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<section id="spark-session">
<h1>Spark Session<a class="headerlink" href="#spark-session" title="Permalink to this headline">#</a></h1>
<p>The entry point to programming Spark with the Dataset and DataFrame API.
To create a Spark session, you should use <code class="docutils literal notranslate"><span class="pre">SparkSession.builder</span></code> attribute.
See also <a class="reference internal" href="api/pyspark.sql.SparkSession.html#pyspark.sql.SparkSession" title="pyspark.sql.SparkSession"><code class="xref py py-class docutils literal notranslate"><span class="pre">SparkSession</span></code></a>.</p>
<table class="autosummary longtable table autosummary">
<colgroup>
<col style="width: 10%" />
<col style="width: 90%" />
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.active.html#pyspark.sql.SparkSession.active" title="pyspark.sql.SparkSession.active"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.active</span></code></a>()</p></td>
<td><p>Returns the active or default <a class="reference internal" href="api/pyspark.sql.SparkSession.html#pyspark.sql.SparkSession" title="pyspark.sql.SparkSession"><code class="xref py py-class docutils literal notranslate"><span class="pre">SparkSession</span></code></a> for the current thread, returned by the builder.</p></td>
</tr>
</tbody>
</table>
<table class="autosummary longtable table autosummary">
<colgroup>
<col style="width: 10%" />
<col style="width: 90%" />
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.appName.html#pyspark.sql.SparkSession.builder.appName" title="pyspark.sql.SparkSession.builder.appName"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.builder.appName</span></code></a>(name)</p></td>
<td><p>Sets a name for the application, which will be shown in the Spark web UI.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.config.html#pyspark.sql.SparkSession.builder.config" title="pyspark.sql.SparkSession.builder.config"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.builder.config</span></code></a>([key, value, ...])</p></td>
<td><p>Sets a config option.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.enableHiveSupport.html#pyspark.sql.SparkSession.builder.enableHiveSupport" title="pyspark.sql.SparkSession.builder.enableHiveSupport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.builder.enableHiveSupport</span></code></a>()</p></td>
<td><p>Enables Hive support, including connectivity to a persistent Hive metastore, support for Hive SerDes, and Hive user-defined functions.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.getOrCreate.html#pyspark.sql.SparkSession.builder.getOrCreate" title="pyspark.sql.SparkSession.builder.getOrCreate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.builder.getOrCreate</span></code></a>()</p></td>
<td><p>Gets an existing <a class="reference internal" href="api/pyspark.sql.SparkSession.html#pyspark.sql.SparkSession" title="pyspark.sql.SparkSession"><code class="xref py py-class docutils literal notranslate"><span class="pre">SparkSession</span></code></a> or, if there is no existing one, creates a new one based on the options set in this builder.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.master.html#pyspark.sql.SparkSession.builder.master" title="pyspark.sql.SparkSession.builder.master"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.builder.master</span></code></a>(master)</p></td>
<td><p>Sets the Spark master URL to connect to, such as &quot;local&quot; to run locally, &quot;local[4]&quot; to run locally with 4 cores, or &quot;spark://master:7077&quot; to run on a Spark standalone cluster.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.remote.html#pyspark.sql.SparkSession.builder.remote" title="pyspark.sql.SparkSession.builder.remote"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.builder.remote</span></code></a>(url)</p></td>
<td><p>Sets the Spark remote URL to connect to, such as &quot;sc://host:port&quot; to run it via Spark Connect server.</p></td>
</tr>
</tbody>
</table>
<table class="autosummary longtable table autosummary">
<colgroup>
<col style="width: 10%" />
<col style="width: 90%" />
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.catalog.html#pyspark.sql.SparkSession.catalog" title="pyspark.sql.SparkSession.catalog"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.catalog</span></code></a></p></td>
<td><p>Interface through which the user may create, drop, alter or query underlying databases, tables, functions, etc.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.conf.html#pyspark.sql.SparkSession.conf" title="pyspark.sql.SparkSession.conf"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.conf</span></code></a></p></td>
