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| <h1 id="iceberg-nessie-integration">Iceberg Nessie Integration<a class="headerlink" href="#iceberg-nessie-integration" title="Permanent link">🔗</a></h1> |
| <p>Iceberg provides integration with Nessie through the <code>iceberg-nessie</code> module. |
| This section describes how to use Iceberg with Nessie. Nessie provides several key features on top of Iceberg:</p> |
| <ul> |
| <li>multi-table transactions</li> |
| <li>git-like operations (eg branches, tags, commits)</li> |
| <li>hive-like metastore capabilities</li> |
| </ul> |
| <p>See <a href="https://projectnessie.org">Project Nessie</a> for more information on Nessie. Nessie requires a server to run, see |
| <a href="https://projectnessie.org/try/">Getting Started</a> to start a Nessie server.</p> |
| <h2 id="enabling-nessie-catalog">Enabling Nessie Catalog<a class="headerlink" href="#enabling-nessie-catalog" title="Permanent link">🔗</a></h2> |
| <p>The <code>iceberg-nessie</code> module is bundled with Spark and Flink runtimes for all versions from <code>0.11.0</code>. To get started |
| with Nessie (with spark-3.3) and Iceberg simply add the Iceberg runtime to your process. Eg: <code>spark-sql --packages |
| org.apache.iceberg:iceberg-spark-runtime-3.3_2.12:1.5.2</code>. </p> |
| <h2 id="spark-sql-extensions">Spark SQL Extensions<a class="headerlink" href="#spark-sql-extensions" title="Permanent link">🔗</a></h2> |
| <p>Nessie SQL extensions can be used to manage the Nessie repo as shown below. |
| Example for Spark 3.3 with scala 2.12:</p> |
| <p><div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>bin/spark-sql |
| <a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a> --packages "org.apache.iceberg:iceberg-spark-runtime-3.3_2.12:1.5.2,org.projectnessie.nessie-integrations:nessie-spark-extensions-3.3_2.12:0.77.1" |
| <a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a> --conf spark.sql.extensions="org.apache.iceberg.spark.extensions.IcebergSparkSessionExtensions,org.projectnessie.spark.extensions.NessieSparkSessionExtensions" |
| <a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a> --conf <other settings> |
| </code></pre></div> |
| Please refer <a href="https://projectnessie.org/tools/sql/">Nessie SQL extension document</a> to learn more about it.</p> |
| <h2 id="nessie-catalog">Nessie Catalog<a class="headerlink" href="#nessie-catalog" title="Permanent link">🔗</a></h2> |
| <p>One major feature introduced in release <code>0.11.0</code> is the ability to easily interact with a <a href="../custom-catalog/">Custom Catalog</a> from Spark and Flink. See <a href="../spark-configuration/#catalog-configuration">Spark Configuration</a> |
| and <a href="../flink/#custom-catalog">Flink Configuration</a> for instructions for adding a custom catalog to Iceberg. </p> |
| <p>To use the Nessie Catalog the following properties are required:</p> |
| <ul> |
| <li><code>warehouse</code>. Like most other catalogs the warehouse property is a file path to where this catalog should store tables.</li> |
| <li><code>uri</code>. This is the Nessie server base uri. Eg <code>http://localhost:19120/api/v2</code>.</li> |
| <li><code>ref</code> (optional). This is the Nessie branch or tag you want to work in.</li> |
| </ul> |
| <p>To run directly in Java this looks like:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></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">options</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">new</span><span class="w"> </span><span class="n">HashMap</span><span class="o"><></span><span class="p">();</span> |
| <a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="n">options</span><span class="p">.</span><span class="na">put</span><span class="p">(</span><span class="s">"warehouse"</span><span class="p">,</span><span class="w"> </span><span class="s">"/path/to/warehouse"</span><span class="p">);</span> |
| <a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></a><span class="n">options</span><span class="p">.</span><span class="na">put</span><span class="p">(</span><span class="s">"ref"</span><span class="p">,</span><span class="w"> </span><span class="s">"main"</span><span class="p">);</span> |
| <a id="__codelineno-1-4" name="__codelineno-1-4" href="#__codelineno-1-4"></a><span class="n">options</span><span class="p">.</span><span class="na">put</span><span class="p">(</span><span class="s">"uri"</span><span class="p">,</span><span class="w"> </span><span class="s">"https://localhost:19120/api/v2"</span><span class="p">);</span> |
| <a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a><span class="n">Catalog</span><span class="w"> </span><span class="n">nessieCatalog</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">CatalogUtil</span><span class="p">.</span><span class="na">loadCatalog</span><span class="p">(</span><span class="s">"org.apache.iceberg.nessie.NessieCatalog"</span><span class="p">,</span><span class="w"> </span><span class="s">"nessie"</span><span class="p">,</span><span class="w"> </span><span class="n">options</span><span class="p">,</span><span class="w"> </span><span class="n">hadoopConfig</span><span class="p">);</span> |
