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Adding upstream version 18.2.0.

Signed-off-by: Daniel Baumann <daniel@debian.org>
This commit is contained in:
Daniel Baumann 2025-02-13 20:56:33 +01:00
parent 9de781a59b
commit ab14e550ff
Signed by: daniel
GPG key ID: FBB4F0E80A80222F
124 changed files with 60313 additions and 50346 deletions

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@ -96,7 +96,7 @@
<div class="docstring"><p><img src="sqlglot.svg" alt="SQLGlot logo" /></p>
<p>SQLGlot is a no-dependency SQL parser, transpiler, optimizer, and engine. It can be used to format SQL or translate between <a href="https://github.com/tobymao/sqlglot/blob/main/sqlglot/dialects/__init__.py">19 different dialects</a> like <a href="https://duckdb.org/">DuckDB</a>, <a href="https://prestodb.io/">Presto</a>, <a href="https://spark.apache.org/">Spark</a>, <a href="https://www.snowflake.com/en/">Snowflake</a>, and <a href="https://cloud.google.com/bigquery/">BigQuery</a>. It aims to read a wide variety of SQL inputs and output syntactically and semantically correct SQL in the targeted dialects.</p>
<p>SQLGlot is a no-dependency SQL parser, transpiler, optimizer, and engine. It can be used to format SQL or translate between <a href="https://github.com/tobymao/sqlglot/blob/main/sqlglot/dialects/__init__.py">20 different dialects</a> like <a href="https://duckdb.org/">DuckDB</a>, <a href="https://prestodb.io/">Presto</a>, <a href="https://spark.apache.org/">Spark</a>, <a href="https://www.snowflake.com/en/">Snowflake</a>, and <a href="https://cloud.google.com/bigquery/">BigQuery</a>. It aims to read a wide variety of SQL inputs and output syntactically and semantically correct SQL in the targeted dialects.</p>
<p>It is a very comprehensive generic SQL parser with a robust <a href="https://github.com/tobymao/sqlglot/blob/main/tests/">test suite</a>. It is also quite <a href="#benchmarks">performant</a>, while being written purely in Python.</p>
@ -285,7 +285,7 @@
<h3 id="parser-errors">Parser Errors</h3>
<p>When the parser detects an error in the syntax, it raises a ParserError:</p>
<p>When the parser detects an error in the syntax, it raises a ParseError:</p>
<div class="pdoc-code codehilite">
<pre><span></span><code><span class="kn">import</span> <span class="nn">sqlglot</span>

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@ -51,8 +51,8 @@
<div class="pdoc-code codehilite"><pre><span></span><span id="L-1"><a href="#L-1"><span class="linenos">1</span></a><span class="c1"># file generated by setuptools_scm</span>
</span><span id="L-2"><a href="#L-2"><span class="linenos">2</span></a><span class="c1"># don&#39;t change, don&#39;t track in version control</span>
</span><span id="L-3"><a href="#L-3"><span class="linenos">3</span></a><span class="n">__version__</span> <span class="o">=</span> <span class="n">version</span> <span class="o">=</span> <span class="s1">&#39;17.11.0&#39;</span>
</span><span id="L-4"><a href="#L-4"><span class="linenos">4</span></a><span class="n">__version_tuple__</span> <span class="o">=</span> <span class="n">version_tuple</span> <span class="o">=</span> <span class="p">(</span><span class="mi">17</span><span class="p">,</span> <span class="mi">11</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
</span><span id="L-3"><a href="#L-3"><span class="linenos">3</span></a><span class="n">__version__</span> <span class="o">=</span> <span class="n">version</span> <span class="o">=</span> <span class="s1">&#39;18.1.0&#39;</span>
</span><span id="L-4"><a href="#L-4"><span class="linenos">4</span></a><span class="n">__version_tuple__</span> <span class="o">=</span> <span class="n">version_tuple</span> <span class="o">=</span> <span class="p">(</span><span class="mi">18</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
</span></pre></div>

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@ -96,11 +96,15 @@
</ul></li>
<li>See <a href="#registering-custom-schema-class">Registering Custom Schema</a> for information on how to skip this step if the information is stored externally.</li>
</ul></li>
<li>If your output SQL dialect is not Spark, then configure the SparkSession to use that dialect
<ul>
<li>Ex: <code>SparkSession().builder.config("sqlframe.dialect", "bigquery").getOrCreate()</code></li>
<li>See <a href="https://github.com/tobymao/sqlglot/tree/main/sqlglot/dialects">dialects</a> for a full list of dialects.</li>
</ul></li>
<li>Add <code>.sql(pretty=True)</code> to your final DataFrame command to return a list of sql statements to run that command.
<ul>
<li>In most cases a single SQL statement is returned. Currently the only exception is when caching DataFrames which isn't supported in other dialects. </li>
<li>Spark is the default output dialect. See <a href="https://github.com/tobymao/sqlglot/tree/main/sqlglot/dialects">dialects</a> for a full list of dialects.</li>
<li>Ex: <code>.sql(pretty=True, dialect='bigquery')</code></li>
<li>In most cases a single SQL statement is returned. Currently the only exception is when caching DataFrames which isn't supported in other dialects.</li>
<li>Ex: <code>.sql(pretty=True)</code></li>
</ul></li>
</ul>
@ -111,6 +115,8 @@
<span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.session</span> <span class="kn">import</span> <span class="n">SparkSession</span>
<span class="kn">from</span> <span class="nn"><a href="dataframe/sql.html">sqlglot.dataframe.sql</a></span> <span class="kn">import</span> <span class="n">functions</span> <span class="k">as</span> <span class="n">F</span>
<span class="n">dialect</span> <span class="o">=</span> <span class="s2">&quot;spark&quot;</span>
<span class="n">sqlglot</span><span class="o">.</span><span class="n">schema</span><span class="o">.</span><span class="n">add_table</span><span class="p">(</span>
<span class="s1">&#39;employee&#39;</span><span class="p">,</span>
<span class="p">{</span>
@ -119,10 +125,10 @@
<span class="s1">&#39;lname&#39;</span><span class="p">:</span> <span class="s1">&#39;STRING&#39;</span><span class="p">,</span>
<span class="s1">&#39;age&#39;</span><span class="p">:</span> <span class="s1">&#39;INT&#39;</span><span class="p">,</span>
<span class="p">},</span>
<span class="n">dialect</span><span class="o">=</span><span class="s2">&quot;spark&quot;</span><span class="p">,</span>
<span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">,</span>
<span class="p">)</span> <span class="c1"># Register the table structure prior to reading from the table</span>
<span class="n">spark</span> <span class="o">=</span> <span class="n">SparkSession</span><span class="p">()</span>
<span class="n">spark</span> <span class="o">=</span> <span class="n">SparkSession</span><span class="o">.</span><span class="n">builder</span><span class="o">.</span><span class="n">config</span><span class="p">(</span><span class="s2">&quot;sqlframe.dialect&quot;</span><span class="p">,</span> <span class="n">dialect</span><span class="p">)</span><span class="o">.</span><span class="n">getOrCreate</span><span class="p">()</span>
<span class="n">df</span> <span class="o">=</span> <span class="p">(</span>
<span class="n">spark</span>
@ -131,7 +137,7 @@
<span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">countDistinct</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">&quot;employee_id&quot;</span><span class="p">))</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="s2">&quot;num_employees&quot;</span><span class="p">))</span>
<span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="n">pretty</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span> <span class="c1"># Spark will be the dialect used by default</span>
<span class="nb">print</span><span class="p">(</span><span class="n">df</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="n">pretty</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
</code></pre>
</div>
@ -159,7 +165,7 @@ GROUP BY
<span class="n"><a href="schema.html">sqlglot.schema</a></span> <span class="o">=</span> <span class="n">ExternalSchema</span><span class="p">()</span>
<span class="n">spark</span> <span class="o">=</span> <span class="n">SparkSession</span><span class="p">()</span>
<span class="n">spark</span> <span class="o">=</span> <span class="n">SparkSession</span><span class="p">()</span> <span class="c1"># Spark will be used by default is not specific in SparkSession config</span>
<span class="n">df</span> <span class="o">=</span> <span class="p">(</span>
<span class="n">spark</span>
@ -199,11 +205,14 @@ GROUP BY
<span class="p">])</span>
<span class="n">sql_statements</span> <span class="o">=</span> <span class="p">(</span>
<span class="n">SparkSession</span><span class="p">()</span>
<span class="n">SparkSession</span>
<span class="o">.</span><span class="n">builder</span>
<span class="o">.</span><span class="n">config</span><span class="p">(</span><span class="s2">&quot;sqlframe.dialect&quot;</span><span class="p">,</span> <span class="s2">&quot;bigquery&quot;</span><span class="p">)</span>
<span class="o">.</span><span class="n">getOrCreate</span><span class="p">()</span>
<span class="o">.</span><span class="n">createDataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">schema</span><span class="p">)</span>
<span class="o">.</span><span class="n">groupBy</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">&quot;age&quot;</span><span class="p">))</span>
<span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">countDistinct</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">&quot;employee_id&quot;</span><span class="p">))</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="s2">&quot;num_employees&quot;</span><span class="p">))</span>
<span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="n">dialect</span><span class="o">=</span><span class="s2">&quot;bigquery&quot;</span><span class="p">)</span>
<span class="o">.</span><span class="n">sql</span><span class="p">()</span>
<span class="p">)</span>
<span class="n">result</span> <span class="o">=</span> <span class="kc">None</span>
@ -248,11 +257,14 @@ GROUP BY
<span class="p">])</span>
<span class="n">sql_statements</span> <span class="o">=</span> <span class="p">(</span>
<span class="n">SparkSession</span><span class="p">()</span>
<span class="n">SparkSession</span>
<span class="o">.</span><span class="n">builder</span>
<span class="o">.</span><span class="n">config</span><span class="p">(</span><span class="s2">&quot;sqlframe.dialect&quot;</span><span class="p">,</span> <span class="s2">&quot;snowflake&quot;</span><span class="p">)</span>
<span class="o">.</span><span class="n">getOrCreate</span><span class="p">()</span>
<span class="o">.</span><span class="n">createDataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">schema</span><span class="p">)</span>
<span class="o">.</span><span class="n">groupBy</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">&quot;age&quot;</span><span class="p">))</span>
<span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">countDistinct</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">&quot;lname&quot;</span><span class="p">))</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="s2">&quot;num_employees&quot;</span><span class="p">))</span>
<span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="n">dialect</span><span class="o">=</span><span class="s2">&quot;snowflake&quot;</span><span class="p">)</span>
<span class="o">.</span><span class="n">sql</span><span class="p">()</span>
<span class="p">)</span>
<span class="k">try</span><span class="p">:</span>
@ -294,7 +306,7 @@ GROUP BY
<span class="o">.</span><span class="n">createDataFrame</span><span class="p">(</span><span class="n">data</span><span class="p">,</span> <span class="n">schema</span><span class="p">)</span>
<span class="o">.</span><span class="n">groupBy</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">&quot;age&quot;</span><span class="p">))</span>
<span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">countDistinct</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">&quot;employee_id&quot;</span><span class="p">))</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="s2">&quot;num_employees&quot;</span><span class="p">))</span>
<span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="n">dialect</span><span class="o">=</span><span class="s2">&quot;spark&quot;</span><span class="p">)</span>
<span class="o">.</span><span class="n">sql</span><span class="p">()</span>
<span class="p">)</span>
<span class="n">pyspark</span> <span class="o">=</span> <span class="n">PySparkSession</span><span class="o">.</span><span class="n">builder</span><span class="o">.</span><span class="n">master</span><span class="p">(</span><span class="s2">&quot;local[*]&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">getOrCreate</span><span class="p">()</span>

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@ -38,6 +38,7 @@
<li><a href="dialects/clickhouse.html">clickhouse</a></li>
<li><a href="dialects/databricks.html">databricks</a></li>
<li><a href="dialects/dialect.html">dialect</a></li>
<li><a href="dialects/doris.html">doris</a></li>
<li><a href="dialects/drill.html">drill</a></li>
<li><a href="dialects/duckdb.html">duckdb</a></li>
<li><a href="dialects/hive.html">hive</a></li>
@ -195,23 +196,24 @@ logic for some expressions; this is usually done by adding new entries to the <c
</span><span id="L-60"><a href="#L-60"><span class="linenos">60</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.clickhouse</span> <span class="kn">import</span> <span class="n">ClickHouse</span>
</span><span id="L-61"><a href="#L-61"><span class="linenos">61</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.databricks</span> <span class="kn">import</span> <span class="n">Databricks</span>
</span><span id="L-62"><a href="#L-62"><span class="linenos">62</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.dialect</span> <span class="kn">import</span> <span class="n">Dialect</span><span class="p">,</span> <span class="n">Dialects</span>
</span><span id="L-63"><a href="#L-63"><span class="linenos">63</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.drill</span> <span class="kn">import</span> <span class="n">Drill</span>
</span><span id="L-64"><a href="#L-64"><span class="linenos">64</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.duckdb</span> <span class="kn">import</span> <span class="n">DuckDB</span>
</span><span id="L-65"><a href="#L-65"><span class="linenos">65</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.hive</span> <span class="kn">import</span> <span class="n">Hive</span>
</span><span id="L-66"><a href="#L-66"><span class="linenos">66</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.mysql</span> <span class="kn">import</span> <span class="n">MySQL</span>
</span><span id="L-67"><a href="#L-67"><span class="linenos">67</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.oracle</span> <span class="kn">import</span> <span class="n">Oracle</span>
</span><span id="L-68"><a href="#L-68"><span class="linenos">68</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.postgres</span> <span class="kn">import</span> <span class="n">Postgres</span>
</span><span id="L-69"><a href="#L-69"><span class="linenos">69</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.presto</span> <span class="kn">import</span> <span class="n">Presto</span>
</span><span id="L-70"><a href="#L-70"><span class="linenos">70</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.redshift</span> <span class="kn">import</span> <span class="n">Redshift</span>
</span><span id="L-71"><a href="#L-71"><span class="linenos">71</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.snowflake</span> <span class="kn">import</span> <span class="n">Snowflake</span>
</span><span id="L-72"><a href="#L-72"><span class="linenos">72</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.spark</span> <span class="kn">import</span> <span class="n">Spark</span>
</span><span id="L-73"><a href="#L-73"><span class="linenos">73</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.spark2</span> <span class="kn">import</span> <span class="n">Spark2</span>
</span><span id="L-74"><a href="#L-74"><span class="linenos">74</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.sqlite</span> <span class="kn">import</span> <span class="n">SQLite</span>
</span><span id="L-75"><a href="#L-75"><span class="linenos">75</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.starrocks</span> <span class="kn">import</span> <span class="n">StarRocks</span>
</span><span id="L-76"><a href="#L-76"><span class="linenos">76</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.tableau</span> <span class="kn">import</span> <span class="n">Tableau</span>
</span><span id="L-77"><a href="#L-77"><span class="linenos">77</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.teradata</span> <span class="kn">import</span> <span class="n">Teradata</span>
</span><span id="L-78"><a href="#L-78"><span class="linenos">78</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.trino</span> <span class="kn">import</span> <span class="n">Trino</span>
</span><span id="L-79"><a href="#L-79"><span class="linenos">79</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.tsql</span> <span class="kn">import</span> <span class="n">TSQL</span>
</span><span id="L-63"><a href="#L-63"><span class="linenos">63</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.doris</span> <span class="kn">import</span> <span class="n">Doris</span>
</span><span id="L-64"><a href="#L-64"><span class="linenos">64</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.drill</span> <span class="kn">import</span> <span class="n">Drill</span>
</span><span id="L-65"><a href="#L-65"><span class="linenos">65</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.duckdb</span> <span class="kn">import</span> <span class="n">DuckDB</span>
</span><span id="L-66"><a href="#L-66"><span class="linenos">66</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.hive</span> <span class="kn">import</span> <span class="n">Hive</span>
</span><span id="L-67"><a href="#L-67"><span class="linenos">67</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.mysql</span> <span class="kn">import</span> <span class="n">MySQL</span>
</span><span id="L-68"><a href="#L-68"><span class="linenos">68</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.oracle</span> <span class="kn">import</span> <span class="n">Oracle</span>
</span><span id="L-69"><a href="#L-69"><span class="linenos">69</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.postgres</span> <span class="kn">import</span> <span class="n">Postgres</span>
</span><span id="L-70"><a href="#L-70"><span class="linenos">70</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.presto</span> <span class="kn">import</span> <span class="n">Presto</span>
</span><span id="L-71"><a href="#L-71"><span class="linenos">71</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.redshift</span> <span class="kn">import</span> <span class="n">Redshift</span>
</span><span id="L-72"><a href="#L-72"><span class="linenos">72</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.snowflake</span> <span class="kn">import</span> <span class="n">Snowflake</span>
</span><span id="L-73"><a href="#L-73"><span class="linenos">73</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.spark</span> <span class="kn">import</span> <span class="n">Spark</span>
</span><span id="L-74"><a href="#L-74"><span class="linenos">74</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.spark2</span> <span class="kn">import</span> <span class="n">Spark2</span>
</span><span id="L-75"><a href="#L-75"><span class="linenos">75</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.sqlite</span> <span class="kn">import</span> <span class="n">SQLite</span>
</span><span id="L-76"><a href="#L-76"><span class="linenos">76</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.starrocks</span> <span class="kn">import</span> <span class="n">StarRocks</span>
</span><span id="L-77"><a href="#L-77"><span class="linenos">77</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.tableau</span> <span class="kn">import</span> <span class="n">Tableau</span>
</span><span id="L-78"><a href="#L-78"><span class="linenos">78</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.teradata</span> <span class="kn">import</span> <span class="n">Teradata</span>
</span><span id="L-79"><a href="#L-79"><span class="linenos">79</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.trino</span> <span class="kn">import</span> <span class="n">Trino</span>
</span><span id="L-80"><a href="#L-80"><span class="linenos">80</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.tsql</span> <span class="kn">import</span> <span class="n">TSQL</span>
</span></pre></div>

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@ -58,6 +58,9 @@
<li>
<a class="variable" href="#logger">logger</a>
</li>
<li>
<a class="variable" href="#PYTHON_TYPE_TO_SQLGLOT">PYTHON_TYPE_TO_SQLGLOT</a>
</li>
<li>
<a class="function" href="#execute">execute</a>
</li>
@ -362,62 +365,68 @@
</span><span id="L-28"><a href="#L-28"><span class="linenos">28</span></a> <span class="kn">from</span> <span class="nn">sqlglot.schema</span> <span class="kn">import</span> <span class="n">Schema</span>
</span><span id="L-29"><a href="#L-29"><span class="linenos">29</span></a>
</span><span id="L-30"><a href="#L-30"><span class="linenos">30</span></a>
</span><span id="L-31"><a href="#L-31"><span class="linenos">31</span></a><span class="k">def</span> <span class="nf">execute</span><span class="p">(</span>
</span><span id="L-32"><a href="#L-32"><span class="linenos">32</span></a> <span class="n">sql</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Expression</span><span class="p">,</span>
</span><span id="L-33"><a href="#L-33"><span class="linenos">33</span></a> <span class="n">schema</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span> <span class="o">|</span> <span class="n">Schema</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="L-34"><a href="#L-34"><span class="linenos">34</span></a> <span class="n">read</span><span class="p">:</span> <span class="n">DialectType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="L-35"><a href="#L-35"><span class="linenos">35</span></a> <span class="n">tables</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="L-36"><a href="#L-36"><span class="linenos">36</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Table</span><span class="p">:</span>
</span><span id="L-37"><a href="#L-37"><span class="linenos">37</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-38"><a href="#L-38"><span class="linenos">38</span></a><span class="sd"> Run a sql query against data.</span>
</span><span id="L-39"><a href="#L-39"><span class="linenos">39</span></a>
</span><span id="L-40"><a href="#L-40"><span class="linenos">40</span></a><span class="sd"> Args:</span>
</span><span id="L-41"><a href="#L-41"><span class="linenos">41</span></a><span class="sd"> sql: a sql statement.</span>
</span><span id="L-42"><a href="#L-42"><span class="linenos">42</span></a><span class="sd"> schema: database schema.</span>
</span><span id="L-43"><a href="#L-43"><span class="linenos">43</span></a><span class="sd"> This can either be an instance of `Schema` or a mapping in one of the following forms:</span>
</span><span id="L-44"><a href="#L-44"><span class="linenos">44</span></a><span class="sd"> 1. {table: {col: type}}</span>
</span><span id="L-45"><a href="#L-45"><span class="linenos">45</span></a><span class="sd"> 2. {db: {table: {col: type}}}</span>
</span><span id="L-46"><a href="#L-46"><span class="linenos">46</span></a><span class="sd"> 3. {catalog: {db: {table: {col: type}}}}</span>
</span><span id="L-47"><a href="#L-47"><span class="linenos">47</span></a><span class="sd"> read: the SQL dialect to apply during parsing (eg. &quot;spark&quot;, &quot;hive&quot;, &quot;presto&quot;, &quot;mysql&quot;).</span>
</span><span id="L-48"><a href="#L-48"><span class="linenos">48</span></a><span class="sd"> tables: additional tables to register.</span>
</span><span id="L-49"><a href="#L-49"><span class="linenos">49</span></a>
</span><span id="L-50"><a href="#L-50"><span class="linenos">50</span></a><span class="sd"> Returns:</span>
</span><span id="L-51"><a href="#L-51"><span class="linenos">51</span></a><span class="sd"> Simple columnar data structure.</span>
</span><span id="L-52"><a href="#L-52"><span class="linenos">52</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-53"><a href="#L-53"><span class="linenos">53</span></a> <span class="n">tables_</span> <span class="o">=</span> <span class="n">ensure_tables</span><span class="p">(</span><span class="n">tables</span><span class="p">)</span>
</span><span id="L-31"><a href="#L-31"><span class="linenos">31</span></a><span class="n">PYTHON_TYPE_TO_SQLGLOT</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="L-32"><a href="#L-32"><span class="linenos">32</span></a> <span class="s2">&quot;dict&quot;</span><span class="p">:</span> <span class="s2">&quot;MAP&quot;</span><span class="p">,</span>
</span><span id="L-33"><a href="#L-33"><span class="linenos">33</span></a><span class="p">}</span>
</span><span id="L-34"><a href="#L-34"><span class="linenos">34</span></a>
</span><span id="L-35"><a href="#L-35"><span class="linenos">35</span></a>
</span><span id="L-36"><a href="#L-36"><span class="linenos">36</span></a><span class="k">def</span> <span class="nf">execute</span><span class="p">(</span>
</span><span id="L-37"><a href="#L-37"><span class="linenos">37</span></a> <span class="n">sql</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Expression</span><span class="p">,</span>
</span><span id="L-38"><a href="#L-38"><span class="linenos">38</span></a> <span class="n">schema</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span> <span class="o">|</span> <span class="n">Schema</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="L-39"><a href="#L-39"><span class="linenos">39</span></a> <span class="n">read</span><span class="p">:</span> <span class="n">DialectType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="L-40"><a href="#L-40"><span class="linenos">40</span></a> <span class="n">tables</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="L-41"><a href="#L-41"><span class="linenos">41</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Table</span><span class="p">:</span>
</span><span id="L-42"><a href="#L-42"><span class="linenos">42</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-43"><a href="#L-43"><span class="linenos">43</span></a><span class="sd"> Run a sql query against data.</span>
</span><span id="L-44"><a href="#L-44"><span class="linenos">44</span></a>
</span><span id="L-45"><a href="#L-45"><span class="linenos">45</span></a><span class="sd"> Args:</span>
</span><span id="L-46"><a href="#L-46"><span class="linenos">46</span></a><span class="sd"> sql: a sql statement.</span>
</span><span id="L-47"><a href="#L-47"><span class="linenos">47</span></a><span class="sd"> schema: database schema.</span>
</span><span id="L-48"><a href="#L-48"><span class="linenos">48</span></a><span class="sd"> This can either be an instance of `Schema` or a mapping in one of the following forms:</span>
