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| <h1 id="flink-queries">Flink Queries<a class="headerlink" href="#flink-queries" title="Permanent link">🔗</a></h1> |
| <p>Iceberg support streaming and batch read With <a href="https://flink.apache.org/">Apache Flink</a>'s DataStream API and Table API.</p> |
| <h2 id="reading-with-sql">Reading with SQL<a class="headerlink" href="#reading-with-sql" title="Permanent link">🔗</a></h2> |
| <p>Iceberg support both streaming and batch read in Flink. Execute the following sql command to switch execution mode from <code>streaming</code> to <code>batch</code>, and vice versa:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a><span class="c1">-- Execute the flink job in streaming mode for current session context</span> |
| <a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="k">SET</span><span class="w"> </span><span class="n">execution</span><span class="p">.</span><span class="n">runtime</span><span class="o">-</span><span class="k">mode</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">streaming</span><span class="p">;</span> |
| <a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a> |
| <a id="__codelineno-0-4" name="__codelineno-0-4" href="#__codelineno-0-4"></a><span class="c1">-- Execute the flink job in batch mode for current session context</span> |
| <a id="__codelineno-0-5" name="__codelineno-0-5" href="#__codelineno-0-5"></a><span class="k">SET</span><span class="w"> </span><span class="n">execution</span><span class="p">.</span><span class="n">runtime</span><span class="o">-</span><span class="k">mode</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">batch</span><span class="p">;</span> |
| </code></pre></div> |
| <h3 id="flink-batch-read">Flink batch read<a class="headerlink" href="#flink-batch-read" title="Permanent link">🔗</a></h3> |
| <p>Submit a Flink <strong>batch</strong> job using the following sentences:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="c1">-- Execute the flink job in batch mode for current session context</span> |
| <a id="__codelineno-1-2" name="__codelineno-1-2" href="#__codelineno-1-2"></a><span class="k">SET</span><span class="w"> </span><span class="n">execution</span><span class="p">.</span><span class="n">runtime</span><span class="o">-</span><span class="k">mode</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">batch</span><span class="p">;</span> |
| <a id="__codelineno-1-3" name="__codelineno-1-3" href="#__codelineno-1-3"></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">sample</span><span class="p">;</span> |
| </code></pre></div> |
| <h3 id="flink-streaming-read">Flink streaming read<a class="headerlink" href="#flink-streaming-read" title="Permanent link">🔗</a></h3> |
| <p>Iceberg supports processing incremental data in Flink streaming jobs which starts from a historical snapshot-id:</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">-- Submit the flink job in streaming mode for current session.</span> |
| <a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="k">SET</span><span class="w"> </span><span class="n">execution</span><span class="p">.</span><span class="n">runtime</span><span class="o">-</span><span class="k">mode</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">streaming</span><span class="p">;</span> |
| <a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a> |
| <a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a><span class="c1">-- Enable this switch because streaming read SQL will provide few job options in flink SQL hint options.</span> |
| <a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a><span class="k">SET</span><span class="w"> </span><span class="k">table</span><span class="p">.</span><span class="k">dynamic</span><span class="o">-</span><span class="k">table</span><span class="o">-</span><span class="k">options</span><span class="p">.</span><span class="n">enabled</span><span class="o">=</span><span class="k">true</span><span class="p">;</span> |
| <a id="__codelineno-2-6" name="__codelineno-2-6" href="#__codelineno-2-6"></a> |
| <a id="__codelineno-2-7" name="__codelineno-2-7" href="#__codelineno-2-7"></a><span class="c1">-- Read all the records from the iceberg current snapshot, and then read incremental data starting from that snapshot.</span> |
| <a id="__codelineno-2-8" name="__codelineno-2-8" href="#__codelineno-2-8"></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">sample</span><span class="w"> </span><span class="cm">/*+ OPTIONS('streaming'='true', 'monitor-interval'='1s')*/</span><span class="w"> </span><span class="p">;</span> |
| <a id="__codelineno-2-9" name="__codelineno-2-9" href="#__codelineno-2-9"></a> |
| <a id="__codelineno-2-10" name="__codelineno-2-10" href="#__codelineno-2-10"></a><span class="c1">-- Read all incremental data starting from the snapshot-id '3821550127947089987' (records from this snapshot will be excluded).</span> |
| <a id="__codelineno-2-11" name="__codelineno-2-11" href="#__codelineno-2-11"></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">sample</span><span class="w"> </span><span class="cm">/*+ OPTIONS('streaming'='true', 'monitor-interval'='1s', 'start-snapshot-id'='3821550127947089987')*/</span><span class="w"> </span><span class="p">;</span> |
| </code></pre></div> |
| <p>There are some options that could be set in Flink SQL hint options for streaming job, see <a href="#read-options">read options</a> for details.</p> |
| <h3 id="flip-27-source-for-sql">FLIP-27 source for SQL<a class="headerlink" href="#flip-27-source-for-sql" title="Permanent link">🔗</a></h3> |
| <p>Here are the SQL settings for the <a href="https://cwiki.apache.org/confluence/display/FLINK/FLIP-27%3A+Refactor+Source+Interface">FLIP-27</a> source. All other SQL settings and options documented above are applicable to the FLIP-27 source.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="c1">-- Opt in the FLIP-27 source. Default is false.</span> |
| <a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a><span class="k">SET</span><span class="w"> </span><span class="k">table</span><span class="p">.</span><span class="k">exec</span><span class="p">.</span><span class="n">iceberg</span><span class="p">.</span><span class="n">use</span><span class="o">-</span><span class="n">flip27</span><span class="o">-</span><span class="k">source</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">true</span><span class="p">;</span> |
| </code></pre></div> |
| <h3 id="reading-branches-and-tags-with-sql">Reading branches and tags with SQL<a class="headerlink" href="#reading-branches-and-tags-with-sql" title="Permanent link">🔗</a></h3> |
| <p>Branch and tags can be read via SQL by specifying options. For more details |
| refer to <a href="../../flink-configuration/#read-options">Flink Configuration</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="c1">--- Read from branch b1</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="w"> </span><span class="cm">/*+ OPTIONS('branch'='b1') */</span><span class="w"> </span><span class="p">;</span> |
| <a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a> |
| <a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a><span class="c1">--- Read from tag t1</span> |
| <a id="__codelineno-4-5" name="__codelineno-4-5" href="#__codelineno-4-5"></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="w"> </span><span class="cm">/*+ OPTIONS('tag'='t1') */</span><span class="p">;</span> |
| <a id="__codelineno-4-6" name="__codelineno-4-6" href="#__codelineno-4-6"></a> |
| <a id="__codelineno-4-7" name="__codelineno-4-7" href="#__codelineno-4-7"></a><span class="c1">--- Incremental scan from tag t1 to tag t2</span> |
| <a id="__codelineno-4-8" name="__codelineno-4-8" href="#__codelineno-4-8"></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="w"> </span><span class="cm">/*+ OPTIONS('streaming'='true', 'monitor-interval'='1s', 'start-tag'='t1', 'end-tag'='t2') */</span><span class="p">;</span> |
| </code></pre></div> |
| <h2 id="reading-with-datastream">Reading with DataStream<a class="headerlink" href="#reading-with-datastream" title="Permanent link">🔗</a></h2> |
| <p>Iceberg support streaming or batch read in Java API now.</p> |
| <h3 id="batch-read">Batch Read<a class="headerlink" href="#batch-read" title="Permanent link">🔗</a></h3> |
| <p>This example will read all records from iceberg table and then print to the stdout console in flink batch job:</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">StreamExecutionEnvironment</span><span class="w"> </span><span class="n">env</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">StreamExecutionEnvironment</span><span class="p">.</span><span class="na">createLocalEnvironment</span><span class="p">();</span> |
