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| |
| <h1 id="spark-configuration">Spark Configuration<a class="headerlink" href="#spark-configuration" title="Permanent link">🔗</a></h1> |
| <h2 id="catalogs">Catalogs<a class="headerlink" href="#catalogs" title="Permanent link">🔗</a></h2> |
| <p>Spark adds an API to plug in table catalogs that are used to load, create, and manage Iceberg tables. Spark catalogs are configured by setting Spark properties under <code>spark.sql.catalog</code>.</p> |
| <p>This creates an Iceberg catalog named <code>hive_prod</code> that loads tables from a Hive metastore:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>spark.sql.catalog.hive_prod = org.apache.iceberg.spark.SparkCatalog |
| <a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a>spark.sql.catalog.hive_prod.type = hive |
| <a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>spark.sql.catalog.hive_prod.uri = thrift://metastore-host:port |
| <a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a># omit uri to use the same URI as Spark: hive.metastore.uris in hive-site.xml |
| </code></pre></div> |
| <p>Below is an example for a REST catalog named <code>rest_prod</code> that loads tables from REST URL <code>http://localhost:8080</code>:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a>spark.sql.catalog.rest_prod = org.apache.iceberg.spark.SparkCatalog |
| <a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a>spark.sql.catalog.rest_prod.type = rest |
| <a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a>spark.sql.catalog.rest_prod.uri = http://localhost:8080 |
| </code></pre></div> |
| <p>Iceberg also supports a directory-based catalog in HDFS that can be configured using <code>type=hadoop</code>:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a>spark.sql.catalog.hadoop_prod = org.apache.iceberg.spark.SparkCatalog |
| <a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a>spark.sql.catalog.hadoop_prod.type = hadoop |
| <a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a>spark.sql.catalog.hadoop_prod.warehouse = hdfs://nn:8020/warehouse/path |
| </code></pre></div> |
| <div class="admonition info"> |
| <p class="admonition-title">Info</p> |
| <p>The Hive-based catalog only loads Iceberg tables. To load non-Iceberg tables in the same Hive metastore, use a <a href="#replacing-the-session-catalog">session catalog</a>.</p> |
| </div> |
| <h3 id="catalog-configuration">Catalog configuration<a class="headerlink" href="#catalog-configuration" title="Permanent link">🔗</a></h3> |
| <p>A catalog is created and named by adding a property <code>spark.sql.catalog.(catalog-name)</code> with an implementation class for its value.</p> |
| <p>Iceberg supplies two implementations:</p> |
| <ul> |
| <li><code>org.apache.iceberg.spark.SparkCatalog</code> supports a Hive Metastore or a Hadoop warehouse as a catalog</li> |
| <li><code>org.apache.iceberg.spark.SparkSessionCatalog</code> adds support for Iceberg tables to Spark's built-in catalog, and delegates to the built-in catalog for non-Iceberg tables</li> |
| </ul> |
| <p>Both catalogs are configured using properties nested under the catalog name. Common configuration properties for Hive and Hadoop are:</p> |
| <table> |
| <thead> |
| <tr> |
| <th>Property</th> |
| <th>Values</th> |
| <th>Description</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>spark.sql.catalog.<em>catalog-name</em>.type</td> |
| <td><code>hive</code>, <code>hadoop</code>, <code>rest</code>, <code>glue</code>, <code>jdbc</code> or <code>nessie</code></td> |
| <td>The underlying Iceberg catalog implementation, <code>HiveCatalog</code>, <code>HadoopCatalog</code>, <code>RESTCatalog</code>, <code>GlueCatalog</code>, <code>JdbcCatalog</code>, <code>NessieCatalog</code> or left unset if using a custom catalog</td> |
| </tr> |
| <tr> |
| <td>spark.sql.catalog.<em>catalog-name</em>.catalog-impl</td> |
| <td></td> |
| <td>The custom Iceberg catalog implementation. If <code>type</code> is null, <code>catalog-impl</code> must not be null.</td> |
