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| Flink Actions |
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| |
| <h1 id="spark-writes">Spark Writes<a class="headerlink" href="#spark-writes" title="Permanent link">🔗</a></h1> |
| <p>To use Iceberg in Spark, first configure <a href="../spark-configuration/">Spark catalogs</a>.</p> |
| <p>Some plans are only available when using <a href="../spark-configuration/#sql-extensions">Iceberg SQL extensions</a> in Spark 3.</p> |
| <p>Iceberg uses Apache Spark's DataSourceV2 API for data source and catalog implementations. Spark DSv2 is an evolving API with different levels of support in Spark versions:</p> |
| <table> |
| <thead> |
| <tr> |
| <th>Feature support</th> |
| <th>Spark 3</th> |
| <th>Notes</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td><a href="#insert-into">SQL insert into</a></td> |
| <td>✔️</td> |
| <td>⚠ Requires <code>spark.sql.storeAssignmentPolicy=ANSI</code> (default since Spark 3.0)</td> |
| </tr> |
| <tr> |
| <td><a href="#merge-into">SQL merge into</a></td> |
| <td>✔️</td> |
| <td>⚠ Requires Iceberg Spark extensions</td> |
| </tr> |
| <tr> |
| <td><a href="#insert-overwrite">SQL insert overwrite</a></td> |
| <td>✔️</td> |
| <td>⚠ Requires <code>spark.sql.storeAssignmentPolicy=ANSI</code> (default since Spark 3.0)</td> |
| </tr> |
| <tr> |
| <td><a href="#delete-from">SQL delete from</a></td> |
| <td>✔️</td> |
| <td>⚠ Row-level delete requires Iceberg Spark extensions</td> |
| </tr> |
| <tr> |
| <td><a href="#update">SQL update</a></td> |
| <td>✔️</td> |
| <td>⚠ Requires Iceberg Spark extensions</td> |
| </tr> |
| <tr> |
| <td><a href="#appending-data">DataFrame append</a></td> |
| <td>✔️</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td><a href="#overwriting-data">DataFrame overwrite</a></td> |
| <td>✔️</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td><a href="#creating-tables">DataFrame CTAS and RTAS</a></td> |
| <td>✔️</td> |
| <td>⚠ Requires DSv2 API</td> |
| </tr> |
| </tbody> |
| </table> |
| <h2 id="writing-with-sql">Writing with SQL<a class="headerlink" href="#writing-with-sql" title="Permanent link">🔗</a></h2> |
| <p>Spark 3 supports SQL <code>INSERT INTO</code>, <code>MERGE INTO</code>, and <code>INSERT OVERWRITE</code>, as well as the new <code>DataFrameWriterV2</code> API.</p> |
| <h3 id="insert-into"><code>INSERT INTO</code><a class="headerlink" href="#insert-into" title="Permanent link">🔗</a></h3> |
| <p>To append new data to a table, use <code>INSERT INTO</code>.</p> |
| <p><div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="w"> </span><span class="k">VALUES</span><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="s1">'a'</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="s1">'b'</span><span class="p">)</span> |
| </code></pre></div> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="w"> </span><span class="k">SELECT</span><span class="w"> </span><span class="p">...</span> |
| </code></pre></div></p> |
| <h3 id="merge-into"><code>MERGE INTO</code><a class="headerlink" href="#merge-into" title="Permanent link">🔗</a></h3> |
| <p>Spark 3 added support for <code>MERGE INTO</code> queries that can express row-level updates.</p> |
| <p>Iceberg supports <code>MERGE INTO</code> by rewriting data files that contain rows that need to be updated in an <code>overwrite</code> commit.</p> |
| <p><strong><code>MERGE INTO</code> is recommended instead of <code>INSERT OVERWRITE</code></strong> because Iceberg can replace only the affected data files, and because the data overwritten by a dynamic overwrite may change if the table's partitioning changes.</p> |
| <h4 id="merge-into-syntax"><code>MERGE INTO</code> syntax<a class="headerlink" href="#merge-into-syntax" title="Permanent link">🔗</a></h4> |
| <p><code>MERGE INTO</code> updates a table, called the <em>target</em> table, using a set of updates from another query, called the <em>source</em>. The update for a row in the target table is found using the <code>ON</code> clause that is like a join condition.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="n">MERGE</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="n">target</span><span class="w"> </span><span class="n">t</span><span class="w"> </span><span class="c1">-- a target table</span> |
| <a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="k">USING</span><span class="w"> </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="p">...)</span><span class="w"> </span><span class="n">s</span><span class="w"> </span><span class="c1">-- the source updates</span> |
| <a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="k">ON</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">id</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">id</span><span class="w"> </span><span class="c1">-- condition to find updates for target rows</span> |
| <a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="k">WHEN</span><span class="w"> </span><span class="p">...</span><span class="w"> </span><span class="c1">-- updates</span> |
| </code></pre></div> |
| <p>Updates to rows in the target table are listed using <code>WHEN MATCHED ... THEN ...</code>. Multiple <code>MATCHED</code> clauses can be added with conditions that determine when each match should be applied. The first matching expression is used.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="k">WHEN</span><span class="w"> </span><span class="n">MATCHED</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">op</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">'delete'</span><span class="w"> </span><span class="k">THEN</span><span class="w"> </span><span class="k">DELETE</span> |
