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| |
| <h1 id="getting-started">Getting Started<a class="headerlink" href="#getting-started" title="Permanent link">🔗</a></h1> |
| <p>The latest version of Iceberg is <a href="../../releases.md">1.5.2</a>.</p> |
| <p>Spark is currently the most feature-rich compute engine for Iceberg operations. |
| We recommend you to get started with Spark to understand Iceberg concepts and features with examples. |
| You can also view documentations of using Iceberg with other compute engine under the <a href="../../multi-engine-support.md">Multi-Engine Support</a> page.</p> |
| <h2 id="using-iceberg-in-spark-3">Using Iceberg in Spark 3<a class="headerlink" href="#using-iceberg-in-spark-3" title="Permanent link">🔗</a></h2> |
| <p>To use Iceberg in a Spark shell, use the <code>--packages</code> option:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>spark-shell<span class="w"> </span>--packages<span class="w"> </span>org.apache.iceberg:iceberg-spark-runtime-3.5_2.12:1.5.2 |
| </code></pre></div> |
| <div class="admonition info"> |
| <p class="admonition-title">Info</p> |
| <p>If you want to include Iceberg in your Spark installation, add the <a href="https://search.maven.org/remotecontent?filepath=org/apache/iceberg/iceberg-spark-runtime-3.5_2.12/1.5.2/iceberg-spark-runtime-3.5_2.12-1.5.2.jar"><code>iceberg-spark-runtime-3.5_2.12</code> Jar</a> to Spark's <code>jars</code> folder.</p> |
| </div> |
| <h3 id="adding-catalogs">Adding catalogs<a class="headerlink" href="#adding-catalogs" title="Permanent link">🔗</a></h3> |
| <p>Iceberg comes with <a href="../../spark-configuration/#catalogs">catalogs</a> that enable SQL commands to manage tables and load them by name. Catalogs are configured using properties under <code>spark.sql.catalog.(catalog_name)</code>.</p> |
| <p>This command creates a path-based catalog named <code>local</code> for tables under <code>$PWD/warehouse</code> and adds support for Iceberg tables to Spark's built-in catalog:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a>spark-sql<span class="w"> </span>--packages<span class="w"> </span>org.apache.iceberg:iceberg-spark-runtime-3.5_2.12:1.5.2<span class="se">\</span> |
| <a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="w"> </span>--conf<span class="w"> </span>spark.sql.extensions<span class="o">=</span>org.apache.iceberg.spark.extensions.IcebergSparkSessionExtensions<span class="w"> </span><span class="se">\</span> |
| <a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a><span class="w"> </span>--conf<span class="w"> </span>spark.sql.catalog.spark_catalog<span class="o">=</span>org.apache.iceberg.spark.SparkSessionCatalog<span class="w"> </span><span class="se">\</span> |
| <a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="w"> </span>--conf<span class="w"> </span>spark.sql.catalog.spark_catalog.type<span class="o">=</span>hive<span class="w"> </span><span class="se">\</span> |
| <a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a><span class="w"> </span>--conf<span class="w"> </span>spark.sql.catalog.local<span class="o">=</span>org.apache.iceberg.spark.SparkCatalog<span class="w"> </span><span class="se">\</span> |
| <a id="__codelineno-1-6" name="__codelineno-1-6" href="#__codelineno-1-6"></a><span class="w"> </span>--conf<span class="w"> </span>spark.sql.catalog.local.type<span class="o">=</span>hadoop<span class="w"> </span><span class="se">\</span> |
| <a id="__codelineno-1-7" name="__codelineno-1-7" href="#__codelineno-1-7"></a><span class="w"> </span>--conf<span class="w"> </span>spark.sql.catalog.local.warehouse<span class="o">=</span><span class="nv">$PWD</span>/warehouse |
| </code></pre></div> |
| <h3 id="creating-a-table">Creating a table<a class="headerlink" href="#creating-a-table" title="Permanent link">🔗</a></h3> |
| <p>To create your first Iceberg table in Spark, use the <code>spark-sql</code> shell or <code>spark.sql(...)</code> to run a <a href="../../spark-ddl/#create-table"><code>CREATE TABLE</code></a> command:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="c1">-- local is the path-based catalog defined above</span> |
| <a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="k">CREATE</span><span class="w"> </span><span class="k">TABLE</span><span class="w"> </span><span class="k">local</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="p">(</span><span class="n">id</span><span class="w"> </span><span class="nb">bigint</span><span class="p">,</span><span class="w"> </span><span class="k">data</span><span class="w"> </span><span class="n">string</span><span class="p">)</span><span class="w"> </span><span class="k">USING</span><span class="w"> </span><span class="n">iceberg</span><span class="p">;</span> |
| </code></pre></div> |
| <p>Iceberg catalogs support the full range of SQL DDL commands, including:</p> |
| <ul> |
| <li><a href="../../spark-ddl/#create-table"><code>CREATE TABLE ... PARTITIONED BY</code></a></li> |
| <li><a href="../../spark-ddl/#create-table-as-select"><code>CREATE TABLE ... AS SELECT</code></a></li> |
| <li><a href="../../spark-ddl/#alter-table"><code>ALTER TABLE</code></a></li> |
| <li><a href="../../spark-ddl/#drop-table"><code>DROP TABLE</code></a></li> |
| </ul> |
| <h3 id="writing">Writing<a class="headerlink" href="#writing" title="Permanent link">🔗</a></h3> |
| <p>Once your table is created, insert data using <a href="../../spark-writes/#insert-into"><code>INSERT INTO</code></a>:</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">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="k">local</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><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> |