| </code></pre></div> |
| <p>and in Spark:</p> |
| <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">conf</span><span class="p">.</span><span class="na">set</span><span class="p">(</span><span class="s">"spark.sql.catalog.nessie.warehouse"</span><span class="p">,</span><span class="w"> </span><span class="s">"/path/to/warehouse"</span><span class="p">);</span> |
| <a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="n">conf</span><span class="p">.</span><span class="na">set</span><span class="p">(</span><span class="s">"spark.sql.catalog.nessie.uri"</span><span class="p">,</span><span class="w"> </span><span class="s">"http://localhost:19120/api/v2"</span><span class="p">)</span> |
| <a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="n">conf</span><span class="p">.</span><span class="na">set</span><span class="p">(</span><span class="s">"spark.sql.catalog.nessie.ref"</span><span class="p">,</span><span class="w"> </span><span class="s">"main"</span><span class="p">)</span> |
| <a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="n">conf</span><span class="p">.</span><span class="na">set</span><span class="p">(</span><span class="s">"spark.sql.catalog.nessie.type"</span><span class="p">,</span><span class="w"> </span><span class="s">"nessie"</span><span class="p">)</span> |
| <a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a><span class="n">conf</span><span class="p">.</span><span class="na">set</span><span class="p">(</span><span class="s">"spark.sql.catalog.nessie"</span><span class="p">,</span><span class="w"> </span><span class="s">"org.apache.iceberg.spark.SparkCatalog"</span><span class="p">)</span> |
| <a id="__codelineno-2-6" name="__codelineno-2-6" href="#__codelineno-2-6"></a><span class="n">conf</span><span class="p">.</span><span class="na">set</span><span class="p">(</span><span class="s">"spark.sql.extensions"</span><span class="p">,</span><span class="w"> </span><span class="s">"org.apache.iceberg.spark.extensions.IcebergSparkSessionExtensions,org.projectnessie.spark.extensions.NessieSparkSessionExtensions"</span><span class="p">)</span> |
| </code></pre></div> |
| This is how it looks in Flink via the Python API (additional details can be found <a href="../flink/#preparation-when-using-flinks-python-api">here</a>): |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="kn">import</span> <span class="nn">os</span> |
| <a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="kn">from</span> <span class="nn">pyflink.datastream</span> <span class="kn">import</span> <span class="n">StreamExecutionEnvironment</span> |
| <a id="__codelineno-3-3" name="__codelineno-3-3" href="#__codelineno-3-3"></a><span class="kn">from</span> <span class="nn">pyflink.table</span> <span class="kn">import</span> <span class="n">StreamTableEnvironment</span> |
| <a id="__codelineno-3-4" name="__codelineno-3-4" href="#__codelineno-3-4"></a> |
| <a id="__codelineno-3-5" name="__codelineno-3-5" href="#__codelineno-3-5"></a><span class="n">env</span> <span class="o">=</span> <span class="n">StreamExecutionEnvironment</span><span class="o">.</span><span class="n">get_execution_environment</span><span class="p">()</span> |
| <a id="__codelineno-3-6" name="__codelineno-3-6" href="#__codelineno-3-6"></a><span class="n">iceberg_flink_runtime_jar</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">(),</span> <span class="s2">"iceberg-flink-runtime-1.5.2.jar"</span><span class="p">)</span> |
| <a id="__codelineno-3-7" name="__codelineno-3-7" href="#__codelineno-3-7"></a><span class="n">env</span><span class="o">.</span><span class="n">add_jars</span><span class="p">(</span><span class="s2">"file://</span><span class="si">{}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">iceberg_flink_runtime_jar</span><span class="p">))</span> |
| <a id="__codelineno-3-8" name="__codelineno-3-8" href="#__codelineno-3-8"></a><span class="n">table_env</span> <span class="o">=</span> <span class="n">StreamTableEnvironment</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="n">env</span><span class="p">)</span> |
| <a id="__codelineno-3-9" name="__codelineno-3-9" href="#__codelineno-3-9"></a> |
| <a id="__codelineno-3-10" name="__codelineno-3-10" href="#__codelineno-3-10"></a><span class="n">table_env</span><span class="o">.</span><span class="n">execute_sql</span><span class="p">(</span><span class="s2">"CREATE CATALOG nessie_catalog WITH ("</span> |
| <a id="__codelineno-3-11" name="__codelineno-3-11" href="#__codelineno-3-11"></a> <span class="s2">"'type'='iceberg', "</span> |
| <a id="__codelineno-3-12" name="__codelineno-3-12" href="#__codelineno-3-12"></a> <span class="s2">"'type'='nessie', "</span> |
| <a id="__codelineno-3-13" name="__codelineno-3-13" href="#__codelineno-3-13"></a> <span class="s2">"'uri'='http://localhost:19120/api/v2', "</span> |
| <a id="__codelineno-3-14" name="__codelineno-3-14" href="#__codelineno-3-14"></a> <span class="s2">"'ref'='main', "</span> |
| <a id="__codelineno-3-15" name="__codelineno-3-15" href="#__codelineno-3-15"></a> <span class="s2">"'warehouse'='/path/to/warehouse')"</span><span class="p">)</span> |