</span><span id="L-49"><a href="#L-49"><span class="linenos">49</span></a><span class="sd"> 1. {table: {col: type}}</span>
</span><span id="L-50"><a href="#L-50"><span class="linenos">50</span></a><span class="sd"> 2. {db: {table: {col: type}}}</span>
</span><span id="L-51"><a href="#L-51"><span class="linenos">51</span></a><span class="sd"> 3. {catalog: {db: {table: {col: type}}}}</span>
</span><span id="L-52"><a href="#L-52"><span class="linenos">52</span></a><span class="sd"> read: the SQL dialect to apply during parsing (eg. &quot;spark&quot;, &quot;hive&quot;, &quot;presto&quot;, &quot;mysql&quot;).</span>
</span><span id="L-53"><a href="#L-53"><span class="linenos">53</span></a><span class="sd"> tables: additional tables to register.</span>
</span><span id="L-54"><a href="#L-54"><span class="linenos">54</span></a>
</span><span id="L-55"><a href="#L-55"><span class="linenos">55</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">schema</span><span class="p">:</span>
</span><span id="L-56"><a href="#L-56"><span class="linenos">56</span></a> <span class="n">schema</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="L-57"><a href="#L-57"><span class="linenos">57</span></a> <span class="n">flattened_tables</span> <span class="o">=</span> <span class="n">flatten_schema</span><span class="p">(</span><span class="n">tables_</span><span class="o">.</span><span class="n">mapping</span><span class="p">,</span> <span class="n">depth</span><span class="o">=</span><span class="n">dict_depth</span><span class="p">(</span><span class="n">tables_</span><span class="o">.</span><span class="n">mapping</span><span class="p">))</span>
</span><span id="L-58"><a href="#L-58"><span class="linenos">58</span></a>
</span><span id="L-59"><a href="#L-59"><span class="linenos">59</span></a> <span class="k">for</span> <span class="n">keys</span> <span class="ow">in</span> <span class="n">flattened_tables</span><span class="p">:</span>
</span><span id="L-60"><a href="#L-60"><span class="linenos">60</span></a> <span class="n">table</span> <span class="o">=</span> <span class="n">nested_get</span><span class="p">(</span><span class="n">tables_</span><span class="o">.</span><span class="n">mapping</span><span class="p">,</span> <span class="o">*</span><span class="nb">zip</span><span class="p">(</span><span class="n">keys</span><span class="p">,</span> <span class="n">keys</span><span class="p">))</span>
</span><span id="L-61"><a href="#L-61"><span class="linenos">61</span></a> <span class="k">assert</span> <span class="n">table</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
</span><span id="L-62"><a href="#L-62"><span class="linenos">62</span></a>
</span><span id="L-63"><a href="#L-63"><span class="linenos">63</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">table</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
</span><span id="L-64"><a href="#L-64"><span class="linenos">64</span></a> <span class="n">nested_set</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="p">[</span><span class="o">*</span><span class="n">keys</span><span class="p">,</span> <span class="n">column</span><span class="p">],</span> <span class="nb">type</span><span class="p">(</span><span class="n">table</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">column</span><span class="p">])</span><span class="o">.</span><span class="vm">__name__</span><span class="p">)</span>
</span><span id="L-65"><a href="#L-65"><span class="linenos">65</span></a>
</span><span id="L-66"><a href="#L-66"><span class="linenos">66</span></a> <span class="n">schema</span> <span class="o">=</span> <span class="n">ensure_schema</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">read</span><span class="p">)</span>
</span><span id="L-55"><a href="#L-55"><span class="linenos">55</span></a><span class="sd"> Returns:</span>
</span><span id="L-56"><a href="#L-56"><span class="linenos">56</span></a><span class="sd"> Simple columnar data structure.</span>
</span><span id="L-57"><a href="#L-57"><span class="linenos">57</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-58"><a href="#L-58"><span class="linenos">58</span></a> <span class="n">tables_</span> <span class="o">=</span> <span class="n">ensure_tables</span><span class="p">(</span><span class="n">tables</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">read</span><span class="p">)</span>
</span><span id="L-59"><a href="#L-59"><span class="linenos">59</span></a>
</span><span id="L-60"><a href="#L-60"><span class="linenos">60</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">schema</span><span class="p">:</span>
</span><span id="L-61"><a href="#L-61"><span class="linenos">61</span></a> <span class="n">schema</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="L-62"><a href="#L-62"><span class="linenos">62</span></a> <span class="n">flattened_tables</span> <span class="o">=</span> <span class="n">flatten_schema</span><span class="p">(</span><span class="n">tables_</span><span class="o">.</span><span class="n">mapping</span><span class="p">,</span> <span class="n">depth</span><span class="o">=</span><span class="n">dict_depth</span><span class="p">(</span><span class="n">tables_</span><span class="o">.</span><span class="n">mapping</span><span class="p">))</span>
</span><span id="L-63"><a href="#L-63"><span class="linenos">63</span></a>
</span><span id="L-64"><a href="#L-64"><span class="linenos">64</span></a> <span class="k">for</span> <span class="n">keys</span> <span class="ow">in</span> <span class="n">flattened_tables</span><span class="p">:</span>
</span><span id="L-65"><a href="#L-65"><span class="linenos">65</span></a> <span class="n">table</span> <span class="o">=</span> <span class="n">nested_get</span><span class="p">(</span><span class="n">tables_</span><span class="o">.</span><span class="n">mapping</span><span class="p">,</span> <span class="o">*</span><span class="nb">zip</span><span class="p">(</span><span class="n">keys</span><span class="p">,</span> <span class="n">keys</span><span class="p">))</span>
</span><span id="L-66"><a href="#L-66"><span class="linenos">66</span></a> <span class="k">assert</span> <span class="n">table</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
</span><span id="L-67"><a href="#L-67"><span class="linenos">67</span></a>
</span><span id="L-68"><a href="#L-68"><span class="linenos">68</span></a> <span class="k">if</span> <span class="n">tables_</span><span class="o">.</span><span class="n">supported_table_args</span> <span class="ow">and</span> <span class="n">tables_</span><span class="o">.</span><span class="n">supported_table_args</span> <span class="o">!=</span> <span class="n">schema</span><span class="o">.</span><span class="n">supported_table_args</span><span class="p">:</span>
</span><span id="L-69"><a href="#L-69"><span class="linenos">69</span></a> <span class="k">raise</span> <span class="n">ExecuteError</span><span class="p">(</span><span class="s2">&quot;Tables must support the same table args as schema&quot;</span><span class="p">)</span>
</span><span id="L-70"><a href="#L-70"><span class="linenos">70</span></a>
</span><span id="L-71"><a href="#L-71"><span class="linenos">71</span></a> <span class="n">now</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
</span><span id="L-72"><a href="#L-72"><span class="linenos">72</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">optimize</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="n">schema</span><span class="p">,</span> <span class="n">leave_tables_isolated</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">read</span><span class="p">)</span>
</span><span id="L-68"><a href="#L-68"><span class="linenos">68</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">table</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
</span><span id="L-69"><a href="#L-69"><span class="linenos">69</span></a> <span class="n">py_type</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">table</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">column</span><span class="p">])</span><span class="o">.</span><span class="vm">__name__</span>
</span><span id="L-70"><a href="#L-70"><span class="linenos">70</span></a> <span class="n">nested_set</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="p">[</span><span class="o">*</span><span class="n">keys</span><span class="p">,</span> <span class="n">column</span><span class="p">],</span> <span class="n">PYTHON_TYPE_TO_SQLGLOT</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">py_type</span><span class="p">)</span> <span class="ow">or</span> <span class="n">py_type</span><span class="p">)</span>
</span><span id="L-71"><a href="#L-71"><span class="linenos">71</span></a>
</span><span id="L-72"><a href="#L-72"><span class="linenos">72</span></a> <span class="n">schema</span> <span class="o">=</span> <span class="n">ensure_schema</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">read</span><span class="p">)</span>
</span><span id="L-73"><a href="#L-73"><span class="linenos">73</span></a>
</span><span id="L-74"><a href="#L-74"><span class="linenos">74</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Optimization finished: </span><span class="si">%f</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">now</span><span class="p">)</span>
</span><span id="L-75"><a href="#L-75"><span class="linenos">75</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Optimized SQL: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">expression</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="n">pretty</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
</span><span id="L-74"><a href="#L-74"><span class="linenos">74</span></a> <span class="k">if</span> <span class="n">tables_</span><span class="o">.</span><span class="n">supported_table_args</span> <span class="ow">and</span> <span class="n">tables_</span><span class="o">.</span><span class="n">supported_table_args</span> <span class="o">!=</span> <span class="n">schema</span><span class="o">.</span><span class="n">supported_table_args</span><span class="p">:</span>
</span><span id="L-75"><a href="#L-75"><span class="linenos">75</span></a> <span class="k">raise</span> <span class="n">ExecuteError</span><span class="p">(</span><span class="s2">&quot;Tables must support the same table args as schema&quot;</span><span class="p">)</span>
</span><span id="L-76"><a href="#L-76"><span class="linenos">76</span></a>
</span><span id="L-77"><a href="#L-77"><span class="linenos">77</span></a> <span class="n">plan</span> <span class="o">=</span> <span class="n">Plan</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="L-78"><a href="#L-78"><span class="linenos">78</span></a>
</span><span id="L-79"><a href="#L-79"><span class="linenos">79</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Logical Plan: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">plan</span><span class="p">)</span>
</span><span id="L-80"><a href="#L-80"><span class="linenos">80</span></a>
</span><span id="L-81"><a href="#L-81"><span class="linenos">81</span></a> <span class="n">now</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
</span><span id="L-82"><a href="#L-82"><span class="linenos">82</span></a> <span class="n">result</span> <span class="o">=</span> <span class="n">PythonExecutor</span><span class="p">(</span><span class="n">tables</span><span class="o">=</span><span class="n">tables_</span><span class="p">)</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">plan</span><span class="p">)</span>
</span><span id="L-83"><a href="#L-83"><span class="linenos">83</span></a>
</span><span id="L-84"><a href="#L-84"><span class="linenos">84</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Query finished: </span><span class="si">%f</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">now</span><span class="p">)</span>
</span><span id="L-85"><a href="#L-85"><span class="linenos">85</span></a>
</span><span id="L-86"><a href="#L-86"><span class="linenos">86</span></a> <span class="k">return</span> <span class="n">result</span>
</span><span id="L-77"><a href="#L-77"><span class="linenos">77</span></a> <span class="n">now</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
</span><span id="L-78"><a href="#L-78"><span class="linenos">78</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">optimize</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="n">schema</span><span class="p">,</span> <span class="n">leave_tables_isolated</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">read</span><span class="p">)</span>
</span><span id="L-79"><a href="#L-79"><span class="linenos">79</span></a>
</span><span id="L-80"><a href="#L-80"><span class="linenos">80</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Optimization finished: </span><span class="si">%f</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">now</span><span class="p">)</span>
</span><span id="L-81"><a href="#L-81"><span class="linenos">81</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Optimized SQL: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">expression</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="n">pretty</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
</span><span id="L-82"><a href="#L-82"><span class="linenos">82</span></a>
</span><span id="L-83"><a href="#L-83"><span class="linenos">83</span></a> <span class="n">plan</span> <span class="o">=</span> <span class="n">Plan</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="L-84"><a href="#L-84"><span class="linenos">84</span></a>
</span><span id="L-85"><a href="#L-85"><span class="linenos">85</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Logical Plan: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">plan</span><span class="p">)</span>
</span><span id="L-86"><a href="#L-86"><span class="linenos">86</span></a>
</span><span id="L-87"><a href="#L-87"><span class="linenos">87</span></a> <span class="n">now</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
</span><span id="L-88"><a href="#L-88"><span class="linenos">88</span></a> <span class="n">result</span> <span class="o">=</span> <span class="n">PythonExecutor</span><span class="p">(</span><span class="n">tables</span><span class="o">=</span><span class="n">tables_</span><span class="p">)</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">plan</span><span class="p">)</span>
</span><span id="L-89"><a href="#L-89"><span class="linenos">89</span></a>
</span><span id="L-90"><a href="#L-90"><span class="linenos">90</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Query finished: </span><span class="si">%f</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">now</span><span class="p">)</span>
</span><span id="L-91"><a href="#L-91"><span class="linenos">91</span></a>
</span><span id="L-92"><a href="#L-92"><span class="linenos">92</span></a> <span class="k">return</span> <span class="n">result</span>
</span></pre></div>
@ -433,6 +442,18 @@
</section>
<section id="PYTHON_TYPE_TO_SQLGLOT">
<div class="attr variable">
<span class="name">PYTHON_TYPE_TO_SQLGLOT</span> =
<span class="default_value">{&#39;dict&#39;: &#39;MAP&#39;}</span>
</div>
<a class="headerlink" href="#PYTHON_TYPE_TO_SQLGLOT"></a>
</section>
<section id="execute">
<input id="execute-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
@ -445,62 +466,63 @@
</div>
<a class="headerlink" href="#execute"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="execute-32"><a href="#execute-32"><span class="linenos">32</span></a><span class="k">def</span> <span class="nf">execute</span><span class="p">(</span>
</span><span id="execute-33"><a href="#execute-33"><span class="linenos">33</span></a> <span class="n">sql</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Expression</span><span class="p">,</span>
</span><span id="execute-34"><a href="#execute-34"><span class="linenos">34</span></a> <span class="n">schema</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span> <span class="o">|</span> <span class="n">Schema</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="execute-35"><a href="#execute-35"><span class="linenos">35</span></a> <span class="n">read</span><span class="p">:</span> <span class="n">DialectType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="execute-36"><a href="#execute-36"><span class="linenos">36</span></a> <span class="n">tables</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="execute-37"><a href="#execute-37"><span class="linenos">37</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Table</span><span class="p">:</span>
</span><span id="execute-38"><a href="#execute-38"><span class="linenos">38</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="execute-39"><a href="#execute-39"><span class="linenos">39</span></a><span class="sd"> Run a sql query against data.</span>
</span><span id="execute-40"><a href="#execute-40"><span class="linenos">40</span></a>
</span><span id="execute-41"><a href="#execute-41"><span class="linenos">41</span></a><span class="sd"> Args:</span>
</span><span id="execute-42"><a href="#execute-42"><span class="linenos">42</span></a><span class="sd"> sql: a sql statement.</span>
</span><span id="execute-43"><a href="#execute-43"><span class="linenos">43</span></a><span class="sd"> schema: database schema.</span>
</span><span id="execute-44"><a href="#execute-44"><span class="linenos">44</span></a><span class="sd"> This can either be an instance of `Schema` or a mapping in one of the following forms:</span>
</span><span id="execute-45"><a href="#execute-45"><span class="linenos">45</span></a><span class="sd"> 1. {table: {col: type}}</span>
</span><span id="execute-46"><a href="#execute-46"><span class="linenos">46</span></a><span class="sd"> 2. {db: {table: {col: type}}}</span>
</span><span id="execute-47"><a href="#execute-47"><span class="linenos">47</span></a><span class="sd"> 3. {catalog: {db: {table: {col: type}}}}</span>
</span><span id="execute-48"><a href="#execute-48"><span class="linenos">48</span></a><span class="sd"> read: the SQL dialect to apply during parsing (eg. &quot;spark&quot;, &quot;hive&quot;, &quot;presto&quot;, &quot;mysql&quot;).</span>
</span><span id="execute-49"><a href="#execute-49"><span class="linenos">49</span></a><span class="sd"> tables: additional tables to register.</span>
</span><span id="execute-50"><a href="#execute-50"><span class="linenos">50</span></a>
</span><span id="execute-51"><a href="#execute-51"><span class="linenos">51</span></a><span class="sd"> Returns:</span>
</span><span id="execute-52"><a href="#execute-52"><span class="linenos">52</span></a><span class="sd"> Simple columnar data structure.</span>
</span><span id="execute-53"><a href="#execute-53"><span class="linenos">53</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="execute-54"><a href="#execute-54"><span class="linenos">54</span></a> <span class="n">tables_</span> <span class="o">=</span> <span class="n">ensure_tables</span><span class="p">(</span><span class="n">tables</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="execute-37"><a href="#execute-37"><span class="linenos">37</span></a><span class="k">def</span> <span class="nf">execute</span><span class="p">(</span>
</span><span id="execute-38"><a href="#execute-38"><span class="linenos">38</span></a> <span class="n">sql</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">Expression</span><span class="p">,</span>
</span><span id="execute-39"><a href="#execute-39"><span class="linenos">39</span></a> <span class="n">schema</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span> <span class="o">|</span> <span class="n">Schema</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="execute-40"><a href="#execute-40"><span class="linenos">40</span></a> <span class="n">read</span><span class="p">:</span> <span class="n">DialectType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="execute-41"><a href="#execute-41"><span class="linenos">41</span></a> <span class="n">tables</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="execute-42"><a href="#execute-42"><span class="linenos">42</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Table</span><span class="p">:</span>
</span><span id="execute-43"><a href="#execute-43"><span class="linenos">43</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="execute-44"><a href="#execute-44"><span class="linenos">44</span></a><span class="sd"> Run a sql query against data.</span>
</span><span id="execute-45"><a href="#execute-45"><span class="linenos">45</span></a>
</span><span id="execute-46"><a href="#execute-46"><span class="linenos">46</span></a><span class="sd"> Args:</span>
</span><span id="execute-47"><a href="#execute-47"><span class="linenos">47</span></a><span class="sd"> sql: a sql statement.</span>
</span><span id="execute-48"><a href="#execute-48"><span class="linenos">48</span></a><span class="sd"> schema: database schema.</span>
</span><span id="execute-49"><a href="#execute-49"><span class="linenos">49</span></a><span class="sd"> This can either be an instance of `Schema` or a mapping in one of the following forms:</span>
</span><span id="execute-50"><a href="#execute-50"><span class="linenos">50</span></a><span class="sd"> 1. {table: {col: type}}</span>
</span><span id="execute-51"><a href="#execute-51"><span class="linenos">51</span></a><span class="sd"> 2. {db: {table: {col: type}}}</span>
</span><span id="execute-52"><a href="#execute-52"><span class="linenos">52</span></a><span class="sd"> 3. {catalog: {db: {table: {col: type}}}}</span>
</span><span id="execute-53"><a href="#execute-53"><span class="linenos">53</span></a><span class="sd"> read: the SQL dialect to apply during parsing (eg. &quot;spark&quot;, &quot;hive&quot;, &quot;presto&quot;, &quot;mysql&quot;).</span>
</span><span id="execute-54"><a href="#execute-54"><span class="linenos">54</span></a><span class="sd"> tables: additional tables to register.</span>
</span><span id="execute-55"><a href="#execute-55"><span class="linenos">55</span></a>
</span><span id="execute-56"><a href="#execute-56"><span class="linenos">56</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">schema</span><span class="p">:</span>
</span><span id="execute-57"><a href="#execute-57"><span class="linenos">57</span></a> <span class="n">schema</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="execute-58"><a href="#execute-58"><span class="linenos">58</span></a> <span class="n">flattened_tables</span> <span class="o">=</span> <span class="n">flatten_schema</span><span class="p">(</span><span class="n">tables_</span><span class="o">.</span><span class="n">mapping</span><span class="p">,</span> <span class="n">depth</span><span class="o">=</span><span class="n">dict_depth</span><span class="p">(</span><span class="n">tables_</span><span class="o">.</span><span class="n">mapping</span><span class="p">))</span>
</span><span id="execute-59"><a href="#execute-59"><span class="linenos">59</span></a>
</span><span id="execute-60"><a href="#execute-60"><span class="linenos">60</span></a> <span class="k">for</span> <span class="n">keys</span> <span class="ow">in</span> <span class="n">flattened_tables</span><span class="p">:</span>
</span><span id="execute-61"><a href="#execute-61"><span class="linenos">61</span></a> <span class="n">table</span> <span class="o">=</span> <span class="n">nested_get</span><span class="p">(</span><span class="n">tables_</span><span class="o">.</span><span class="n">mapping</span><span class="p">,</span> <span class="o">*</span><span class="nb">zip</span><span class="p">(</span><span class="n">keys</span><span class="p">,</span> <span class="n">keys</span><span class="p">))</span>
</span><span id="execute-62"><a href="#execute-62"><span class="linenos">62</span></a> <span class="k">assert</span> <span class="n">table</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
</span><span id="execute-63"><a href="#execute-63"><span class="linenos">63</span></a>
</span><span id="execute-64"><a href="#execute-64"><span class="linenos">64</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">table</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
</span><span id="execute-65"><a href="#execute-65"><span class="linenos">65</span></a> <span class="n">nested_set</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="p">[</span><span class="o">*</span><span class="n">keys</span><span class="p">,</span> <span class="n">column</span><span class="p">],</span> <span class="nb">type</span><span class="p">(</span><span class="n">table</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">column</span><span class="p">])</span><span class="o">.</span><span class="vm">__name__</span><span class="p">)</span>
</span><span id="execute-66"><a href="#execute-66"><span class="linenos">66</span></a>
</span><span id="execute-67"><a href="#execute-67"><span class="linenos">67</span></a> <span class="n">schema</span> <span class="o">=</span> <span class="n">ensure_schema</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">read</span><span class="p">)</span>
</span><span id="execute-56"><a href="#execute-56"><span class="linenos">56</span></a><span class="sd"> Returns:</span>
</span><span id="execute-57"><a href="#execute-57"><span class="linenos">57</span></a><span class="sd"> Simple columnar data structure.</span>
</span><span id="execute-58"><a href="#execute-58"><span class="linenos">58</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="execute-59"><a href="#execute-59"><span class="linenos">59</span></a> <span class="n">tables_</span> <span class="o">=</span> <span class="n">ensure_tables</span><span class="p">(</span><span class="n">tables</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">read</span><span class="p">)</span>
</span><span id="execute-60"><a href="#execute-60"><span class="linenos">60</span></a>
</span><span id="execute-61"><a href="#execute-61"><span class="linenos">61</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">schema</span><span class="p">:</span>
</span><span id="execute-62"><a href="#execute-62"><span class="linenos">62</span></a> <span class="n">schema</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="execute-63"><a href="#execute-63"><span class="linenos">63</span></a> <span class="n">flattened_tables</span> <span class="o">=</span> <span class="n">flatten_schema</span><span class="p">(</span><span class="n">tables_</span><span class="o">.</span><span class="n">mapping</span><span class="p">,</span> <span class="n">depth</span><span class="o">=</span><span class="n">dict_depth</span><span class="p">(</span><span class="n">tables_</span><span class="o">.</span><span class="n">mapping</span><span class="p">))</span>
</span><span id="execute-64"><a href="#execute-64"><span class="linenos">64</span></a>
</span><span id="execute-65"><a href="#execute-65"><span class="linenos">65</span></a> <span class="k">for</span> <span class="n">keys</span> <span class="ow">in</span> <span class="n">flattened_tables</span><span class="p">:</span>