| </tr> |
| <tr> |
| <td>spark.sql.catalog.<em>catalog-name</em>.io-impl</td> |
| <td></td> |
| <td>The custom FileIO implementation.</td> |
| </tr> |
| <tr> |
| <td>spark.sql.catalog.<em>catalog-name</em>.metrics-reporter-impl</td> |
| <td></td> |
| <td>The custom MetricsReporter implementation.</td> |
| </tr> |
| <tr> |
| <td>spark.sql.catalog.<em>catalog-name</em>.default-namespace</td> |
| <td>default</td> |
| <td>The default current namespace for the catalog</td> |
| </tr> |
| <tr> |
| <td>spark.sql.catalog.<em>catalog-name</em>.uri</td> |
| <td>thrift://host:port</td> |
| <td>Hive metastore URL for hive typed catalog, REST URL for REST typed catalog</td> |
| </tr> |
| <tr> |
| <td>spark.sql.catalog.<em>catalog-name</em>.warehouse</td> |
| <td>hdfs://nn:8020/warehouse/path</td> |
| <td>Base path for the warehouse directory</td> |
| </tr> |
| <tr> |
| <td>spark.sql.catalog.<em>catalog-name</em>.cache-enabled</td> |
| <td><code>true</code> or <code>false</code></td> |
| <td>Whether to enable catalog cache, default value is <code>true</code></td> |
| </tr> |
| <tr> |
| <td>spark.sql.catalog.<em>catalog-name</em>.cache.expiration-interval-ms</td> |
| <td><code>30000</code> (30 seconds)</td> |
| <td>Duration after which cached catalog entries are expired; Only effective if <code>cache-enabled</code> is <code>true</code>. <code>-1</code> disables cache expiration and <code>0</code> disables caching entirely, irrespective of <code>cache-enabled</code>. Default is <code>30000</code> (30 seconds)</td> |
| </tr> |
| <tr> |
| <td>spark.sql.catalog.<em>catalog-name</em>.table-default.<em>propertyKey</em></td> |
| <td></td> |
| <td>Default Iceberg table property value for property key <em>propertyKey</em>, which will be set on tables created by this catalog if not overridden</td> |
| </tr> |
| <tr> |
| <td>spark.sql.catalog.<em>catalog-name</em>.table-override.<em>propertyKey</em></td> |
| <td></td> |
| <td>Enforced Iceberg table property value for property key <em>propertyKey</em>, which cannot be overridden by user</td> |
| </tr> |
| </tbody> |
| </table> |
| <p>Additional properties can be found in common <a href="../../configuration/#catalog-properties">catalog configuration</a>.</p> |
| <h3 id="using-catalogs">Using catalogs<a class="headerlink" href="#using-catalogs" title="Permanent link">🔗</a></h3> |
| <p>Catalog names are used in SQL queries to identify a table. In the examples above, <code>hive_prod</code> and <code>hadoop_prod</code> can be used to prefix database and table names that will be loaded from those catalogs.</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">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">hive_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="w"> </span><span class="c1">-- load db.table from catalog hive_prod</span> |
| </code></pre></div> |
| <p>Spark 3 keeps track of the current catalog and namespace, which can be omitted from table names.</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">USE</span><span class="w"> </span><span class="n">hive_prod</span><span class="p">.</span><span class="n">db</span><span class="p">;</span> |
| <a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></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">table</span><span class="p">;</span><span class="w"> </span><span class="c1">-- load db.table from catalog hive_prod</span> |
| </code></pre></div> |
| <p>To see the current catalog and namespace, run <code>SHOW CURRENT NAMESPACE</code>.</p> |
| <h3 id="replacing-the-session-catalog">Replacing the session catalog<a class="headerlink" href="#replacing-the-session-catalog" title="Permanent link">🔗</a></h3> |
| <p>To add Iceberg table support to Spark's built-in catalog, configure <code>spark_catalog</code> to use Iceberg's <code>SparkSessionCatalog</code>.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a>spark.sql.catalog.spark_catalog = org.apache.iceberg.spark.SparkSessionCatalog |
| <a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a>spark.sql.catalog.spark_catalog.type = hive |