<td><p>Runtime configuration interface for Spark.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.createDataFrame.html#pyspark.sql.SparkSession.createDataFrame" title="pyspark.sql.SparkSession.createDataFrame"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.createDataFrame</span></code></a>(data[, schema, ...])</p></td>
<td><p>Creates a <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> from an <code class="xref py py-class docutils literal notranslate"><span class="pre">RDD</span></code>, a list, a <code class="xref py py-class docutils literal notranslate"><span class="pre">pandas.DataFrame</span></code>, a <code class="xref py py-class docutils literal notranslate"><span class="pre">numpy.ndarray</span></code>, or a <code class="xref py py-class docutils literal notranslate"><span class="pre">pyarrow.Table</span></code>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.dataSource.html#pyspark.sql.SparkSession.dataSource" title="pyspark.sql.SparkSession.dataSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.dataSource</span></code></a></p></td>
<td><p>Returns a <code class="xref py py-class docutils literal notranslate"><span class="pre">DataSourceRegistration</span></code> for data source registration.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.getActiveSession.html#pyspark.sql.SparkSession.getActiveSession" title="pyspark.sql.SparkSession.getActiveSession"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.getActiveSession</span></code></a>()</p></td>
<td><p>Returns the active <a class="reference internal" href="api/pyspark.sql.SparkSession.html#pyspark.sql.SparkSession" title="pyspark.sql.SparkSession"><code class="xref py py-class docutils literal notranslate"><span class="pre">SparkSession</span></code></a> for the current thread, returned by the builder</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.newSession.html#pyspark.sql.SparkSession.newSession" title="pyspark.sql.SparkSession.newSession"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.newSession</span></code></a>()</p></td>
<td><p>Returns a new <a class="reference internal" href="api/pyspark.sql.SparkSession.html#pyspark.sql.SparkSession" title="pyspark.sql.SparkSession"><code class="xref py py-class docutils literal notranslate"><span class="pre">SparkSession</span></code></a> as new session, that has separate SQLConf, registered temporary views and UDFs, but shared <code class="xref py py-class docutils literal notranslate"><span class="pre">SparkContext</span></code> and table cache.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.profile.html#pyspark.sql.SparkSession.profile" title="pyspark.sql.SparkSession.profile"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.profile</span></code></a></p></td>
<td><p>Returns a <code class="xref py py-class docutils literal notranslate"><span class="pre">Profile</span></code> for performance/memory profiling.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.range.html#pyspark.sql.SparkSession.range" title="pyspark.sql.SparkSession.range"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.range</span></code></a>(start[, end, step, ...])</p></td>
<td><p>Create a <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> with single <a class="reference internal" href="api/pyspark.sql.types.LongType.html#pyspark.sql.types.LongType" title="pyspark.sql.types.LongType"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyspark.sql.types.LongType</span></code></a> column named <code class="docutils literal notranslate"><span class="pre">id</span></code>, containing elements in a range from <code class="docutils literal notranslate"><span class="pre">start</span></code> to <code class="docutils literal notranslate"><span class="pre">end</span></code> (exclusive) with step value <code class="docutils literal notranslate"><span class="pre">step</span></code>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.read.html#pyspark.sql.SparkSession.read" title="pyspark.sql.SparkSession.read"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.read</span></code></a></p></td>
<td><p>Returns a <a class="reference internal" href="api/pyspark.sql.DataFrameReader.html#pyspark.sql.DataFrameReader" title="pyspark.sql.DataFrameReader"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrameReader</span></code></a> that can be used to read data in as a <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.readStream.html#pyspark.sql.SparkSession.readStream" title="pyspark.sql.SparkSession.readStream"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.readStream</span></code></a></p></td>