</span><span id="execute-66"><a href="#execute-66"><span class="linenos">66</span></a> <span class="n">table</span> <span class="o">=</span> <span class="n">nested_get</span><span class="p">(</span><span class="n">tables_</span><span class="o">.</span><span class="n">mapping</span><span class="p">,</span> <span class="o">*</span><span class="nb">zip</span><span class="p">(</span><span class="n">keys</span><span class="p">,</span> <span class="n">keys</span><span class="p">))</span>
</span><span id="execute-67"><a href="#execute-67"><span class="linenos">67</span></a> <span class="k">assert</span> <span class="n">table</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span>
</span><span id="execute-68"><a href="#execute-68"><span class="linenos">68</span></a>
</span><span id="execute-69"><a href="#execute-69"><span class="linenos">69</span></a> <span class="k">if</span> <span class="n">tables_</span><span class="o">.</span><span class="n">supported_table_args</span> <span class="ow">and</span> <span class="n">tables_</span><span class="o">.</span><span class="n">supported_table_args</span> <span class="o">!=</span> <span class="n">schema</span><span class="o">.</span><span class="n">supported_table_args</span><span class="p">:</span>
</span><span id="execute-70"><a href="#execute-70"><span class="linenos">70</span></a> <span class="k">raise</span> <span class="n">ExecuteError</span><span class="p">(</span><span class="s2">&quot;Tables must support the same table args as schema&quot;</span><span class="p">)</span>
</span><span id="execute-71"><a href="#execute-71"><span class="linenos">71</span></a>
</span><span id="execute-72"><a href="#execute-72"><span class="linenos">72</span></a> <span class="n">now</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
</span><span id="execute-73"><a href="#execute-73"><span class="linenos">73</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">optimize</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="n">schema</span><span class="p">,</span> <span class="n">leave_tables_isolated</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">read</span><span class="p">)</span>
</span><span id="execute-69"><a href="#execute-69"><span class="linenos">69</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">table</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
</span><span id="execute-70"><a href="#execute-70"><span class="linenos">70</span></a> <span class="n">py_type</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">table</span><span class="p">[</span><span class="mi">0</span><span class="p">][</span><span class="n">column</span><span class="p">])</span><span class="o">.</span><span class="vm">__name__</span>
</span><span id="execute-71"><a href="#execute-71"><span class="linenos">71</span></a> <span class="n">nested_set</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="p">[</span><span class="o">*</span><span class="n">keys</span><span class="p">,</span> <span class="n">column</span><span class="p">],</span> <span class="n">PYTHON_TYPE_TO_SQLGLOT</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">py_type</span><span class="p">)</span> <span class="ow">or</span> <span class="n">py_type</span><span class="p">)</span>
</span><span id="execute-72"><a href="#execute-72"><span class="linenos">72</span></a>
</span><span id="execute-73"><a href="#execute-73"><span class="linenos">73</span></a> <span class="n">schema</span> <span class="o">=</span> <span class="n">ensure_schema</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">read</span><span class="p">)</span>
</span><span id="execute-74"><a href="#execute-74"><span class="linenos">74</span></a>
</span><span id="execute-75"><a href="#execute-75"><span class="linenos">75</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Optimization finished: </span><span class="si">%f</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">now</span><span class="p">)</span>
</span><span id="execute-76"><a href="#execute-76"><span class="linenos">76</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Optimized SQL: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">expression</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="n">pretty</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
</span><span id="execute-75"><a href="#execute-75"><span class="linenos">75</span></a> <span class="k">if</span> <span class="n">tables_</span><span class="o">.</span><span class="n">supported_table_args</span> <span class="ow">and</span> <span class="n">tables_</span><span class="o">.</span><span class="n">supported_table_args</span> <span class="o">!=</span> <span class="n">schema</span><span class="o">.</span><span class="n">supported_table_args</span><span class="p">:</span>
</span><span id="execute-76"><a href="#execute-76"><span class="linenos">76</span></a> <span class="k">raise</span> <span class="n">ExecuteError</span><span class="p">(</span><span class="s2">&quot;Tables must support the same table args as schema&quot;</span><span class="p">)</span>
</span><span id="execute-77"><a href="#execute-77"><span class="linenos">77</span></a>
</span><span id="execute-78"><a href="#execute-78"><span class="linenos">78</span></a> <span class="n">plan</span> <span class="o">=</span> <span class="n">Plan</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="execute-79"><a href="#execute-79"><span class="linenos">79</span></a>
</span><span id="execute-80"><a href="#execute-80"><span class="linenos">80</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Logical Plan: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">plan</span><span class="p">)</span>
</span><span id="execute-81"><a href="#execute-81"><span class="linenos">81</span></a>
</span><span id="execute-82"><a href="#execute-82"><span class="linenos">82</span></a> <span class="n">now</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
</span><span id="execute-83"><a href="#execute-83"><span class="linenos">83</span></a> <span class="n">result</span> <span class="o">=</span> <span class="n">PythonExecutor</span><span class="p">(</span><span class="n">tables</span><span class="o">=</span><span class="n">tables_</span><span class="p">)</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">plan</span><span class="p">)</span>
</span><span id="execute-84"><a href="#execute-84"><span class="linenos">84</span></a>
</span><span id="execute-85"><a href="#execute-85"><span class="linenos">85</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Query finished: </span><span class="si">%f</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">now</span><span class="p">)</span>
</span><span id="execute-86"><a href="#execute-86"><span class="linenos">86</span></a>
</span><span id="execute-87"><a href="#execute-87"><span class="linenos">87</span></a> <span class="k">return</span> <span class="n">result</span>
</span><span id="execute-78"><a href="#execute-78"><span class="linenos">78</span></a> <span class="n">now</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
</span><span id="execute-79"><a href="#execute-79"><span class="linenos">79</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">optimize</span><span class="p">(</span><span class="n">sql</span><span class="p">,</span> <span class="n">schema</span><span class="p">,</span> <span class="n">leave_tables_isolated</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">read</span><span class="p">)</span>
</span><span id="execute-80"><a href="#execute-80"><span class="linenos">80</span></a>
</span><span id="execute-81"><a href="#execute-81"><span class="linenos">81</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Optimization finished: </span><span class="si">%f</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">now</span><span class="p">)</span>
</span><span id="execute-82"><a href="#execute-82"><span class="linenos">82</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Optimized SQL: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">expression</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="n">pretty</span><span class="o">=</span><span class="kc">True</span><span class="p">))</span>
</span><span id="execute-83"><a href="#execute-83"><span class="linenos">83</span></a>
</span><span id="execute-84"><a href="#execute-84"><span class="linenos">84</span></a> <span class="n">plan</span> <span class="o">=</span> <span class="n">Plan</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="execute-85"><a href="#execute-85"><span class="linenos">85</span></a>
</span><span id="execute-86"><a href="#execute-86"><span class="linenos">86</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Logical Plan: </span><span class="si">%s</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">plan</span><span class="p">)</span>
</span><span id="execute-87"><a href="#execute-87"><span class="linenos">87</span></a>
</span><span id="execute-88"><a href="#execute-88"><span class="linenos">88</span></a> <span class="n">now</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
</span><span id="execute-89"><a href="#execute-89"><span class="linenos">89</span></a> <span class="n">result</span> <span class="o">=</span> <span class="n">PythonExecutor</span><span class="p">(</span><span class="n">tables</span><span class="o">=</span><span class="n">tables_</span><span class="p">)</span><span class="o">.</span><span class="n">execute</span><span class="p">(</span><span class="n">plan</span><span class="p">)</span>
</span><span id="execute-90"><a href="#execute-90"><span class="linenos">90</span></a>
</span><span id="execute-91"><a href="#execute-91"><span class="linenos">91</span></a> <span class="n">logger</span><span class="o">.</span><span class="n">debug</span><span class="p">(</span><span class="s2">&quot;Query finished: </span><span class="si">%f</span><span class="s2">&quot;</span><span class="p">,</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> <span class="o">-</span> <span class="n">now</span><span class="p">)</span>
</span><span id="execute-92"><a href="#execute-92"><span class="linenos">92</span></a>
</span><span id="execute-93"><a href="#execute-93"><span class="linenos">93</span></a> <span class="k">return</span> <span class="n">result</span>
</span></pre></div>

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@ -147,135 +147,147 @@
</span><span id="L-2"><a href="#L-2"><span class="linenos"> 2</span></a>
</span><span id="L-3"><a href="#L-3"><span class="linenos"> 3</span></a><span class="kn">import</span> <span class="nn">typing</span> <span class="k">as</span> <span class="nn">t</span>
</span><span id="L-4"><a href="#L-4"><span class="linenos"> 4</span></a>
</span><span id="L-5"><a href="#L-5"><span class="linenos"> 5</span></a><span class="kn">from</span> <span class="nn">sqlglot.helper</span> <span class="kn">import</span> <span class="n">dict_depth</span>
</span><span id="L-6"><a href="#L-6"><span class="linenos"> 6</span></a><span class="kn">from</span> <span class="nn">sqlglot.schema</span> <span class="kn">import</span> <span class="n">AbstractMappingSchema</span>
</span><span id="L-7"><a href="#L-7"><span class="linenos"> 7</span></a>
</span><span id="L-5"><a href="#L-5"><span class="linenos"> 5</span></a><span class="kn">from</span> <span class="nn">sqlglot.dialects.dialect</span> <span class="kn">import</span> <span class="n">DialectType</span>
</span><span id="L-6"><a href="#L-6"><span class="linenos"> 6</span></a><span class="kn">from</span> <span class="nn">sqlglot.helper</span> <span class="kn">import</span> <span class="n">dict_depth</span>
</span><span id="L-7"><a href="#L-7"><span class="linenos"> 7</span></a><span class="kn">from</span> <span class="nn">sqlglot.schema</span> <span class="kn">import</span> <span class="n">AbstractMappingSchema</span><span class="p">,</span> <span class="n">normalize_name</span>
</span><span id="L-8"><a href="#L-8"><span class="linenos"> 8</span></a>
</span><span id="L-9"><a href="#L-9"><span class="linenos"> 9</span></a><span class="k">class</span> <span class="nc">Table</span><span class="p">:</span>
</span><span id="L-10"><a href="#L-10"><span class="linenos"> 10</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="n">rows</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">column_range</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
</span><span id="L-11"><a href="#L-11"><span class="linenos"> 11</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span>
</span><span id="L-12"><a href="#L-12"><span class="linenos"> 12</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="o">=</span> <span class="n">column_range</span>
</span><span id="L-13"><a href="#L-13"><span class="linenos"> 13</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span> <span class="o">=</span> <span class="n">RowReader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">)</span>
</span><span id="L-14"><a href="#L-14"><span class="linenos"> 14</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span> <span class="o">=</span> <span class="n">rows</span> <span class="ow">or</span> <span class="p">[]</span>
</span><span id="L-15"><a href="#L-15"><span class="linenos"> 15</span></a> <span class="k">if</span> <span class="n">rows</span><span class="p">:</span>
</span><span id="L-16"><a href="#L-16"><span class="linenos"> 16</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">rows</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="L-17"><a href="#L-17"><span class="linenos"> 17</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">range_reader</span> <span class="o">=</span> <span class="n">RangeReader</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
</span><span id="L-18"><a href="#L-18"><span class="linenos"> 18</span></a>
</span><span id="L-19"><a href="#L-19"><span class="linenos"> 19</span></a> <span class="k">def</span> <span class="nf">add_columns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">columns</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="L-20"><a href="#L-20"><span class="linenos"> 20</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">+=</span> <span class="n">columns</span>
</span><span id="L-21"><a href="#L-21"><span class="linenos"> 21</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">:</span>
</span><span id="L-22"><a href="#L-22"><span class="linenos"> 22</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span>
</span><span id="L-23"><a href="#L-23"><span class="linenos"> 23</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="o">.</span><span class="n">stop</span> <span class="o">+</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span>
</span><span id="L-24"><a href="#L-24"><span class="linenos"> 24</span></a> <span class="p">)</span>
</span><span id="L-25"><a href="#L-25"><span class="linenos"> 25</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span> <span class="o">=</span> <span class="n">RowReader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">)</span>
</span><span id="L-26"><a href="#L-26"><span class="linenos"> 26</span></a>
</span><span id="L-27"><a href="#L-27"><span class="linenos"> 27</span></a> <span class="k">def</span> <span class="nf">append</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">row</span><span class="p">):</span>
</span><span id="L-28"><a href="#L-28"><span class="linenos"> 28</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">row</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="L-29"><a href="#L-29"><span class="linenos"> 29</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
</span><span id="L-30"><a href="#L-30"><span class="linenos"> 30</span></a>
</span><span id="L-31"><a href="#L-31"><span class="linenos"> 31</span></a> <span class="k">def</span> <span class="nf">pop</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-32"><a href="#L-32"><span class="linenos"> 32</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
</span><span id="L-33"><a href="#L-33"><span class="linenos"> 33</span></a>
</span><span id="L-34"><a href="#L-34"><span class="linenos"> 34</span></a> <span class="nd">@property</span>
</span><span id="L-35"><a href="#L-35"><span class="linenos"> 35</span></a> <span class="k">def</span> <span class="nf">width</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-36"><a href="#L-36"><span class="linenos"> 36</span></a> <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="L-37"><a href="#L-37"><span class="linenos"> 37</span></a>
</span><span id="L-38"><a href="#L-38"><span class="linenos"> 38</span></a> <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-39"><a href="#L-39"><span class="linenos"> 39</span></a> <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="p">)</span>
</span><span id="L-40"><a href="#L-40"><span class="linenos"> 40</span></a>
</span><span id="L-41"><a href="#L-41"><span class="linenos"> 41</span></a> <span class="k">def</span> <span class="fm">__iter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-42"><a href="#L-42"><span class="linenos"> 42</span></a> <span class="k">return</span> <span class="n">TableIter</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
</span><span id="L-43"><a href="#L-43"><span class="linenos"> 43</span></a>
</span><span id="L-44"><a href="#L-44"><span class="linenos"> 44</span></a> <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
</span><span id="L-45"><a href="#L-45"><span class="linenos"> 45</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span><span class="o">.</span><span class="n">row</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
</span><span id="L-46"><a href="#L-46"><span class="linenos"> 46</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span>
</span><span id="L-47"><a href="#L-47"><span class="linenos"> 47</span></a>
</span><span id="L-48"><a href="#L-48"><span class="linenos"> 48</span></a> <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-49"><a href="#L-49"><span class="linenos"> 49</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
</span><span id="L-50"><a href="#L-50"><span class="linenos"> 50</span></a> <span class="n">column</span>
</span><span id="L-51"><a href="#L-51"><span class="linenos"> 51</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="L-52"><a href="#L-52"><span class="linenos"> 52</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="ow">or</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span>
</span><span id="L-53"><a href="#L-53"><span class="linenos"> 53</span></a> <span class="p">)</span>
</span><span id="L-54"><a href="#L-54"><span class="linenos"> 54</span></a> <span class="n">widths</span> <span class="o">=</span> <span class="p">{</span><span class="n">column</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">}</span>
</span><span id="L-55"><a href="#L-55"><span class="linenos"> 55</span></a> <span class="n">lines</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">)]</span>
</span><span id="L-56"><a href="#L-56"><span class="linenos"> 56</span></a>
</span><span id="L-57"><a href="#L-57"><span class="linenos"> 57</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-58"><a href="#L-58"><span class="linenos"> 58</span></a> <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="mi">10</span><span class="p">:</span>
</span><span id="L-59"><a href="#L-59"><span class="linenos"> 59</span></a> <span class="k">break</span>
</span><span id="L-60"><a href="#L-60"><span class="linenos"> 60</span></a>
</span><span id="L-61"><a href="#L-61"><span class="linenos"> 61</span></a> <span class="n">lines</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
</span><span id="L-62"><a href="#L-62"><span class="linenos"> 62</span></a> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span>
</span><span id="L-63"><a href="#L-63"><span class="linenos"> 63</span></a> <span class="nb">str</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="n">column</span><span class="p">])</span><span class="o">.</span><span class="n">rjust</span><span class="p">(</span><span class="n">widths</span><span class="p">[</span><span class="n">column</span><span class="p">])[</span><span class="mi">0</span> <span class="p">:</span> <span class="n">widths</span><span class="p">[</span><span class="n">column</span><span class="p">]]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span>
</span><span id="L-64"><a href="#L-64"><span class="linenos"> 64</span></a> <span class="p">)</span>
</span><span id="L-65"><a href="#L-65"><span class="linenos"> 65</span></a> <span class="p">)</span>
</span><span id="L-66"><a href="#L-66"><span class="linenos"> 66</span></a> <span class="k">return</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">lines</span><span class="p">)</span>
</span><span id="L-67"><a href="#L-67"><span class="linenos"> 67</span></a>
</span><span id="L-9"><a href="#L-9"><span class="linenos"> 9</span></a>
</span><span id="L-10"><a href="#L-10"><span class="linenos"> 10</span></a><span class="k">class</span> <span class="nc">Table</span><span class="p">:</span>
</span><span id="L-11"><a href="#L-11"><span class="linenos"> 11</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="n">rows</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">column_range</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
</span><span id="L-12"><a href="#L-12"><span class="linenos"> 12</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span>
</span><span id="L-13"><a href="#L-13"><span class="linenos"> 13</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="o">=</span> <span class="n">column_range</span>
</span><span id="L-14"><a href="#L-14"><span class="linenos"> 14</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span> <span class="o">=</span> <span class="n">RowReader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">)</span>
</span><span id="L-15"><a href="#L-15"><span class="linenos"> 15</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span> <span class="o">=</span> <span class="n">rows</span> <span class="ow">or</span> <span class="p">[]</span>
</span><span id="L-16"><a href="#L-16"><span class="linenos"> 16</span></a> <span class="k">if</span> <span class="n">rows</span><span class="p">:</span>
</span><span id="L-17"><a href="#L-17"><span class="linenos"> 17</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">rows</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="L-18"><a href="#L-18"><span class="linenos"> 18</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">range_reader</span> <span class="o">=</span> <span class="n">RangeReader</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
</span><span id="L-19"><a href="#L-19"><span class="linenos"> 19</span></a>
</span><span id="L-20"><a href="#L-20"><span class="linenos"> 20</span></a> <span class="k">def</span> <span class="nf">add_columns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">columns</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="L-21"><a href="#L-21"><span class="linenos"> 21</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">+=</span> <span class="n">columns</span>
</span><span id="L-22"><a href="#L-22"><span class="linenos"> 22</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">:</span>
</span><span id="L-23"><a href="#L-23"><span class="linenos"> 23</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span>
</span><span id="L-24"><a href="#L-24"><span class="linenos"> 24</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="o">.</span><span class="n">stop</span> <span class="o">+</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span>
</span><span id="L-25"><a href="#L-25"><span class="linenos"> 25</span></a> <span class="p">)</span>
</span><span id="L-26"><a href="#L-26"><span class="linenos"> 26</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span> <span class="o">=</span> <span class="n">RowReader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">)</span>
</span><span id="L-27"><a href="#L-27"><span class="linenos"> 27</span></a>
</span><span id="L-28"><a href="#L-28"><span class="linenos"> 28</span></a> <span class="k">def</span> <span class="nf">append</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">row</span><span class="p">):</span>
</span><span id="L-29"><a href="#L-29"><span class="linenos"> 29</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">row</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="L-30"><a href="#L-30"><span class="linenos"> 30</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
</span><span id="L-31"><a href="#L-31"><span class="linenos"> 31</span></a>
</span><span id="L-32"><a href="#L-32"><span class="linenos"> 32</span></a> <span class="k">def</span> <span class="nf">pop</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-33"><a href="#L-33"><span class="linenos"> 33</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
</span><span id="L-34"><a href="#L-34"><span class="linenos"> 34</span></a>
</span><span id="L-35"><a href="#L-35"><span class="linenos"> 35</span></a> <span class="nd">@property</span>
</span><span id="L-36"><a href="#L-36"><span class="linenos"> 36</span></a> <span class="k">def</span> <span class="nf">width</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-37"><a href="#L-37"><span class="linenos"> 37</span></a> <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="L-38"><a href="#L-38"><span class="linenos"> 38</span></a>
</span><span id="L-39"><a href="#L-39"><span class="linenos"> 39</span></a> <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-40"><a href="#L-40"><span class="linenos"> 40</span></a> <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="p">)</span>
</span><span id="L-41"><a href="#L-41"><span class="linenos"> 41</span></a>
</span><span id="L-42"><a href="#L-42"><span class="linenos"> 42</span></a> <span class="k">def</span> <span class="fm">__iter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-43"><a href="#L-43"><span class="linenos"> 43</span></a> <span class="k">return</span> <span class="n">TableIter</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
</span><span id="L-44"><a href="#L-44"><span class="linenos"> 44</span></a>
</span><span id="L-45"><a href="#L-45"><span class="linenos"> 45</span></a> <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
</span><span id="L-46"><a href="#L-46"><span class="linenos"> 46</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span><span class="o">.</span><span class="n">row</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
</span><span id="L-47"><a href="#L-47"><span class="linenos"> 47</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span>
</span><span id="L-48"><a href="#L-48"><span class="linenos"> 48</span></a>
</span><span id="L-49"><a href="#L-49"><span class="linenos"> 49</span></a> <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-50"><a href="#L-50"><span class="linenos"> 50</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
</span><span id="L-51"><a href="#L-51"><span class="linenos"> 51</span></a> <span class="n">column</span>
</span><span id="L-52"><a href="#L-52"><span class="linenos"> 52</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="L-53"><a href="#L-53"><span class="linenos"> 53</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="ow">or</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span>
</span><span id="L-54"><a href="#L-54"><span class="linenos"> 54</span></a> <span class="p">)</span>