| <a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="k">WHEN</span><span class="w"> </span><span class="n">MATCHED</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="k">count</span><span class="w"> </span><span class="k">IS</span><span class="w"> </span><span class="k">NULL</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">op</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">'increment'</span><span class="w"> </span><span class="k">THEN</span><span class="w"> </span><span class="k">UPDATE</span><span class="w"> </span><span class="k">SET</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="k">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span> |
| <a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="k">WHEN</span><span class="w"> </span><span class="n">MATCHED</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">op</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">'increment'</span><span class="w"> </span><span class="k">THEN</span><span class="w"> </span><span class="k">UPDATE</span><span class="w"> </span><span class="k">SET</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="k">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="k">count</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span> |
| </code></pre></div> |
| <p>Source rows (updates) that do not match can be inserted:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="k">WHEN</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="n">MATCHED</span><span class="w"> </span><span class="k">THEN</span><span class="w"> </span><span class="k">INSERT</span><span class="w"> </span><span class="o">*</span> |
| </code></pre></div> |
| <p>Inserts also support additional conditions:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="k">WHEN</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="n">MATCHED</span><span class="w"> </span><span class="k">AND</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">event_time</span><span class="w"> </span><span class="o">></span><span class="w"> </span><span class="n">still_valid_threshold</span><span class="w"> </span><span class="k">THEN</span><span class="w"> </span><span class="k">INSERT</span><span class="w"> </span><span class="p">(</span><span class="n">id</span><span class="p">,</span><span class="w"> </span><span class="k">count</span><span class="p">)</span><span class="w"> </span><span class="k">VALUES</span><span class="w"> </span><span class="p">(</span><span class="n">s</span><span class="p">.</span><span class="n">id</span><span class="p">,</span><span class="w"> </span><span class="mi">1</span><span class="p">)</span> |
| </code></pre></div> |
| <p>Only one record in the source data can update any given row of the target table, or else an error will be thrown.</p> |
| <h3 id="insert-overwrite"><code>INSERT OVERWRITE</code><a class="headerlink" href="#insert-overwrite" title="Permanent link">🔗</a></h3> |
| <p><code>INSERT OVERWRITE</code> can replace data in the table with the result of a query. Overwrites are atomic operations for Iceberg tables.</p> |
| <p>The partitions that will be replaced by <code>INSERT OVERWRITE</code> depends on Spark's partition overwrite mode and the partitioning of a table. <code>MERGE INTO</code> can rewrite only affected data files and has more easily understood behavior, so it is recommended instead of <code>INSERT OVERWRITE</code>.</p> |
| <h4 id="overwrite-behavior">Overwrite behavior<a class="headerlink" href="#overwrite-behavior" title="Permanent link">🔗</a></h4> |
| <p>Spark's default overwrite mode is <strong>static</strong>, but <strong>dynamic overwrite mode is recommended when writing to Iceberg tables.</strong> Static overwrite mode determines which partitions to overwrite in a table by converting the <code>PARTITION</code> clause to a filter, but the <code>PARTITION</code> clause can only reference table columns.</p> |
| <p>Dynamic overwrite mode is configured by setting <code>spark.sql.sources.partitionOverwriteMode=dynamic</code>.</p> |
| <p>To demonstrate the behavior of dynamic and static overwrites, consider a <code>logs</code> table defined by the following DDL:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="k">CREATE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">my_app</span><span class="p">.</span><span class="n">logs</span><span class="w"> </span><span class="p">(</span> |
| <a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a><span class="w"> </span><span class="n">uuid</span><span class="w"> </span><span class="n">string</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span> |
| <a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a><span class="w"> </span><span class="k">level</span><span class="w"> </span><span class="n">string</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span> |
| <a id="__codelineno-6-4" name="__codelineno-6-4" href="#__codelineno-6-4"></a><span class="w"> </span><span class="n">ts</span><span class="w"> </span><span class="k">timestamp</span><span class="w"> </span><span class="k">NOT</span><span class="w"> </span><span class="k">NULL</span><span class="p">,</span> |
| <a id="__codelineno-6-5" name="__codelineno-6-5" href="#__codelineno-6-5"></a><span class="w"> </span><span class="n">message</span><span class="w"> </span><span class="n">string</span><span class="p">)</span> |
| <a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a><span class="k">USING</span><span class="w"> </span><span class="n">iceberg</span> |
| <a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a><span class="n">PARTITIONED</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="p">(</span><span class="k">level</span><span class="p">,</span><span class="w"> </span><span class="n">hours</span><span class="p">(</span><span class="n">ts</span><span class="p">))</span> |
