| |
| <!DOCTYPE html> |
| |
| <html> |
| <head> |
| <meta charset="utf-8" /> |
| <title>pyspark.sql.streaming.DataStreamWriter.toTable — PySpark 3.3.4 documentation</title> |
| |
| <link rel="stylesheet" href="../../../_static/css/index.73d71520a4ca3b99cfee5594769eaaae.css"> |
| |
| |
| <link rel="stylesheet" |
| href="../../../_static/vendor/fontawesome/5.13.0/css/all.min.css"> |
| <link rel="preload" as="font" type="font/woff2" crossorigin |
| href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-solid-900.woff2"> |
| <link rel="preload" as="font" type="font/woff2" crossorigin |
| href="../../../_static/vendor/fontawesome/5.13.0/webfonts/fa-brands-400.woff2"> |
| |
| |
| |
| <link rel="stylesheet" |
| href="../../../_static/vendor/open-sans_all/1.44.1/index.css"> |
| <link rel="stylesheet" |
| href="../../../_static/vendor/lato_latin-ext/1.44.1/index.css"> |
| |
| |
| <link rel="stylesheet" href="../../../_static/basic.css" type="text/css" /> |
| <link rel="stylesheet" href="../../../_static/pygments.css" type="text/css" /> |
| <link rel="stylesheet" type="text/css" href="../../../_static/copybutton.css" /> |
| <link rel="stylesheet" type="text/css" href="../../../_static/css/pyspark.css" /> |
| |
| <link rel="preload" as="script" href="../../../_static/js/index.3da636dd464baa7582d2.js"> |
| |
| <script id="documentation_options" data-url_root="../../../" src="../../../_static/documentation_options.js"></script> |
| <script src="../../../_static/jquery.js"></script> |
| <script src="../../../_static/underscore.js"></script> |
| <script src="../../../_static/doctools.js"></script> |
| <script src="../../../_static/language_data.js"></script> |
| <script src="../../../_static/clipboard.min.js"></script> |
| <script src="../../../_static/copybutton.js"></script> |
| <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script> |
| <script async="async" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS-MML_HTMLorMML"></script> |
| <script type="text/x-mathjax-config">MathJax.Hub.Config({"tex2jax": {"inlineMath": [["$", "$"], ["\\(", "\\)"]], "processEscapes": true, "ignoreClass": "document", "processClass": "math|output_area"}})</script> |
| <link rel="canonical" href="https://spark.apache.org/docs/latest/api/python/reference/pyspark.ss/api/pyspark.sql.streaming.DataStreamWriter.toTable.html" /> |
| <link rel="search" title="Search" href="../../../search.html" /> |
| <link rel="next" title="pyspark.sql.streaming.DataStreamWriter.trigger" href="pyspark.sql.streaming.DataStreamWriter.trigger.html" /> |
| <link rel="prev" title="pyspark.sql.streaming.DataStreamWriter.start" href="pyspark.sql.streaming.DataStreamWriter.start.html" /> |
| <meta name="viewport" content="width=device-width, initial-scale=1" /> |
| <meta name="docsearch:language" content="en" /> |
| </head> |
| <body data-spy="scroll" data-target="#bd-toc-nav" data-offset="80"> |
| |
| <nav class="navbar navbar-light navbar-expand-lg bg-light fixed-top bd-navbar" id="navbar-main"> |
| <div class="container-xl"> |
| |
| <a class="navbar-brand" href="../../../index.html"> |
| |
| <img src="../../../_static/spark-logo-reverse.png" class="logo" alt="logo" /> |
| |
| </a> |
| <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbar-menu" aria-controls="navbar-menu" aria-expanded="false" aria-label="Toggle navigation"> |
| <span class="navbar-toggler-icon"></span> |
| </button> |
| |
| <div id="navbar-menu" class="col-lg-9 collapse navbar-collapse"> |
| <ul id="navbar-main-elements" class="navbar-nav mr-auto"> |
| |
| |
| <li class="nav-item "> |
| <a class="nav-link" href="../../../getting_started/index.html">Getting Started</a> |
| </li> |
| |
| <li class="nav-item "> |
| <a class="nav-link" href="../../../user_guide/index.html">User Guide</a> |
| </li> |
| |
| <li class="nav-item active"> |
| <a class="nav-link" href="../../index.html">API Reference</a> |
| </li> |
| |
| <li class="nav-item "> |
| <a class="nav-link" href="../../../development/index.html">Development</a> |
| </li> |
| |
| <li class="nav-item "> |
| <a class="nav-link" href="../../../migration_guide/index.html">Migration Guide</a> |
| </li> |
| |
| |
| </ul> |
| |
| |
| |
| |
| <ul class="navbar-nav"> |
| |
| |
| </ul> |
| </div> |
| </div> |
| </nav> |
| |
| |
| <div class="container-xl"> |
| <div class="row"> |
| |
| <div class="col-12 col-md-3 bd-sidebar"><form class="bd-search d-flex align-items-center" action="../../../search.html" method="get"> |
| <i class="icon fas fa-search"></i> |