| <a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a><span class="n">TableLoader</span><span class="w"> </span><span class="n">tableLoader</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">TableLoader</span><span class="p">.</span><span class="na">fromHadoopTable</span><span class="p">(</span><span class="s">"hdfs://nn:8020/warehouse/path"</span><span class="p">);</span> |
| <a id="__codelineno-5-3" name="__codelineno-5-3" href="#__codelineno-5-3"></a><span class="n">DataStream</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="w"> </span><span class="n">batch</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">FlinkSource</span><span class="p">.</span><span class="na">forRowData</span><span class="p">()</span> |
| <a id="__codelineno-5-4" name="__codelineno-5-4" href="#__codelineno-5-4"></a><span class="w"> </span><span class="p">.</span><span class="na">env</span><span class="p">(</span><span class="n">env</span><span class="p">)</span> |
| <a id="__codelineno-5-5" name="__codelineno-5-5" href="#__codelineno-5-5"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-5-6" name="__codelineno-5-6" href="#__codelineno-5-6"></a><span class="w"> </span><span class="p">.</span><span class="na">streaming</span><span class="p">(</span><span class="kc">false</span><span class="p">)</span> |
| <a id="__codelineno-5-7" name="__codelineno-5-7" href="#__codelineno-5-7"></a><span class="w"> </span><span class="p">.</span><span class="na">build</span><span class="p">();</span> |
| <a id="__codelineno-5-8" name="__codelineno-5-8" href="#__codelineno-5-8"></a> |
| <a id="__codelineno-5-9" name="__codelineno-5-9" href="#__codelineno-5-9"></a><span class="c1">// Print all records to stdout.</span> |
| <a id="__codelineno-5-10" name="__codelineno-5-10" href="#__codelineno-5-10"></a><span class="n">batch</span><span class="p">.</span><span class="na">print</span><span class="p">();</span> |
| <a id="__codelineno-5-11" name="__codelineno-5-11" href="#__codelineno-5-11"></a> |
| <a id="__codelineno-5-12" name="__codelineno-5-12" href="#__codelineno-5-12"></a><span class="c1">// Submit and execute this batch read job.</span> |
| <a id="__codelineno-5-13" name="__codelineno-5-13" href="#__codelineno-5-13"></a><span class="n">env</span><span class="p">.</span><span class="na">execute</span><span class="p">(</span><span class="s">"Test Iceberg Batch Read"</span><span class="p">);</span> |
| </code></pre></div> |
| <h3 id="streaming-read">Streaming read<a class="headerlink" href="#streaming-read" title="Permanent link">🔗</a></h3> |
| <p>This example will read incremental records which start from snapshot-id '3821550127947089987' and print to stdout console in flink streaming job:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="n">StreamExecutionEnvironment</span><span class="w"> </span><span class="n">env</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">StreamExecutionEnvironment</span><span class="p">.</span><span class="na">createLocalEnvironment</span><span class="p">();</span> |
| <a id="__codelineno-6-2" name="__codelineno-6-2" href="#__codelineno-6-2"></a><span class="n">TableLoader</span><span class="w"> </span><span class="n">tableLoader</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">TableLoader</span><span class="p">.</span><span class="na">fromHadoopTable</span><span class="p">(</span><span class="s">"hdfs://nn:8020/warehouse/path"</span><span class="p">);</span> |
| <a id="__codelineno-6-3" name="__codelineno-6-3" href="#__codelineno-6-3"></a><span class="n">DataStream</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="w"> </span><span class="n">stream</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">FlinkSource</span><span class="p">.</span><span class="na">forRowData</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="p">.</span><span class="na">env</span><span class="p">(</span><span class="n">env</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="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-6-6" name="__codelineno-6-6" href="#__codelineno-6-6"></a><span class="w"> </span><span class="p">.</span><span class="na">streaming</span><span class="p">(</span><span class="kc">true</span><span class="p">)</span> |
| <a id="__codelineno-6-7" name="__codelineno-6-7" href="#__codelineno-6-7"></a><span class="w"> </span><span class="p">.</span><span class="na">startSnapshotId</span><span class="p">(</span><span class="mi">3821550127947089987L</span><span class="p">)</span> |
| <a id="__codelineno-6-8" name="__codelineno-6-8" href="#__codelineno-6-8"></a><span class="w"> </span><span class="p">.</span><span class="na">build</span><span class="p">();</span> |
| <a id="__codelineno-6-9" name="__codelineno-6-9" href="#__codelineno-6-9"></a> |
| <a id="__codelineno-6-10" name="__codelineno-6-10" href="#__codelineno-6-10"></a><span class="c1">// Print all records to stdout.</span> |
| <a id="__codelineno-6-11" name="__codelineno-6-11" href="#__codelineno-6-11"></a><span class="n">stream</span><span class="p">.</span><span class="na">print</span><span class="p">();</span> |
| <a id="__codelineno-6-12" name="__codelineno-6-12" href="#__codelineno-6-12"></a> |
| <a id="__codelineno-6-13" name="__codelineno-6-13" href="#__codelineno-6-13"></a><span class="c1">// Submit and execute this streaming read job.</span> |
| <a id="__codelineno-6-14" name="__codelineno-6-14" href="#__codelineno-6-14"></a><span class="n">env</span><span class="p">.</span><span class="na">execute</span><span class="p">(</span><span class="s">"Test Iceberg Streaming Read"</span><span class="p">);</span> |
| </code></pre></div> |
| <p>There are other options that can be set, please see the <a href="../../javadoc/1.5.2/org/apache/iceberg/flink/source/FlinkSource.html">FlinkSource#Builder</a>.</p> |
| <h2 id="reading-with-datastream-flip-27-source">Reading with DataStream (FLIP-27 source)<a class="headerlink" href="#reading-with-datastream-flip-27-source" title="Permanent link">🔗</a></h2> |
| <p><a href="https://cwiki.apache.org/confluence/display/FLINK/FLIP-27%3A+Refactor+Source+Interface">FLIP-27 source interface</a> |
| was introduced in Flink 1.12. It aims to solve several shortcomings of the old <code>SourceFunction</code> |
| streaming source interface. It also unifies the source interfaces for both batch and streaming executions. |
| Most source connectors (like Kafka, file) in Flink repo have migrated to the FLIP-27 interface. |
| Flink is planning to deprecate the old <code>SourceFunction</code> interface in the near future.</p> |
| <p>A FLIP-27 based Flink <code>IcebergSource</code> is added in <code>iceberg-flink</code> module. The FLIP-27 <code>IcebergSource</code> is currently an experimental feature.</p> |
| <h3 id="batch-read_1">Batch Read<a class="headerlink" href="#batch-read_1" title="Permanent link">🔗</a></h3> |
| <p>This example will read all records from iceberg table and then print to the stdout console in flink batch job:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="n">StreamExecutionEnvironment</span><span class="w"> </span><span class="n">env</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">StreamExecutionEnvironment</span><span class="p">.</span><span class="na">createLocalEnvironment</span><span class="p">();</span> |
| <a id="__codelineno-7-2" name="__codelineno-7-2" href="#__codelineno-7-2"></a><span class="n">TableLoader</span><span class="w"> </span><span class="n">tableLoader</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">TableLoader</span><span class="p">.</span><span class="na">fromHadoopTable</span><span class="p">(</span><span class="s">"hdfs://nn:8020/warehouse/path"</span><span class="p">);</span> |
| <a id="__codelineno-7-3" name="__codelineno-7-3" href="#__codelineno-7-3"></a> |
| <a id="__codelineno-7-4" name="__codelineno-7-4" href="#__codelineno-7-4"></a><span class="n">IcebergSource</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="w"> </span><span class="n">source</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">IcebergSource</span><span class="p">.</span><span class="na">forRowData</span><span class="p">()</span> |
| <a id="__codelineno-7-5" name="__codelineno-7-5" href="#__codelineno-7-5"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-7-6" name="__codelineno-7-6" href="#__codelineno-7-6"></a><span class="w"> </span><span class="p">.</span><span class="na">assignerFactory</span><span class="p">(</span><span class="k">new</span><span class="w"> </span><span class="n">SimpleSplitAssignerFactory</span><span class="p">())</span> |
| <a id="__codelineno-7-7" name="__codelineno-7-7" href="#__codelineno-7-7"></a><span class="w"> </span><span class="p">.</span><span class="na">build</span><span class="p">();</span> |