| </code></pre></div> |
| <p>Spark's built-in catalog supports existing v1 and v2 tables tracked in a Hive Metastore. This configures Spark to use Iceberg's <code>SparkSessionCatalog</code> as a wrapper around that session catalog. When a table is not an Iceberg table, the built-in catalog will be used to load it instead.</p> |
| <p>This configuration can use same Hive Metastore for both Iceberg and non-Iceberg tables.</p> |
| <h3 id="using-catalog-specific-hadoop-configuration-values">Using catalog specific Hadoop configuration values<a class="headerlink" href="#using-catalog-specific-hadoop-configuration-values" title="Permanent link">🔗</a></h3> |
| <p>Similar to configuring Hadoop properties by using <code>spark.hadoop.*</code>, it's possible to set per-catalog Hadoop configuration values when using Spark by adding the property for the catalog with the prefix <code>spark.sql.catalog.(catalog-name).hadoop.*</code>. These properties will take precedence over values configured globally using <code>spark.hadoop.*</code> and will only affect Iceberg tables.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a>spark.sql.catalog.hadoop_prod.hadoop.fs.s3a.endpoint = http://aws-local:9000 |
| </code></pre></div> |
| <h3 id="loading-a-custom-catalog">Loading a custom catalog<a class="headerlink" href="#loading-a-custom-catalog" title="Permanent link">🔗</a></h3> |
| <p>Spark supports loading a custom Iceberg <code>Catalog</code> implementation by specifying the <code>catalog-impl</code> property. Here is an example:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a>spark.sql.catalog.custom_prod = org.apache.iceberg.spark.SparkCatalog |
| <a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a>spark.sql.catalog.custom_prod.catalog-impl = com.my.custom.CatalogImpl |
| <a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a>spark.sql.catalog.custom_prod.my-additional-catalog-config = my-value |
| </code></pre></div> |
| <h2 id="sql-extensions">SQL Extensions<a class="headerlink" href="#sql-extensions" title="Permanent link">🔗</a></h2> |
| <p>Iceberg 0.11.0 and later add an extension module to Spark to add new SQL commands, like <code>CALL</code> for stored procedures or <code>ALTER TABLE ... WRITE ORDERED BY</code>.</p> |
| <p>Using those SQL commands requires adding Iceberg extensions to your Spark environment using the following Spark property:</p> |
| <table> |
| <thead> |
| <tr> |
| <th>Spark extensions property</th> |
| <th>Iceberg extensions implementation</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td><code>spark.sql.extensions</code></td> |
| <td><code>org.apache.iceberg.spark.extensions.IcebergSparkSessionExtensions</code></td> |
| </tr> |
| </tbody> |
| </table> |
| <h2 id="runtime-configuration">Runtime configuration<a class="headerlink" href="#runtime-configuration" title="Permanent link">🔗</a></h2> |
| <h3 id="read-options">Read options<a class="headerlink" href="#read-options" title="Permanent link">🔗</a></h3> |
| <p>Spark read options are passed when configuring the DataFrameReader, like this:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a><span class="c1">// time travel</span> |
| <a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a><span class="n">spark</span><span class="p">.</span><span class="n">read</span> |
| <a id="__codelineno-8-3" name="__codelineno-8-3" href="#__codelineno-8-3"></a><span class="w"> </span><span class="p">.</span><span class="n">option</span><span class="p">(</span><span class="s">"snapshot-id"</span><span class="p">,</span><span class="w"> </span><span class="il">10963874102873L</span><span class="p">)</span> |
| <a id="__codelineno-8-4" name="__codelineno-8-4" href="#__codelineno-8-4"></a><span class="w"> </span><span class="p">.</span><span class="n">table</span><span class="p">(</span><span class="s">"catalog.db.table"</span><span class="p">)</span> |
| </code></pre></div> |
| <table> |
| <thead> |
| <tr> |
| <th>Spark option</th> |
| <th>Default</th> |
