><span class="p">,</span>
<span class="n">where_clause</span><span class="o">=</span><span class="s1">&#39;id &lt; 10&#39;</span><span class="p">,</span>
<span class="n">parallelism</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
<span class="n">dbtap_id</span><span class="o">=</span><span class="mi">2064</span><span class="p">,</span>
<span class="p">)</span>
</pre></div>
</div>
</div>
</div>
<div class="section" id="run-spark-commands">
<h3>Run Spark commands<a class="headerlink" href="#run-spark-commands" title="Permalink to this headline"></a></h3>
<p>To run Scala script as a Spark job use</p>
<div class="example-block-wrapper docutils container">
<p class="example-header example-header--with-button"><span class="example-title">airflow/providers/qubole/example_dags/example_qubole.py</span><a class="example-header-button viewcode-button reference internal" href="https://github.com/apache/airflow/tree/providers-qubole/2.0.1/airflow/providers/qubole/example_dags/example_qubole.py" target="_blank"><span class="viewcode-link">[source]</span></a></p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">prog</span> <span class="o">=</span> <span class="s1">&#39;&#39;&#39;</span>
<span class="s1">import scala.math.random</span>
<span class="s1">import org.apache.spark._</span>
<span class="s1">/** Computes an approximation to pi */</span>
<span class="s1">object SparkPi {</span>
<span class="s1"> def main(args: Array[String]) {</span>
<span class="s1"> val conf = new SparkConf().setAppName(&quot;Spark Pi&quot;)</span>
<span class="s1"> val spark = new SparkContext(conf)</span>
<span class="s1"> val slices = if (args.length &gt; 0) args(0).toInt else 2</span>
<span class="s1"> val n = math.min(100000L * slices, Int.MaxValue).toInt // avoid overflow</span>
<span class="s1"> val count = spark.parallelize(1 until n, slices).map { i =&gt;</span>
<span class="s1"> val x = random * 2 - 1</span>
<span class="s1"> val y = random * 2 - 1</span>
<span class="s1"> if (x*x + y*y &lt; 1) 1 else 0</span>
<span class="s1"> }.reduce(_ + _)</span>
<span class="s1"> println(&quot;Pi is roughly &quot; + 4.0 * count / n)</span>
<span class="s1"> spark.stop()</span>
<span class="s1"> }</span>
<span class="s1">}</span>
<span class="s1">&#39;&#39;&#39;</span>
<span class="n">spark_cmd</span> <span class="o">=</span> <span class="n">QuboleOperator</span><span class="p">(</span>
<span class="n">task_id</span><span class="o">=</span><span class="s1">&#39;spark_cmd&#39;</span><span class="p">,</span>
<span class="n">command_type</span><span class="o">=</span><span class="s2">&quot;sparkcmd&quot;</span><span class="p">,</span>
<span class="n">program</span><span class="o">=</span><span class="n">prog</span><span class="p">,</span>
<span class="n">language</span><span class="o">=</span><span class="s1">&#39;scala&#39;</span><span class="p">,</span>
<span class="n">arguments</span><span class="o">=</span><span class="s1">&#39;--class SparkPi&#39;</span><span class="p">,</span>
<span class="n">tags</span><span class="o">=</span><span class="s1">&#39;airflow_example_run&#39;</span><span class="p">,</span>
<span class="p">)</span>
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="file-sensor">
<span id="howto-operator-qubolefilesensor"></span><h2>File sensor<a class="headerlink" href="#file-sensor" title="Permalink to this headline"></a></h2>
<p>Usage examples of
<a class="reference internal" href="../_api/airflow/providers/qubole/sensors/qubole/index.html#airflow.providers.qubole.sensors.qubole.QuboleFileSensor" title="airflow.providers.qubole.sensors.qubole.QuboleFileSensor"><code class="xref py py-class docutils literal notranslate"><span class="pre">QuboleFileSensor</span></code></a>.</p>
<div class="section" id="file-or-directory-existence">
<h3>File or directory existence<a class="headerlink" href="#file-or-directory-existence" title="Permalink to this headline"></a></h3>
<p>To wait for file or directory existence in cluster use</p>
<div class="example-block-wrapper docutils container">
<p class="example-header example-header--with-button"><span class="example-title">airflow/providers/qubole/example_dags/example_qubole.py</span><a class="example-header-button viewcode-button reference internal" href="https://github.com/apache/airflow/tree/providers-qubole/2.0.1/airflow/providers/qubole/example_dags/example_qubole.py" target="_blank"><span class="viewcode-link">[source]</span></a></p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">check_s3_file</span> <span class="o">=</span> <span class="n">QuboleFileSensor</span><span class="p">(</span>