| </code></pre></div> |
| <h4 id="dynamic-overwrite">Dynamic overwrite<a class="headerlink" href="#dynamic-overwrite" title="Permanent link">🔗</a></h4> |
| <p>When Spark's overwrite mode is dynamic, partitions that have rows produced by the <code>SELECT</code> query will be replaced.</p> |
| <p>For example, this query removes duplicate log events from the example <code>logs</code> table.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="k">INSERT</span><span class="w"> </span><span class="n">OVERWRITE</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">my_app</span><span class="p">.</span><span class="n">logs</span> |
| <a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a><span class="k">SELECT</span><span class="w"> </span><span class="n">uuid</span><span class="p">,</span><span class="w"> </span><span class="k">first</span><span class="p">(</span><span class="k">level</span><span class="p">),</span><span class="w"> </span><span class="k">first</span><span class="p">(</span><span class="n">ts</span><span class="p">),</span><span class="w"> </span><span class="k">first</span><span class="p">(</span><span class="n">message</span><span class="p">)</span> |
| <a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a><span class="k">FROM</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">my_app</span><span class="p">.</span><span class="n">logs</span> |
| <a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a><span class="k">WHERE</span><span class="w"> </span><span class="k">cast</span><span class="p">(</span><span class="n">ts</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nb">date</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">'2020-07-01'</span> |
| <a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a><span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">uuid</span> |
| </code></pre></div> |
| <p>In dynamic mode, this will replace any partition with rows in the <code>SELECT</code> result. Because the date of all rows is restricted to 1 July, only hours of that day will be replaced.</p> |
| <h4 id="static-overwrite">Static overwrite<a class="headerlink" href="#static-overwrite" title="Permanent link">🔗</a></h4> |
| <p>When Spark's overwrite mode is static, the <code>PARTITION</code> clause is converted to a filter that is used to delete from the table. If the <code>PARTITION</code> clause is omitted, all partitions will be replaced.</p> |
| <p>Because there is no <code>PARTITION</code> clause in the query above, it will drop all existing rows in the table when run in static mode, but will only write the logs from 1 July.</p> |
| <p>To overwrite just the partitions that were loaded, add a <code>PARTITION</code> clause that aligns with the <code>SELECT</code> query filter:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a><span class="k">INSERT</span><span class="w"> </span><span class="n">OVERWRITE</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">my_app</span><span class="p">.</span><span class="n">logs</span> |
| <a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a><span class="n">PARTITION</span><span class="w"> </span><span class="p">(</span><span class="k">level</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">'INFO'</span><span class="p">)</span> |
| <a id="__codelineno-8-3" name="__codelineno-8-3" href="#__codelineno-8-3"></a><span class="k">SELECT</span><span class="w"> </span><span class="n">uuid</span><span class="p">,</span><span class="w"> </span><span class="k">first</span><span class="p">(</span><span class="k">level</span><span class="p">),</span><span class="w"> </span><span class="k">first</span><span class="p">(</span><span class="n">ts</span><span class="p">),</span><span class="w"> </span><span class="k">first</span><span class="p">(</span><span class="n">message</span><span class="p">)</span> |
| <a id="__codelineno-8-4" name="__codelineno-8-4" href="#__codelineno-8-4"></a><span class="k">FROM</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">my_app</span><span class="p">.</span><span class="n">logs</span> |
| <a id="__codelineno-8-5" name="__codelineno-8-5" href="#__codelineno-8-5"></a><span class="k">WHERE</span><span class="w"> </span><span class="k">level</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">'INFO'</span> |
| <a id="__codelineno-8-6" name="__codelineno-8-6" href="#__codelineno-8-6"></a><span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="n">uuid</span> |
| </code></pre></div> |
| <p>Note that this mode cannot replace hourly partitions like the dynamic example query because the <code>PARTITION</code> clause can only reference table columns, not hidden partitions.</p> |
| <h3 id="delete-from"><code>DELETE FROM</code><a class="headerlink" href="#delete-from" title="Permanent link">🔗</a></h3> |
| <p>Spark 3 added support for <code>DELETE FROM</code> queries to remove data from tables.</p> |
| <p>Delete queries accept a filter to match rows to delete.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="k">DELETE</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span> |
| <a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a><span class="k">WHERE</span><span class="w"> </span><span class="n">ts</span><span class="w"> </span><span class="o">>=</span><span class="w"> </span><span class="s1">'2020-05-01 00:00:00'</span><span class="w"> </span><span class="k">and</span><span class="w"> </span><span class="n">ts</span><span class="w"> </span><span class="o"><</span><span class="w"> </span><span class="s1">'2020-06-01 00:00:00'</span> |