| <a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="k">INSERT</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="k">local</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="n">id</span><span class="p">,</span><span class="w"> </span><span class="k">data</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="k">source</span><span class="w"> </span><span class="k">WHERE</span><span class="w"> </span><span class="k">length</span><span class="p">(</span><span class="k">data</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span><span class="p">;</span> |
| </code></pre></div> |
| <p>Iceberg also adds row-level SQL updates to Spark, <a href="../../spark-writes/#merge-into"><code>MERGE INTO</code></a> and <a href="../../spark-writes/#delete-from"><code>DELETE FROM</code></a>:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="n">MERGE</span><span class="w"> </span><span class="k">INTO</span><span class="w"> </span><span class="k">local</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="k">USING</span><span class="w"> </span><span class="p">(</span><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">updates</span><span class="p">)</span><span class="w"> </span><span class="n">u</span><span class="w"> </span><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">u</span><span class="p">.</span><span class="n">id</span> |
| <a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="k">WHEN</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">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="n">u</span><span class="p">.</span><span class="k">count</span> |
| <a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></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><span class="p">;</span> |
| </code></pre></div> |
| <p>Iceberg supports writing DataFrames using the new <a href="../../spark-writes/#writing-with-dataframes">v2 DataFrame write API</a>:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="n">spark</span><span class="p">.</span><span class="n">table</span><span class="p">(</span><span class="s">"source"</span><span class="p">).</span><span class="n">select</span><span class="p">(</span><span class="s">"id"</span><span class="p">,</span><span class="w"> </span><span class="s">"data"</span><span class="p">)</span> |
| <a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a><span class="w"> </span><span class="p">.</span><span class="n">writeTo</span><span class="p">(</span><span class="s">"local.db.table"</span><span class="p">).</span><span class="n">append</span><span class="p">()</span> |
| </code></pre></div> |
| <p>The old <code>write</code> API is supported, but <em>not</em> recommended.</p> |
| <h3 id="reading">Reading<a class="headerlink" href="#reading" title="Permanent link">🔗</a></h3> |
| <p>To read with SQL, use the Iceberg table's name in a <code>SELECT</code> query:</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">SELECT</span><span class="w"> </span><span class="k">count</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="k">count</span><span class="p">,</span><span class="w"> </span><span class="k">data</span> |
| <a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a><span class="k">FROM</span><span class="w"> </span><span class="k">local</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span> |
| <a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a><span class="k">GROUP</span><span class="w"> </span><span class="k">BY</span><span class="w"> </span><span class="k">data</span><span class="p">;</span> |
| </code></pre></div> |
| <p>SQL is also the recommended way to <a href="../../spark-queries/#inspecting-tables">inspect tables</a>. To view all snapshots in a table, use the <code>snapshots</code> metadata table: |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="k">local</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">snapshots</span><span class="p">;</span> |
| </code></pre></div> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a>+-------------------------+----------------+-----------+-----------+----------------------------------------------------+-----+ |
| <a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a>| committed_at | snapshot_id | parent_id | operation | manifest_list | ... | |
| <a id="__codelineno-8-3" name="__codelineno-8-3" href="#__codelineno-8-3"></a>+-------------------------+----------------+-----------+-----------+----------------------------------------------------+-----+ |
| <a id="__codelineno-8-4" name="__codelineno-8-4" href="#__codelineno-8-4"></a>| 2019-02-08 03:29:51.215 | 57897183625154 | null | append | s3://.../table/metadata/snap-57897183625154-1.avro | ... | |
| <a id="__codelineno-8-5" name="__codelineno-8-5" href="#__codelineno-8-5"></a>| | | | | | ... | |
| <a id="__codelineno-8-6" name="__codelineno-8-6" href="#__codelineno-8-6"></a>| | | | | | ... | |
| <a id="__codelineno-8-7" name="__codelineno-8-7" href="#__codelineno-8-7"></a>| ... | ... | ... | ... | ... | ... | |
| <a id="__codelineno-8-8" name="__codelineno-8-8" href="#__codelineno-8-8"></a>+-------------------------+----------------+-----------+-----------+----------------------------------------------------+-----+ |
| </code></pre></div></p> |
| <p><a href="../../spark-queries/#querying-with-dataframes">DataFrame reads</a> are supported and can now reference tables by name using <code>spark.table</code>:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="kd">val</span><span class="w"> </span><span class="n">df</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">spark</span><span class="p">.</span><span class="n">table</span><span class="p">(</span><span class="s">"local.db.table"</span><span class="p">)</span> |
| <a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a><span class="n">df</span><span class="p">.</span><span class="n">count</span><span class="p">()</span> |