<span class="n">task_id</span><span class="o">=</span><span class="s1">&#39;check_s3_file&#39;</span><span class="p">,</span>
<span class="n">poke_interval</span><span class="o">=</span><span class="mi">60</span><span class="p">,</span>
<span class="n">timeout</span><span class="o">=</span><span class="mi">600</span><span class="p">,</span>
<span class="n">data</span><span class="o">=</span><span class="p">{</span>
<span class="s2">&quot;files&quot;</span><span class="p">:</span> <span class="p">[</span>
<span class="s2">&quot;s3://paid-qubole/HadoopAPIExamples/jars/hadoop-0.20.1-dev-streaming.jar&quot;</span><span class="p">,</span>
<span class="s2">&quot;s3://paid-qubole/HadoopAPITests/data/{{ ds.split(&#39;-&#39;)[2] }}.tsv&quot;</span><span class="p">,</span>
<span class="p">]</span> <span class="c1"># will check for availability of all the files in array</span>
<span class="p">},</span>
<span class="p">)</span>
</pre></div>
</div>
</div>
</div>
</div>
<div class="section" id="partition-sensor">
<span id="howto-operator-qubolepartitionsensor"></span><h2>Partition sensor<a class="headerlink" href="#partition-sensor" title="Permalink to this headline"></a></h2>
<p>Usage examples of
<a class="reference internal" href="../_api/airflow/providers/qubole/sensors/qubole/index.html#airflow.providers.qubole.sensors.qubole.QubolePartitionSensor" title="airflow.providers.qubole.sensors.qubole.QubolePartitionSensor"><code class="xref py py-class docutils literal notranslate"><span class="pre">QubolePartitionSensor</span></code></a>.</p>
<div class="section" id="partition-existence">
<h3>Partition existence<a class="headerlink" href="#partition-existence" title="Permalink to this headline"></a></h3>
<p>To wait for table partition existence in cluster use</p>
<div class="example-block-wrapper docutils container">
<p class="example-header example-header--with-button"><span class="example-title">airflow/providers/qubole/example_dags/example_qubole.py</span><a class="example-header-button viewcode-button reference internal" href="https://github.com/apache/airflow/tree/providers-qubole/2.0.1/airflow/providers/qubole/example_dags/example_qubole.py" target="_blank"><span class="viewcode-link">[source]</span></a></p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">check_hive_partition</span> <span class="o">=</span> <span class="n">QubolePartitionSensor</span><span class="p">(</span>
<span class="n">task_id</span><span class="o">=</span><span class="s1">&#39;check_hive_partition&#39;</span><span class="p">,</span>
<span class="n">poke_interval</span><span class="o">=</span><span class="mi">10</span><span class="p">,</span>
<span class="n">timeout</span><span class="o">=</span><span class="mi">60</span><span class="p">,</span>
<span class="n">data</span><span class="o">=</span><span class="p">{</span>
<span class="s2">&quot;schema&quot;</span><span class="p">:</span> <span class="s2">&quot;default&quot;</span><span class="p">,</span>
<span class="s2">&quot;table&quot;</span><span class="p">:</span> <span class="s2">&quot;my_partitioned_table&quot;</span><span class="p">,</span>
<span class="s2">&quot;columns&quot;</span><span class="p">:</span> <span class="p">[</span>
<span class="p">{</span><span class="s2">&quot;column&quot;</span><span class="p">:</span> <span class="s2">&quot;month&quot;</span><span class="p">,</span> <span class="s2">&quot;values&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;{{ ds.split(&#39;-&#39;)[1] }}&quot;</span><span class="p">]},</span>
<span class="p">{</span><span class="s2">&quot;column&quot;</span><span class="p">:</span> <span class="s2">&quot;day&quot;</span><span class="p">,</span> <span class="s2">&quot;values&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;{{ ds.split(&#39;-&#39;)[2] }}&quot;</span><span class="p">,</span> <span class="s2">&quot;{{ yesterday_ds.split(&#39;-&#39;)[2] }}&quot;</span><span class="p">]},</span>
<span class="p">],</span> <span class="c1"># will check for partitions like [month=12/day=12,month=12/day=13]</span>
<span class="p">},</span>
<span class="p">)</span>
</pre></div>
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<h2>Reference<a class="headerlink" href="#reference" title="Permalink to this headline"></a></h2>
<p>For further information, look at:</p>
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<li><p><a class="reference external" href="https://github.com/qubole/qds-sdk-py">Qubole Data Service Python SDK</a></p></li>
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