| <a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a> |
| <a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a><span class="k">DELETE</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="n">all_events</span> |
| <a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a><span class="k">WHERE</span><span class="w"> </span><span class="n">session_time</span><span class="w"> </span><span class="o"><</span><span class="w"> </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="k">min</span><span class="p">(</span><span class="n">session_time</span><span class="p">)</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="n">good_events</span><span class="p">)</span> |
| <a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a> |
| <a id="__codelineno-9-7" name="__codelineno-9-7" href="#__codelineno-9-7"></a><span class="k">DELETE</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="n">orders</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">t1</span> |
| <a id="__codelineno-9-8" name="__codelineno-9-8" href="#__codelineno-9-8"></a><span class="k">WHERE</span><span class="w"> </span><span class="k">EXISTS</span><span class="w"> </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="n">oid</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="n">returned_orders</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="n">t1</span><span class="p">.</span><span class="n">oid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">oid</span><span class="p">)</span> |
| </code></pre></div> |
| <p>If the delete filter matches entire partitions of the table, Iceberg will perform a metadata-only delete. If the filter matches individual rows of a table, then Iceberg will rewrite only the affected data files.</p> |
| <h3 id="update"><code>UPDATE</code><a class="headerlink" href="#update" title="Permanent link">🔗</a></h3> |
| <p>Update queries accept a filter to match rows to update.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a><span class="k">UPDATE</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span> |
| <a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a><span class="k">SET</span><span class="w"> </span><span class="n">c1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">'update_c1'</span><span class="p">,</span><span class="w"> </span><span class="n">c2</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">'update_c2'</span> |
| <a id="__codelineno-10-3" name="__codelineno-10-3" href="#__codelineno-10-3"></a><span class="k">WHERE</span><span class="w"> </span><span class="n">ts</span><span class="w"> </span><span class="o">>=</span><span class="w"> </span><span class="s1">'2020-05-01 00:00:00'</span><span class="w"> </span><span class="k">and</span><span class="w"> </span><span class="n">ts</span><span class="w"> </span><span class="o"><</span><span class="w"> </span><span class="s1">'2020-06-01 00:00:00'</span> |
| <a id="__codelineno-10-4" name="__codelineno-10-4" href="#__codelineno-10-4"></a> |
| <a id="__codelineno-10-5" name="__codelineno-10-5" href="#__codelineno-10-5"></a><span class="k">UPDATE</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="n">all_events</span> |
| <a id="__codelineno-10-6" name="__codelineno-10-6" href="#__codelineno-10-6"></a><span class="k">SET</span><span class="w"> </span><span class="n">session_time</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span><span class="p">,</span><span class="w"> </span><span class="n">ignored</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">true</span> |
| <a id="__codelineno-10-7" name="__codelineno-10-7" href="#__codelineno-10-7"></a><span class="k">WHERE</span><span class="w"> </span><span class="n">session_time</span><span class="w"> </span><span class="o"><</span><span class="w"> </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="k">min</span><span class="p">(</span><span class="n">session_time</span><span class="p">)</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="n">good_events</span><span class="p">)</span> |
| <a id="__codelineno-10-8" name="__codelineno-10-8" href="#__codelineno-10-8"></a> |
| <a id="__codelineno-10-9" name="__codelineno-10-9" href="#__codelineno-10-9"></a><span class="k">UPDATE</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="n">orders</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">t1</span> |
| <a id="__codelineno-10-10" name="__codelineno-10-10" href="#__codelineno-10-10"></a><span class="k">SET</span><span class="w"> </span><span class="n">order_status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">'returned'</span> |
| <a id="__codelineno-10-11" name="__codelineno-10-11" href="#__codelineno-10-11"></a><span class="k">WHERE</span><span class="w"> </span><span class="k">EXISTS</span><span class="w"> </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="n">oid</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="n">returned_orders</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="n">t1</span><span class="p">.</span><span class="n">oid</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">oid</span><span class="p">)</span> |
| </code></pre></div> |
| <p>For more complex row-level updates based on incoming data, see the section on <code>MERGE INTO</code>.</p> |
| <h2 id="writing-to-branches">Writing to Branches<a class="headerlink" href="#writing-to-branches" title="Permanent link">🔗</a></h2> |
| <p>Branch writes can be performed via SQL by providing a branch identifier, <code>branch_yourBranch</code> in the operation. |
| Branch writes can also be performed as part of a write-audit-publish (WAP) workflow by specifying the <code>spark.wap.branch</code> config. |
| Note WAP branch and branch identifier cannot both be specified. |