| </code></pre></div> |
| <h3 id="type-compatibility">Type compatibility<a class="headerlink" href="#type-compatibility" title="Permanent link">🔗</a></h3> |
| <p>Spark and Iceberg support different set of types. Iceberg does the type conversion automatically, but not for all combinations, |
| so you may want to understand the type conversion in Iceberg in prior to design the types of columns in your tables.</p> |
| <h4 id="spark-type-to-iceberg-type">Spark type to Iceberg type<a class="headerlink" href="#spark-type-to-iceberg-type" title="Permanent link">🔗</a></h4> |
| <p>This type conversion table describes how Spark types are converted to the Iceberg types. The conversion applies on both creating Iceberg table and writing to Iceberg table via Spark.</p> |
| <table> |
| <thead> |
| <tr> |
| <th>Spark</th> |
| <th>Iceberg</th> |
| <th>Notes</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>boolean</td> |
| <td>boolean</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>short</td> |
| <td>integer</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>byte</td> |
| <td>integer</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>integer</td> |
| <td>integer</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>long</td> |
| <td>long</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>float</td> |
| <td>float</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>double</td> |
| <td>double</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>date</td> |
| <td>date</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>timestamp</td> |
| <td>timestamp with timezone</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>timestamp_ntz</td> |
| <td>timestamp without timezone</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>char</td> |
| <td>string</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>varchar</td> |
| <td>string</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>string</td> |
| <td>string</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>binary</td> |
| <td>binary</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>decimal</td> |
| <td>decimal</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>struct</td> |
| <td>struct</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>array</td> |
| <td>list</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>map</td> |
| <td>map</td> |
| <td></td> |
| </tr> |
| </tbody> |
| </table> |
| <div class="admonition info"> |
| <p class="admonition-title">Info</p> |
| <p>The table is based on representing conversion during creating table. In fact, broader supports are applied on write. Here're some points on write:</p> |
| <ul> |
| <li>Iceberg numeric types (<code>integer</code>, <code>long</code>, <code>float</code>, <code>double</code>, <code>decimal</code>) support promotion during writes. e.g. You can write Spark types <code>short</code>, <code>byte</code>, <code>integer</code>, <code>long</code> to Iceberg type <code>long</code>.</li> |
| <li>You can write to Iceberg <code>fixed</code> type using Spark <code>binary</code> type. Note that assertion on the length will be performed.</li> |
| </ul> |
| </div> |
| <h4 id="iceberg-type-to-spark-type">Iceberg type to Spark type<a class="headerlink" href="#iceberg-type-to-spark-type" title="Permanent link">🔗</a></h4> |
| <p>This type conversion table describes how Iceberg types are converted to the Spark types. The conversion applies on reading from Iceberg table via Spark.</p> |
| <table> |
| <thead> |
| <tr> |
| <th>Iceberg</th> |
| <th>Spark</th> |
| <th>Note</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>boolean</td> |
| <td>boolean</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>integer</td> |
| <td>integer</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>long</td> |
| <td>long</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>float</td> |
| <td>float</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>double</td> |
| <td>double</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>date</td> |
| <td>date</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>time</td> |
| <td></td> |
| <td>Not supported</td> |
| </tr> |
| <tr> |
| <td>timestamp with timezone</td> |
| <td>timestamp</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>timestamp without timezone</td> |
| <td>timestamp_ntz</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>string</td> |
| <td>string</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>uuid</td> |
| <td>string</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>fixed</td> |
| <td>binary</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>binary</td> |
| <td>binary</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>decimal</td> |
| <td>decimal</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>struct</td> |
| <td>struct</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>list</td> |
| <td>array</td> |
| <td></td> |
| </tr> |
| <tr> |
| <td>map</td> |
| <td>map</td> |
| <td></td> |
| </tr> |
| </tbody> |
| </table> |
| <h3 id="next-steps">Next steps<a class="headerlink" href="#next-steps" title="Permanent link">🔗</a></h3> |
| <p>Next, you can learn more about Iceberg tables in Spark:</p> |
| <ul> |
| <li><a href="../../spark-ddl/">DDL commands</a>: <code>CREATE</code>, <code>ALTER</code>, and <code>DROP</code></li> |
| <li><a href="../../spark-queries/">Querying data</a>: <code>SELECT</code> queries and metadata tables</li> |
| <li><a href="../../spark-writes/">Writing data</a>: <code>INSERT INTO</code> and <code>MERGE INTO</code></li> |
| <li><a href="../../spark-procedures/">Maintaining tables</a> with stored procedures</li> |
| </ul> |
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