<td><p>Returns a <code class="xref py py-class docutils literal notranslate"><span class="pre">DataStreamReader</span></code> that can be used to read data streams as a streaming <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.sparkContext.html#pyspark.sql.SparkSession.sparkContext" title="pyspark.sql.SparkSession.sparkContext"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.sparkContext</span></code></a></p></td>
<td><p>Returns the underlying <code class="xref py py-class docutils literal notranslate"><span class="pre">SparkContext</span></code>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.sql.html#pyspark.sql.SparkSession.sql" title="pyspark.sql.SparkSession.sql"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.sql</span></code></a>(sqlQuery[, args])</p></td>
<td><p>Returns a <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a> representing the result of the given query.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.stop.html#pyspark.sql.SparkSession.stop" title="pyspark.sql.SparkSession.stop"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.stop</span></code></a>()</p></td>
<td><p>Stop the underlying <code class="xref py py-class docutils literal notranslate"><span class="pre">SparkContext</span></code>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.streams.html#pyspark.sql.SparkSession.streams" title="pyspark.sql.SparkSession.streams"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.streams</span></code></a></p></td>
<td><p>Returns a <code class="xref py py-class docutils literal notranslate"><span class="pre">StreamingQueryManager</span></code> that allows managing all the <code class="xref py py-class docutils literal notranslate"><span class="pre">StreamingQuery</span></code> instances active on <cite>this</cite> context.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.table.html#pyspark.sql.SparkSession.table" title="pyspark.sql.SparkSession.table"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.table</span></code></a>(tableName)</p></td>
<td><p>Returns the specified table as a <a class="reference internal" href="api/pyspark.sql.DataFrame.html#pyspark.sql.DataFrame" title="pyspark.sql.DataFrame"><code class="xref py py-class docutils literal notranslate"><span class="pre">DataFrame</span></code></a>.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.udf.html#pyspark.sql.SparkSession.udf" title="pyspark.sql.SparkSession.udf"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.udf</span></code></a></p></td>
<td><p>Returns a <a class="reference internal" href="api/pyspark.sql.UDFRegistration.html#pyspark.sql.UDFRegistration" title="pyspark.sql.UDFRegistration"><code class="xref py py-class docutils literal notranslate"><span class="pre">UDFRegistration</span></code></a> for UDF registration.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.udtf.html#pyspark.sql.SparkSession.udtf" title="pyspark.sql.SparkSession.udtf"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.udtf</span></code></a></p></td>
<td><p>Returns a <a class="reference internal" href="api/pyspark.sql.UDTFRegistration.html#pyspark.sql.UDTFRegistration" title="pyspark.sql.UDTFRegistration"><code class="xref py py-class docutils literal notranslate"><span class="pre">UDTFRegistration</span></code></a> for UDTF registration.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.version.html#pyspark.sql.SparkSession.version" title="pyspark.sql.SparkSession.version"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.version</span></code></a></p></td>
<td><p>The version of Spark on which this application is running.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.is_remote.html#pyspark.sql.is_remote" title="pyspark.sql.is_remote"><code class="xref py py-obj docutils literal notranslate"><span class="pre">is_remote</span></code></a>()</p></td>
<td><p>Returns if the current running environment is for Spark Connect.</p></td>
</tr>
</tbody>
</table>
<section id="spark-connect-only">
<h2>Spark Connect Only<a class="headerlink" href="#spark-connect-only" title="Permalink to this headline">#</a></h2>
<table class="autosummary longtable table autosummary">
<colgroup>
<col style="width: 10%" />
<col style="width: 90%" />
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.builder.create.html#pyspark.sql.SparkSession.builder.create" title="pyspark.sql.SparkSession.builder.create"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.builder.create</span></code></a>()</p></td>
<td><p>Creates a new SparkSession.</p></td>
</tr>
</tbody>
</table>
<table class="autosummary longtable table autosummary">
<colgroup>
<col style="width: 10%" />
<col style="width: 90%" />
</colgroup>
<tbody>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.addArtifact.html#pyspark.sql.SparkSession.addArtifact" title="pyspark.sql.SparkSession.addArtifact"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.addArtifact</span></code></a>(*path[, pyfile, ...])</p></td>