| Also, the branch must exist before performing the write. |
| The operation does <strong>not</strong> create the branch if it does not exist. |
| For more information on branches please refer to <a href="../branching/">branches</a>.</p> |
| <div class="admonition info"> |
| <p class="admonition-title">Info</p> |
| <p>Note: When writing to a branch, the current schema of the table will be used for validation.</p> |
| </div> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-11-1" name="__codelineno-11-1" href="#__codelineno-11-1"></a><span class="c1">-- INSERT (1,' a') (2, 'b') into the audit branch.</span> |
| <a id="__codelineno-11-2" name="__codelineno-11-2" href="#__codelineno-11-2"></a><span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="p">.</span><span class="n">branch_audit</span><span class="w"> </span><span class="k">VALUES</span><span class="w"> </span><span class="p">(</span><span class="mi">1</span><span class="p">,</span><span class="w"> </span><span class="s1">'a'</span><span class="p">),</span><span class="w"> </span><span class="p">(</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="s1">'b'</span><span class="p">);</span> |
| <a id="__codelineno-11-3" name="__codelineno-11-3" href="#__codelineno-11-3"></a> |
| <a id="__codelineno-11-4" name="__codelineno-11-4" href="#__codelineno-11-4"></a><span class="c1">-- MERGE INTO audit branch</span> |
| <a id="__codelineno-11-5" name="__codelineno-11-5" href="#__codelineno-11-5"></a><span class="n">MERGE</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="p">.</span><span class="n">branch_audit</span><span class="w"> </span><span class="n">t</span><span class="w"> </span> |
| <a id="__codelineno-11-6" name="__codelineno-11-6" href="#__codelineno-11-6"></a><span class="k">USING</span><span class="w"> </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="p">...)</span><span class="w"> </span><span class="n">s</span><span class="w"> </span> |
| <a id="__codelineno-11-7" name="__codelineno-11-7" href="#__codelineno-11-7"></a><span class="k">ON</span><span class="w"> </span><span class="n">t</span><span class="p">.</span><span class="n">id</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">id</span><span class="w"> </span> |
| <a id="__codelineno-11-8" name="__codelineno-11-8" href="#__codelineno-11-8"></a><span class="k">WHEN</span><span class="w"> </span><span class="p">...</span> |
| <a id="__codelineno-11-9" name="__codelineno-11-9" href="#__codelineno-11-9"></a> |
| <a id="__codelineno-11-10" name="__codelineno-11-10" href="#__codelineno-11-10"></a><span class="c1">-- UPDATE audit branch</span> |
| <a id="__codelineno-11-11" name="__codelineno-11-11" href="#__codelineno-11-11"></a><span class="k">UPDATE</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="p">.</span><span class="n">branch_audit</span><span class="w"> </span><span class="k">AS</span><span class="w"> </span><span class="n">t1</span> |
| <a id="__codelineno-11-12" name="__codelineno-11-12" href="#__codelineno-11-12"></a><span class="k">SET</span><span class="w"> </span><span class="n">val</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">'c'</span> |
| <a id="__codelineno-11-13" name="__codelineno-11-13" href="#__codelineno-11-13"></a> |
| <a id="__codelineno-11-14" name="__codelineno-11-14" href="#__codelineno-11-14"></a><span class="c1">-- DELETE FROM audit branch</span> |
| <a id="__codelineno-11-15" name="__codelineno-11-15" href="#__codelineno-11-15"></a><span class="k">DELETE</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">dbl</span><span class="p">.</span><span class="k">table</span><span class="p">.</span><span class="n">branch_audit</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">2</span><span class="p">;</span> |
| <a id="__codelineno-11-16" name="__codelineno-11-16" href="#__codelineno-11-16"></a> |
| <a id="__codelineno-11-17" name="__codelineno-11-17" href="#__codelineno-11-17"></a><span class="c1">-- WAP Branch write</span> |
| <a id="__codelineno-11-18" name="__codelineno-11-18" href="#__codelineno-11-18"></a><span class="k">SET</span><span class="w"> </span><span class="n">spark</span><span class="p">.</span><span class="n">wap</span><span class="p">.</span><span class="n">branch</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">audit</span><span class="o">-</span><span class="n">branch</span> |
| <a id="__codelineno-11-19" name="__codelineno-11-19" href="#__codelineno-11-19"></a><span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="w"> </span><span class="k">VALUES</span><span class="w"> </span><span class="p">(</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="s1">'c'</span><span class="p">);</span> |
| </code></pre></div> |
| <h2 id="writing-with-dataframes">Writing with DataFrames<a class="headerlink" href="#writing-with-dataframes" title="Permanent link">🔗</a></h2> |
| <p>Spark 3 introduced the new <code>DataFrameWriterV2</code> API for writing to tables using data frames. The v2 API is recommended for several reasons:</p> |
| <ul> |
| <li>CTAS, RTAS, and overwrite by filter are supported</li> |
| <li>All operations consistently write columns to a table by name</li> |
| <li>Hidden partition expressions are supported in <code>partitionedBy</code></li> |
| <li>Overwrite behavior is explicit, either dynamic or by a user-supplied filter</li> |
| <li>The behavior of each operation corresponds to SQL statements<ul> |
| <li><code>df.writeTo(t).create()</code> is equivalent to <code>CREATE TABLE AS SELECT</code></li> |
| <li><code>df.writeTo(t).replace()</code> is equivalent to <code>REPLACE TABLE AS SELECT</code></li> |
| <li><code>df.writeTo(t).append()</code> is equivalent to <code>INSERT INTO</code></li> |