| <th>Description</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>snapshot-id</td> |
| <td>(latest)</td> |
| <td>Snapshot ID of the table snapshot to read</td> |
| </tr> |
| <tr> |
| <td>as-of-timestamp</td> |
| <td>(latest)</td> |
| <td>A timestamp in milliseconds; the snapshot used will be the snapshot current at this time.</td> |
| </tr> |
| <tr> |
| <td>split-size</td> |
| <td>As per table property</td> |
| <td>Overrides this table's read.split.target-size and read.split.metadata-target-size</td> |
| </tr> |
| <tr> |
| <td>lookback</td> |
| <td>As per table property</td> |
| <td>Overrides this table's read.split.planning-lookback</td> |
| </tr> |
| <tr> |
| <td>file-open-cost</td> |
| <td>As per table property</td> |
| <td>Overrides this table's read.split.open-file-cost</td> |
| </tr> |
| <tr> |
| <td>vectorization-enabled</td> |
| <td>As per table property</td> |
| <td>Overrides this table's read.parquet.vectorization.enabled</td> |
| </tr> |
| <tr> |
| <td>batch-size</td> |
| <td>As per table property</td> |
| <td>Overrides this table's read.parquet.vectorization.batch-size</td> |
| </tr> |
| <tr> |
| <td>stream-from-timestamp</td> |
| <td>(none)</td> |
| <td>A timestamp in milliseconds to stream from; if before the oldest known ancestor snapshot, the oldest will be used</td> |
| </tr> |
| </tbody> |
| </table> |
| <h3 id="write-options">Write options<a class="headerlink" href="#write-options" title="Permanent link">🔗</a></h3> |
| <p>Spark write options are passed when configuring the DataFrameWriter, like this:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="c1">// write with Avro instead of Parquet</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">write</span> |
| <a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a><span class="w"> </span><span class="p">.</span><span class="n">option</span><span class="p">(</span><span class="s">"write-format"</span><span class="p">,</span><span class="w"> </span><span class="s">"avro"</span><span class="p">)</span> |
| <a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a><span class="w"> </span><span class="p">.</span><span class="n">option</span><span class="p">(</span><span class="s">"snapshot-property.key"</span><span class="p">,</span><span class="w"> </span><span class="s">"value"</span><span class="p">)</span> |
| <a id="__codelineno-9-5" name="__codelineno-9-5" href="#__codelineno-9-5"></a><span class="w"> </span><span class="p">.</span><span class="n">insertInto</span><span class="p">(</span><span class="s">"catalog.db.table"</span><span class="p">)</span> |
| </code></pre></div> |
| <table> |
| <thead> |
| <tr> |
| <th>Spark option</th> |
| <th>Default</th> |
| <th>Description</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>write-format</td> |
| <td>Table write.format.default</td> |
| <td>File format to use for this write operation; parquet, avro, or orc</td> |
| </tr> |
| <tr> |
| <td>target-file-size-bytes</td> |
| <td>As per table property</td> |
| <td>Overrides this table's write.target-file-size-bytes</td> |
| </tr> |
| <tr> |
| <td>check-nullability</td> |
| <td>true</td> |
| <td>Sets the nullable check on fields</td> |
| </tr> |
| <tr> |
| <td>snapshot-property.<em>custom-key</em></td> |
| <td>null</td> |
| <td>Adds an entry with custom-key and corresponding value in the snapshot summary (the <code>snapshot-property.</code> prefix is only required for DSv2)</td> |
| </tr> |
| <tr> |
| <td>fanout-enabled</td> |
| <td>false</td> |
| <td>Overrides this table's write.spark.fanout.enabled</td> |
| </tr> |
| <tr> |
| <td>check-ordering</td> |
| <td>true</td> |
| <td>Checks if input schema and table schema are same</td> |
| </tr> |
| <tr> |
| <td>isolation-level</td> |
| <td>null</td> |
| <td>Desired isolation level for Dataframe overwrite operations. <code>null</code> => no checks (for idempotent writes), <code>serializable</code> => check for concurrent inserts or deletes in destination partitions, <code>snapshot</code> => checks for concurrent deletes in destination partitions.</td> |