</span><span id="L-55"><a href="#L-55"><span class="linenos"> 55</span></a> <span class="n">widths</span> <span class="o">=</span> <span class="p">{</span><span class="n">column</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">}</span>
</span><span id="L-56"><a href="#L-56"><span class="linenos"> 56</span></a> <span class="n">lines</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">)]</span>
</span><span id="L-57"><a href="#L-57"><span class="linenos"> 57</span></a>
</span><span id="L-58"><a href="#L-58"><span class="linenos"> 58</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-59"><a href="#L-59"><span class="linenos"> 59</span></a> <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="mi">10</span><span class="p">:</span>
</span><span id="L-60"><a href="#L-60"><span class="linenos"> 60</span></a> <span class="k">break</span>
</span><span id="L-61"><a href="#L-61"><span class="linenos"> 61</span></a>
</span><span id="L-62"><a href="#L-62"><span class="linenos"> 62</span></a> <span class="n">lines</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
</span><span id="L-63"><a href="#L-63"><span class="linenos"> 63</span></a> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span>
</span><span id="L-64"><a href="#L-64"><span class="linenos"> 64</span></a> <span class="nb">str</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="n">column</span><span class="p">])</span><span class="o">.</span><span class="n">rjust</span><span class="p">(</span><span class="n">widths</span><span class="p">[</span><span class="n">column</span><span class="p">])[</span><span class="mi">0</span> <span class="p">:</span> <span class="n">widths</span><span class="p">[</span><span class="n">column</span><span class="p">]]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span>
</span><span id="L-65"><a href="#L-65"><span class="linenos"> 65</span></a> <span class="p">)</span>
</span><span id="L-66"><a href="#L-66"><span class="linenos"> 66</span></a> <span class="p">)</span>
</span><span id="L-67"><a href="#L-67"><span class="linenos"> 67</span></a> <span class="k">return</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">lines</span><span class="p">)</span>
</span><span id="L-68"><a href="#L-68"><span class="linenos"> 68</span></a>
</span><span id="L-69"><a href="#L-69"><span class="linenos"> 69</span></a><span class="k">class</span> <span class="nc">TableIter</span><span class="p">:</span>
</span><span id="L-70"><a href="#L-70"><span class="linenos"> 70</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">):</span>
</span><span id="L-71"><a href="#L-71"><span class="linenos"> 71</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="L-72"><a href="#L-72"><span class="linenos"> 72</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
</span><span id="L-73"><a href="#L-73"><span class="linenos"> 73</span></a>
</span><span id="L-74"><a href="#L-74"><span class="linenos"> 74</span></a> <span class="k">def</span> <span class="fm">__iter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-75"><a href="#L-75"><span class="linenos"> 75</span></a> <span class="k">return</span> <span class="bp">self</span>
</span><span id="L-76"><a href="#L-76"><span class="linenos"> 76</span></a>
</span><span id="L-77"><a href="#L-77"><span class="linenos"> 77</span></a> <span class="k">def</span> <span class="fm">__next__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-78"><a href="#L-78"><span class="linenos"> 78</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">+=</span> <span class="mi">1</span>
</span><span id="L-79"><a href="#L-79"><span class="linenos"> 79</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">):</span>
</span><span id="L-80"><a href="#L-80"><span class="linenos"> 80</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">index</span><span class="p">]</span>
</span><span id="L-81"><a href="#L-81"><span class="linenos"> 81</span></a> <span class="k">raise</span> <span class="ne">StopIteration</span>
</span><span id="L-82"><a href="#L-82"><span class="linenos"> 82</span></a>
</span><span id="L-69"><a href="#L-69"><span class="linenos"> 69</span></a>
</span><span id="L-70"><a href="#L-70"><span class="linenos"> 70</span></a><span class="k">class</span> <span class="nc">TableIter</span><span class="p">:</span>
</span><span id="L-71"><a href="#L-71"><span class="linenos"> 71</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">):</span>
</span><span id="L-72"><a href="#L-72"><span class="linenos"> 72</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="L-73"><a href="#L-73"><span class="linenos"> 73</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
</span><span id="L-74"><a href="#L-74"><span class="linenos"> 74</span></a>
</span><span id="L-75"><a href="#L-75"><span class="linenos"> 75</span></a> <span class="k">def</span> <span class="fm">__iter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-76"><a href="#L-76"><span class="linenos"> 76</span></a> <span class="k">return</span> <span class="bp">self</span>
</span><span id="L-77"><a href="#L-77"><span class="linenos"> 77</span></a>
</span><span id="L-78"><a href="#L-78"><span class="linenos"> 78</span></a> <span class="k">def</span> <span class="fm">__next__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-79"><a href="#L-79"><span class="linenos"> 79</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">+=</span> <span class="mi">1</span>
</span><span id="L-80"><a href="#L-80"><span class="linenos"> 80</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">):</span>
</span><span id="L-81"><a href="#L-81"><span class="linenos"> 81</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">index</span><span class="p">]</span>
</span><span id="L-82"><a href="#L-82"><span class="linenos"> 82</span></a> <span class="k">raise</span> <span class="ne">StopIteration</span>
</span><span id="L-83"><a href="#L-83"><span class="linenos"> 83</span></a>
</span><span id="L-84"><a href="#L-84"><span class="linenos"> 84</span></a><span class="k">class</span> <span class="nc">RangeReader</span><span class="p">:</span>
</span><span id="L-85"><a href="#L-85"><span class="linenos"> 85</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">):</span>
</span><span id="L-86"><a href="#L-86"><span class="linenos"> 86</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="L-87"><a href="#L-87"><span class="linenos"> 87</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
</span><span id="L-88"><a href="#L-88"><span class="linenos"> 88</span></a>
</span><span id="L-89"><a href="#L-89"><span class="linenos"> 89</span></a> <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-90"><a href="#L-90"><span class="linenos"> 90</span></a> <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">range</span><span class="p">)</span>
</span><span id="L-91"><a href="#L-91"><span class="linenos"> 91</span></a>
</span><span id="L-92"><a href="#L-92"><span class="linenos"> 92</span></a> <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">):</span>
</span><span id="L-93"><a href="#L-93"><span class="linenos"> 93</span></a> <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">column</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">range</span><span class="p">)</span>
</span><span id="L-94"><a href="#L-94"><span class="linenos"> 94</span></a>
</span><span id="L-84"><a href="#L-84"><span class="linenos"> 84</span></a>
</span><span id="L-85"><a href="#L-85"><span class="linenos"> 85</span></a><span class="k">class</span> <span class="nc">RangeReader</span><span class="p">:</span>
</span><span id="L-86"><a href="#L-86"><span class="linenos"> 86</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">):</span>
</span><span id="L-87"><a href="#L-87"><span class="linenos"> 87</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="L-88"><a href="#L-88"><span class="linenos"> 88</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
</span><span id="L-89"><a href="#L-89"><span class="linenos"> 89</span></a>
</span><span id="L-90"><a href="#L-90"><span class="linenos"> 90</span></a> <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="L-91"><a href="#L-91"><span class="linenos"> 91</span></a> <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">range</span><span class="p">)</span>
</span><span id="L-92"><a href="#L-92"><span class="linenos"> 92</span></a>
</span><span id="L-93"><a href="#L-93"><span class="linenos"> 93</span></a> <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">):</span>
</span><span id="L-94"><a href="#L-94"><span class="linenos"> 94</span></a> <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">column</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">range</span><span class="p">)</span>
</span><span id="L-95"><a href="#L-95"><span class="linenos"> 95</span></a>
</span><span id="L-96"><a href="#L-96"><span class="linenos"> 96</span></a><span class="k">class</span> <span class="nc">RowReader</span><span class="p">:</span>
</span><span id="L-97"><a href="#L-97"><span class="linenos"> 97</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="n">column_range</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
</span><span id="L-98"><a href="#L-98"><span class="linenos"> 98</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="L-99"><a href="#L-99"><span class="linenos"> 99</span></a> <span class="n">column</span><span class="p">:</span> <span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">column_range</span> <span class="ow">or</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">column_range</span>
</span><span id="L-100"><a href="#L-100"><span class="linenos">100</span></a> <span class="p">}</span>
</span><span id="L-101"><a href="#L-101"><span class="linenos">101</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">row</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="L-102"><a href="#L-102"><span class="linenos">102</span></a>
</span><span id="L-103"><a href="#L-103"><span class="linenos">103</span></a> <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">):</span>
</span><span id="L-104"><a href="#L-104"><span class="linenos">104</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">row</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="n">column</span><span class="p">]]</span>
</span><span id="L-105"><a href="#L-105"><span class="linenos">105</span></a>
</span><span id="L-96"><a href="#L-96"><span class="linenos"> 96</span></a>
</span><span id="L-97"><a href="#L-97"><span class="linenos"> 97</span></a><span class="k">class</span> <span class="nc">RowReader</span><span class="p">:</span>
</span><span id="L-98"><a href="#L-98"><span class="linenos"> 98</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="n">column_range</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
</span><span id="L-99"><a href="#L-99"><span class="linenos"> 99</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="L-100"><a href="#L-100"><span class="linenos">100</span></a> <span class="n">column</span><span class="p">:</span> <span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">column_range</span> <span class="ow">or</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">column_range</span>
</span><span id="L-101"><a href="#L-101"><span class="linenos">101</span></a> <span class="p">}</span>
</span><span id="L-102"><a href="#L-102"><span class="linenos">102</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">row</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="L-103"><a href="#L-103"><span class="linenos">103</span></a>
</span><span id="L-104"><a href="#L-104"><span class="linenos">104</span></a> <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">):</span>
</span><span id="L-105"><a href="#L-105"><span class="linenos">105</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">row</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="n">column</span><span class="p">]]</span>
</span><span id="L-106"><a href="#L-106"><span class="linenos">106</span></a>
</span><span id="L-107"><a href="#L-107"><span class="linenos">107</span></a><span class="k">class</span> <span class="nc">Tables</span><span class="p">(</span><span class="n">AbstractMappingSchema</span><span class="p">[</span><span class="n">Table</span><span class="p">]):</span>
</span><span id="L-108"><a href="#L-108"><span class="linenos">108</span></a> <span class="k">pass</span>
</span><span id="L-109"><a href="#L-109"><span class="linenos">109</span></a>
</span><span id="L-107"><a href="#L-107"><span class="linenos">107</span></a>
</span><span id="L-108"><a href="#L-108"><span class="linenos">108</span></a><span class="k">class</span> <span class="nc">Tables</span><span class="p">(</span><span class="n">AbstractMappingSchema</span><span class="p">[</span><span class="n">Table</span><span class="p">]):</span>
</span><span id="L-109"><a href="#L-109"><span class="linenos">109</span></a> <span class="k">pass</span>
</span><span id="L-110"><a href="#L-110"><span class="linenos">110</span></a>
</span><span id="L-111"><a href="#L-111"><span class="linenos">111</span></a><span class="k">def</span> <span class="nf">ensure_tables</span><span class="p">(</span><span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Tables</span><span class="p">:</span>
</span><span id="L-112"><a href="#L-112"><span class="linenos">112</span></a> <span class="k">return</span> <span class="n">Tables</span><span class="p">(</span><span class="n">_ensure_tables</span><span class="p">(</span><span class="n">d</span><span class="p">))</span>
</span><span id="L-113"><a href="#L-113"><span class="linenos">113</span></a>
</span><span id="L-111"><a href="#L-111"><span class="linenos">111</span></a>
</span><span id="L-112"><a href="#L-112"><span class="linenos">112</span></a><span class="k">def</span> <span class="nf">ensure_tables</span><span class="p">(</span><span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> <span class="n">dialect</span><span class="p">:</span> <span class="n">DialectType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tables</span><span class="p">:</span>
</span><span id="L-113"><a href="#L-113"><span class="linenos">113</span></a> <span class="k">return</span> <span class="n">Tables</span><span class="p">(</span><span class="n">_ensure_tables</span><span class="p">(</span><span class="n">d</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">))</span>
</span><span id="L-114"><a href="#L-114"><span class="linenos">114</span></a>
</span><span id="L-115"><a href="#L-115"><span class="linenos">115</span></a><span class="k">def</span> <span class="nf">_ensure_tables</span><span class="p">(</span><span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">:</span>
</span><span id="L-116"><a href="#L-116"><span class="linenos">116</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">d</span><span class="p">:</span>
</span><span id="L-117"><a href="#L-117"><span class="linenos">117</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="L-118"><a href="#L-118"><span class="linenos">118</span></a>
</span><span id="L-119"><a href="#L-119"><span class="linenos">119</span></a> <span class="n">depth</span> <span class="o">=</span> <span class="n">dict_depth</span><span class="p">(</span><span class="n">d</span><span class="p">)</span>
</span><span id="L-120"><a href="#L-120"><span class="linenos">120</span></a>
</span><span id="L-115"><a href="#L-115"><span class="linenos">115</span></a>
</span><span id="L-116"><a href="#L-116"><span class="linenos">116</span></a><span class="k">def</span> <span class="nf">_ensure_tables</span><span class="p">(</span><span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> <span class="n">dialect</span><span class="p">:</span> <span class="n">DialectType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">:</span>
</span><span id="L-117"><a href="#L-117"><span class="linenos">117</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">d</span><span class="p">:</span>
</span><span id="L-118"><a href="#L-118"><span class="linenos">118</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="L-119"><a href="#L-119"><span class="linenos">119</span></a>
</span><span id="L-120"><a href="#L-120"><span class="linenos">120</span></a> <span class="n">depth</span> <span class="o">=</span> <span class="n">dict_depth</span><span class="p">(</span><span class="n">d</span><span class="p">)</span>
</span><span id="L-121"><a href="#L-121"><span class="linenos">121</span></a> <span class="k">if</span> <span class="n">depth</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
</span><span id="L-122"><a href="#L-122"><span class="linenos">122</span></a> <span class="k">return</span> <span class="p">{</span><span class="n">k</span><span class="p">:</span> <span class="n">_ensure_tables</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
</span><span id="L-123"><a href="#L-123"><span class="linenos">123</span></a>
</span><span id="L-124"><a href="#L-124"><span class="linenos">124</span></a> <span class="n">result</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="L-125"><a href="#L-125"><span class="linenos">125</span></a> <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">table</span> <span class="ow">in</span> <span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
</span><span id="L-126"><a href="#L-126"><span class="linenos">126</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">table</span><span class="p">,</span> <span class="n">Table</span><span class="p">):</span>
</span><span id="L-127"><a href="#L-127"><span class="linenos">127</span></a> <span class="n">result</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="L-128"><a href="#L-128"><span class="linenos">128</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-129"><a href="#L-129"><span class="linenos">129</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">table</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="k">if</span> <span class="n">table</span> <span class="k">else</span> <span class="p">()</span>
</span><span id="L-130"><a href="#L-130"><span class="linenos">130</span></a> <span class="n">rows</span> <span class="o">=</span> <span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="n">c</span><span class="p">]</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">)</span> <span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">table</span><span class="p">]</span>
</span><span id="L-131"><a href="#L-131"><span class="linenos">131</span></a> <span class="n">result</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">Table</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="n">columns</span><span class="p">,</span> <span class="n">rows</span><span class="o">=</span><span class="n">rows</span><span class="p">)</span>
</span><span id="L-132"><a href="#L-132"><span class="linenos">132</span></a>
</span><span id="L-133"><a href="#L-133"><span class="linenos">133</span></a> <span class="k">return</span> <span class="n">result</span>
</span><span id="L-122"><a href="#L-122"><span class="linenos">122</span></a> <span class="k">return</span> <span class="p">{</span>
</span><span id="L-123"><a href="#L-123"><span class="linenos">123</span></a> <span class="n">normalize_name</span><span class="p">(</span><span class="n">k</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">,</span> <span class="n">is_table</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span> <span class="n">_ensure_tables</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">)</span>
</span><span id="L-124"><a href="#L-124"><span class="linenos">124</span></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">()</span>
</span><span id="L-125"><a href="#L-125"><span class="linenos">125</span></a> <span class="p">}</span>
</span><span id="L-126"><a href="#L-126"><span class="linenos">126</span></a>
</span><span id="L-127"><a href="#L-127"><span class="linenos">127</span></a> <span class="n">result</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="L-128"><a href="#L-128"><span class="linenos">128</span></a> <span class="k">for</span> <span class="n">table_name</span><span class="p">,</span> <span class="n">table</span> <span class="ow">in</span> <span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
</span><span id="L-129"><a href="#L-129"><span class="linenos">129</span></a> <span class="n">table_name</span> <span class="o">=</span> <span class="n">normalize_name</span><span class="p">(</span><span class="n">table_name</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">)</span>
</span><span id="L-130"><a href="#L-130"><span class="linenos">130</span></a>
</span><span id="L-131"><a href="#L-131"><span class="linenos">131</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">table</span><span class="p">,</span> <span class="n">Table</span><span class="p">):</span>
</span><span id="L-132"><a href="#L-132"><span class="linenos">132</span></a> <span class="n">result</span><span class="p">[</span><span class="n">table_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="L-133"><a href="#L-133"><span class="linenos">133</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-134"><a href="#L-134"><span class="linenos">134</span></a> <span class="n">table</span> <span class="o">=</span> <span class="p">[</span>
</span><span id="L-135"><a href="#L-135"><span class="linenos">135</span></a> <span class="p">{</span>
</span><span id="L-136"><a href="#L-136"><span class="linenos">136</span></a> <span class="n">normalize_name</span><span class="p">(</span><span class="n">column_name</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">):</span> <span class="n">value</span>
</span><span id="L-137"><a href="#L-137"><span class="linenos">137</span></a> <span class="k">for</span> <span class="n">column_name</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">row</span><span class="o">.</span><span class="n">items</span><span class="p">()</span>
</span><span id="L-138"><a href="#L-138"><span class="linenos">138</span></a> <span class="p">}</span>
</span><span id="L-139"><a href="#L-139"><span class="linenos">139</span></a> <span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">table</span>
</span><span id="L-140"><a href="#L-140"><span class="linenos">140</span></a> <span class="p">]</span>
</span><span id="L-141"><a href="#L-141"><span class="linenos">141</span></a> <span class="n">column_names</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">column_name</span> <span class="k">for</span> <span class="n">column_name</span> <span class="ow">in</span> <span class="n">table</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="k">if</span> <span class="n">table</span> <span class="k">else</span> <span class="p">()</span>
</span><span id="L-142"><a href="#L-142"><span class="linenos">142</span></a> <span class="n">rows</span> <span class="o">=</span> <span class="p">[</span><span class="nb">tuple</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">column_names</span><span class="p">)</span> <span class="k">for</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">table</span><span class="p">]</span>
</span><span id="L-143"><a href="#L-143"><span class="linenos">143</span></a> <span class="n">result</span><span class="p">[</span><span class="n">table_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">Table</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="n">column_names</span><span class="p">,</span> <span class="n">rows</span><span class="o">=</span><span class="n">rows</span><span class="p">)</span>
</span><span id="L-144"><a href="#L-144"><span class="linenos">144</span></a>
</span><span id="L-145"><a href="#L-145"><span class="linenos">145</span></a> <span class="k">return</span> <span class="n">result</span>
</span></pre></div>
@ -291,64 +303,64 @@
</div>
<a class="headerlink" href="#Table"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="Table-10"><a href="#Table-10"><span class="linenos">10</span></a><span class="k">class</span> <span class="nc">Table</span><span class="p">:</span>
</span><span id="Table-11"><a href="#Table-11"><span class="linenos">11</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="n">rows</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">column_range</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
</span><span id="Table-12"><a href="#Table-12"><span class="linenos">12</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table-13"><a href="#Table-13"><span class="linenos">13</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="o">=</span> <span class="n">column_range</span>
</span><span id="Table-14"><a href="#Table-14"><span class="linenos">14</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span> <span class="o">=</span> <span class="n">RowReader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">)</span>
</span><span id="Table-15"><a href="#Table-15"><span class="linenos">15</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span> <span class="o">=</span> <span class="n">rows</span> <span class="ow">or</span> <span class="p">[]</span>
</span><span id="Table-16"><a href="#Table-16"><span class="linenos">16</span></a> <span class="k">if</span> <span class="n">rows</span><span class="p">:</span>
</span><span id="Table-17"><a href="#Table-17"><span class="linenos">17</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">rows</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table-18"><a href="#Table-18"><span class="linenos">18</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">range_reader</span> <span class="o">=</span> <span class="n">RangeReader</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
</span><span id="Table-19"><a href="#Table-19"><span class="linenos">19</span></a>
</span><span id="Table-20"><a href="#Table-20"><span class="linenos">20</span></a> <span class="k">def</span> <span class="nf">add_columns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">columns</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="Table-21"><a href="#Table-21"><span class="linenos">21</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">+=</span> <span class="n">columns</span>
</span><span id="Table-22"><a href="#Table-22"><span class="linenos">22</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">:</span>
</span><span id="Table-23"><a href="#Table-23"><span class="linenos">23</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span>
</span><span id="Table-24"><a href="#Table-24"><span class="linenos">24</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="o">.</span><span class="n">stop</span> <span class="o">+</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table-25"><a href="#Table-25"><span class="linenos">25</span></a> <span class="p">)</span>
</span><span id="Table-26"><a href="#Table-26"><span class="linenos">26</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span> <span class="o">=</span> <span class="n">RowReader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">)</span>
</span><span id="Table-27"><a href="#Table-27"><span class="linenos">27</span></a>
</span><span id="Table-28"><a href="#Table-28"><span class="linenos">28</span></a> <span class="k">def</span> <span class="nf">append</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">row</span><span class="p">):</span>