| <a id="__codelineno-7-8" name="__codelineno-7-8" href="#__codelineno-7-8"></a> |
| <a id="__codelineno-7-9" name="__codelineno-7-9" href="#__codelineno-7-9"></a><span class="n">DataStream</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="w"> </span><span class="n">batch</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">env</span><span class="p">.</span><span class="na">fromSource</span><span class="p">(</span> |
| <a id="__codelineno-7-10" name="__codelineno-7-10" href="#__codelineno-7-10"></a><span class="w"> </span><span class="n">source</span><span class="p">,</span> |
| <a id="__codelineno-7-11" name="__codelineno-7-11" href="#__codelineno-7-11"></a><span class="w"> </span><span class="n">WatermarkStrategy</span><span class="p">.</span><span class="na">noWatermarks</span><span class="p">(),</span> |
| <a id="__codelineno-7-12" name="__codelineno-7-12" href="#__codelineno-7-12"></a><span class="w"> </span><span class="s">"My Iceberg Source"</span><span class="p">,</span> |
| <a id="__codelineno-7-13" name="__codelineno-7-13" href="#__codelineno-7-13"></a><span class="w"> </span><span class="n">TypeInformation</span><span class="p">.</span><span class="na">of</span><span class="p">(</span><span class="n">RowData</span><span class="p">.</span><span class="na">class</span><span class="p">));</span> |
| <a id="__codelineno-7-14" name="__codelineno-7-14" href="#__codelineno-7-14"></a> |
| <a id="__codelineno-7-15" name="__codelineno-7-15" href="#__codelineno-7-15"></a><span class="c1">// Print all records to stdout.</span> |
| <a id="__codelineno-7-16" name="__codelineno-7-16" href="#__codelineno-7-16"></a><span class="n">batch</span><span class="p">.</span><span class="na">print</span><span class="p">();</span> |
| <a id="__codelineno-7-17" name="__codelineno-7-17" href="#__codelineno-7-17"></a> |
| <a id="__codelineno-7-18" name="__codelineno-7-18" href="#__codelineno-7-18"></a><span class="c1">// Submit and execute this batch read job.</span> |
| <a id="__codelineno-7-19" name="__codelineno-7-19" href="#__codelineno-7-19"></a><span class="n">env</span><span class="p">.</span><span class="na">execute</span><span class="p">(</span><span class="s">"Test Iceberg Batch Read"</span><span class="p">);</span> |
| </code></pre></div> |
| <h3 id="streaming-read_1">Streaming read<a class="headerlink" href="#streaming-read_1" title="Permanent link">🔗</a></h3> |
| <p>This example will start the streaming read from the latest table snapshot (inclusive). |
| Every 60s, it polls Iceberg table to discover new append-only snapshots. |
| CDC read is not supported yet.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a><span class="n">StreamExecutionEnvironment</span><span class="w"> </span><span class="n">env</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">StreamExecutionEnvironment</span><span class="p">.</span><span class="na">createLocalEnvironment</span><span class="p">();</span> |
| <a id="__codelineno-8-2" name="__codelineno-8-2" href="#__codelineno-8-2"></a><span class="n">TableLoader</span><span class="w"> </span><span class="n">tableLoader</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">TableLoader</span><span class="p">.</span><span class="na">fromHadoopTable</span><span class="p">(</span><span class="s">"hdfs://nn:8020/warehouse/path"</span><span class="p">);</span> |
| <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><span class="n">IcebergSource</span><span class="w"> </span><span class="n">source</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">IcebergSource</span><span class="p">.</span><span class="na">forRowData</span><span class="p">()</span> |
| <a id="__codelineno-8-5" name="__codelineno-8-5" href="#__codelineno-8-5"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-8-6" name="__codelineno-8-6" href="#__codelineno-8-6"></a><span class="w"> </span><span class="p">.</span><span class="na">assignerFactory</span><span class="p">(</span><span class="k">new</span><span class="w"> </span><span class="n">SimpleSplitAssignerFactory</span><span class="p">())</span> |
| <a id="__codelineno-8-7" name="__codelineno-8-7" href="#__codelineno-8-7"></a><span class="w"> </span><span class="p">.</span><span class="na">streaming</span><span class="p">(</span><span class="kc">true</span><span class="p">)</span> |
| <a id="__codelineno-8-8" name="__codelineno-8-8" href="#__codelineno-8-8"></a><span class="w"> </span><span class="p">.</span><span class="na">streamingStartingStrategy</span><span class="p">(</span><span class="n">StreamingStartingStrategy</span><span class="p">.</span><span class="na">INCREMENTAL_FROM_LATEST_SNAPSHOT</span><span class="p">)</span> |
| <a id="__codelineno-8-9" name="__codelineno-8-9" href="#__codelineno-8-9"></a><span class="w"> </span><span class="p">.</span><span class="na">monitorInterval</span><span class="p">(</span><span class="n">Duration</span><span class="p">.</span><span class="na">ofSeconds</span><span class="p">(</span><span class="mi">60</span><span class="p">))</span> |
| <a id="__codelineno-8-10" name="__codelineno-8-10" href="#__codelineno-8-10"></a><span class="w"> </span><span class="p">.</span><span class="na">build</span><span class="p">();</span> |
| <a id="__codelineno-8-11" name="__codelineno-8-11" href="#__codelineno-8-11"></a> |
| <a id="__codelineno-8-12" name="__codelineno-8-12" href="#__codelineno-8-12"></a><span class="n">DataStream</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="w"> </span><span class="n">stream</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">env</span><span class="p">.</span><span class="na">fromSource</span><span class="p">(</span> |
| <a id="__codelineno-8-13" name="__codelineno-8-13" href="#__codelineno-8-13"></a><span class="w"> </span><span class="n">source</span><span class="p">,</span> |
| <a id="__codelineno-8-14" name="__codelineno-8-14" href="#__codelineno-8-14"></a><span class="w"> </span><span class="n">WatermarkStrategy</span><span class="p">.</span><span class="na">noWatermarks</span><span class="p">(),</span> |
| <a id="__codelineno-8-15" name="__codelineno-8-15" href="#__codelineno-8-15"></a><span class="w"> </span><span class="s">"My Iceberg Source"</span><span class="p">,</span> |
| <a id="__codelineno-8-16" name="__codelineno-8-16" href="#__codelineno-8-16"></a><span class="w"> </span><span class="n">TypeInformation</span><span class="p">.</span><span class="na">of</span><span class="p">(</span><span class="n">RowData</span><span class="p">.</span><span class="na">class</span><span class="p">));</span> |
| <a id="__codelineno-8-17" name="__codelineno-8-17" href="#__codelineno-8-17"></a> |
| <a id="__codelineno-8-18" name="__codelineno-8-18" href="#__codelineno-8-18"></a><span class="c1">// Print all records to stdout.</span> |
| <a id="__codelineno-8-19" name="__codelineno-8-19" href="#__codelineno-8-19"></a><span class="n">stream</span><span class="p">.</span><span class="na">print</span><span class="p">();</span> |
| <a id="__codelineno-8-20" name="__codelineno-8-20" href="#__codelineno-8-20"></a> |
| <a id="__codelineno-8-21" name="__codelineno-8-21" href="#__codelineno-8-21"></a><span class="c1">// Submit and execute this streaming read job.</span> |
| <a id="__codelineno-8-22" name="__codelineno-8-22" href="#__codelineno-8-22"></a><span class="n">env</span><span class="p">.</span><span class="na">execute</span><span class="p">(</span><span class="s">"Test Iceberg Streaming Read"</span><span class="p">);</span> |
| </code></pre></div> |
| <p>There are other options that could be set by Java API, please see the |
| <a href="../../javadoc/1.5.2/org/apache/iceberg/flink/source/IcebergSource.html">IcebergSource#Builder</a>.</p> |
| <h3 id="reading-branches-and-tags-with-datastream">Reading branches and tags with DataStream<a class="headerlink" href="#reading-branches-and-tags-with-datastream" title="Permanent link">🔗</a></h3> |
| <p>Branches and tags can also be read via the DataStream API</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="n">StreamExecutionEnvironment</span><span class="w"> </span><span class="n">env</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">StreamExecutionEnvironment</span><span class="p">.</span><span class="na">createLocalEnvironment</span><span class="p">();</span> |
| <a id="__codelineno-9-2" name="__codelineno-9-2" href="#__codelineno-9-2"></a><span class="n">TableLoader</span><span class="w"> </span><span class="n">tableLoader</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">TableLoader</span><span class="p">.</span><span class="na">fromHadoopTable</span><span class="p">(</span><span class="s">"hdfs://nn:8020/warehouse/path"</span><span class="p">);</span> |