| <input type="search" class="form-control" name="q" id="search-input" placeholder="Search the docs ..." aria-label="Search the docs ..." autocomplete="off" > |
| </form> |
| <nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation"> |
| |
| <div class="bd-toc-item active"> |
| |
| |
| <ul class="nav bd-sidenav"> |
| |
| |
| |
| |
| |
| |
| |
| |
| <li class=""> |
| <a href="../../pyspark.sql/index.html">Spark SQL</a> |
| </li> |
| |
| |
| |
| <li class=""> |
| <a href="../../pyspark.pandas/index.html">Pandas API on Spark</a> |
| </li> |
| |
| |
| |
| |
| <li class="active"> |
| <a href="../index.html">Structured Streaming</a> |
| <ul> |
| |
| <li class=""> |
| <a href="../core_classes.html">Core Classes</a> |
| </li> |
| |
| <li class="active"> |
| <a href="../io.html">Input/Output</a> |
| </li> |
| |
| <li class=""> |
| <a href="../query_management.html">Query Management</a> |
| </li> |
| |
| </ul> |
| </li> |
| |
| |
| |
| <li class=""> |
| <a href="../../pyspark.ml.html">MLlib (DataFrame-based)</a> |
| </li> |
| |
| |
| |
| <li class=""> |
| <a href="../../pyspark.streaming.html">Spark Streaming</a> |
| </li> |
| |
| |
| |
| <li class=""> |
| <a href="../../pyspark.mllib.html">MLlib (RDD-based)</a> |
| </li> |
| |
| |
| |
| <li class=""> |
| <a href="../../pyspark.html">Spark Core</a> |
| </li> |
| |
| |
| |
| <li class=""> |
| <a href="../../pyspark.resource.html">Resource Management</a> |
| </li> |
| |
| |
| |
| |
| |
| |
| |
| |
| </ul> |
| |
| </nav> |
| </div> |
| |
| |
| |
| <div class="d-none d-xl-block col-xl-2 bd-toc"> |
| |
| |
| <nav id="bd-toc-nav"> |
| <ul class="nav section-nav flex-column"> |
| |
| </ul> |
| </nav> |
| |
| |
| |
| </div> |
| |
| |
| |
| <main class="col-12 col-md-9 col-xl-7 py-md-5 pl-md-5 pr-md-4 bd-content" role="main"> |
| |
| <div> |
| |
| <div class="section" id="pyspark-sql-streaming-datastreamwriter-totable"> |
| <h1>pyspark.sql.streaming.DataStreamWriter.toTable<a class="headerlink" href="#pyspark-sql-streaming-datastreamwriter-totable" title="Permalink to this headline">¶</a></h1> |
| <dl class="py method"> |
| <dt id="pyspark.sql.streaming.DataStreamWriter.toTable"> |
| <code class="sig-prename descclassname">DataStreamWriter.</code><code class="sig-name descname">toTable</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">tableName</span><span class="p">:</span> <span class="n">str</span></em>, <em class="sig-param"><span class="n">format</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>str<span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">outputMode</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>str<span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">partitionBy</span><span class="p">:</span> <span class="n">Union[str, List[str], None]</span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="n">queryName</span><span class="p">:</span> <span class="n">Optional<span class="p">[</span>str<span class="p">]</span></span> <span class="o">=</span> <span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">options</span><span class="p">:</span> <span class="n">OptionalPrimitiveType</span></em><span class="sig-paren">)</span> → <a class="reference internal" href="pyspark.sql.streaming.StreamingQuery.html#pyspark.sql.streaming.StreamingQuery" title="pyspark.sql.streaming.StreamingQuery">pyspark.sql.streaming.StreamingQuery</a><a class="reference internal" href="../../../_modules/pyspark/sql/streaming.html#DataStreamWriter.toTable"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyspark.sql.streaming.DataStreamWriter.toTable" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Starts the execution of the streaming query, which will continually output results to the |
| given table as new data arrives.</p> |
| <p>The returned <a class="reference internal" href="pyspark.sql.streaming.StreamingQuery.html#pyspark.sql.streaming.StreamingQuery" title="pyspark.sql.streaming.StreamingQuery"><code class="xref py py-class docutils literal notranslate"><span class="pre">StreamingQuery</span></code></a> object can be used to interact with the stream.</p> |
| <div class="versionadded"> |
| <p><span class="versionmodified added">New in version 3.1.0.</span></p> |
| </div> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><dl class="simple"> |
| <dt><strong>tableName</strong><span class="classifier">str</span></dt><dd><p>string, for the name of the table.</p> |
| </dd> |
| <dt><strong>format</strong><span class="classifier">str, optional</span></dt><dd><p>the format used to save.</p> |
| </dd> |