| </tr> |
| <tr> |
| <td>validate-from-snapshot-id</td> |
| <td>null</td> |
| <td>If isolation level is set, id of base snapshot from which to check concurrent write conflicts into a table. Should be the snapshot before any reads from the table. Can be obtained via <a href="../../api/#table-metadata">Table API</a> or <a href="../../spark-queries/#snapshots">Snapshots table</a>. If null, the table's oldest known snapshot is used.</td> |
| </tr> |
| <tr> |
| <td>compression-codec</td> |
| <td>Table write.(fileformat).compression-codec</td> |
| <td>Overrides this table's compression codec for this write</td> |
| </tr> |
| <tr> |
| <td>compression-level</td> |
| <td>Table write.(fileformat).compression-level</td> |
| <td>Overrides this table's compression level for Parquet and Avro tables for this write</td> |
| </tr> |
| <tr> |
| <td>compression-strategy</td> |
| <td>Table write.orc.compression-strategy</td> |
| <td>Overrides this table's compression strategy for ORC tables for this write</td> |
| </tr> |
| </tbody> |
| </table> |
| <p>CommitMetadata provides an interface to add custom metadata to a snapshot summary during a SQL execution, which can be beneficial for purposes such as auditing or change tracking. If properties start with <code>snapshot-property.</code>, then that prefix will be removed from each property. Here is an example:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a><span class="kn">import</span><span class="w"> </span><span class="nn">org.apache.iceberg.spark.CommitMetadata</span><span class="p">;</span> |
| <a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a> |
| <a id="__codelineno-10-3" name="__codelineno-10-3" href="#__codelineno-10-3"></a><span class="n">Map</span><span class="o"><</span><span class="n">String</span><span class="p">,</span><span class="w"> </span><span class="n">String</span><span class="o">></span><span class="w"> </span><span class="n">properties</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Maps</span><span class="p">.</span><span class="na">newHashMap</span><span class="p">();</span> |
| <a id="__codelineno-10-4" name="__codelineno-10-4" href="#__codelineno-10-4"></a><span class="n">properties</span><span class="p">.</span><span class="na">put</span><span class="p">(</span><span class="s">"property_key"</span><span class="p">,</span><span class="w"> </span><span class="s">"property_value"</span><span class="p">);</span> |
| <a id="__codelineno-10-5" name="__codelineno-10-5" href="#__codelineno-10-5"></a><span class="n">CommitMetadata</span><span class="p">.</span><span class="na">withCommitProperties</span><span class="p">(</span><span class="n">properties</span><span class="p">,</span> |
| <a id="__codelineno-10-6" name="__codelineno-10-6" href="#__codelineno-10-6"></a><span class="w"> </span><span class="p">()</span><span class="w"> </span><span class="o">-></span><span class="w"> </span><span class="p">{</span> |
| <a id="__codelineno-10-7" name="__codelineno-10-7" href="#__codelineno-10-7"></a><span class="w"> </span><span class="n">spark</span><span class="p">.</span><span class="na">sql</span><span class="p">(</span><span class="s">"DELETE FROM "</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">tableName</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="s">" where id = 1"</span><span class="p">);</span> |
| <a id="__codelineno-10-8" name="__codelineno-10-8" href="#__codelineno-10-8"></a><span class="w"> </span><span class="k">return</span><span class="w"> </span><span class="mi">0</span><span class="p">;</span> |
| <a id="__codelineno-10-9" name="__codelineno-10-9" href="#__codelineno-10-9"></a><span class="w"> </span><span class="p">},</span> |
| <a id="__codelineno-10-10" name="__codelineno-10-10" href="#__codelineno-10-10"></a><span class="w"> </span><span class="n">RuntimeException</span><span class="p">.</span><span class="na">class</span><span class="p">);</span> |
| </code></pre></div> |
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