| <a id="__codelineno-9-3" name="__codelineno-9-3" href="#__codelineno-9-3"></a><span class="c1">// Read from branch</span> |
| <a id="__codelineno-9-4" name="__codelineno-9-4" href="#__codelineno-9-4"></a><span class="n">DataStream</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="w"> </span><span class="n">batch</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">FlinkSource</span><span class="p">.</span><span class="na">forRowData</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="na">env</span><span class="p">(</span><span class="n">env</span><span class="p">)</span> |
| <a id="__codelineno-9-6" name="__codelineno-9-6" href="#__codelineno-9-6"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-9-7" name="__codelineno-9-7" href="#__codelineno-9-7"></a><span class="w"> </span><span class="p">.</span><span class="na">branch</span><span class="p">(</span><span class="s">"test-branch"</span><span class="p">)</span> |
| <a id="__codelineno-9-8" name="__codelineno-9-8" href="#__codelineno-9-8"></a><span class="w"> </span><span class="p">.</span><span class="na">streaming</span><span class="p">(</span><span class="kc">false</span><span class="p">)</span> |
| <a id="__codelineno-9-9" name="__codelineno-9-9" href="#__codelineno-9-9"></a><span class="w"> </span><span class="p">.</span><span class="na">build</span><span class="p">();</span> |
| <a id="__codelineno-9-10" name="__codelineno-9-10" href="#__codelineno-9-10"></a> |
| <a id="__codelineno-9-11" name="__codelineno-9-11" href="#__codelineno-9-11"></a><span class="c1">// Read from tag</span> |
| <a id="__codelineno-9-12" name="__codelineno-9-12" href="#__codelineno-9-12"></a><span class="n">DataStream</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="w"> </span><span class="n">batch</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">FlinkSource</span><span class="p">.</span><span class="na">forRowData</span><span class="p">()</span> |
| <a id="__codelineno-9-13" name="__codelineno-9-13" href="#__codelineno-9-13"></a><span class="w"> </span><span class="p">.</span><span class="na">env</span><span class="p">(</span><span class="n">env</span><span class="p">)</span> |
| <a id="__codelineno-9-14" name="__codelineno-9-14" href="#__codelineno-9-14"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-9-15" name="__codelineno-9-15" href="#__codelineno-9-15"></a><span class="w"> </span><span class="p">.</span><span class="na">tag</span><span class="p">(</span><span class="s">"test-tag"</span><span class="p">)</span> |
| <a id="__codelineno-9-16" name="__codelineno-9-16" href="#__codelineno-9-16"></a><span class="w"> </span><span class="p">.</span><span class="na">streaming</span><span class="p">(</span><span class="kc">false</span><span class="p">)</span> |
| <a id="__codelineno-9-17" name="__codelineno-9-17" href="#__codelineno-9-17"></a><span class="w"> </span><span class="p">.</span><span class="na">build</span><span class="p">();</span> |
| <a id="__codelineno-9-18" name="__codelineno-9-18" href="#__codelineno-9-18"></a> |
| <a id="__codelineno-9-19" name="__codelineno-9-19" href="#__codelineno-9-19"></a><span class="c1">// Streaming read from start-tag</span> |
| <a id="__codelineno-9-20" name="__codelineno-9-20" href="#__codelineno-9-20"></a><span class="n">DataStream</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="w"> </span><span class="n">batch</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">FlinkSource</span><span class="p">.</span><span class="na">forRowData</span><span class="p">()</span> |
| <a id="__codelineno-9-21" name="__codelineno-9-21" href="#__codelineno-9-21"></a><span class="w"> </span><span class="p">.</span><span class="na">env</span><span class="p">(</span><span class="n">env</span><span class="p">)</span> |
| <a id="__codelineno-9-22" name="__codelineno-9-22" href="#__codelineno-9-22"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-9-23" name="__codelineno-9-23" href="#__codelineno-9-23"></a><span class="w"> </span><span class="p">.</span><span class="na">streaming</span><span class="p">(</span><span class="kc">true</span><span class="p">)</span> |
| <a id="__codelineno-9-24" name="__codelineno-9-24" href="#__codelineno-9-24"></a><span class="w"> </span><span class="p">.</span><span class="na">startTag</span><span class="p">(</span><span class="s">"test-tag"</span><span class="p">)</span> |
| <a id="__codelineno-9-25" name="__codelineno-9-25" href="#__codelineno-9-25"></a><span class="w"> </span><span class="p">.</span><span class="na">build</span><span class="p">();</span> |
| </code></pre></div> |
| <h3 id="read-as-avro-genericrecord">Read as Avro GenericRecord<a class="headerlink" href="#read-as-avro-genericrecord" title="Permanent link">🔗</a></h3> |
| <p>FLIP-27 Iceberg source provides <code>AvroGenericRecordReaderFunction</code> that converts |
| Flink <code>RowData</code> Avro <code>GenericRecord</code>. You can use the convert to read from |
| Iceberg table as Avro GenericRecord DataStream.</p> |
| <p>Please make sure <code>flink-avro</code> jar is included in the classpath. |
| Also <code>iceberg-flink-runtime</code> shaded bundle jar can't be used |
| because the runtime jar shades the avro package. |
| Please use non-shaded <code>iceberg-flink</code> jar instead.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a><span class="n">TableLoader</span><span class="w"> </span><span class="n">tableLoader</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">...;</span> |
| <a id="__codelineno-10-2" name="__codelineno-10-2" href="#__codelineno-10-2"></a><span class="n">Table</span><span class="w"> </span><span class="n">table</span><span class="p">;</span> |
| <a id="__codelineno-10-3" name="__codelineno-10-3" href="#__codelineno-10-3"></a><span class="k">try</span><span class="w"> </span><span class="p">(</span><span class="n">TableLoader</span><span class="w"> </span><span class="n">loader</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">tableLoader</span><span class="p">)</span><span class="w"> </span><span class="p">{</span> |
| <a id="__codelineno-10-4" name="__codelineno-10-4" href="#__codelineno-10-4"></a><span class="w"> </span><span class="n">loader</span><span class="p">.</span><span class="na">open</span><span class="p">();</span> |
| <a id="__codelineno-10-5" name="__codelineno-10-5" href="#__codelineno-10-5"></a><span class="w"> </span><span class="n">table</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">loader</span><span class="p">.</span><span class="na">loadTable</span><span class="p">();</span> |
| <a id="__codelineno-10-6" name="__codelineno-10-6" href="#__codelineno-10-6"></a><span class="p">}</span> |
| <a id="__codelineno-10-7" name="__codelineno-10-7" href="#__codelineno-10-7"></a> |
| <a id="__codelineno-10-8" name="__codelineno-10-8" href="#__codelineno-10-8"></a><span class="n">AvroGenericRecordReaderFunction</span><span class="w"> </span><span class="n">readerFunction</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">AvroGenericRecordReaderFunction</span><span class="p">.</span><span class="na">fromTable</span><span class="p">(</span><span class="n">table</span><span class="p">);</span> |
| <a id="__codelineno-10-9" name="__codelineno-10-9" href="#__codelineno-10-9"></a> |
| <a id="__codelineno-10-10" name="__codelineno-10-10" href="#__codelineno-10-10"></a><span class="n">IcebergSource</span><span class="o"><</span><span class="n">GenericRecord</span><span class="o">></span><span class="w"> </span><span class="n">source</span><span class="w"> </span><span class="o">=</span> |
| <a id="__codelineno-10-11" name="__codelineno-10-11" href="#__codelineno-10-11"></a><span class="w"> </span><span class="n">IcebergSource</span><span class="p">.</span><span class="o"><</span><span class="n">GenericRecord</span><span class="o">></span><span class="n">builder</span><span class="p">()</span> |
| <a id="__codelineno-10-12" name="__codelineno-10-12" href="#__codelineno-10-12"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-10-13" name="__codelineno-10-13" href="#__codelineno-10-13"></a><span class="w"> </span><span class="p">.</span><span class="na">readerFunction</span><span class="p">(</span><span class="n">readerFunction</span><span class="p">)</span> |
| <a id="__codelineno-10-14" name="__codelineno-10-14" href="#__codelineno-10-14"></a><span class="w"> </span><span class="p">.</span><span class="na">assignerFactory</span><span class="p">(</span><span class="k">new</span><span class="w"> </span><span class="n">SimpleSplitAssignerFactory</span><span class="p">())</span> |
| <a id="__codelineno-10-15" name="__codelineno-10-15" href="#__codelineno-10-15"></a><span class="w"> </span><span class="p">...</span> |