<td><p>Add artifact(s) to the client session.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.addArtifacts.html#pyspark.sql.SparkSession.addArtifacts" title="pyspark.sql.SparkSession.addArtifacts"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.addArtifacts</span></code></a>(*path[, pyfile, ...])</p></td>
<td><p>Add artifact(s) to the client session.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.addTag.html#pyspark.sql.SparkSession.addTag" title="pyspark.sql.SparkSession.addTag"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.addTag</span></code></a>(tag)</p></td>
<td><p>Add a tag to be assigned to all the operations started by this thread in this session.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.clearProgressHandlers.html#pyspark.sql.SparkSession.clearProgressHandlers" title="pyspark.sql.SparkSession.clearProgressHandlers"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.clearProgressHandlers</span></code></a>()</p></td>
<td><p>Clear all registered progress handlers.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.clearTags.html#pyspark.sql.SparkSession.clearTags" title="pyspark.sql.SparkSession.clearTags"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.clearTags</span></code></a>()</p></td>
<td><p>Clear the current thread's operation tags.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.client.html#pyspark.sql.SparkSession.client" title="pyspark.sql.SparkSession.client"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.client</span></code></a></p></td>
<td><p>Gives access to the Spark Connect client.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.copyFromLocalToFs.html#pyspark.sql.SparkSession.copyFromLocalToFs" title="pyspark.sql.SparkSession.copyFromLocalToFs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.copyFromLocalToFs</span></code></a>(local_path, ...)</p></td>
<td><p>Copy file from local to cloud storage file system.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.getTags.html#pyspark.sql.SparkSession.getTags" title="pyspark.sql.SparkSession.getTags"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.getTags</span></code></a>()</p></td>
<td><p>Get the tags that are currently set to be assigned to all the operations started by this thread.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.interruptAll.html#pyspark.sql.SparkSession.interruptAll" title="pyspark.sql.SparkSession.interruptAll"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.interruptAll</span></code></a>()</p></td>
<td><p>Interrupt all operations of this session currently running on the connected server.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.interruptOperation.html#pyspark.sql.SparkSession.interruptOperation" title="pyspark.sql.SparkSession.interruptOperation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.interruptOperation</span></code></a>(op_id)</p></td>
<td><p>Interrupt an operation of this session with the given operationId.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.interruptTag.html#pyspark.sql.SparkSession.interruptTag" title="pyspark.sql.SparkSession.interruptTag"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.interruptTag</span></code></a>(tag)</p></td>
<td><p>Interrupt all operations of this session with the given operation tag.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.registerProgressHandler.html#pyspark.sql.SparkSession.registerProgressHandler" title="pyspark.sql.SparkSession.registerProgressHandler"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.registerProgressHandler</span></code></a>(handler)</p></td>
<td><p>Register a progress handler to be called when a progress update is received from the server.</p></td>
</tr>
<tr class="row-odd"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.removeProgressHandler.html#pyspark.sql.SparkSession.removeProgressHandler" title="pyspark.sql.SparkSession.removeProgressHandler"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.removeProgressHandler</span></code></a>(handler)</p></td>
<td><p>Remove a progress handler that was previously registered.</p></td>
</tr>
<tr class="row-even"><td><p><a class="reference internal" href="api/pyspark.sql.SparkSession.removeTag.html#pyspark.sql.SparkSession.removeTag" title="pyspark.sql.SparkSession.removeTag"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SparkSession.removeTag</span></code></a>(tag)</p></td>
<td><p>Remove a tag previously added to be assigned to all the operations started by this thread in this session.</p></td>
</tr>
</tbody>
</table>
</section>
</section>
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