| <li><code>df.writeTo(t).overwritePartitions()</code> is equivalent to dynamic <code>INSERT OVERWRITE</code></li> |
| </ul> |
| </li> |
| </ul> |
| <p>The v1 DataFrame <code>write</code> API is still supported, but is not recommended.</p> |
| <div class="admonition danger"> |
| <p class="admonition-title">Danger</p> |
| <p>When writing with the v1 DataFrame API in Spark 3, use <code>saveAsTable</code> or <code>insertInto</code> to load tables with a catalog. |
| Using <code>format("iceberg")</code> loads an isolated table reference that will not automatically refresh tables used by queries.</p> |
| </div> |
| <h3 id="appending-data">Appending data<a class="headerlink" href="#appending-data" title="Permanent link">🔗</a></h3> |
| <p>To append a dataframe to an Iceberg table, use <code>append</code>:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a><span class="kd">val</span><span class="w"> </span><span class="n">data</span><span class="p">:</span><span class="w"> </span><span class="nc">DataFrame</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">...</span> |
| <a id="__codelineno-12-2" name="__codelineno-12-2" href="#__codelineno-12-2"></a><span class="n">data</span><span class="p">.</span><span class="n">writeTo</span><span class="p">(</span><span class="s">"prod.db.table"</span><span class="p">).</span><span class="n">append</span><span class="p">()</span> |
| </code></pre></div> |
| <h3 id="overwriting-data">Overwriting data<a class="headerlink" href="#overwriting-data" title="Permanent link">🔗</a></h3> |
| <p>To overwrite partitions dynamically, use <code>overwritePartitions()</code>:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-13-1" name="__codelineno-13-1" href="#__codelineno-13-1"></a><span class="kd">val</span><span class="w"> </span><span class="n">data</span><span class="p">:</span><span class="w"> </span><span class="nc">DataFrame</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">...</span> |
| <a id="__codelineno-13-2" name="__codelineno-13-2" href="#__codelineno-13-2"></a><span class="n">data</span><span class="p">.</span><span class="n">writeTo</span><span class="p">(</span><span class="s">"prod.db.table"</span><span class="p">).</span><span class="n">overwritePartitions</span><span class="p">()</span> |
| </code></pre></div> |
| <p>To explicitly overwrite partitions, use <code>overwrite</code> to supply a filter:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-14-1" name="__codelineno-14-1" href="#__codelineno-14-1"></a><span class="n">data</span><span class="p">.</span><span class="n">writeTo</span><span class="p">(</span><span class="s">"prod.db.table"</span><span class="p">).</span><span class="n">overwrite</span><span class="p">(</span><span class="n">$</span><span class="s">"level"</span><span class="w"> </span><span class="o">===</span><span class="w"> </span><span class="s">"INFO"</span><span class="p">)</span> |
| </code></pre></div> |
| <h3 id="creating-tables">Creating tables<a class="headerlink" href="#creating-tables" title="Permanent link">🔗</a></h3> |
| <p>To run a CTAS or RTAS, use <code>create</code>, <code>replace</code>, or <code>createOrReplace</code> operations:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-15-1" name="__codelineno-15-1" href="#__codelineno-15-1"></a><span class="kd">val</span><span class="w"> </span><span class="n">data</span><span class="p">:</span><span class="w"> </span><span class="nc">DataFrame</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">...</span> |
| <a id="__codelineno-15-2" name="__codelineno-15-2" href="#__codelineno-15-2"></a><span class="n">data</span><span class="p">.</span><span class="n">writeTo</span><span class="p">(</span><span class="s">"prod.db.table"</span><span class="p">).</span><span class="n">create</span><span class="p">()</span> |
| </code></pre></div> |
| <p>If you have replaced the default Spark catalog (<code>spark_catalog</code>) with Iceberg's <code>SparkSessionCatalog</code>, do:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-16-1" name="__codelineno-16-1" href="#__codelineno-16-1"></a><span class="kd">val</span><span class="w"> </span><span class="n">data</span><span class="p">:</span><span class="w"> </span><span class="nc">DataFrame</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">...</span> |
| <a id="__codelineno-16-2" name="__codelineno-16-2" href="#__codelineno-16-2"></a><span class="n">data</span><span class="p">.</span><span class="n">writeTo</span><span class="p">(</span><span class="s">"db.table"</span><span class="p">).</span><span class="n">using</span><span class="p">(</span><span class="s">"iceberg"</span><span class="p">).</span><span class="n">create</span><span class="p">()</span> |
| </code></pre></div> |
| <p>Create and replace operations support table configuration methods, like <code>partitionedBy</code> and <code>tableProperty</code>:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-17-1" name="__codelineno-17-1" href="#__codelineno-17-1"></a><span class="n">data</span><span class="p">.</span><span class="n">writeTo</span><span class="p">(</span><span class="s">"prod.db.table"</span><span class="p">)</span> |
| <a id="__codelineno-17-2" name="__codelineno-17-2" href="#__codelineno-17-2"></a><span class="w"> </span><span class="p">.</span><span class="n">tableProperty</span><span class="p">(</span><span class="s">"write.format.default"</span><span class="p">,</span><span class="w"> </span><span class="s">"orc"</span><span class="p">)</span> |