| <a id="__codelineno-10-16" name="__codelineno-10-16" href="#__codelineno-10-16"></a><span class="w"> </span><span class="p">.</span><span class="na">build</span><span class="p">();</span> |
| <a id="__codelineno-10-17" name="__codelineno-10-17" href="#__codelineno-10-17"></a> |
| <a id="__codelineno-10-18" name="__codelineno-10-18" href="#__codelineno-10-18"></a><span class="n">DataStream</span><span class="o"><</span><span class="n">Row</span><span class="o">></span><span class="w"> </span><span class="n">stream</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">env</span><span class="p">.</span><span class="na">fromSource</span><span class="p">(</span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="n">WatermarkStrategy</span><span class="p">.</span><span class="na">noWatermarks</span><span class="p">(),</span> |
| <a id="__codelineno-10-19" name="__codelineno-10-19" href="#__codelineno-10-19"></a><span class="w"> </span><span class="s">"Iceberg Source as Avro GenericRecord"</span><span class="p">,</span><span class="w"> </span><span class="k">new</span><span class="w"> </span><span class="n">GenericRecordAvroTypeInfo</span><span class="p">(</span><span class="n">avroSchema</span><span class="p">));</span> |
| </code></pre></div> |
| <h3 id="emitting-watermarks">Emitting watermarks<a class="headerlink" href="#emitting-watermarks" title="Permanent link">🔗</a></h3> |
| <p>Emitting watermarks from the source itself could be beneficial for several purposes, like harnessing the |
| <a href="https://nightlies.apache.org/flink/flink-docs-stable/docs/dev/datastream/event-time/generating_watermarks/#watermark-alignment">Flink Watermark Alignment</a>, |
| or prevent triggering <a href="https://nightlies.apache.org/flink/flink-docs-stable/docs/dev/datastream/operators/windows/">windows</a> |
| too early when reading multiple data files concurrently.</p> |
| <p>Enable watermark generation for an <code>IcebergSource</code> by setting the <code>watermarkColumn</code>. |
| The supported column types are <code>timestamp</code>, <code>timestamptz</code> and <code>long</code>. |
| Iceberg <code>timestamp</code> or <code>timestamptz</code> inherently contains the time precision. So there is no need |
| to specify the time unit. But <code>long</code> type column doesn't contain time unit information. Use<br /> |
| <code>watermarkTimeUnit</code> to configure the conversion for long columns.</p> |
| <p>The watermarks are generated based on column metrics stored for data files and emitted once per split. |
| If multiple smaller files with different time ranges are combined into a single split, it can increase |
| the out-of-orderliness and extra data buffering in the Flink state. The main purpose of watermark alignment |
| is to reduce out-of-orderliness and excess data buffering in the Flink state. Hence it is recommended to |
| set <code>read.split.open-file-cost</code> to a very large value to prevent combining multiple smaller files into a |
| single split. The negative impact (of not combining small files into a single split) is on read throughput, |
| especially if there are many small files. In typical stateful processing jobs, source read throughput is not |
| the bottleneck. Hence this is probably a reasonable tradeoff.</p> |
| <p>This feature requires column-level min-max stats. Make sure stats are generated for the watermark column |
| during write phase. By default, the column metrics are collected for the first 100 columns of the table. |
| If watermark column doesn't have stats enabled by default, use |
| <a href="../configuration/#write-properties">write properties</a> starting with <code>write.metadata.metrics</code> when needed.</p> |
| <p>The following example could be useful if watermarks are used for windowing. The source reads Iceberg data files |
| in order, using a timestamp column and emits watermarks: |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-11-1" name="__codelineno-11-1" href="#__codelineno-11-1"></a><span class="n">StreamExecutionEnvironment</span><span class="w"> </span><span class="n">env</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">StreamExecutionEnvironment</span><span class="p">.</span><span class="na">createLocalEnvironment</span><span class="p">();</span> |
| <a id="__codelineno-11-2" name="__codelineno-11-2" href="#__codelineno-11-2"></a><span class="n">TableLoader</span><span class="w"> </span><span class="n">tableLoader</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">TableLoader</span><span class="p">.</span><span class="na">fromHadoopTable</span><span class="p">(</span><span class="s">"hdfs://nn:8020/warehouse/path"</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="n">DataStream</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="w"> </span><span class="n">stream</span><span class="w"> </span><span class="o">=</span> |
| <a id="__codelineno-11-5" name="__codelineno-11-5" href="#__codelineno-11-5"></a><span class="w"> </span><span class="n">env</span><span class="p">.</span><span class="na">fromSource</span><span class="p">(</span> |
| <a id="__codelineno-11-6" name="__codelineno-11-6" href="#__codelineno-11-6"></a><span class="w"> </span><span class="n">IcebergSource</span><span class="p">.</span><span class="na">forRowData</span><span class="p">()</span> |
| <a id="__codelineno-11-7" name="__codelineno-11-7" href="#__codelineno-11-7"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-11-8" name="__codelineno-11-8" href="#__codelineno-11-8"></a><span class="w"> </span><span class="c1">// Watermark using timestamp column</span> |
| <a id="__codelineno-11-9" name="__codelineno-11-9" href="#__codelineno-11-9"></a><span class="w"> </span><span class="p">.</span><span class="na">watermarkColumn</span><span class="p">(</span><span class="s">"timestamp_column"</span><span class="p">)</span> |
| <a id="__codelineno-11-10" name="__codelineno-11-10" href="#__codelineno-11-10"></a><span class="w"> </span><span class="p">.</span><span class="na">build</span><span class="p">(),</span> |
| <a id="__codelineno-11-11" name="__codelineno-11-11" href="#__codelineno-11-11"></a><span class="w"> </span><span class="c1">// Watermarks are generated by the source, no need to generate it manually</span> |
| <a id="__codelineno-11-12" name="__codelineno-11-12" href="#__codelineno-11-12"></a><span class="w"> </span><span class="n">WatermarkStrategy</span><span class="p">.</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="n">noWatermarks</span><span class="p">()</span> |
| <a id="__codelineno-11-13" name="__codelineno-11-13" href="#__codelineno-11-13"></a><span class="w"> </span><span class="c1">// Extract event timestamp from records</span> |
| <a id="__codelineno-11-14" name="__codelineno-11-14" href="#__codelineno-11-14"></a><span class="w"> </span><span class="p">.</span><span class="na">withTimestampAssigner</span><span class="p">((</span><span class="n">record</span><span class="p">,</span><span class="w"> </span><span class="n">eventTime</span><span class="p">)</span><span class="w"> </span><span class="o">-></span><span class="w"> </span><span class="n">record</span><span class="p">.</span><span class="na">getTimestamp</span><span class="p">(</span><span class="n">pos</span><span class="p">,</span><span class="w"> </span><span class="n">precision</span><span class="p">).</span><span class="na">getMillisecond</span><span class="p">()),</span> |
| <a id="__codelineno-11-15" name="__codelineno-11-15" href="#__codelineno-11-15"></a><span class="w"> </span><span class="n">SOURCE_NAME</span><span class="p">,</span> |
| <a id="__codelineno-11-16" name="__codelineno-11-16" href="#__codelineno-11-16"></a><span class="w"> </span><span class="n">TypeInformation</span><span class="p">.</span><span class="na">of</span><span class="p">(</span><span class="n">RowData</span><span class="p">.</span><span class="na">class</span><span class="p">));</span> |
| </code></pre></div></p> |
| <p>Example for reading Iceberg table using a long event column for watermark alignment: |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a><span class="n">StreamExecutionEnvironment</span><span class="w"> </span><span class="n">env</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">StreamExecutionEnvironment</span><span class="p">.</span><span class="na">createLocalEnvironment</span><span class="p">();</span> |
| <a id="__codelineno-12-2" name="__codelineno-12-2" href="#__codelineno-12-2"></a><span class="n">TableLoader</span><span class="w"> </span><span class="n">tableLoader</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">TableLoader</span><span class="p">.</span><span class="na">fromHadoopTable</span><span class="p">(</span><span class="s">"hdfs://nn:8020/warehouse/path"</span><span class="p">);</span> |