| <dt><strong>outputMode</strong><span class="classifier">str, optional</span></dt><dd><p>specifies how data of a streaming DataFrame/Dataset is written to a |
| streaming sink.</p> |
| <ul class="simple"> |
| <li><p><cite>append</cite>: Only the new rows in the streaming DataFrame/Dataset will be written to the |
| sink</p></li> |
| <li><p><cite>complete</cite>: All the rows in the streaming DataFrame/Dataset will be written to the |
| sink every time these are some updates</p></li> |
| <li><p><cite>update</cite>: only the rows that were updated in the streaming DataFrame/Dataset will be |
| written to the sink every time there are some updates. If the query doesn’t contain |
| aggregations, it will be equivalent to <cite>append</cite> mode.</p></li> |
| </ul> |
| </dd> |
| <dt><strong>partitionBy</strong><span class="classifier">str or list, optional</span></dt><dd><p>names of partitioning columns</p> |
| </dd> |
| <dt><strong>queryName</strong><span class="classifier">str, optional</span></dt><dd><p>unique name for the query</p> |
| </dd> |
| <dt><strong>**options</strong><span class="classifier">dict</span></dt><dd><p>All other string options. You may want to provide a <cite>checkpointLocation</cite>.</p> |
| </dd> |
| </dl> |
| </dd> |
| </dl> |
| <p class="rubric">Notes</p> |
| <p>This API is evolving.</p> |
| <p>For v1 table, partitioning columns provided by <cite>partitionBy</cite> will be respected no matter |
| the table exists or not. A new table will be created if the table not exists.</p> |
| <p>For v2 table, <cite>partitionBy</cite> will be ignored if the table already exists. <cite>partitionBy</cite> will |
| be respected only if the v2 table does not exist. Besides, the v2 table created by this API |
| lacks some functionalities (e.g., customized properties, options, and serde info). If you |
| need them, please create the v2 table manually before the execution to avoid creating a |
| table with incomplete information.</p> |
| <p class="rubric">Examples</p> |
| <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">sdf</span><span class="o">.</span><span class="n">writeStream</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="s1">'parquet'</span><span class="p">)</span><span class="o">.</span><span class="n">queryName</span><span class="p">(</span><span class="s1">'query'</span><span class="p">)</span><span class="o">.</span><span class="n">toTable</span><span class="p">(</span><span class="s1">'output_table'</span><span class="p">)</span> |
| <span class="gp">... </span> |
| </pre></div> |
| </div> |
| <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">>>> </span><span class="n">sdf</span><span class="o">.</span><span class="n">writeStream</span><span class="o">.</span><span class="n">trigger</span><span class="p">(</span><span class="n">processingTime</span><span class="o">=</span><span class="s1">'5 seconds'</span><span class="p">)</span><span class="o">.</span><span class="n">toTable</span><span class="p">(</span> |
| <span class="gp">... </span> <span class="s1">'output_table'</span><span class="p">,</span> |
| <span class="gp">... </span> <span class="n">queryName</span><span class="o">=</span><span class="s1">'that_query'</span><span class="p">,</span> |
| <span class="gp">... </span> <span class="n">outputMode</span><span class="o">=</span><span class="s2">"append"</span><span class="p">,</span> |
| <span class="gp">... </span> <span class="nb">format</span><span class="o">=</span><span class="s1">'parquet'</span><span class="p">,</span> |
| <span class="gp">... </span> <span class="n">checkpointLocation</span><span class="o">=</span><span class="s1">'/tmp/checkpoint'</span><span class="p">)</span> |
| </pre></div> |
| </div> |
| </dd></dl> |
| |
| </div> |
| |
| |
| </div> |
| |
| |
| <div class='prev-next-bottom'> |
| |
| <a class='left-prev' id="prev-link" href="pyspark.sql.streaming.DataStreamWriter.start.html" title="previous page">pyspark.sql.streaming.DataStreamWriter.start</a> |
| <a class='right-next' id="next-link" href="pyspark.sql.streaming.DataStreamWriter.trigger.html" title="next page">pyspark.sql.streaming.DataStreamWriter.trigger</a> |
| |
| </div> |
| |
| </main> |
| |
| |
| </div> |
| </div> |
| |
| |
| <script src="../../../_static/js/index.3da636dd464baa7582d2.js"></script> |
| |
| |
| <footer class="footer mt-5 mt-md-0"> |
| <div class="container"> |
| <p> |
| © Copyright .<br/> |
| Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.0.4.<br/> |
| </p> |
| </div> |
| </footer> |
| </body> |
| </html> |