| <a id="__codelineno-17-3" name="__codelineno-17-3" href="#__codelineno-17-3"></a><span class="w"> </span><span class="p">.</span><span class="n">partitionedBy</span><span class="p">(</span><span class="n">$</span><span class="s">"level"</span><span class="p">,</span><span class="w"> </span><span class="n">days</span><span class="p">(</span><span class="n">$</span><span class="s">"ts"</span><span class="p">))</span> |
| <a id="__codelineno-17-4" name="__codelineno-17-4" href="#__codelineno-17-4"></a><span class="w"> </span><span class="p">.</span><span class="n">createOrReplace</span><span class="p">()</span> |
| </code></pre></div> |
| <p>The Iceberg table location can also be specified by the <code>location</code> table property:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-18-1" name="__codelineno-18-1" href="#__codelineno-18-1"></a><span class="n">data</span><span class="p">.</span><span class="n">writeTo</span><span class="p">(</span><span class="s">"prod.db.table"</span><span class="p">)</span> |
| <a id="__codelineno-18-2" name="__codelineno-18-2" href="#__codelineno-18-2"></a><span class="w"> </span><span class="p">.</span><span class="n">tableProperty</span><span class="p">(</span><span class="s">"location"</span><span class="p">,</span><span class="w"> </span><span class="s">"/path/to/location"</span><span class="p">)</span> |
| <a id="__codelineno-18-3" name="__codelineno-18-3" href="#__codelineno-18-3"></a><span class="w"> </span><span class="p">.</span><span class="n">createOrReplace</span><span class="p">()</span> |
| </code></pre></div> |
| <h3 id="schema-merge">Schema Merge<a class="headerlink" href="#schema-merge" title="Permanent link">🔗</a></h3> |
| <p>While inserting or updating Iceberg is capable of resolving schema mismatch at runtime. If configured, Iceberg will perform an automatic schema evolution as follows:</p> |
| <ul> |
| <li> |
| <p>A new column is present in the source but not in the target table.</p> |
| <p>The new column is added to the target table. Column values are set to <code>NULL</code> in all the rows already present in the table</p> |
| </li> |
| <li> |
| <p>A column is present in the target but not in the source. </p> |
| <p>The target column value is set to <code>NULL</code> when inserting or left unchanged when updating the row.</p> |
| </li> |
| </ul> |
| <p>The target table must be configured to accept any schema change by setting the property <code>write.spark.accept-any-schema</code> to <code>true</code>.</p> |
| <p><div class="highlight"><pre><span></span><code><a id="__codelineno-19-1" name="__codelineno-19-1" href="#__codelineno-19-1"></a><span class="k">ALTER</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="n">sample</span><span class="w"> </span><span class="k">SET</span><span class="w"> </span><span class="n">TBLPROPERTIES</span><span class="w"> </span><span class="p">(</span> |
| <a id="__codelineno-19-2" name="__codelineno-19-2" href="#__codelineno-19-2"></a><span class="w"> </span><span class="s1">'write.spark.accept-any-schema'</span><span class="o">=</span><span class="s1">'true'</span> |
| <a id="__codelineno-19-3" name="__codelineno-19-3" href="#__codelineno-19-3"></a><span class="p">)</span> |
| </code></pre></div> |
| The writer must enable the <code>mergeSchema</code> option.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-20-1" name="__codelineno-20-1" href="#__codelineno-20-1"></a><span class="n">data</span><span class="p">.</span><span class="n">writeTo</span><span class="p">(</span><span class="s">"prod.db.sample"</span><span class="p">).</span><span class="n">option</span><span class="p">(</span><span class="s">"mergeSchema"</span><span class="p">,</span><span class="s">"true"</span><span class="p">).</span><span class="n">append</span><span class="p">()</span> |
| </code></pre></div> |
| <h2 id="writing-distribution-modes">Writing Distribution Modes<a class="headerlink" href="#writing-distribution-modes" title="Permanent link">🔗</a></h2> |
| <p>Iceberg's default Spark writers require that the data in each spark task is clustered by partition values. This |
| distribution is required to minimize the number of file handles that are held open while writing. By default, starting |
| in Iceberg 1.2.0, Iceberg also requests that Spark pre-sort data to be written to fit this distribution. The |
| request to Spark is done through the table property <code>write.distribution-mode</code> with the value <code>hash</code>. Spark doesn't respect |
| distribution mode in CTAS/RTAS before 3.5.0.</p> |
| <p>Let's go through writing the data against below sample table:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-21-1" name="__codelineno-21-1" href="#__codelineno-21-1"></a><span class="k">CREATE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="n">sample</span><span class="w"> </span><span class="p">(</span> |
| <a id="__codelineno-21-2" name="__codelineno-21-2" href="#__codelineno-21-2"></a><span class="w"> </span><span class="n">id</span><span class="w"> </span><span class="nb">bigint</span><span class="p">,</span> |
| <a id="__codelineno-21-3" name="__codelineno-21-3" href="#__codelineno-21-3"></a><span class="w"> </span><span class="k">data</span><span class="w"> </span><span class="n">string</span><span class="p">,</span> |
| <a id="__codelineno-21-4" name="__codelineno-21-4" href="#__codelineno-21-4"></a><span class="w"> </span><span class="n">category</span><span class="w"> </span><span class="n">string</span><span class="p">,</span> |
| <a id="__codelineno-21-5" name="__codelineno-21-5" href="#__codelineno-21-5"></a><span class="w"> </span><span class="n">ts</span><span class="w"> </span><span class="k">timestamp</span><span class="p">)</span> |
| <a id="__codelineno-21-6" name="__codelineno-21-6" href="#__codelineno-21-6"></a><span class="k">USING</span><span class="w"> </span><span class="n">iceberg</span> |