| <a id="__codelineno-12-3" name="__codelineno-12-3" href="#__codelineno-12-3"></a> |
| <a id="__codelineno-12-4" name="__codelineno-12-4" href="#__codelineno-12-4"></a><span class="n">DataStream</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="w"> </span><span class="n">stream</span><span class="w"> </span><span class="o">=</span> |
| <a id="__codelineno-12-5" name="__codelineno-12-5" href="#__codelineno-12-5"></a><span class="w"> </span><span class="n">env</span><span class="p">.</span><span class="na">fromSource</span><span class="p">(</span> |
| <a id="__codelineno-12-6" name="__codelineno-12-6" href="#__codelineno-12-6"></a><span class="w"> </span><span class="n">IcebergSource</span><span class="w"> </span><span class="n">source</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">IcebergSource</span><span class="p">.</span><span class="na">forRowData</span><span class="p">()</span> |
| <a id="__codelineno-12-7" name="__codelineno-12-7" href="#__codelineno-12-7"></a><span class="w"> </span><span class="p">.</span><span class="na">tableLoader</span><span class="p">(</span><span class="n">tableLoader</span><span class="p">)</span> |
| <a id="__codelineno-12-8" name="__codelineno-12-8" href="#__codelineno-12-8"></a><span class="w"> </span><span class="c1">// Disable combining multiple files to a single split </span> |
| <a id="__codelineno-12-9" name="__codelineno-12-9" href="#__codelineno-12-9"></a><span class="w"> </span><span class="p">.</span><span class="na">set</span><span class="p">(</span><span class="n">FlinkReadOptions</span><span class="p">.</span><span class="na">SPLIT_FILE_OPEN_COST</span><span class="p">,</span><span class="w"> </span><span class="n">String</span><span class="p">.</span><span class="na">valueOf</span><span class="p">(</span><span class="n">TableProperties</span><span class="p">.</span><span class="na">SPLIT_SIZE_DEFAULT</span><span class="p">))</span> |
| <a id="__codelineno-12-10" name="__codelineno-12-10" href="#__codelineno-12-10"></a><span class="w"> </span><span class="c1">// Watermark using long column</span> |
| <a id="__codelineno-12-11" name="__codelineno-12-11" href="#__codelineno-12-11"></a><span class="w"> </span><span class="p">.</span><span class="na">watermarkColumn</span><span class="p">(</span><span class="s">"long_column"</span><span class="p">)</span> |
| <a id="__codelineno-12-12" name="__codelineno-12-12" href="#__codelineno-12-12"></a><span class="w"> </span><span class="p">.</span><span class="na">watermarkTimeUnit</span><span class="p">(</span><span class="n">TimeUnit</span><span class="p">.</span><span class="na">MILLI_SCALE</span><span class="p">)</span> |
| <a id="__codelineno-12-13" name="__codelineno-12-13" href="#__codelineno-12-13"></a><span class="w"> </span><span class="p">.</span><span class="na">build</span><span class="p">(),</span> |
| <a id="__codelineno-12-14" name="__codelineno-12-14" href="#__codelineno-12-14"></a><span class="w"> </span><span class="c1">// Watermarks are generated by the source, no need to generate it manually</span> |
| <a id="__codelineno-12-15" name="__codelineno-12-15" href="#__codelineno-12-15"></a><span class="w"> </span><span class="n">WatermarkStrategy</span><span class="p">.</span><span class="o"><</span><span class="n">RowData</span><span class="o">></span><span class="n">noWatermarks</span><span class="p">()</span> |
| <a id="__codelineno-12-16" name="__codelineno-12-16" href="#__codelineno-12-16"></a><span class="w"> </span><span class="p">.</span><span class="na">withWatermarkAlignment</span><span class="p">(</span><span class="n">watermarkGroup</span><span class="p">,</span><span class="w"> </span><span class="n">maxAllowedWatermarkDrift</span><span class="p">),</span> |
| <a id="__codelineno-12-17" name="__codelineno-12-17" href="#__codelineno-12-17"></a><span class="w"> </span><span class="n">SOURCE_NAME</span><span class="p">,</span> |
| <a id="__codelineno-12-18" name="__codelineno-12-18" href="#__codelineno-12-18"></a><span class="w"> </span><span class="n">TypeInformation</span><span class="p">.</span><span class="na">of</span><span class="p">(</span><span class="n">RowData</span><span class="p">.</span><span class="na">class</span><span class="p">));</span> |
| </code></pre></div></p> |
| <h2 id="options">Options<a class="headerlink" href="#options" title="Permanent link">🔗</a></h2> |
| <h3 id="read-options">Read options<a class="headerlink" href="#read-options" title="Permanent link">🔗</a></h3> |
| <p>Flink read options are passed when configuring the Flink IcebergSource:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-13-1" name="__codelineno-13-1" href="#__codelineno-13-1"></a>IcebergSource.forRowData() |
| <a id="__codelineno-13-2" name="__codelineno-13-2" href="#__codelineno-13-2"></a> .tableLoader(TableLoader.fromCatalog(...)) |
| <a id="__codelineno-13-3" name="__codelineno-13-3" href="#__codelineno-13-3"></a> .assignerFactory(new SimpleSplitAssignerFactory()) |
| <a id="__codelineno-13-4" name="__codelineno-13-4" href="#__codelineno-13-4"></a> .streaming(true) |
| <a id="__codelineno-13-5" name="__codelineno-13-5" href="#__codelineno-13-5"></a> .streamingStartingStrategy(StreamingStartingStrategy.INCREMENTAL_FROM_LATEST_SNAPSHOT) |
| <a id="__codelineno-13-6" name="__codelineno-13-6" href="#__codelineno-13-6"></a> .startSnapshotId(3821550127947089987L) |
| <a id="__codelineno-13-7" name="__codelineno-13-7" href="#__codelineno-13-7"></a> .monitorInterval(Duration.ofMillis(10L)) // or .set("monitor-interval", "10s") \ set(FlinkReadOptions.MONITOR_INTERVAL, "10s") |
| <a id="__codelineno-13-8" name="__codelineno-13-8" href="#__codelineno-13-8"></a> .build() |
| </code></pre></div> |
| <p>For Flink SQL, read options can be passed in via SQL hints like this:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-14-1" name="__codelineno-14-1" href="#__codelineno-14-1"></a>SELECT * FROM tableName /*+ OPTIONS('monitor-interval'='10s') */ |
| <a id="__codelineno-14-2" name="__codelineno-14-2" href="#__codelineno-14-2"></a>... |
| </code></pre></div> |
| <p>Options can be passed in via Flink configuration, which will be applied to current session. Note that not all options support this mode.</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-15-1" name="__codelineno-15-1" href="#__codelineno-15-1"></a>env.getConfig() |
| <a id="__codelineno-15-2" name="__codelineno-15-2" href="#__codelineno-15-2"></a> .getConfiguration() |
| <a id="__codelineno-15-3" name="__codelineno-15-3" href="#__codelineno-15-3"></a> .set(FlinkReadOptions.SPLIT_FILE_OPEN_COST_OPTION, 1000L); |
| <a id="__codelineno-15-4" name="__codelineno-15-4" href="#__codelineno-15-4"></a>... |
| </code></pre></div> |
| <p>Check out all the options here: <a href="../flink-configuration/#read-options">read-options</a> </p> |
| <h2 id="inspecting-tables">Inspecting tables<a class="headerlink" href="#inspecting-tables" title="Permanent link">🔗</a></h2> |
| <p>To inspect a table's history, snapshots, and other metadata, Iceberg supports metadata tables.</p> |
| <p>Metadata tables are identified by adding the metadata table name after the original table name. For example, history for <code>db.table</code> is read using <code>db.table$history</code>.</p> |
| <h3 id="history">History<a class="headerlink" href="#history" title="Permanent link">🔗</a></h3> |
| <p>To show table history:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-16-1" name="__codelineno-16-1" href="#__codelineno-16-1"></a><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="err">$</span><span class="n">history</span><span class="p">;</span> |
| </code></pre></div> |
| <table> |
| <thead> |
| <tr> |
| <th>made_current_at</th> |
| <th>snapshot_id</th> |
| <th>parent_id</th> |
| <th>is_current_ancestor</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>2019-02-08 03:29:51.215</td> |
| <td>5781947118336215154</td> |
| <td>NULL</td> |
| <td>true</td> |
| </tr> |
| <tr> |
| <td>2019-02-08 03:47:55.948</td> |
| <td>5179299526185056830</td> |
| <td>5781947118336215154</td> |
| <td>true</td> |
| </tr> |
| <tr> |
| <td>2019-02-09 16:24:30.13</td> |
| <td>296410040247533544</td> |
| <td>5179299526185056830</td> |
| <td>false</td> |
| </tr> |
| <tr> |
| <td>2019-02-09 16:32:47.336</td> |
| <td>2999875608062437330</td> |
| <td>5179299526185056830</td> |
| <td>true</td> |
| </tr> |
| <tr> |
| <td>2019-02-09 19:42:03.919</td> |
| <td>8924558786060583479</td> |
| <td>2999875608062437330</td> |
| <td>true</td> |
| </tr> |
| <tr> |
| <td>2019-02-09 19:49:16.343</td> |
| <td>6536733823181975045</td> |
| <td>8924558786060583479</td> |
| <td>true</td> |
| </tr> |
| </tbody> |