</span><span id="Table-29"><a href="#Table-29"><span class="linenos">29</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">row</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table-30"><a href="#Table-30"><span class="linenos">30</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
</span><span id="Table-31"><a href="#Table-31"><span class="linenos">31</span></a>
</span><span id="Table-32"><a href="#Table-32"><span class="linenos">32</span></a> <span class="k">def</span> <span class="nf">pop</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table-33"><a href="#Table-33"><span class="linenos">33</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
</span><span id="Table-34"><a href="#Table-34"><span class="linenos">34</span></a>
</span><span id="Table-35"><a href="#Table-35"><span class="linenos">35</span></a> <span class="nd">@property</span>
</span><span id="Table-36"><a href="#Table-36"><span class="linenos">36</span></a> <span class="k">def</span> <span class="nf">width</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table-37"><a href="#Table-37"><span class="linenos">37</span></a> <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table-38"><a href="#Table-38"><span class="linenos">38</span></a>
</span><span id="Table-39"><a href="#Table-39"><span class="linenos">39</span></a> <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table-40"><a href="#Table-40"><span class="linenos">40</span></a> <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="p">)</span>
</span><span id="Table-41"><a href="#Table-41"><span class="linenos">41</span></a>
</span><span id="Table-42"><a href="#Table-42"><span class="linenos">42</span></a> <span class="k">def</span> <span class="fm">__iter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table-43"><a href="#Table-43"><span class="linenos">43</span></a> <span class="k">return</span> <span class="n">TableIter</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
</span><span id="Table-44"><a href="#Table-44"><span class="linenos">44</span></a>
</span><span id="Table-45"><a href="#Table-45"><span class="linenos">45</span></a> <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
</span><span id="Table-46"><a href="#Table-46"><span class="linenos">46</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span><span class="o">.</span><span class="n">row</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
</span><span id="Table-47"><a href="#Table-47"><span class="linenos">47</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span>
</span><span id="Table-48"><a href="#Table-48"><span class="linenos">48</span></a>
</span><span id="Table-49"><a href="#Table-49"><span class="linenos">49</span></a> <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table-50"><a href="#Table-50"><span class="linenos">50</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
</span><span id="Table-51"><a href="#Table-51"><span class="linenos">51</span></a> <span class="n">column</span>
</span><span id="Table-52"><a href="#Table-52"><span class="linenos">52</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table-53"><a href="#Table-53"><span class="linenos">53</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="ow">or</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span>
</span><span id="Table-54"><a href="#Table-54"><span class="linenos">54</span></a> <span class="p">)</span>
</span><span id="Table-55"><a href="#Table-55"><span class="linenos">55</span></a> <span class="n">widths</span> <span class="o">=</span> <span class="p">{</span><span class="n">column</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">}</span>
</span><span id="Table-56"><a href="#Table-56"><span class="linenos">56</span></a> <span class="n">lines</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">)]</span>
</span><span id="Table-57"><a href="#Table-57"><span class="linenos">57</span></a>
</span><span id="Table-58"><a href="#Table-58"><span class="linenos">58</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table-59"><a href="#Table-59"><span class="linenos">59</span></a> <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="mi">10</span><span class="p">:</span>
</span><span id="Table-60"><a href="#Table-60"><span class="linenos">60</span></a> <span class="k">break</span>
</span><span id="Table-61"><a href="#Table-61"><span class="linenos">61</span></a>
</span><span id="Table-62"><a href="#Table-62"><span class="linenos">62</span></a> <span class="n">lines</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
</span><span id="Table-63"><a href="#Table-63"><span class="linenos">63</span></a> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span>
</span><span id="Table-64"><a href="#Table-64"><span class="linenos">64</span></a> <span class="nb">str</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="n">column</span><span class="p">])</span><span class="o">.</span><span class="n">rjust</span><span class="p">(</span><span class="n">widths</span><span class="p">[</span><span class="n">column</span><span class="p">])[</span><span class="mi">0</span> <span class="p">:</span> <span class="n">widths</span><span class="p">[</span><span class="n">column</span><span class="p">]]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span>
</span><span id="Table-65"><a href="#Table-65"><span class="linenos">65</span></a> <span class="p">)</span>
</span><span id="Table-66"><a href="#Table-66"><span class="linenos">66</span></a> <span class="p">)</span>
</span><span id="Table-67"><a href="#Table-67"><span class="linenos">67</span></a> <span class="k">return</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">lines</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="Table-11"><a href="#Table-11"><span class="linenos">11</span></a><span class="k">class</span> <span class="nc">Table</span><span class="p">:</span>
</span><span id="Table-12"><a href="#Table-12"><span class="linenos">12</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="n">rows</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">column_range</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
</span><span id="Table-13"><a href="#Table-13"><span class="linenos">13</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table-14"><a href="#Table-14"><span class="linenos">14</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="o">=</span> <span class="n">column_range</span>
</span><span id="Table-15"><a href="#Table-15"><span class="linenos">15</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span> <span class="o">=</span> <span class="n">RowReader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">)</span>
</span><span id="Table-16"><a href="#Table-16"><span class="linenos">16</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span> <span class="o">=</span> <span class="n">rows</span> <span class="ow">or</span> <span class="p">[]</span>
</span><span id="Table-17"><a href="#Table-17"><span class="linenos">17</span></a> <span class="k">if</span> <span class="n">rows</span><span class="p">:</span>
</span><span id="Table-18"><a href="#Table-18"><span class="linenos">18</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">rows</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table-19"><a href="#Table-19"><span class="linenos">19</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">range_reader</span> <span class="o">=</span> <span class="n">RangeReader</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
</span><span id="Table-20"><a href="#Table-20"><span class="linenos">20</span></a>
</span><span id="Table-21"><a href="#Table-21"><span class="linenos">21</span></a> <span class="k">def</span> <span class="nf">add_columns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">columns</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="Table-22"><a href="#Table-22"><span class="linenos">22</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">+=</span> <span class="n">columns</span>
</span><span id="Table-23"><a href="#Table-23"><span class="linenos">23</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">:</span>
</span><span id="Table-24"><a href="#Table-24"><span class="linenos">24</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span>
</span><span id="Table-25"><a href="#Table-25"><span class="linenos">25</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="o">.</span><span class="n">stop</span> <span class="o">+</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table-26"><a href="#Table-26"><span class="linenos">26</span></a> <span class="p">)</span>
</span><span id="Table-27"><a href="#Table-27"><span class="linenos">27</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span> <span class="o">=</span> <span class="n">RowReader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">)</span>
</span><span id="Table-28"><a href="#Table-28"><span class="linenos">28</span></a>
</span><span id="Table-29"><a href="#Table-29"><span class="linenos">29</span></a> <span class="k">def</span> <span class="nf">append</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">row</span><span class="p">):</span>
</span><span id="Table-30"><a href="#Table-30"><span class="linenos">30</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">row</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table-31"><a href="#Table-31"><span class="linenos">31</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
</span><span id="Table-32"><a href="#Table-32"><span class="linenos">32</span></a>
</span><span id="Table-33"><a href="#Table-33"><span class="linenos">33</span></a> <span class="k">def</span> <span class="nf">pop</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table-34"><a href="#Table-34"><span class="linenos">34</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
</span><span id="Table-35"><a href="#Table-35"><span class="linenos">35</span></a>
</span><span id="Table-36"><a href="#Table-36"><span class="linenos">36</span></a> <span class="nd">@property</span>
</span><span id="Table-37"><a href="#Table-37"><span class="linenos">37</span></a> <span class="k">def</span> <span class="nf">width</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table-38"><a href="#Table-38"><span class="linenos">38</span></a> <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table-39"><a href="#Table-39"><span class="linenos">39</span></a>
</span><span id="Table-40"><a href="#Table-40"><span class="linenos">40</span></a> <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table-41"><a href="#Table-41"><span class="linenos">41</span></a> <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="p">)</span>
</span><span id="Table-42"><a href="#Table-42"><span class="linenos">42</span></a>
</span><span id="Table-43"><a href="#Table-43"><span class="linenos">43</span></a> <span class="k">def</span> <span class="fm">__iter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table-44"><a href="#Table-44"><span class="linenos">44</span></a> <span class="k">return</span> <span class="n">TableIter</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
</span><span id="Table-45"><a href="#Table-45"><span class="linenos">45</span></a>
</span><span id="Table-46"><a href="#Table-46"><span class="linenos">46</span></a> <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">index</span><span class="p">):</span>
</span><span id="Table-47"><a href="#Table-47"><span class="linenos">47</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span><span class="o">.</span><span class="n">row</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="p">[</span><span class="n">index</span><span class="p">]</span>
</span><span id="Table-48"><a href="#Table-48"><span class="linenos">48</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span>
</span><span id="Table-49"><a href="#Table-49"><span class="linenos">49</span></a>
</span><span id="Table-50"><a href="#Table-50"><span class="linenos">50</span></a> <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table-51"><a href="#Table-51"><span class="linenos">51</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span>
</span><span id="Table-52"><a href="#Table-52"><span class="linenos">52</span></a> <span class="n">column</span>
</span><span id="Table-53"><a href="#Table-53"><span class="linenos">53</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table-54"><a href="#Table-54"><span class="linenos">54</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="ow">or</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span>
</span><span id="Table-55"><a href="#Table-55"><span class="linenos">55</span></a> <span class="p">)</span>
</span><span id="Table-56"><a href="#Table-56"><span class="linenos">56</span></a> <span class="n">widths</span> <span class="o">=</span> <span class="p">{</span><span class="n">column</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">}</span>
</span><span id="Table-57"><a href="#Table-57"><span class="linenos">57</span></a> <span class="n">lines</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">)]</span>
</span><span id="Table-58"><a href="#Table-58"><span class="linenos">58</span></a>
</span><span id="Table-59"><a href="#Table-59"><span class="linenos">59</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table-60"><a href="#Table-60"><span class="linenos">60</span></a> <span class="k">if</span> <span class="n">i</span> <span class="o">&gt;</span> <span class="mi">10</span><span class="p">:</span>
</span><span id="Table-61"><a href="#Table-61"><span class="linenos">61</span></a> <span class="k">break</span>
</span><span id="Table-62"><a href="#Table-62"><span class="linenos">62</span></a>
</span><span id="Table-63"><a href="#Table-63"><span class="linenos">63</span></a> <span class="n">lines</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
</span><span id="Table-64"><a href="#Table-64"><span class="linenos">64</span></a> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span>
</span><span id="Table-65"><a href="#Table-65"><span class="linenos">65</span></a> <span class="nb">str</span><span class="p">(</span><span class="n">row</span><span class="p">[</span><span class="n">column</span><span class="p">])</span><span class="o">.</span><span class="n">rjust</span><span class="p">(</span><span class="n">widths</span><span class="p">[</span><span class="n">column</span><span class="p">])[</span><span class="mi">0</span> <span class="p">:</span> <span class="n">widths</span><span class="p">[</span><span class="n">column</span><span class="p">]]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span>
</span><span id="Table-66"><a href="#Table-66"><span class="linenos">66</span></a> <span class="p">)</span>
</span><span id="Table-67"><a href="#Table-67"><span class="linenos">67</span></a> <span class="p">)</span>
</span><span id="Table-68"><a href="#Table-68"><span class="linenos">68</span></a> <span class="k">return</span> <span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">lines</span><span class="p">)</span>
</span></pre></div>
@ -364,14 +376,14 @@
</div>
<a class="headerlink" href="#Table.__init__"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="Table.__init__-11"><a href="#Table.__init__-11"><span class="linenos">11</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="n">rows</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">column_range</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
</span><span id="Table.__init__-12"><a href="#Table.__init__-12"><span class="linenos">12</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table.__init__-13"><a href="#Table.__init__-13"><span class="linenos">13</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="o">=</span> <span class="n">column_range</span>
</span><span id="Table.__init__-14"><a href="#Table.__init__-14"><span class="linenos">14</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span> <span class="o">=</span> <span class="n">RowReader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">)</span>
</span><span id="Table.__init__-15"><a href="#Table.__init__-15"><span class="linenos">15</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span> <span class="o">=</span> <span class="n">rows</span> <span class="ow">or</span> <span class="p">[]</span>
</span><span id="Table.__init__-16"><a href="#Table.__init__-16"><span class="linenos">16</span></a> <span class="k">if</span> <span class="n">rows</span><span class="p">:</span>
</span><span id="Table.__init__-17"><a href="#Table.__init__-17"><span class="linenos">17</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">rows</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table.__init__-18"><a href="#Table.__init__-18"><span class="linenos">18</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">range_reader</span> <span class="o">=</span> <span class="n">RangeReader</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="Table.__init__-12"><a href="#Table.__init__-12"><span class="linenos">12</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="n">rows</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">column_range</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
</span><span id="Table.__init__-13"><a href="#Table.__init__-13"><span class="linenos">13</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table.__init__-14"><a href="#Table.__init__-14"><span class="linenos">14</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="o">=</span> <span class="n">column_range</span>
</span><span id="Table.__init__-15"><a href="#Table.__init__-15"><span class="linenos">15</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span> <span class="o">=</span> <span class="n">RowReader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">)</span>
</span><span id="Table.__init__-16"><a href="#Table.__init__-16"><span class="linenos">16</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span> <span class="o">=</span> <span class="n">rows</span> <span class="ow">or</span> <span class="p">[]</span>
</span><span id="Table.__init__-17"><a href="#Table.__init__-17"><span class="linenos">17</span></a> <span class="k">if</span> <span class="n">rows</span><span class="p">:</span>
</span><span id="Table.__init__-18"><a href="#Table.__init__-18"><span class="linenos">18</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">rows</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table.__init__-19"><a href="#Table.__init__-19"><span class="linenos">19</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">range_reader</span> <span class="o">=</span> <span class="n">RangeReader</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
</span></pre></div>
@ -444,13 +456,13 @@
</div>
<a class="headerlink" href="#Table.add_columns"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="Table.add_columns-20"><a href="#Table.add_columns-20"><span class="linenos">20</span></a> <span class="k">def</span> <span class="nf">add_columns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">columns</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="Table.add_columns-21"><a href="#Table.add_columns-21"><span class="linenos">21</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">+=</span> <span class="n">columns</span>
</span><span id="Table.add_columns-22"><a href="#Table.add_columns-22"><span class="linenos">22</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">:</span>
</span><span id="Table.add_columns-23"><a href="#Table.add_columns-23"><span class="linenos">23</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span>
</span><span id="Table.add_columns-24"><a href="#Table.add_columns-24"><span class="linenos">24</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="o">.</span><span class="n">stop</span> <span class="o">+</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table.add_columns-25"><a href="#Table.add_columns-25"><span class="linenos">25</span></a> <span class="p">)</span>
</span><span id="Table.add_columns-26"><a href="#Table.add_columns-26"><span class="linenos">26</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span> <span class="o">=</span> <span class="n">RowReader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="Table.add_columns-21"><a href="#Table.add_columns-21"><span class="linenos">21</span></a> <span class="k">def</span> <span class="nf">add_columns</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">columns</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="Table.add_columns-22"><a href="#Table.add_columns-22"><span class="linenos">22</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">+=</span> <span class="n">columns</span>
</span><span id="Table.add_columns-23"><a href="#Table.add_columns-23"><span class="linenos">23</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">:</span>
</span><span id="Table.add_columns-24"><a href="#Table.add_columns-24"><span class="linenos">24</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span>
</span><span id="Table.add_columns-25"><a href="#Table.add_columns-25"><span class="linenos">25</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="o">.</span><span class="n">start</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="o">.</span><span class="n">stop</span> <span class="o">+</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table.add_columns-26"><a href="#Table.add_columns-26"><span class="linenos">26</span></a> <span class="p">)</span>
</span><span id="Table.add_columns-27"><a href="#Table.add_columns-27"><span class="linenos">27</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">reader</span> <span class="o">=</span> <span class="n">RowReader</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_range</span><span class="p">)</span>
</span></pre></div>
@ -468,9 +480,9 @@
</div>
<a class="headerlink" href="#Table.append"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="Table.append-28"><a href="#Table.append-28"><span class="linenos">28</span></a> <span class="k">def</span> <span class="nf">append</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">row</span><span class="p">):</span>
</span><span id="Table.append-29"><a href="#Table.append-29"><span class="linenos">29</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">row</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table.append-30"><a href="#Table.append-30"><span class="linenos">30</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="Table.append-29"><a href="#Table.append-29"><span class="linenos">29</span></a> <span class="k">def</span> <span class="nf">append</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">row</span><span class="p">):</span>
</span><span id="Table.append-30"><a href="#Table.append-30"><span class="linenos">30</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">row</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
</span><span id="Table.append-31"><a href="#Table.append-31"><span class="linenos">31</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">row</span><span class="p">)</span>
</span></pre></div>
@ -488,8 +500,8 @@
</div>
<a class="headerlink" href="#Table.pop"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="Table.pop-32"><a href="#Table.pop-32"><span class="linenos">32</span></a> <span class="k">def</span> <span class="nf">pop</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table.pop-33"><a href="#Table.pop-33"><span class="linenos">33</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="Table.pop-33"><a href="#Table.pop-33"><span class="linenos">33</span></a> <span class="k">def</span> <span class="nf">pop</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="Table.pop-34"><a href="#Table.pop-34"><span class="linenos">34</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">rows</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
</span></pre></div>
@ -519,19 +531,19 @@
</div>
<a class="headerlink" href="#TableIter"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="TableIter-70"><a href="#TableIter-70"><span class="linenos">70</span></a><span class="k">class</span> <span class="nc">TableIter</span><span class="p">:</span>
</span><span id="TableIter-71"><a href="#TableIter-71"><span class="linenos">71</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">):</span>
</span><span id="TableIter-72"><a href="#TableIter-72"><span class="linenos">72</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="TableIter-73"><a href="#TableIter-73"><span class="linenos">73</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
</span><span id="TableIter-74"><a href="#TableIter-74"><span class="linenos">74</span></a>
</span><span id="TableIter-75"><a href="#TableIter-75"><span class="linenos">75</span></a> <span class="k">def</span> <span class="fm">__iter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="TableIter-76"><a href="#TableIter-76"><span class="linenos">76</span></a> <span class="k">return</span> <span class="bp">self</span>
</span><span id="TableIter-77"><a href="#TableIter-77"><span class="linenos">77</span></a>
</span><span id="TableIter-78"><a href="#TableIter-78"><span class="linenos">78</span></a> <span class="k">def</span> <span class="fm">__next__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="TableIter-79"><a href="#TableIter-79"><span class="linenos">79</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">+=</span> <span class="mi">1</span>
</span><span id="TableIter-80"><a href="#TableIter-80"><span class="linenos">80</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">):</span>
</span><span id="TableIter-81"><a href="#TableIter-81"><span class="linenos">81</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">index</span><span class="p">]</span>
</span><span id="TableIter-82"><a href="#TableIter-82"><span class="linenos">82</span></a> <span class="k">raise</span> <span class="ne">StopIteration</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="TableIter-71"><a href="#TableIter-71"><span class="linenos">71</span></a><span class="k">class</span> <span class="nc">TableIter</span><span class="p">:</span>
</span><span id="TableIter-72"><a href="#TableIter-72"><span class="linenos">72</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">):</span>
</span><span id="TableIter-73"><a href="#TableIter-73"><span class="linenos">73</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="TableIter-74"><a href="#TableIter-74"><span class="linenos">74</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
</span><span id="TableIter-75"><a href="#TableIter-75"><span class="linenos">75</span></a>
</span><span id="TableIter-76"><a href="#TableIter-76"><span class="linenos">76</span></a> <span class="k">def</span> <span class="fm">__iter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="TableIter-77"><a href="#TableIter-77"><span class="linenos">77</span></a> <span class="k">return</span> <span class="bp">self</span>
</span><span id="TableIter-78"><a href="#TableIter-78"><span class="linenos">78</span></a>
</span><span id="TableIter-79"><a href="#TableIter-79"><span class="linenos">79</span></a> <span class="k">def</span> <span class="fm">__next__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="TableIter-80"><a href="#TableIter-80"><span class="linenos">80</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">+=</span> <span class="mi">1</span>
</span><span id="TableIter-81"><a href="#TableIter-81"><span class="linenos">81</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">&lt;</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">):</span>