| <a id="__codelineno-21-7" name="__codelineno-21-7" href="#__codelineno-21-7"></a><span class="n">PARTITIONED</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="p">(</span><span class="n">days</span><span class="p">(</span><span class="n">ts</span><span class="p">),</span><span class="w"> </span><span class="n">category</span><span class="p">)</span> |
| </code></pre></div> |
| <p>To write data to the sample table, data needs to be sorted by <code>days(ts), category</code> but this is taken care |
| of automatically by the default <code>hash</code> distribution. Previously this would have required manually sorting, but this |
| is no longer the case.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-22-1" name="__codelineno-22-1" href="#__codelineno-22-1"></a><span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="n">sample</span> |
| <a id="__codelineno-22-2" name="__codelineno-22-2" href="#__codelineno-22-2"></a><span class="k">SELECT</span><span class="w"> </span><span class="n">id</span><span class="p">,</span><span class="w"> </span><span class="k">data</span><span class="p">,</span><span class="w"> </span><span class="n">category</span><span class="p">,</span><span class="w"> </span><span class="n">ts</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">another_table</span> |
| </code></pre></div> |
| <p>There are 3 options for <code>write.distribution-mode</code></p> |
| <ul> |
| <li><code>none</code> - This is the previous default for Iceberg.<br /> |
| This mode does not request any shuffles or sort to be performed automatically by Spark. Because no work is done |
| automatically by Spark, the data must be <em>manually</em> sorted by partition value. The data must be sorted either within |
| each spark task, or globally within the entire dataset. A global sort will minimize the number of output files.<br /> |
| A sort can be avoided by using the Spark <a href="../spark-configuration/#write-options">write fanout</a> property but this will cause all |
| file handles to remain open until each write task has completed.</li> |
| <li><code>hash</code> - This mode is the new default and requests that Spark uses a hash-based exchange to shuffle the incoming |
| write data before writing.<br /> |
| Practically, this means that each row is hashed based on the row's partition value and then placed |
| in a corresponding Spark task based upon that value. Further division and coalescing of tasks may take place because of |
| <a href="#controlling-file-sizes">Spark's Adaptive Query planning</a>.</li> |
| <li><code>range</code> - This mode requests that Spark perform a range based exchange to shuffle the data before writing.<br /> |
| This is a two stage procedure which is more expensive than the <code>hash</code> mode. The first stage samples the data to |
| be written based on the partition and sort columns. The second stage uses the range information to shuffle the input data into Spark |
| tasks. Each task gets an exclusive range of the input data which clusters the data by partition and also globally sorts.<br /> |
| While this is more expensive than the hash distribution, the global ordering can be beneficial for read performance if |
| sorted columns are used during queries. This mode is used by default if a table is created with a |
| sort-order. Further division and coalescing of tasks may take place because of |
| <a href="#controlling-file-sizes">Spark's Adaptive Query planning</a>.</li> |
| </ul> |
| <h2 id="controlling-file-sizes">Controlling File Sizes<a class="headerlink" href="#controlling-file-sizes" title="Permanent link">🔗</a></h2> |
| <p>When writing data to Iceberg with Spark, it's important to note that Spark cannot write a file larger than a Spark |
| task and a file cannot span an Iceberg partition boundary. This means although Iceberg will always roll over a file |
| when it grows to <a href="../configuration/#write-properties"><code>write.target-file-size-bytes</code></a>, but unless the Spark task is |
| large enough that will not happen. The size of the file created on disk will also be much smaller than the Spark task |
| since the on disk data will be both compressed and in columnar format as opposed to Spark's uncompressed row |
| representation. This means a 100 megabyte Spark task will create a file much smaller than 100 megabytes even if that |
| task is writing to a single Iceberg partition. If the task writes to multiple partitions, the files will be even |
| smaller than that.</p> |
| <p>To control what data ends up in each Spark task use a <a href="#writing-distribution-modes"><code>write distribution mode</code></a> |
| or manually repartition the data. </p> |
| <p>To adjust Spark's task size it is important to become familiar with Spark's various Adaptive Query Execution (AQE) |
| parameters. When the <code>write.distribution-mode</code> is not <code>none</code>, AQE will control the coalescing and splitting of Spark |
| tasks during the exchange to try to create tasks of <code>spark.sql.adaptive.advisoryPartitionSizeInBytes</code> size. These |
| settings will also affect any user performed re-partitions or sorts. |
| It is important again to note that this is the in-memory Spark row size and not the on disk |
| columnar-compressed size, so a larger value than the target file size will need to be specified. The ratio of |
| in-memory size to on disk size is data dependent. Future work in Spark should allow Iceberg to automatically adjust this |
| parameter at write time to match the <code>write.target-file-size-bytes</code>.</p> |
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