| </code></pre></div></p> |
| <p>There is nothing special above about the <code>nessie</code> name. A spark catalog can have any name, the important parts are the |
| settings for the <code>type</code> or <code>catalog-impl</code> and the required config to start Nessie correctly. |
| Once you have a Nessie catalog you have access to your entire Nessie repo. You can then perform create/delete/merge |
| operations on branches and perform commits on branches. Each Iceberg table in a Nessie Catalog is identified by an |
| arbitrary length namespace and table name (eg <code>data.base.name.table</code>). These namespaces must be explicitly created |
| as mentioned <a href="https://projectnessie.org/blog/namespace-enforcement/">here</a>. |
| Any transaction on a Nessie enabled Iceberg table is a single commit in Nessie. Nessie commits |
| can encompass an arbitrary number of actions on an arbitrary number of tables, however in Iceberg this will be limited |
| to the set of single table transactions currently available.</p> |
| <p>Further operations such as merges, viewing the commit log or diffs are performed by direct interaction with the |
| <code>NessieClient</code> in java or by using the python client or cli. See <a href="https://projectnessie.org/tools/cli/">Nessie CLI</a> for |
| more details on the CLI and <a href="https://projectnessie.org/tools/iceberg/spark/">Spark Guide</a> for a more complete description of |
| Nessie functionality.</p> |
| <h2 id="nessie-and-iceberg">Nessie and Iceberg<a class="headerlink" href="#nessie-and-iceberg" title="Permanent link">🔗</a></h2> |
| <p>For most cases Nessie acts just like any other Catalog for Iceberg: providing a logical organization of a set of tables |
| and providing atomicity to transactions. However, using Nessie opens up other interesting possibilities. When using Nessie with |
| Iceberg every Iceberg transaction becomes a Nessie commit. This history can be listed, merged or cherry-picked across branches.</p> |
| <h3 id="loosely-coupled-transactions">Loosely coupled transactions<a class="headerlink" href="#loosely-coupled-transactions" title="Permanent link">🔗</a></h3> |
| <p>By creating a branch and performing a set of operations on that branch you can approximate a multi-table transaction. |
| A sequence of commits can be performed on the newly created branch and then merged back into the main branch atomically. |
| This gives the appearance of a series of connected changes being exposed to the main branch simultaneously. While downstream |
| consumers will see multiple transactions appear at once this isn't a true multi-table transaction on the database. It is |
| effectively a fast-forward merge of multiple commits (in git language) and each operation from the branch is its own distinct |
| transaction and commit. This is different from a real multi-table transaction where all changes would be in the same commit. |
| This does allow multiple applications to take part in modifying a branch and for this distributed set of transactions to be |
| exposed to the downstream users simultaneously.</p> |
| <h3 id="experimentation">Experimentation<a class="headerlink" href="#experimentation" title="Permanent link">🔗</a></h3> |
| <p>Changes to a table can be tested in a branch before merging back into main. This is particularly useful when performing |
| large changes like schema evolution or partition evolution. A partition evolution could be performed in a branch and you |
| would be able to test out the change (eg performance benchmarks) before merging it. This provides great flexibility in |
| performing on-line table modifications and testing without interrupting downstream use cases. If the changes are |
| incorrect or not performant the branch can be dropped without being merged.</p> |
| <h3 id="further-use-cases">Further use cases<a class="headerlink" href="#further-use-cases" title="Permanent link">🔗</a></h3> |
| <p>Please see the <a href="https://projectnessie.org/features/">Nessie Documentation</a> for further descriptions of |
| Nessie features.</p> |
| <div class="admonition danger"> |
| <p class="admonition-title">Danger</p> |
| <p>Regular table maintenance in Iceberg is complicated when using nessie. Please consult |
| <a href="https://projectnessie.org/features/management/">Management Services</a> before performing any |
| <a href="../maintenance/">table maintenance</a>.</p> |
| </div> |
| <h2 id="example">Example<a class="headerlink" href="#example" title="Permanent link">🔗</a></h2> |
| <p>Please have a look at the <a href="https://github.com/projectnessie/nessie-demos">Nessie Demos repo</a> |
| for different examples of Nessie and Iceberg in action together.</p> |
| <h2 id="future-improvements">Future Improvements<a class="headerlink" href="#future-improvements" title="Permanent link">🔗</a></h2> |
| <ul> |
| <li>Iceberg multi-table transactions. Changes to multiple Iceberg tables in the same transaction, isolation levels etc</li> |
| </ul> |
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