</span><span id="TableIter-82"><a href="#TableIter-82"><span class="linenos">82</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">index</span><span class="p">]</span>
</span><span id="TableIter-83"><a href="#TableIter-83"><span class="linenos">83</span></a> <span class="k">raise</span> <span class="ne">StopIteration</span>
</span></pre></div>
@ -547,9 +559,9 @@
</div>
<a class="headerlink" href="#TableIter.__init__"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="TableIter.__init__-71"><a href="#TableIter.__init__-71"><span class="linenos">71</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">):</span>
</span><span id="TableIter.__init__-72"><a href="#TableIter.__init__-72"><span class="linenos">72</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="TableIter.__init__-73"><a href="#TableIter.__init__-73"><span class="linenos">73</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="TableIter.__init__-72"><a href="#TableIter.__init__-72"><span class="linenos">72</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">):</span>
</span><span id="TableIter.__init__-73"><a href="#TableIter.__init__-73"><span class="linenos">73</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="TableIter.__init__-74"><a href="#TableIter.__init__-74"><span class="linenos">74</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="o">-</span><span class="mi">1</span>
</span></pre></div>
@ -590,16 +602,16 @@
</div>
<a class="headerlink" href="#RangeReader"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="RangeReader-85"><a href="#RangeReader-85"><span class="linenos">85</span></a><span class="k">class</span> <span class="nc">RangeReader</span><span class="p">:</span>
</span><span id="RangeReader-86"><a href="#RangeReader-86"><span class="linenos">86</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">):</span>
</span><span id="RangeReader-87"><a href="#RangeReader-87"><span class="linenos">87</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="RangeReader-88"><a href="#RangeReader-88"><span class="linenos">88</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
</span><span id="RangeReader-89"><a href="#RangeReader-89"><span class="linenos">89</span></a>
</span><span id="RangeReader-90"><a href="#RangeReader-90"><span class="linenos">90</span></a> <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="RangeReader-91"><a href="#RangeReader-91"><span class="linenos">91</span></a> <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">range</span><span class="p">)</span>
</span><span id="RangeReader-92"><a href="#RangeReader-92"><span class="linenos">92</span></a>
</span><span id="RangeReader-93"><a href="#RangeReader-93"><span class="linenos">93</span></a> <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">):</span>
</span><span id="RangeReader-94"><a href="#RangeReader-94"><span class="linenos">94</span></a> <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">column</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">range</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="RangeReader-86"><a href="#RangeReader-86"><span class="linenos">86</span></a><span class="k">class</span> <span class="nc">RangeReader</span><span class="p">:</span>
</span><span id="RangeReader-87"><a href="#RangeReader-87"><span class="linenos">87</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">):</span>
</span><span id="RangeReader-88"><a href="#RangeReader-88"><span class="linenos">88</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="RangeReader-89"><a href="#RangeReader-89"><span class="linenos">89</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
</span><span id="RangeReader-90"><a href="#RangeReader-90"><span class="linenos">90</span></a>
</span><span id="RangeReader-91"><a href="#RangeReader-91"><span class="linenos">91</span></a> <span class="k">def</span> <span class="fm">__len__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
</span><span id="RangeReader-92"><a href="#RangeReader-92"><span class="linenos">92</span></a> <span class="k">return</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">range</span><span class="p">)</span>
</span><span id="RangeReader-93"><a href="#RangeReader-93"><span class="linenos">93</span></a>
</span><span id="RangeReader-94"><a href="#RangeReader-94"><span class="linenos">94</span></a> <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">):</span>
</span><span id="RangeReader-95"><a href="#RangeReader-95"><span class="linenos">95</span></a> <span class="k">return</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">table</span><span class="p">[</span><span class="n">i</span><span class="p">][</span><span class="n">column</span><span class="p">]</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">range</span><span class="p">)</span>
</span></pre></div>
@ -615,9 +627,9 @@
</div>
<a class="headerlink" href="#RangeReader.__init__"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="RangeReader.__init__-86"><a href="#RangeReader.__init__-86"><span class="linenos">86</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">):</span>
</span><span id="RangeReader.__init__-87"><a href="#RangeReader.__init__-87"><span class="linenos">87</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="RangeReader.__init__-88"><a href="#RangeReader.__init__-88"><span class="linenos">88</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="RangeReader.__init__-87"><a href="#RangeReader.__init__-87"><span class="linenos">87</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table</span><span class="p">):</span>
</span><span id="RangeReader.__init__-88"><a href="#RangeReader.__init__-88"><span class="linenos">88</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">table</span> <span class="o">=</span> <span class="n">table</span>
</span><span id="RangeReader.__init__-89"><a href="#RangeReader.__init__-89"><span class="linenos">89</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">range</span> <span class="o">=</span> <span class="nb">range</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
</span></pre></div>
@ -658,15 +670,15 @@
</div>
<a class="headerlink" href="#RowReader"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="RowReader-97"><a href="#RowReader-97"><span class="linenos"> 97</span></a><span class="k">class</span> <span class="nc">RowReader</span><span class="p">:</span>
</span><span id="RowReader-98"><a href="#RowReader-98"><span class="linenos"> 98</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="n">column_range</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
</span><span id="RowReader-99"><a href="#RowReader-99"><span class="linenos"> 99</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="RowReader-100"><a href="#RowReader-100"><span class="linenos">100</span></a> <span class="n">column</span><span class="p">:</span> <span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">column_range</span> <span class="ow">or</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">column_range</span>
</span><span id="RowReader-101"><a href="#RowReader-101"><span class="linenos">101</span></a> <span class="p">}</span>
</span><span id="RowReader-102"><a href="#RowReader-102"><span class="linenos">102</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">row</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="RowReader-103"><a href="#RowReader-103"><span class="linenos">103</span></a>
</span><span id="RowReader-104"><a href="#RowReader-104"><span class="linenos">104</span></a> <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">):</span>
</span><span id="RowReader-105"><a href="#RowReader-105"><span class="linenos">105</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">row</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="n">column</span><span class="p">]]</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="RowReader-98"><a href="#RowReader-98"><span class="linenos"> 98</span></a><span class="k">class</span> <span class="nc">RowReader</span><span class="p">:</span>
</span><span id="RowReader-99"><a href="#RowReader-99"><span class="linenos"> 99</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="n">column_range</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
</span><span id="RowReader-100"><a href="#RowReader-100"><span class="linenos">100</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="RowReader-101"><a href="#RowReader-101"><span class="linenos">101</span></a> <span class="n">column</span><span class="p">:</span> <span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">column_range</span> <span class="ow">or</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">column_range</span>
</span><span id="RowReader-102"><a href="#RowReader-102"><span class="linenos">102</span></a> <span class="p">}</span>
</span><span id="RowReader-103"><a href="#RowReader-103"><span class="linenos">103</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">row</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="RowReader-104"><a href="#RowReader-104"><span class="linenos">104</span></a>
</span><span id="RowReader-105"><a href="#RowReader-105"><span class="linenos">105</span></a> <span class="k">def</span> <span class="fm">__getitem__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">):</span>
</span><span id="RowReader-106"><a href="#RowReader-106"><span class="linenos">106</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">row</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="n">column</span><span class="p">]]</span>
</span></pre></div>
@ -682,11 +694,11 @@
</div>
<a class="headerlink" href="#RowReader.__init__"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="RowReader.__init__-98"><a href="#RowReader.__init__-98"><span class="linenos"> 98</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="n">column_range</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
</span><span id="RowReader.__init__-99"><a href="#RowReader.__init__-99"><span class="linenos"> 99</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="RowReader.__init__-100"><a href="#RowReader.__init__-100"><span class="linenos">100</span></a> <span class="n">column</span><span class="p">:</span> <span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">column_range</span> <span class="ow">or</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">column_range</span>
</span><span id="RowReader.__init__-101"><a href="#RowReader.__init__-101"><span class="linenos">101</span></a> <span class="p">}</span>
</span><span id="RowReader.__init__-102"><a href="#RowReader.__init__-102"><span class="linenos">102</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">row</span> <span class="o">=</span> <span class="kc">None</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="RowReader.__init__-99"><a href="#RowReader.__init__-99"><span class="linenos"> 99</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="n">column_range</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
</span><span id="RowReader.__init__-100"><a href="#RowReader.__init__-100"><span class="linenos">100</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span>
</span><span id="RowReader.__init__-101"><a href="#RowReader.__init__-101"><span class="linenos">101</span></a> <span class="n">column</span><span class="p">:</span> <span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">column_range</span> <span class="ow">or</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">column_range</span>
</span><span id="RowReader.__init__-102"><a href="#RowReader.__init__-102"><span class="linenos">102</span></a> <span class="p">}</span>
</span><span id="RowReader.__init__-103"><a href="#RowReader.__init__-103"><span class="linenos">103</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">row</span> <span class="o">=</span> <span class="kc">None</span>
</span></pre></div>
@ -727,8 +739,8 @@
</div>
<a class="headerlink" href="#Tables"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="Tables-108"><a href="#Tables-108"><span class="linenos">108</span></a><span class="k">class</span> <span class="nc">Tables</span><span class="p">(</span><span class="n">AbstractMappingSchema</span><span class="p">[</span><span class="n">Table</span><span class="p">]):</span>
</span><span id="Tables-109"><a href="#Tables-109"><span class="linenos">109</span></a> <span class="k">pass</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="Tables-109"><a href="#Tables-109"><span class="linenos">109</span></a><span class="k">class</span> <span class="nc">Tables</span><span class="p">(</span><span class="n">AbstractMappingSchema</span><span class="p">[</span><span class="n">Table</span><span class="p">]):</span>
</span><span id="Tables-110"><a href="#Tables-110"><span class="linenos">110</span></a> <span class="k">pass</span>
</span></pre></div>
@ -776,14 +788,14 @@ For example, a generic mapping type might be defined as::</p>
<div class="attr function">
<span class="def">def</span>
<span class="name">ensure_tables</span><span class="signature pdoc-code condensed">(<span class="param"><span class="n">d</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">]</span></span><span class="return-annotation">) -> <span class="n"><a href="#Tables">sqlglot.executor.table.Tables</a></span>:</span></span>
<span class="name">ensure_tables</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">d</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">]</span>,</span><span class="param"> <span class="n">dialect</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n"><a href="../dialects/dialect.html#Dialect">sqlglot.dialects.dialect.Dialect</a></span><span class="p">,</span> <span class="n">Type</span><span class="p">[</span><span class="n"><a href="../dialects/dialect.html#Dialect">sqlglot.dialects.dialect.Dialect</a></span><span class="p">],</span> <span class="n">NoneType</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span></span><span class="return-annotation">) -> <span class="n"><a href="#Tables">sqlglot.executor.table.Tables</a></span>:</span></span>
<label class="view-source-button" for="ensure_tables-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#ensure_tables"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="ensure_tables-112"><a href="#ensure_tables-112"><span class="linenos">112</span></a><span class="k">def</span> <span class="nf">ensure_tables</span><span class="p">(</span><span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">Tables</span><span class="p">:</span>
</span><span id="ensure_tables-113"><a href="#ensure_tables-113"><span class="linenos">113</span></a> <span class="k">return</span> <span class="n">Tables</span><span class="p">(</span><span class="n">_ensure_tables</span><span class="p">(</span><span class="n">d</span><span class="p">))</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="ensure_tables-113"><a href="#ensure_tables-113"><span class="linenos">113</span></a><span class="k">def</span> <span class="nf">ensure_tables</span><span class="p">(</span><span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> <span class="n">dialect</span><span class="p">:</span> <span class="n">DialectType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tables</span><span class="p">:</span>
</span><span id="ensure_tables-114"><a href="#ensure_tables-114"><span class="linenos">114</span></a> <span class="k">return</span> <span class="n">Tables</span><span class="p">(</span><span class="n">_ensure_tables</span><span class="p">(</span><span class="n">d</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">))</span>
</span></pre></div>

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@ -72,7 +72,14 @@
<label class="view-source-button" for="mod-optimizer-view-source"><span>View Source</span></label>
<div class="pdoc-code codehilite"><pre><span></span><span id="L-1"><a href="#L-1"><span class="linenos">1</span></a><span class="kn">from</span> <span class="nn">sqlglot.optimizer.optimizer</span> <span class="kn">import</span> <span class="n">RULES</span><span class="p">,</span> <span class="n">optimize</span>
</span><span id="L-2"><a href="#L-2"><span class="linenos">2</span></a><span class="kn">from</span> <span class="nn">sqlglot.optimizer.scope</span> <span class="kn">import</span> <span class="n">Scope</span><span class="p">,</span> <span class="n">build_scope</span><span class="p">,</span> <span class="n">traverse_scope</span>
</span><span id="L-2"><a href="#L-2"><span class="linenos">2</span></a><span class="kn">from</span> <span class="nn">sqlglot.optimizer.scope</span> <span class="kn">import</span> <span class="p">(</span>
</span><span id="L-3"><a href="#L-3"><span class="linenos">3</span></a> <span class="n">Scope</span><span class="p">,</span>
</span><span id="L-4"><a href="#L-4"><span class="linenos">4</span></a> <span class="n">build_scope</span><span class="p">,</span>
</span><span id="L-5"><a href="#L-5"><span class="linenos">5</span></a> <span class="n">find_all_in_scope</span><span class="p">,</span>
</span><span id="L-6"><a href="#L-6"><span class="linenos">6</span></a> <span class="n">find_in_scope</span><span class="p">,</span>
</span><span id="L-7"><a href="#L-7"><span class="linenos">7</span></a> <span class="n">traverse_scope</span><span class="p">,</span>
</span><span id="L-8"><a href="#L-8"><span class="linenos">8</span></a> <span class="n">walk_in_scope</span><span class="p">,</span>
</span><span id="L-9"><a href="#L-9"><span class="linenos">9</span></a><span class="p">)</span>
</span></pre></div>

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@ -200,65 +200,66 @@
</span><span id="L-142"><a href="#L-142"><span class="linenos">142</span></a> <span class="k">if</span> <span class="n">scope</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">pivots</span> <span class="ow">or</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">scope</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Lateral</span><span class="p">):</span>
</span><span id="L-143"><a href="#L-143"><span class="linenos">143</span></a> <span class="k">return</span> <span class="kc">None</span>
</span><span id="L-144"><a href="#L-144"><span class="linenos">144</span></a>
</span><span id="L-145"><a href="#L-145"><span class="linenos">145</span></a> <span class="n">parent</span> <span class="o">=</span> <span class="n">scope</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">parent</span>
</span><span id="L-146"><a href="#L-146"><span class="linenos">146</span></a> <span class="n">name</span><span class="p">,</span> <span class="n">cte</span> <span class="o">=</span> <span class="n">_new_cte</span><span class="p">(</span><span class="n">scope</span><span class="p">,</span> <span class="n">existing_ctes</span><span class="p">,</span> <span class="n">taken</span><span class="p">)</span>
</span><span id="L-147"><a href="#L-147"><span class="linenos">147</span></a>
</span><span id="L-148"><a href="#L-148"><span class="linenos">148</span></a> <span class="n">table</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">table_</span><span class="p">(</span><span class="n">name</span><span class="p">),</span> <span class="n">alias</span><span class="o">=</span><span class="n">parent</span><span class="o">.</span><span class="n">alias</span> <span class="ow">or</span> <span class="n">name</span><span class="p">)</span>
</span><span id="L-149"><a href="#L-149"><span class="linenos">149</span></a> <span class="n">table</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;joins&quot;</span><span class="p">,</span> <span class="n">parent</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;joins&quot;</span><span class="p">))</span>
</span><span id="L-145"><a href="#L-145"><span class="linenos">145</span></a> <span class="c1"># Get rid of redundant exp.Subquery expressions, i.e. those that are just used as wrappers</span>
</span><span id="L-146"><a href="#L-146"><span class="linenos">146</span></a> <span class="n">to_replace</span> <span class="o">=</span> <span class="n">scope</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">unwrap</span><span class="p">()</span>
</span><span id="L-147"><a href="#L-147"><span class="linenos">147</span></a> <span class="n">name</span><span class="p">,</span> <span class="n">cte</span> <span class="o">=</span> <span class="n">_new_cte</span><span class="p">(</span><span class="n">scope</span><span class="p">,</span> <span class="n">existing_ctes</span><span class="p">,</span> <span class="n">taken</span><span class="p">)</span>
</span><span id="L-148"><a href="#L-148"><span class="linenos">148</span></a> <span class="n">table</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">table_</span><span class="p">(</span><span class="n">name</span><span class="p">),</span> <span class="n">alias</span><span class="o">=</span><span class="n">to_replace</span><span class="o">.</span><span class="n">alias</span> <span class="ow">or</span> <span class="n">name</span><span class="p">)</span>
</span><span id="L-149"><a href="#L-149"><span class="linenos">149</span></a> <span class="n">table</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;joins&quot;</span><span class="p">,</span> <span class="n">to_replace</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;joins&quot;</span><span class="p">))</span>
</span><span id="L-150"><a href="#L-150"><span class="linenos">150</span></a>
</span><span id="L-151"><a href="#L-151"><span class="linenos">151</span></a> <span class="n">parent</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">table</span><span class="p">)</span>
</span><span id="L-152"><a href="#L-152"><span class="linenos">152</span></a> <span class="k">return</span> <span class="n">cte</span>
</span><span id="L-153"><a href="#L-153"><span class="linenos">153</span></a>
</span><span id="L-151"><a href="#L-151"><span class="linenos">151</span></a> <span class="n">to_replace</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">table</span><span class="p">)</span>
</span><span id="L-152"><a href="#L-152"><span class="linenos">152</span></a>
</span><span id="L-153"><a href="#L-153"><span class="linenos">153</span></a> <span class="k">return</span> <span class="n">cte</span>
</span><span id="L-154"><a href="#L-154"><span class="linenos">154</span></a>
</span><span id="L-155"><a href="#L-155"><span class="linenos">155</span></a><span class="k">def</span> <span class="nf">_eliminate_cte</span><span class="p">(</span><span class="n">scope</span><span class="p">,</span> <span class="n">existing_ctes</span><span class="p">,</span> <span class="n">taken</span><span class="p">):</span>
</span><span id="L-156"><a href="#L-156"><span class="linenos">156</span></a> <span class="n">parent</span> <span class="o">=</span> <span class="n">scope</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">parent</span>
</span><span id="L-157"><a href="#L-157"><span class="linenos">157</span></a> <span class="n">name</span><span class="p">,</span> <span class="n">cte</span> <span class="o">=</span> <span class="n">_new_cte</span><span class="p">(</span><span class="n">scope</span><span class="p">,</span> <span class="n">existing_ctes</span><span class="p">,</span> <span class="n">taken</span><span class="p">)</span>
</span><span id="L-158"><a href="#L-158"><span class="linenos">158</span></a>
</span><span id="L-159"><a href="#L-159"><span class="linenos">159</span></a> <span class="n">with_</span> <span class="o">=</span> <span class="n">parent</span><span class="o">.</span><span class="n">parent</span>
</span><span id="L-160"><a href="#L-160"><span class="linenos">160</span></a> <span class="n">parent</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
</span><span id="L-161"><a href="#L-161"><span class="linenos">161</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">with_</span><span class="o">.</span><span class="n">expressions</span><span class="p">:</span>
</span><span id="L-162"><a href="#L-162"><span class="linenos">162</span></a> <span class="n">with_</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
</span><span id="L-163"><a href="#L-163"><span class="linenos">163</span></a>
</span><span id="L-164"><a href="#L-164"><span class="linenos">164</span></a> <span class="c1"># Rename references to this CTE</span>
</span><span id="L-165"><a href="#L-165"><span class="linenos">165</span></a> <span class="k">for</span> <span class="n">child_scope</span> <span class="ow">in</span> <span class="n">scope</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">traverse</span><span class="p">():</span>
</span><span id="L-166"><a href="#L-166"><span class="linenos">166</span></a> <span class="k">for</span> <span class="n">table</span><span class="p">,</span> <span class="n">source</span> <span class="ow">in</span> <span class="n">child_scope</span><span class="o">.</span><span class="n">selected_sources</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
</span><span id="L-167"><a href="#L-167"><span class="linenos">167</span></a> <span class="k">if</span> <span class="n">source</span> <span class="ow">is</span> <span class="n">scope</span><span class="p">:</span>
</span><span id="L-168"><a href="#L-168"><span class="linenos">168</span></a> <span class="n">new_table</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">table_</span><span class="p">(</span><span class="n">name</span><span class="p">),</span> <span class="n">alias</span><span class="o">=</span><span class="n">table</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-169"><a href="#L-169"><span class="linenos">169</span></a> <span class="n">table</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">new_table</span><span class="p">)</span>
</span><span id="L-170"><a href="#L-170"><span class="linenos">170</span></a>
</span><span id="L-171"><a href="#L-171"><span class="linenos">171</span></a> <span class="k">return</span> <span class="n">cte</span>
</span><span id="L-172"><a href="#L-172"><span class="linenos">172</span></a>
</span><span id="L-155"><a href="#L-155"><span class="linenos">155</span></a>
</span><span id="L-156"><a href="#L-156"><span class="linenos">156</span></a><span class="k">def</span> <span class="nf">_eliminate_cte</span><span class="p">(</span><span class="n">scope</span><span class="p">,</span> <span class="n">existing_ctes</span><span class="p">,</span> <span class="n">taken</span><span class="p">):</span>
</span><span id="L-157"><a href="#L-157"><span class="linenos">157</span></a> <span class="n">parent</span> <span class="o">=</span> <span class="n">scope</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">parent</span>
</span><span id="L-158"><a href="#L-158"><span class="linenos">158</span></a> <span class="n">name</span><span class="p">,</span> <span class="n">cte</span> <span class="o">=</span> <span class="n">_new_cte</span><span class="p">(</span><span class="n">scope</span><span class="p">,</span> <span class="n">existing_ctes</span><span class="p">,</span> <span class="n">taken</span><span class="p">)</span>
</span><span id="L-159"><a href="#L-159"><span class="linenos">159</span></a>
</span><span id="L-160"><a href="#L-160"><span class="linenos">160</span></a> <span class="n">with_</span> <span class="o">=</span> <span class="n">parent</span><span class="o">.</span><span class="n">parent</span>