| </table> |
| <div class="admonition info"> |
| <p class="admonition-title">Info</p> |
| <p><strong>This shows a commit that was rolled back.</strong> In this example, snapshot 296410040247533544 and 2999875608062437330 have the same parent snapshot 5179299526185056830. Snapshot 296410040247533544 was rolled back and is <em>not</em> an ancestor of the current table state.</p> |
| </div> |
| <h3 id="metadata-log-entries">Metadata Log Entries<a class="headerlink" href="#metadata-log-entries" title="Permanent link">🔗</a></h3> |
| <p>To show table metadata log entries:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-17-1" name="__codelineno-17-1" href="#__codelineno-17-1"></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">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="err">$</span><span class="n">metadata_log_entries</span><span class="p">;</span> |
| </code></pre></div> |
| <table> |
| <thead> |
| <tr> |
| <th>timestamp</th> |
| <th>file</th> |
| <th>latest_snapshot_id</th> |
| <th>latest_schema_id</th> |
| <th>latest_sequence_number</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>2022-07-28 10:43:52.93</td> |
| <td>s3://.../table/metadata/00000-9441e604-b3c2-498a-a45a-6320e8ab9006.metadata.json</td> |
| <td>null</td> |
| <td>null</td> |
| <td>null</td> |
| </tr> |
| <tr> |
| <td>2022-07-28 10:43:57.487</td> |
| <td>s3://.../table/metadata/00001-f30823df-b745-4a0a-b293-7532e0c99986.metadata.json</td> |
| <td>170260833677645300</td> |
| <td>0</td> |
| <td>1</td> |
| </tr> |
| <tr> |
| <td>2022-07-28 10:43:58.25</td> |
| <td>s3://.../table/metadata/00002-2cc2837a-02dc-4687-acc1-b4d86ea486f4.metadata.json</td> |
| <td>958906493976709774</td> |
| <td>0</td> |
| <td>2</td> |
| </tr> |
| </tbody> |
| </table> |
| <h3 id="snapshots">Snapshots<a class="headerlink" href="#snapshots" title="Permanent link">🔗</a></h3> |
| <p>To show the valid snapshots for a table:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-18-1" name="__codelineno-18-1" href="#__codelineno-18-1"></a><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="err">$</span><span class="n">snapshots</span><span class="p">;</span> |
| </code></pre></div> |
| <table> |
| <thead> |
| <tr> |
| <th>committed_at</th> |
| <th>snapshot_id</th> |
| <th>parent_id</th> |
| <th>operation</th> |
| <th>manifest_list</th> |
| <th>summary</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>2019-02-08 03:29:51.215</td> |
| <td>57897183625154</td> |
| <td>null</td> |
| <td>append</td> |
| <td>s3://.../table/metadata/snap-57897183625154-1.avro</td> |
| <td>{ added-records -> 2478404, total-records -> 2478404, added-data-files -> 438, total-data-files -> 438, flink.job-id -> 2e274eecb503d85369fb390e8956c813 }</td> |
| </tr> |
| </tbody> |
| </table> |
| <p>You can also join snapshots to table history. For example, this query will show table history, with the application ID that wrote each snapshot:</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">select</span> |
| <a id="__codelineno-19-2" name="__codelineno-19-2" href="#__codelineno-19-2"></a><span class="w"> </span><span class="n">h</span><span class="p">.</span><span class="n">made_current_at</span><span class="p">,</span> |
| <a id="__codelineno-19-3" name="__codelineno-19-3" href="#__codelineno-19-3"></a><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="k">operation</span><span class="p">,</span> |
| <a id="__codelineno-19-4" name="__codelineno-19-4" href="#__codelineno-19-4"></a><span class="w"> </span><span class="n">h</span><span class="p">.</span><span class="n">snapshot_id</span><span class="p">,</span> |
| <a id="__codelineno-19-5" name="__codelineno-19-5" href="#__codelineno-19-5"></a><span class="w"> </span><span class="n">h</span><span class="p">.</span><span class="n">is_current_ancestor</span><span class="p">,</span> |
| <a id="__codelineno-19-6" name="__codelineno-19-6" href="#__codelineno-19-6"></a><span class="w"> </span><span class="n">s</span><span class="p">.</span><span class="n">summary</span><span class="p">[</span><span class="s1">'flink.job-id'</span><span class="p">]</span> |
| <a id="__codelineno-19-7" name="__codelineno-19-7" href="#__codelineno-19-7"></a><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><span class="err">$</span><span class="n">history</span><span class="w"> </span><span class="n">h</span> |
| <a id="__codelineno-19-8" name="__codelineno-19-8" href="#__codelineno-19-8"></a><span class="k">join</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="err">$</span><span class="n">snapshots</span><span class="w"> </span><span class="n">s</span> |
| <a id="__codelineno-19-9" name="__codelineno-19-9" href="#__codelineno-19-9"></a><span class="w"> </span><span class="k">on</span><span class="w"> </span><span class="n">h</span><span class="p">.</span><span class="n">snapshot_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">snapshot_id</span> |
| <a id="__codelineno-19-10" name="__codelineno-19-10" href="#__codelineno-19-10"></a><span class="k">order</span><span class="w"> </span><span class="k">by</span><span class="w"> </span><span class="n">made_current_at</span><span class="p">;</span> |
| </code></pre></div> |
| <table> |
| <thead> |
| <tr> |
| <th>made_current_at</th> |
| <th>operation</th> |
| <th>snapshot_id</th> |
| <th>is_current_ancestor</th> |
| <th>summary[flink.job-id]</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>2019-02-08 03:29:51.215</td> |
| <td>append</td> |
| <td>57897183625154</td> |
| <td>true</td> |
| <td>2e274eecb503d85369fb390e8956c813</td> |
| </tr> |
| </tbody> |
| </table> |
| <h3 id="files">Files<a class="headerlink" href="#files" title="Permanent link">🔗</a></h3> |
| <p>To show a table's current data files:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-20-1" name="__codelineno-20-1" href="#__codelineno-20-1"></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">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="err">$</span><span class="n">files</span><span class="p">;</span> |
| </code></pre></div> |
| <table> |
| <thead> |
| <tr> |
| <th>content</th> |
| <th>file_path</th> |
| <th>file_format</th> |
| <th>spec_id</th> |
| <th>partition</th> |
| <th>record_count</th> |
| <th>file_size_in_bytes</th> |
| <th>column_sizes</th> |
| <th>value_counts</th> |
| <th>null_value_counts</th> |
| <th>nan_value_counts</th> |
| <th>lower_bounds</th> |
| <th>upper_bounds</th> |
| <th>key_metadata</th> |
| <th>split_offsets</th> |
| <th>equality_ids</th> |
| <th>sort_order_id</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>0</td> |
| <td>s3:/.../table/data/00000-3-8d6d60e8-d427-4809-bcf0-f5d45a4aad96.parquet</td> |
| <td>PARQUET</td> |
| <td>0</td> |
| <td>{1999-01-01, 01}</td> |
| <td>1</td> |
| <td>597</td> |
| <td>[1 -> 90, 2 -> 62]</td> |
| <td>[1 -> 1, 2 -> 1]</td> |
| <td>[1 -> 0, 2 -> 0]</td> |
| <td>[]</td> |
| <td>[1 -> , 2 -> c]</td> |
| <td>[1 -> , 2 -> c]</td> |
| <td>null</td> |
| <td>[4]</td> |
| <td>null</td> |
| <td>null</td> |
| </tr> |
| <tr> |
| <td>0</td> |
| <td>s3:/.../table/data/00001-4-8d6d60e8-d427-4809-bcf0-f5d45a4aad96.parquet</td> |
| <td>PARQUET</td> |
| <td>0</td> |
| <td>{1999-01-01, 02}</td> |
| <td>1</td> |
| <td>597</td> |
| <td>[1 -> 90, 2 -> 62]</td> |
| <td>[1 -> 1, 2 -> 1]</td> |
| <td>[1 -> 0, 2 -> 0]</td> |
| <td>[]</td> |
| <td>[1 -> , 2 -> b]</td> |
| <td>[1 -> , 2 -> b]</td> |
| <td>null</td> |
| <td>[4]</td> |
| <td>null</td> |
| <td>null</td> |
| </tr> |
| <tr> |
| <td>0</td> |
| <td>s3:/.../table/data/00002-5-8d6d60e8-d427-4809-bcf0-f5d45a4aad96.parquet</td> |
| <td>PARQUET</td> |
| <td>0</td> |
| <td>{1999-01-01, 03}</td> |
| <td>1</td> |
| <td>597</td> |
| <td>[1 -> 90, 2 -> 62]</td> |
| <td>[1 -> 1, 2 -> 1]</td> |
| <td>[1 -> 0, 2 -> 0]</td> |
| <td>[]</td> |
| <td>[1 -> , 2 -> a]</td> |
| <td>[1 -> , 2 -> a]</td> |
| <td>null</td> |
| <td>[4]</td> |
| <td>null</td> |
| <td>null</td> |
| </tr> |
| </tbody> |
| </table> |
| <h3 id="manifests">Manifests<a class="headerlink" href="#manifests" title="Permanent link">🔗</a></h3> |
| <p>To show a table's current file manifests:</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">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">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="err">$</span><span class="n">manifests</span><span class="p">;</span> |
| </code></pre></div> |
| <table> |
| <thead> |
| <tr> |
| <th>path</th> |
| <th>length</th> |
| <th>partition_spec_id</th> |
| <th>added_snapshot_id</th> |
| <th>added_data_files_count</th> |
| <th>existing_data_files_count</th> |
| <th>deleted_data_files_count</th> |
| <th>partition_summaries</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>s3://.../table/metadata/45b5290b-ee61-4788-b324-b1e2735c0e10-m0.avro</td> |