</span><span id="L-161"><a href="#L-161"><span class="linenos">161</span></a> <span class="n">parent</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
</span><span id="L-162"><a href="#L-162"><span class="linenos">162</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">with_</span><span class="o">.</span><span class="n">expressions</span><span class="p">:</span>
</span><span id="L-163"><a href="#L-163"><span class="linenos">163</span></a> <span class="n">with_</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
</span><span id="L-164"><a href="#L-164"><span class="linenos">164</span></a>
</span><span id="L-165"><a href="#L-165"><span class="linenos">165</span></a> <span class="c1"># Rename references to this CTE</span>
</span><span id="L-166"><a href="#L-166"><span class="linenos">166</span></a> <span class="k">for</span> <span class="n">child_scope</span> <span class="ow">in</span> <span class="n">scope</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">traverse</span><span class="p">():</span>
</span><span id="L-167"><a href="#L-167"><span class="linenos">167</span></a> <span class="k">for</span> <span class="n">table</span><span class="p">,</span> <span class="n">source</span> <span class="ow">in</span> <span class="n">child_scope</span><span class="o">.</span><span class="n">selected_sources</span><span class="o">.</span><span class="n">values</span><span class="p">():</span>
</span><span id="L-168"><a href="#L-168"><span class="linenos">168</span></a> <span class="k">if</span> <span class="n">source</span> <span class="ow">is</span> <span class="n">scope</span><span class="p">:</span>
</span><span id="L-169"><a href="#L-169"><span class="linenos">169</span></a> <span class="n">new_table</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">table_</span><span class="p">(</span><span class="n">name</span><span class="p">),</span> <span class="n">alias</span><span class="o">=</span><span class="n">table</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-170"><a href="#L-170"><span class="linenos">170</span></a> <span class="n">table</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">new_table</span><span class="p">)</span>
</span><span id="L-171"><a href="#L-171"><span class="linenos">171</span></a>
</span><span id="L-172"><a href="#L-172"><span class="linenos">172</span></a> <span class="k">return</span> <span class="n">cte</span>
</span><span id="L-173"><a href="#L-173"><span class="linenos">173</span></a>
</span><span id="L-174"><a href="#L-174"><span class="linenos">174</span></a><span class="k">def</span> <span class="nf">_new_cte</span><span class="p">(</span><span class="n">scope</span><span class="p">,</span> <span class="n">existing_ctes</span><span class="p">,</span> <span class="n">taken</span><span class="p">):</span>
</span><span id="L-175"><a href="#L-175"><span class="linenos">175</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-176"><a href="#L-176"><span class="linenos">176</span></a><span class="sd"> Returns:</span>
</span><span id="L-177"><a href="#L-177"><span class="linenos">177</span></a><span class="sd"> tuple of (name, cte)</span>
</span><span id="L-178"><a href="#L-178"><span class="linenos">178</span></a><span class="sd"> where `name` is a new name for this CTE in the root scope and `cte` is a new CTE instance.</span>
</span><span id="L-179"><a href="#L-179"><span class="linenos">179</span></a><span class="sd"> If this CTE duplicates an existing CTE, `cte` will be None.</span>
</span><span id="L-180"><a href="#L-180"><span class="linenos">180</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-181"><a href="#L-181"><span class="linenos">181</span></a> <span class="n">duplicate_cte_alias</span> <span class="o">=</span> <span class="n">existing_ctes</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">scope</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span>
</span><span id="L-182"><a href="#L-182"><span class="linenos">182</span></a> <span class="n">parent</span> <span class="o">=</span> <span class="n">scope</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">parent</span>
</span><span id="L-183"><a href="#L-183"><span class="linenos">183</span></a> <span class="n">name</span> <span class="o">=</span> <span class="n">parent</span><span class="o">.</span><span class="n">alias</span>
</span><span id="L-184"><a href="#L-184"><span class="linenos">184</span></a>
</span><span id="L-185"><a href="#L-185"><span class="linenos">185</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">name</span><span class="p">:</span>
</span><span id="L-186"><a href="#L-186"><span class="linenos">186</span></a> <span class="n">name</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken</span><span class="o">=</span><span class="n">taken</span><span class="p">,</span> <span class="n">base</span><span class="o">=</span><span class="s2">&quot;cte&quot;</span><span class="p">)</span>
</span><span id="L-187"><a href="#L-187"><span class="linenos">187</span></a>
</span><span id="L-188"><a href="#L-188"><span class="linenos">188</span></a> <span class="k">if</span> <span class="n">duplicate_cte_alias</span><span class="p">:</span>
</span><span id="L-189"><a href="#L-189"><span class="linenos">189</span></a> <span class="n">name</span> <span class="o">=</span> <span class="n">duplicate_cte_alias</span>
</span><span id="L-190"><a href="#L-190"><span class="linenos">190</span></a> <span class="k">elif</span> <span class="n">taken</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
</span><span id="L-191"><a href="#L-191"><span class="linenos">191</span></a> <span class="n">name</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken</span><span class="o">=</span><span class="n">taken</span><span class="p">,</span> <span class="n">base</span><span class="o">=</span><span class="n">name</span><span class="p">)</span>
</span><span id="L-192"><a href="#L-192"><span class="linenos">192</span></a>
</span><span id="L-193"><a href="#L-193"><span class="linenos">193</span></a> <span class="n">taken</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">scope</span>
</span><span id="L-194"><a href="#L-194"><span class="linenos">194</span></a>
</span><span id="L-195"><a href="#L-195"><span class="linenos">195</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">duplicate_cte_alias</span><span class="p">:</span>
</span><span id="L-196"><a href="#L-196"><span class="linenos">196</span></a> <span class="n">existing_ctes</span><span class="p">[</span><span class="n">scope</span><span class="o">.</span><span class="n">expression</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
</span><span id="L-197"><a href="#L-197"><span class="linenos">197</span></a> <span class="n">cte</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">CTE</span><span class="p">(</span>
</span><span id="L-198"><a href="#L-198"><span class="linenos">198</span></a> <span class="n">this</span><span class="o">=</span><span class="n">scope</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span>
</span><span id="L-199"><a href="#L-199"><span class="linenos">199</span></a> <span class="n">alias</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">TableAlias</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">name</span><span class="p">)),</span>
</span><span id="L-200"><a href="#L-200"><span class="linenos">200</span></a> <span class="p">)</span>
</span><span id="L-201"><a href="#L-201"><span class="linenos">201</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-202"><a href="#L-202"><span class="linenos">202</span></a> <span class="n">cte</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="L-203"><a href="#L-203"><span class="linenos">203</span></a> <span class="k">return</span> <span class="n">name</span><span class="p">,</span> <span class="n">cte</span>
</span><span id="L-174"><a href="#L-174"><span class="linenos">174</span></a>
</span><span id="L-175"><a href="#L-175"><span class="linenos">175</span></a><span class="k">def</span> <span class="nf">_new_cte</span><span class="p">(</span><span class="n">scope</span><span class="p">,</span> <span class="n">existing_ctes</span><span class="p">,</span> <span class="n">taken</span><span class="p">):</span>
</span><span id="L-176"><a href="#L-176"><span class="linenos">176</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-177"><a href="#L-177"><span class="linenos">177</span></a><span class="sd"> Returns:</span>
</span><span id="L-178"><a href="#L-178"><span class="linenos">178</span></a><span class="sd"> tuple of (name, cte)</span>
</span><span id="L-179"><a href="#L-179"><span class="linenos">179</span></a><span class="sd"> where `name` is a new name for this CTE in the root scope and `cte` is a new CTE instance.</span>
</span><span id="L-180"><a href="#L-180"><span class="linenos">180</span></a><span class="sd"> If this CTE duplicates an existing CTE, `cte` will be None.</span>
</span><span id="L-181"><a href="#L-181"><span class="linenos">181</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-182"><a href="#L-182"><span class="linenos">182</span></a> <span class="n">duplicate_cte_alias</span> <span class="o">=</span> <span class="n">existing_ctes</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">scope</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span>
</span><span id="L-183"><a href="#L-183"><span class="linenos">183</span></a> <span class="n">parent</span> <span class="o">=</span> <span class="n">scope</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">parent</span>
</span><span id="L-184"><a href="#L-184"><span class="linenos">184</span></a> <span class="n">name</span> <span class="o">=</span> <span class="n">parent</span><span class="o">.</span><span class="n">alias</span>
</span><span id="L-185"><a href="#L-185"><span class="linenos">185</span></a>
</span><span id="L-186"><a href="#L-186"><span class="linenos">186</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">name</span><span class="p">:</span>
</span><span id="L-187"><a href="#L-187"><span class="linenos">187</span></a> <span class="n">name</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken</span><span class="o">=</span><span class="n">taken</span><span class="p">,</span> <span class="n">base</span><span class="o">=</span><span class="s2">&quot;cte&quot;</span><span class="p">)</span>
</span><span id="L-188"><a href="#L-188"><span class="linenos">188</span></a>
</span><span id="L-189"><a href="#L-189"><span class="linenos">189</span></a> <span class="k">if</span> <span class="n">duplicate_cte_alias</span><span class="p">:</span>
</span><span id="L-190"><a href="#L-190"><span class="linenos">190</span></a> <span class="n">name</span> <span class="o">=</span> <span class="n">duplicate_cte_alias</span>
</span><span id="L-191"><a href="#L-191"><span class="linenos">191</span></a> <span class="k">elif</span> <span class="n">taken</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">name</span><span class="p">):</span>
</span><span id="L-192"><a href="#L-192"><span class="linenos">192</span></a> <span class="n">name</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken</span><span class="o">=</span><span class="n">taken</span><span class="p">,</span> <span class="n">base</span><span class="o">=</span><span class="n">name</span><span class="p">)</span>
</span><span id="L-193"><a href="#L-193"><span class="linenos">193</span></a>
</span><span id="L-194"><a href="#L-194"><span class="linenos">194</span></a> <span class="n">taken</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">scope</span>
</span><span id="L-195"><a href="#L-195"><span class="linenos">195</span></a>
</span><span id="L-196"><a href="#L-196"><span class="linenos">196</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">duplicate_cte_alias</span><span class="p">:</span>
</span><span id="L-197"><a href="#L-197"><span class="linenos">197</span></a> <span class="n">existing_ctes</span><span class="p">[</span><span class="n">scope</span><span class="o">.</span><span class="n">expression</span><span class="p">]</span> <span class="o">=</span> <span class="n">name</span>
</span><span id="L-198"><a href="#L-198"><span class="linenos">198</span></a> <span class="n">cte</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">CTE</span><span class="p">(</span>
</span><span id="L-199"><a href="#L-199"><span class="linenos">199</span></a> <span class="n">this</span><span class="o">=</span><span class="n">scope</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span>
</span><span id="L-200"><a href="#L-200"><span class="linenos">200</span></a> <span class="n">alias</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">TableAlias</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">name</span><span class="p">)),</span>
</span><span id="L-201"><a href="#L-201"><span class="linenos">201</span></a> <span class="p">)</span>
</span><span id="L-202"><a href="#L-202"><span class="linenos">202</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-203"><a href="#L-203"><span class="linenos">203</span></a> <span class="n">cte</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="L-204"><a href="#L-204"><span class="linenos">204</span></a> <span class="k">return</span> <span class="n">name</span><span class="p">,</span> <span class="n">cte</span>
</span></pre></div>

View file

@ -568,7 +568,7 @@ queries if it would result in multiple table selects in a single query:</p>
<div class="attr variable">
<span class="name">UNMERGABLE_ARGS</span> =
<input id="UNMERGABLE_ARGS-view-value" class="view-value-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<label class="view-value-button pdoc-button" for="UNMERGABLE_ARGS-view-value"></label><span class="default_value">{&#39;sample&#39;, &#39;distribute&#39;, &#39;group&#39;, &#39;into&#39;, &#39;kind&#39;, &#39;settings&#39;, &#39;format&#39;, &#39;offset&#39;, &#39;windows&#39;, &#39;pivots&#39;, &#39;qualify&#39;, &#39;having&#39;, &#39;distinct&#39;, &#39;with&#39;, &#39;limit&#39;, &#39;locks&#39;, &#39;laterals&#39;, &#39;cluster&#39;, &#39;sort&#39;, &#39;match&#39;}</span>
<label class="view-value-button pdoc-button" for="UNMERGABLE_ARGS-view-value"></label><span class="default_value">{&#39;kind&#39;, &#39;format&#39;, &#39;having&#39;, &#39;locks&#39;, &#39;distinct&#39;, &#39;distribute&#39;, &#39;with&#39;, &#39;offset&#39;, &#39;settings&#39;, &#39;sample&#39;, &#39;cluster&#39;, &#39;sort&#39;, &#39;group&#39;, &#39;into&#39;, &#39;connect&#39;, &#39;pivots&#39;, &#39;match&#39;, &#39;limit&#39;, &#39;windows&#39;, &#39;qualify&#39;, &#39;laterals&#39;}</span>
</div>

View file

@ -142,14 +142,19 @@
</span><span id="L-72"><a href="#L-72"><span class="linenos">72</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">any</span><span class="p">(</span><span class="n">join</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">JOIN_ATTRS</span><span class="p">):</span>
</span><span id="L-73"><a href="#L-73"><span class="linenos">73</span></a> <span class="n">join</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;kind&quot;</span><span class="p">,</span> <span class="s2">&quot;CROSS&quot;</span><span class="p">)</span>
</span><span id="L-74"><a href="#L-74"><span class="linenos">74</span></a>
</span><span id="L-75"><a href="#L-75"><span class="linenos">75</span></a> <span class="k">if</span> <span class="n">join</span><span class="o">.</span><span class="n">kind</span> <span class="o">!=</span> <span class="s2">&quot;CROSS&quot;</span><span class="p">:</span>
</span><span id="L-76"><a href="#L-76"><span class="linenos">76</span></a> <span class="n">join</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;kind&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="L-77"><a href="#L-77"><span class="linenos">77</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-78"><a href="#L-78"><span class="linenos">78</span></a>
</span><span id="L-75"><a href="#L-75"><span class="linenos">75</span></a> <span class="k">if</span> <span class="n">join</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;CROSS&quot;</span><span class="p">:</span>
</span><span id="L-76"><a href="#L-76"><span class="linenos">76</span></a> <span class="n">join</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;on&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="L-77"><a href="#L-77"><span class="linenos">77</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-78"><a href="#L-78"><span class="linenos">78</span></a> <span class="n">join</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;kind&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="L-79"><a href="#L-79"><span class="linenos">79</span></a>
</span><span id="L-80"><a href="#L-80"><span class="linenos">80</span></a><span class="k">def</span> <span class="nf">other_table_names</span><span class="p">(</span><span class="n">join</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Set</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span>
</span><span id="L-81"><a href="#L-81"><span class="linenos">81</span></a> <span class="n">on</span> <span class="o">=</span> <span class="n">join</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;on&quot;</span><span class="p">)</span>
</span><span id="L-82"><a href="#L-82"><span class="linenos">82</span></a> <span class="k">return</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">on</span><span class="p">,</span> <span class="n">join</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> <span class="k">if</span> <span class="n">on</span> <span class="k">else</span> <span class="nb">set</span><span class="p">()</span>
</span><span id="L-80"><a href="#L-80"><span class="linenos">80</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">join</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;on&quot;</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">join</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;using&quot;</span><span class="p">):</span>
</span><span id="L-81"><a href="#L-81"><span class="linenos">81</span></a> <span class="n">join</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;on&quot;</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">true</span><span class="p">())</span>
</span><span id="L-82"><a href="#L-82"><span class="linenos">82</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-83"><a href="#L-83"><span class="linenos">83</span></a>
</span><span id="L-84"><a href="#L-84"><span class="linenos">84</span></a>
</span><span id="L-85"><a href="#L-85"><span class="linenos">85</span></a><span class="k">def</span> <span class="nf">other_table_names</span><span class="p">(</span><span class="n">join</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Set</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span>
</span><span id="L-86"><a href="#L-86"><span class="linenos">86</span></a> <span class="n">on</span> <span class="o">=</span> <span class="n">join</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;on&quot;</span><span class="p">)</span>
</span><span id="L-87"><a href="#L-87"><span class="linenos">87</span></a> <span class="k">return</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">on</span><span class="p">,</span> <span class="n">join</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> <span class="k">if</span> <span class="n">on</span> <span class="k">else</span> <span class="nb">set</span><span class="p">()</span>
</span></pre></div>
@ -286,9 +291,14 @@
</span><span id="normalize-73"><a href="#normalize-73"><span class="linenos">73</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">any</span><span class="p">(</span><span class="n">join</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">k</span><span class="p">)</span> <span class="k">for</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">JOIN_ATTRS</span><span class="p">):</span>
</span><span id="normalize-74"><a href="#normalize-74"><span class="linenos">74</span></a> <span class="n">join</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;kind&quot;</span><span class="p">,</span> <span class="s2">&quot;CROSS&quot;</span><span class="p">)</span>
</span><span id="normalize-75"><a href="#normalize-75"><span class="linenos">75</span></a>
</span><span id="normalize-76"><a href="#normalize-76"><span class="linenos">76</span></a> <span class="k">if</span> <span class="n">join</span><span class="o">.</span><span class="n">kind</span> <span class="o">!=</span> <span class="s2">&quot;CROSS&quot;</span><span class="p">:</span>
</span><span id="normalize-77"><a href="#normalize-77"><span class="linenos">77</span></a> <span class="n">join</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;kind&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="normalize-78"><a href="#normalize-78"><span class="linenos">78</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="normalize-76"><a href="#normalize-76"><span class="linenos">76</span></a> <span class="k">if</span> <span class="n">join</span><span class="o">.</span><span class="n">kind</span> <span class="o">==</span> <span class="s2">&quot;CROSS&quot;</span><span class="p">:</span>
</span><span id="normalize-77"><a href="#normalize-77"><span class="linenos">77</span></a> <span class="n">join</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;on&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="normalize-78"><a href="#normalize-78"><span class="linenos">78</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="normalize-79"><a href="#normalize-79"><span class="linenos">79</span></a> <span class="n">join</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;kind&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="normalize-80"><a href="#normalize-80"><span class="linenos">80</span></a>
</span><span id="normalize-81"><a href="#normalize-81"><span class="linenos">81</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">join</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;on&quot;</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">join</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;using&quot;</span><span class="p">):</span>
</span><span id="normalize-82"><a href="#normalize-82"><span class="linenos">82</span></a> <span class="n">join</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;on&quot;</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">true</span><span class="p">())</span>
</span><span id="normalize-83"><a href="#normalize-83"><span class="linenos">83</span></a> <span class="k">return</span> <span class="n">expression</span>
</span></pre></div>
@ -308,9 +318,9 @@
</div>
<a class="headerlink" href="#other_table_names"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="other_table_names-81"><a href="#other_table_names-81"><span class="linenos">81</span></a><span class="k">def</span> <span class="nf">other_table_names</span><span class="p">(</span><span class="n">join</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Set</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span>
</span><span id="other_table_names-82"><a href="#other_table_names-82"><span class="linenos">82</span></a> <span class="n">on</span> <span class="o">=</span> <span class="n">join</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;on&quot;</span><span class="p">)</span>
</span><span id="other_table_names-83"><a href="#other_table_names-83"><span class="linenos">83</span></a> <span class="k">return</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">on</span><span class="p">,</span> <span class="n">join</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> <span class="k">if</span> <span class="n">on</span> <span class="k">else</span> <span class="nb">set</span><span class="p">()</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="other_table_names-86"><a href="#other_table_names-86"><span class="linenos">86</span></a><span class="k">def</span> <span class="nf">other_table_names</span><span class="p">(</span><span class="n">join</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Set</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span>
</span><span id="other_table_names-87"><a href="#other_table_names-87"><span class="linenos">87</span></a> <span class="n">on</span> <span class="o">=</span> <span class="n">join</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;on&quot;</span><span class="p">)</span>
</span><span id="other_table_names-88"><a href="#other_table_names-88"><span class="linenos">88</span></a> <span class="k">return</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">on</span><span class="p">,</span> <span class="n">join</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> <span class="k">if</span> <span class="n">on</span> <span class="k">else</span> <span class="nb">set</span><span class="p">()</span>
</span></pre></div>

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@ -73,7 +73,7 @@
<div class="pdoc-code codehilite"><pre><span></span><span id="L-1"><a href="#L-1"><span class="linenos"> 1</span></a><span class="kn">from</span> <span class="nn">sqlglot</span> <span class="kn">import</span> <span class="n">exp</span>
</span><span id="L-2"><a href="#L-2"><span class="linenos"> 2</span></a><span class="kn">from</span> <span class="nn">sqlglot.optimizer.normalize</span> <span class="kn">import</span> <span class="n">normalized</span>
</span><span id="L-3"><a href="#L-3"><span class="linenos"> 3</span></a><span class="kn">from</span> <span class="nn">sqlglot.optimizer.scope</span> <span class="kn">import</span> <span class="n">build_scope</span>
</span><span id="L-3"><a href="#L-3"><span class="linenos"> 3</span></a><span class="kn">from</span> <span class="nn">sqlglot.optimizer.scope</span> <span class="kn">import</span> <span class="n">build_scope</span><span class="p">,</span> <span class="n">find_in_scope</span>
</span><span id="L-4"><a href="#L-4"><span class="linenos"> 4</span></a><span class="kn">from</span> <span class="nn">sqlglot.optimizer.simplify</span> <span class="kn">import</span> <span class="n">simplify</span>
</span><span id="L-5"><a href="#L-5"><span class="linenos"> 5</span></a>
</span><span id="L-6"><a href="#L-6"><span class="linenos"> 6</span></a>
@ -154,125 +154,133 @@
</span><span id="L-81"><a href="#L-81"><span class="linenos"> 81</span></a> <span class="k">break</span>
</span><span id="L-82"><a href="#L-82"><span class="linenos"> 82</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="L-83"><a href="#L-83"><span class="linenos"> 83</span></a> <span class="n">predicate</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">true</span><span class="p">())</span>
</span><span id="L-84"><a href="#L-84"><span class="linenos"> 84</span></a> <span class="n">node</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">replace_aliases</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">predicate</span><span class="p">),</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-85"><a href="#L-85"><span class="linenos"> 85</span></a>
</span><span id="L-86"><a href="#L-86"><span class="linenos"> 86</span></a>