| <td>4479</td> |
| <td>0</td> |
| <td>6668963634911763636</td> |
| <td>8</td> |
| <td>0</td> |
| <td>0</td> |
| <td>[[false,null,2019-05-13,2019-05-15]]</td> |
| </tr> |
| </tbody> |
| </table> |
| <p>Note:</p> |
| <ol> |
| <li>Fields within <code>partition_summaries</code> column of the manifests table correspond to <code>field_summary</code> structs within <a href="../../spec.md#manifest-lists">manifest list</a>, with the following order:<ul> |
| <li><code>contains_null</code></li> |
| <li><code>contains_nan</code></li> |
| <li><code>lower_bound</code></li> |
| <li><code>upper_bound</code></li> |
| </ul> |
| </li> |
| <li><code>contains_nan</code> could return null, which indicates that this information is not available from the file's metadata. |
| This usually occurs when reading from V1 table, where <code>contains_nan</code> is not populated.</li> |
| </ol> |
| <h3 id="partitions">Partitions<a class="headerlink" href="#partitions" title="Permanent link">🔗</a></h3> |
| <p>To show a table's current partitions:</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">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">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="err">$</span><span class="n">partitions</span><span class="p">;</span> |
| </code></pre></div> |
| <table> |
| <thead> |
| <tr> |
| <th>partition</th> |
| <th>spec_id</th> |
| <th>record_count</th> |
| <th>file_count</th> |
| <th>total_data_file_size_in_bytes</th> |
| <th>position_delete_record_count</th> |
| <th>position_delete_file_count</th> |
| <th>equality_delete_record_count</th> |
| <th>equality_delete_file_count</th> |
| <th>last_updated_at(μs)</th> |
| <th>last_updated_snapshot_id</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>{20211001, 11}</td> |
| <td>0</td> |
| <td>1</td> |
| <td>1</td> |
| <td>100</td> |
| <td>2</td> |
| <td>1</td> |
| <td>0</td> |
| <td>0</td> |
| <td>1633086034192000</td> |
| <td>9205185327307503337</td> |
| </tr> |
| <tr> |
| <td>{20211002, 11}</td> |
| <td>0</td> |
| <td>4</td> |
| <td>3</td> |
| <td>500</td> |
| <td>1</td> |
| <td>1</td> |
| <td>0</td> |
| <td>0</td> |
| <td>1633172537358000</td> |
| <td>867027598972211003</td> |
| </tr> |
| <tr> |
| <td>{20211001, 10}</td> |
| <td>0</td> |
| <td>7</td> |
| <td>4</td> |
| <td>700</td> |
| <td>0</td> |
| <td>0</td> |
| <td>0</td> |
| <td>0</td> |
| <td>1633082598716000</td> |
| <td>3280122546965981531</td> |
| </tr> |
| <tr> |
| <td>{20211002, 10}</td> |
| <td>0</td> |
| <td>3</td> |
| <td>2</td> |
| <td>400</td> |
| <td>0</td> |
| <td>0</td> |
| <td>1</td> |
| <td>1</td> |
| <td>1633169159489000</td> |
| <td>6941468797545315876</td> |
| </tr> |
| </tbody> |
| </table> |
| <p>Note: |
| For unpartitioned tables, the partitions table will not contain the partition and spec_id fields.</p> |
| <h3 id="all-metadata-tables">All Metadata Tables<a class="headerlink" href="#all-metadata-tables" title="Permanent link">🔗</a></h3> |
| <p>These tables are unions of the metadata tables specific to the current snapshot, and return metadata across all snapshots.</p> |
| <div class="admonition danger"> |
| <p class="admonition-title">Danger</p> |
| <p>The "all" metadata tables may produce more than one row per data file or manifest file because metadata files may be part of more than one table snapshot.</p> |
| </div> |
| <h4 id="all-data-files">All Data Files<a class="headerlink" href="#all-data-files" title="Permanent link">🔗</a></h4> |
| <p>To show all of the table's data files and each file's metadata:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-23-1" name="__codelineno-23-1" href="#__codelineno-23-1"></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">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="err">$</span><span class="n">all_data_files</span><span class="p">;</span> |
| </code></pre></div> |
| <table> |
| <thead> |
| <tr> |
| <th>content</th> |
| <th>file_path</th> |
| <th>file_format</th> |
| <th>partition</th> |
| <th>record_count</th> |
| <th>file_size_in_bytes</th> |
| <th>column_sizes</th> |
| <th>value_counts</th> |
| <th>null_value_counts</th> |
| <th>nan_value_counts</th> |
| <th>lower_bounds</th> |
| <th>upper_bounds</th> |
| <th>key_metadata</th> |
| <th>split_offsets</th> |
| <th>equality_ids</th> |
| <th>sort_order_id</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>0</td> |
| <td>s3://.../dt=20210102/00000-0-756e2512-49ae-45bb-aae3-c0ca475e7879-00001.parquet</td> |
| <td>PARQUET</td> |
| <td>{20210102}</td> |
| <td>14</td> |
| <td>2444</td> |
| <td>{1 -> 94, 2 -> 17}</td> |
| <td>{1 -> 14, 2 -> 14}</td> |
| <td>{1 -> 0, 2 -> 0}</td> |
| <td>{}</td> |
| <td>{1 -> 1, 2 -> 20210102}</td> |
| <td>{1 -> 2, 2 -> 20210102}</td> |
| <td>null</td> |
| <td>[4]</td> |
| <td>null</td> |
| <td>0</td> |
| </tr> |
| <tr> |
| <td>0</td> |
| <td>s3://.../dt=20210103/00000-0-26222098-032f-472b-8ea5-651a55b21210-00001.parquet</td> |
| <td>PARQUET</td> |
| <td>{20210103}</td> |
| <td>14</td> |
| <td>2444</td> |
| <td>{1 -> 94, 2 -> 17}</td> |
| <td>{1 -> 14, 2 -> 14}</td> |
| <td>{1 -> 0, 2 -> 0}</td> |
| <td>{}</td> |
| <td>{1 -> 1, 2 -> 20210103}</td> |
| <td>{1 -> 3, 2 -> 20210103}</td> |
| <td>null</td> |
| <td>[4]</td> |
| <td>null</td> |
| <td>0</td> |
| </tr> |
| <tr> |
| <td>0</td> |
| <td>s3://.../dt=20210104/00000-0-a3bb1927-88eb-4f1c-bc6e-19076b0d952e-00001.parquet</td> |
| <td>PARQUET</td> |
| <td>{20210104}</td> |
| <td>14</td> |
| <td>2444</td> |
| <td>{1 -> 94, 2 -> 17}</td> |
| <td>{1 -> 14, 2 -> 14}</td> |
| <td>{1 -> 0, 2 -> 0}</td> |
| <td>{}</td> |
| <td>{1 -> 1, 2 -> 20210104}</td> |
| <td>{1 -> 3, 2 -> 20210104}</td> |
| <td>null</td> |
| <td>[4]</td> |
| <td>null</td> |
| <td>0</td> |
| </tr> |
| </tbody> |
| </table> |
| <h4 id="all-manifests">All Manifests<a class="headerlink" href="#all-manifests" title="Permanent link">🔗</a></h4> |
| <p>To show all of the table's manifest files:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-24-1" name="__codelineno-24-1" href="#__codelineno-24-1"></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">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="err">$</span><span class="n">all_manifests</span><span class="p">;</span> |
| </code></pre></div> |
| <table> |
| <thead> |
| <tr> |
| <th>path</th> |
| <th>length</th> |
| <th>partition_spec_id</th> |
| <th>added_snapshot_id</th> |
| <th>added_data_files_count</th> |
| <th>existing_data_files_count</th> |
| <th>deleted_data_files_count</th> |
| <th>partition_summaries</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>s3://.../metadata/a85f78c5-3222-4b37-b7e4-faf944425d48-m0.avro</td> |
| <td>6376</td> |
| <td>0</td> |
| <td>6272782676904868561</td> |
| <td>2</td> |
| <td>0</td> |
| <td>0</td> |
| <td>[{false, false, 20210101, 20210101}]</td> |
| </tr> |
| </tbody> |
| </table> |
| <p>Note:</p> |
| <ol> |
| <li>Fields within <code>partition_summaries</code> column of the manifests table correspond to <code>field_summary</code> structs within <a href="../../spec.md#manifest-lists">manifest list</a>, with the following order:<ul> |
| <li><code>contains_null</code></li> |
| <li><code>contains_nan</code></li> |
| <li><code>lower_bound</code></li> |
| <li><code>upper_bound</code></li> |
| </ul> |
| </li> |
| <li><code>contains_nan</code> could return null, which indicates that this information is not available from the file's metadata. |
| This usually occurs when reading from V1 table, where <code>contains_nan</code> is not populated.</li> |
| </ol> |
| <h3 id="references">References<a class="headerlink" href="#references" title="Permanent link">🔗</a></h3> |
| <p>To show a table's known snapshot references:</p> |
| <div class="highlight"><pre><span></span><code><a id="__codelineno-25-1" name="__codelineno-25-1" href="#__codelineno-25-1"></a><span class="k">SELECT</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="k">FROM</span><span class="w"> </span><span class="n">prod</span><span class="p">.</span><span class="n">db</span><span class="p">.</span><span class="k">table</span><span class="err">$</span><span class="n">refs</span><span class="p">;</span> |
| </code></pre></div> |
| <table> |
| <thead> |
| <tr> |
| <th>name</th> |
| <th>type</th> |
| <th>snapshot_id</th> |
| <th>max_reference_age_in_ms</th> |
| <th>min_snapshots_to_keep</th> |
| <th>max_snapshot_age_in_ms</th> |
| </tr> |
| </thead> |
| <tbody> |
| <tr> |
| <td>main</td> |
| <td>BRANCH</td> |
| <td>4686954189838128572</td> |
| <td>10</td> |
| <td>20</td> |
| <td>30</td> |
| </tr> |
| <tr> |
| <td>testTag</td> |
| <td>TAG</td> |
| <td>4686954189838128572</td> |
| <td>10</td> |
| <td>null</td> |
| <td>null</td> |
| </tr> |
| </tbody> |
| </table> |
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