</span><span id="L-87"><a href="#L-87"><span class="linenos"> 87</span></a><span class="k">def</span> <span class="nf">pushdown_dnf</span><span class="p">(</span><span class="n">predicates</span><span class="p">,</span> <span class="n">scope</span><span class="p">,</span> <span class="n">scope_ref_count</span><span class="p">):</span>
</span><span id="L-88"><a href="#L-88"><span class="linenos"> 88</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-89"><a href="#L-89"><span class="linenos"> 89</span></a><span class="sd"> If the predicates are in DNF form, we can only push down conditions that are in all blocks.</span>
</span><span id="L-90"><a href="#L-90"><span class="linenos"> 90</span></a><span class="sd"> Additionally, we can&#39;t remove predicates from their original form.</span>
</span><span id="L-91"><a href="#L-91"><span class="linenos"> 91</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-92"><a href="#L-92"><span class="linenos"> 92</span></a> <span class="c1"># find all the tables that can be pushdown too</span>
</span><span id="L-93"><a href="#L-93"><span class="linenos"> 93</span></a> <span class="c1"># these are tables that are referenced in all blocks of a DNF</span>
</span><span id="L-94"><a href="#L-94"><span class="linenos"> 94</span></a> <span class="c1"># (a.x AND b.x) OR (a.y AND c.y)</span>
</span><span id="L-95"><a href="#L-95"><span class="linenos"> 95</span></a> <span class="c1"># only table a can be push down</span>
</span><span id="L-96"><a href="#L-96"><span class="linenos"> 96</span></a> <span class="n">pushdown_tables</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
</span><span id="L-97"><a href="#L-97"><span class="linenos"> 97</span></a>
</span><span id="L-98"><a href="#L-98"><span class="linenos"> 98</span></a> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">predicates</span><span class="p">:</span>
</span><span id="L-99"><a href="#L-99"><span class="linenos"> 99</span></a> <span class="n">a_tables</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
</span><span id="L-100"><a href="#L-100"><span class="linenos">100</span></a>
</span><span id="L-101"><a href="#L-101"><span class="linenos">101</span></a> <span class="k">for</span> <span class="n">b</span> <span class="ow">in</span> <span class="n">predicates</span><span class="p">:</span>
</span><span id="L-102"><a href="#L-102"><span class="linenos">102</span></a> <span class="n">a_tables</span> <span class="o">&amp;=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">b</span><span class="p">)</span>
</span><span id="L-103"><a href="#L-103"><span class="linenos">103</span></a>
</span><span id="L-104"><a href="#L-104"><span class="linenos">104</span></a> <span class="n">pushdown_tables</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">a_tables</span><span class="p">)</span>
</span><span id="L-105"><a href="#L-105"><span class="linenos">105</span></a>
</span><span id="L-106"><a href="#L-106"><span class="linenos">106</span></a> <span class="n">conditions</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="L-84"><a href="#L-84"><span class="linenos"> 84</span></a> <span class="n">inner_predicate</span> <span class="o">=</span> <span class="n">replace_aliases</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">predicate</span><span class="p">)</span>
</span><span id="L-85"><a href="#L-85"><span class="linenos"> 85</span></a> <span class="k">if</span> <span class="n">find_in_scope</span><span class="p">(</span><span class="n">inner_predicate</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">AggFunc</span><span class="p">):</span>
</span><span id="L-86"><a href="#L-86"><span class="linenos"> 86</span></a> <span class="n">node</span><span class="o">.</span><span class="n">having</span><span class="p">(</span><span class="n">inner_predicate</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-87"><a href="#L-87"><span class="linenos"> 87</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-88"><a href="#L-88"><span class="linenos"> 88</span></a> <span class="n">node</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">inner_predicate</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-89"><a href="#L-89"><span class="linenos"> 89</span></a>
</span><span id="L-90"><a href="#L-90"><span class="linenos"> 90</span></a>
</span><span id="L-91"><a href="#L-91"><span class="linenos"> 91</span></a><span class="k">def</span> <span class="nf">pushdown_dnf</span><span class="p">(</span><span class="n">predicates</span><span class="p">,</span> <span class="n">scope</span><span class="p">,</span> <span class="n">scope_ref_count</span><span class="p">):</span>
</span><span id="L-92"><a href="#L-92"><span class="linenos"> 92</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-93"><a href="#L-93"><span class="linenos"> 93</span></a><span class="sd"> If the predicates are in DNF form, we can only push down conditions that are in all blocks.</span>
</span><span id="L-94"><a href="#L-94"><span class="linenos"> 94</span></a><span class="sd"> Additionally, we can&#39;t remove predicates from their original form.</span>
</span><span id="L-95"><a href="#L-95"><span class="linenos"> 95</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-96"><a href="#L-96"><span class="linenos"> 96</span></a> <span class="c1"># find all the tables that can be pushdown too</span>
</span><span id="L-97"><a href="#L-97"><span class="linenos"> 97</span></a> <span class="c1"># these are tables that are referenced in all blocks of a DNF</span>
</span><span id="L-98"><a href="#L-98"><span class="linenos"> 98</span></a> <span class="c1"># (a.x AND b.x) OR (a.y AND c.y)</span>
</span><span id="L-99"><a href="#L-99"><span class="linenos"> 99</span></a> <span class="c1"># only table a can be push down</span>
</span><span id="L-100"><a href="#L-100"><span class="linenos">100</span></a> <span class="n">pushdown_tables</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
</span><span id="L-101"><a href="#L-101"><span class="linenos">101</span></a>
</span><span id="L-102"><a href="#L-102"><span class="linenos">102</span></a> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">predicates</span><span class="p">:</span>
</span><span id="L-103"><a href="#L-103"><span class="linenos">103</span></a> <span class="n">a_tables</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
</span><span id="L-104"><a href="#L-104"><span class="linenos">104</span></a>
</span><span id="L-105"><a href="#L-105"><span class="linenos">105</span></a> <span class="k">for</span> <span class="n">b</span> <span class="ow">in</span> <span class="n">predicates</span><span class="p">:</span>
</span><span id="L-106"><a href="#L-106"><span class="linenos">106</span></a> <span class="n">a_tables</span> <span class="o">&amp;=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">b</span><span class="p">)</span>
</span><span id="L-107"><a href="#L-107"><span class="linenos">107</span></a>
</span><span id="L-108"><a href="#L-108"><span class="linenos">108</span></a> <span class="c1"># for every pushdown table, find all related conditions in all predicates</span>
</span><span id="L-109"><a href="#L-109"><span class="linenos">109</span></a> <span class="c1"># combine them with ORS</span>
</span><span id="L-110"><a href="#L-110"><span class="linenos">110</span></a> <span class="c1"># (a.x AND and a.y AND b.x) OR (a.z AND c.y) -&gt; (a.x AND a.y) OR (a.z)</span>
</span><span id="L-111"><a href="#L-111"><span class="linenos">111</span></a> <span class="k">for</span> <span class="n">table</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">pushdown_tables</span><span class="p">):</span>
</span><span id="L-112"><a href="#L-112"><span class="linenos">112</span></a> <span class="k">for</span> <span class="n">predicate</span> <span class="ow">in</span> <span class="n">predicates</span><span class="p">:</span>
</span><span id="L-113"><a href="#L-113"><span class="linenos">113</span></a> <span class="n">nodes</span> <span class="o">=</span> <span class="n">nodes_for_predicate</span><span class="p">(</span><span class="n">predicate</span><span class="p">,</span> <span class="n">scope</span><span class="p">,</span> <span class="n">scope_ref_count</span><span class="p">)</span>
</span><span id="L-114"><a href="#L-114"><span class="linenos">114</span></a>
</span><span id="L-115"><a href="#L-115"><span class="linenos">115</span></a> <span class="k">if</span> <span class="n">table</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">nodes</span><span class="p">:</span>
</span><span id="L-116"><a href="#L-116"><span class="linenos">116</span></a> <span class="k">continue</span>
</span><span id="L-117"><a href="#L-117"><span class="linenos">117</span></a>
</span><span id="L-118"><a href="#L-118"><span class="linenos">118</span></a> <span class="n">predicate_condition</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="L-119"><a href="#L-119"><span class="linenos">119</span></a>
</span><span id="L-120"><a href="#L-120"><span class="linenos">120</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">predicate</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span>
</span><span id="L-121"><a href="#L-121"><span class="linenos">121</span></a> <span class="k">if</span> <span class="n">column</span><span class="o">.</span><span class="n">table</span> <span class="o">==</span> <span class="n">table</span><span class="p">:</span>
</span><span id="L-122"><a href="#L-122"><span class="linenos">122</span></a> <span class="n">condition</span> <span class="o">=</span> <span class="n">column</span><span class="o">.</span><span class="n">find_ancestor</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Condition</span><span class="p">)</span>
</span><span id="L-123"><a href="#L-123"><span class="linenos">123</span></a> <span class="n">predicate_condition</span> <span class="o">=</span> <span class="p">(</span>
</span><span id="L-124"><a href="#L-124"><span class="linenos">124</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">and_</span><span class="p">(</span><span class="n">predicate_condition</span><span class="p">,</span> <span class="n">condition</span><span class="p">)</span>
</span><span id="L-125"><a href="#L-125"><span class="linenos">125</span></a> <span class="k">if</span> <span class="n">predicate_condition</span>
</span><span id="L-126"><a href="#L-126"><span class="linenos">126</span></a> <span class="k">else</span> <span class="n">condition</span>
</span><span id="L-127"><a href="#L-127"><span class="linenos">127</span></a> <span class="p">)</span>
</span><span id="L-128"><a href="#L-128"><span class="linenos">128</span></a>
</span><span id="L-129"><a href="#L-129"><span class="linenos">129</span></a> <span class="k">if</span> <span class="n">predicate_condition</span><span class="p">:</span>
</span><span id="L-130"><a href="#L-130"><span class="linenos">130</span></a> <span class="n">conditions</span><span class="p">[</span><span class="n">table</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span>
</span><span id="L-131"><a href="#L-131"><span class="linenos">131</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">or_</span><span class="p">(</span><span class="n">conditions</span><span class="p">[</span><span class="n">table</span><span class="p">],</span> <span class="n">predicate_condition</span><span class="p">)</span>
</span><span id="L-132"><a href="#L-132"><span class="linenos">132</span></a> <span class="k">if</span> <span class="n">table</span> <span class="ow">in</span> <span class="n">conditions</span>
</span><span id="L-133"><a href="#L-133"><span class="linenos">133</span></a> <span class="k">else</span> <span class="n">predicate_condition</span>
</span><span id="L-134"><a href="#L-134"><span class="linenos">134</span></a> <span class="p">)</span>
</span><span id="L-135"><a href="#L-135"><span class="linenos">135</span></a>
</span><span id="L-136"><a href="#L-136"><span class="linenos">136</span></a> <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">nodes</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
</span><span id="L-137"><a href="#L-137"><span class="linenos">137</span></a> <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">conditions</span><span class="p">:</span>
</span><span id="L-138"><a href="#L-138"><span class="linenos">138</span></a> <span class="k">continue</span>
</span><span id="L-108"><a href="#L-108"><span class="linenos">108</span></a> <span class="n">pushdown_tables</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">a_tables</span><span class="p">)</span>
</span><span id="L-109"><a href="#L-109"><span class="linenos">109</span></a>
</span><span id="L-110"><a href="#L-110"><span class="linenos">110</span></a> <span class="n">conditions</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="L-111"><a href="#L-111"><span class="linenos">111</span></a>
</span><span id="L-112"><a href="#L-112"><span class="linenos">112</span></a> <span class="c1"># for every pushdown table, find all related conditions in all predicates</span>
</span><span id="L-113"><a href="#L-113"><span class="linenos">113</span></a> <span class="c1"># combine them with ORS</span>
</span><span id="L-114"><a href="#L-114"><span class="linenos">114</span></a> <span class="c1"># (a.x AND and a.y AND b.x) OR (a.z AND c.y) -&gt; (a.x AND a.y) OR (a.z)</span>
</span><span id="L-115"><a href="#L-115"><span class="linenos">115</span></a> <span class="k">for</span> <span class="n">table</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">pushdown_tables</span><span class="p">):</span>
</span><span id="L-116"><a href="#L-116"><span class="linenos">116</span></a> <span class="k">for</span> <span class="n">predicate</span> <span class="ow">in</span> <span class="n">predicates</span><span class="p">:</span>
</span><span id="L-117"><a href="#L-117"><span class="linenos">117</span></a> <span class="n">nodes</span> <span class="o">=</span> <span class="n">nodes_for_predicate</span><span class="p">(</span><span class="n">predicate</span><span class="p">,</span> <span class="n">scope</span><span class="p">,</span> <span class="n">scope_ref_count</span><span class="p">)</span>
</span><span id="L-118"><a href="#L-118"><span class="linenos">118</span></a>
</span><span id="L-119"><a href="#L-119"><span class="linenos">119</span></a> <span class="k">if</span> <span class="n">table</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">nodes</span><span class="p">:</span>
</span><span id="L-120"><a href="#L-120"><span class="linenos">120</span></a> <span class="k">continue</span>
</span><span id="L-121"><a href="#L-121"><span class="linenos">121</span></a>
</span><span id="L-122"><a href="#L-122"><span class="linenos">122</span></a> <span class="n">predicate_condition</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="L-123"><a href="#L-123"><span class="linenos">123</span></a>
</span><span id="L-124"><a href="#L-124"><span class="linenos">124</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">predicate</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span>
</span><span id="L-125"><a href="#L-125"><span class="linenos">125</span></a> <span class="k">if</span> <span class="n">column</span><span class="o">.</span><span class="n">table</span> <span class="o">==</span> <span class="n">table</span><span class="p">:</span>
</span><span id="L-126"><a href="#L-126"><span class="linenos">126</span></a> <span class="n">condition</span> <span class="o">=</span> <span class="n">column</span><span class="o">.</span><span class="n">find_ancestor</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Condition</span><span class="p">)</span>
</span><span id="L-127"><a href="#L-127"><span class="linenos">127</span></a> <span class="n">predicate_condition</span> <span class="o">=</span> <span class="p">(</span>
</span><span id="L-128"><a href="#L-128"><span class="linenos">128</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">and_</span><span class="p">(</span><span class="n">predicate_condition</span><span class="p">,</span> <span class="n">condition</span><span class="p">)</span>
</span><span id="L-129"><a href="#L-129"><span class="linenos">129</span></a> <span class="k">if</span> <span class="n">predicate_condition</span>
</span><span id="L-130"><a href="#L-130"><span class="linenos">130</span></a> <span class="k">else</span> <span class="n">condition</span>
</span><span id="L-131"><a href="#L-131"><span class="linenos">131</span></a> <span class="p">)</span>
</span><span id="L-132"><a href="#L-132"><span class="linenos">132</span></a>
</span><span id="L-133"><a href="#L-133"><span class="linenos">133</span></a> <span class="k">if</span> <span class="n">predicate_condition</span><span class="p">:</span>
</span><span id="L-134"><a href="#L-134"><span class="linenos">134</span></a> <span class="n">conditions</span><span class="p">[</span><span class="n">table</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span>
</span><span id="L-135"><a href="#L-135"><span class="linenos">135</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">or_</span><span class="p">(</span><span class="n">conditions</span><span class="p">[</span><span class="n">table</span><span class="p">],</span> <span class="n">predicate_condition</span><span class="p">)</span>
</span><span id="L-136"><a href="#L-136"><span class="linenos">136</span></a> <span class="k">if</span> <span class="n">table</span> <span class="ow">in</span> <span class="n">conditions</span>
</span><span id="L-137"><a href="#L-137"><span class="linenos">137</span></a> <span class="k">else</span> <span class="n">predicate_condition</span>
</span><span id="L-138"><a href="#L-138"><span class="linenos">138</span></a> <span class="p">)</span>
</span><span id="L-139"><a href="#L-139"><span class="linenos">139</span></a>
</span><span id="L-140"><a href="#L-140"><span class="linenos">140</span></a> <span class="n">predicate</span> <span class="o">=</span> <span class="n">conditions</span><span class="p">[</span><span class="n">name</span><span class="p">]</span>
</span><span id="L-141"><a href="#L-141"><span class="linenos">141</span></a>
</span><span id="L-142"><a href="#L-142"><span class="linenos">142</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">):</span>
</span><span id="L-143"><a href="#L-143"><span class="linenos">143</span></a> <span class="n">node</span><span class="o">.</span><span class="n">on</span><span class="p">(</span><span class="n">predicate</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-144"><a href="#L-144"><span class="linenos">144</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="L-145"><a href="#L-145"><span class="linenos">145</span></a> <span class="n">node</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">replace_aliases</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">predicate</span><span class="p">),</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-146"><a href="#L-146"><span class="linenos">146</span></a>
</span><span id="L-147"><a href="#L-147"><span class="linenos">147</span></a>
</span><span id="L-148"><a href="#L-148"><span class="linenos">148</span></a><span class="k">def</span> <span class="nf">nodes_for_predicate</span><span class="p">(</span><span class="n">predicate</span><span class="p">,</span> <span class="n">sources</span><span class="p">,</span> <span class="n">scope_ref_count</span><span class="p">):</span>
</span><span id="L-149"><a href="#L-149"><span class="linenos">149</span></a> <span class="n">nodes</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="L-150"><a href="#L-150"><span class="linenos">150</span></a> <span class="n">tables</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">predicate</span><span class="p">)</span>
</span><span id="L-151"><a href="#L-151"><span class="linenos">151</span></a> <span class="n">where_condition</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">predicate</span><span class="o">.</span><span class="n">find_ancestor</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Where</span><span class="p">),</span> <span class="n">exp</span><span class="o">.</span><span class="n">Where</span><span class="p">)</span>
</span><span id="L-152"><a href="#L-152"><span class="linenos">152</span></a>
</span><span id="L-153"><a href="#L-153"><span class="linenos">153</span></a> <span class="k">for</span> <span class="n">table</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tables</span><span class="p">):</span>
</span><span id="L-154"><a href="#L-154"><span class="linenos">154</span></a> <span class="n">node</span><span class="p">,</span> <span class="n">source</span> <span class="o">=</span> <span class="n">sources</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">table</span><span class="p">)</span> <span class="ow">or</span> <span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="L-140"><a href="#L-140"><span class="linenos">140</span></a> <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">nodes</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
</span><span id="L-141"><a href="#L-141"><span class="linenos">141</span></a> <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">conditions</span><span class="p">:</span>
</span><span id="L-142"><a href="#L-142"><span class="linenos">142</span></a> <span class="k">continue</span>
</span><span id="L-143"><a href="#L-143"><span class="linenos">143</span></a>
</span><span id="L-144"><a href="#L-144"><span class="linenos">144</span></a> <span class="n">predicate</span> <span class="o">=</span> <span class="n">conditions</span><span class="p">[</span><span class="n">name</span><span class="p">]</span>
</span><span id="L-145"><a href="#L-145"><span class="linenos">145</span></a>
</span><span id="L-146"><a href="#L-146"><span class="linenos">146</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">):</span>
</span><span id="L-147"><a href="#L-147"><span class="linenos">147</span></a> <span class="n">node</span><span class="o">.</span><span class="n">on</span><span class="p">(</span><span class="n">predicate</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-148"><a href="#L-148"><span class="linenos">148</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="L-149"><a href="#L-149"><span class="linenos">149</span></a> <span class="n">inner_predicate</span> <span class="o">=</span> <span class="n">replace_aliases</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">predicate</span><span class="p">)</span>
</span><span id="L-150"><a href="#L-150"><span class="linenos">150</span></a> <span class="k">if</span> <span class="n">find_in_scope</span><span class="p">(</span><span class="n">inner_predicate</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">AggFunc</span><span class="p">):</span>
</span><span id="L-151"><a href="#L-151"><span class="linenos">151</span></a> <span class="n">node</span><span class="o">.</span><span class="n">having</span><span class="p">(</span><span class="n">inner_predicate</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-152"><a href="#L-152"><span class="linenos">152</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-153"><a href="#L-153"><span class="linenos">153</span></a> <span class="n">node</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">inner_predicate</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-154"><a href="#L-154"><span class="linenos">154</span></a>
</span><span id="L-155"><a href="#L-155"><span class="linenos">155</span></a>
</span><span id="L-156"><a href="#L-156"><span class="linenos">156</span></a> <span class="c1"># if the predicate is in a where statement we can try to push it down</span>
</span><span id="L-157"><a href="#L-157"><span class="linenos">157</span></a> <span class="c1"># we want to find the root join or from statement</span>
</span><span id="L-158"><a href="#L-158"><span class="linenos">158</span></a> <span class="k">if</span> <span class="n">node</span> <span class="ow">and</span> <span class="n">where_condition</span><span class="p">:</span>
</span><span id="L-159"><a href="#L-159"><span class="linenos">159</span></a> <span class="n">node</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">find_ancestor</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">From</span><span class="p">)</span>
</span><span id="L-156"><a href="#L-156"><span class="linenos">156</span></a><span class="k">def</span> <span class="nf">nodes_for_predicate</span><span class="p">(</span><span class="n">predicate</span><span class="p">,</span> <span class="n">sources</span><span class="p">,</span> <span class="n">scope_ref_count</span><span class="p">):</span>
</span><span id="L-157"><a href="#L-157"><span class="linenos">157</span></a> <span class="n">nodes</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="L-158"><a href="#L-158"><span class="linenos">158</span></a> <span class="n">tables</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">predicate</span><span class="p">)</span>
</span><span id="L-159"><a href="#L-159"><span class="linenos">159</span></a> <span class="n">where_condition</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">predicate</span><span class="o">.</span><span class="n">find_ancestor</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Where</span><span class="p">),</span> <span class="n">exp</span><span class="o">.</span><span class="n">Where</span><span class="p">)</span>
</span><span id="L-160"><a href="#L-160"><span class="linenos">160</span></a>
</span><span id="L-161"><a href="#L-161"><span class="linenos">161</span></a> <span class="c1"># a node can reference a CTE which should be pushed down</span>
</span><span id="L-162"><a href="#L-162"><span class="linenos">162</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">From</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">source</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Table</span><span class="p">):</span>
</span><span id="L-163"><a href="#L-163"><span class="linenos">163</span></a> <span class="n">with_</span> <span class="o">=</span> <span class="n">source</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;with&quot;</span><span class="p">)</span>
</span><span id="L-164"><a href="#L-164"><span class="linenos">164</span></a> <span class="k">if</span> <span class="n">with_</span> <span class="ow">and</span> <span class="n">with_</span><span class="o">.</span><span class="n">recursive</span><span class="p">:</span>
</span><span id="L-165"><a href="#L-165"><span class="linenos">165</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="L-166"><a href="#L-166"><span class="linenos">166</span></a> <span class="n">node</span> <span class="o">=</span> <span class="n">source</span><span class="o">.</span><span class="n">expression</span>
</span><span id="L-167"><a href="#L-167"><span class="linenos">167</span></a>
</span><span id="L-168"><a href="#L-168"><span class="linenos">168</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">):</span>
</span><span id="L-169"><a href="#L-169"><span class="linenos">169</span></a> <span class="k">if</span> <span class="n">node</span><span class="o">.</span><span class="n">side</span> <span class="ow">and</span> <span class="n">node</span><span class="o">.</span><span class="n">side</span> <span class="o">!=</span> <span class="s2">&quot;RIGHT&quot;</span><span class="p">:</span>
</span><span id="L-170"><a href="#L-170"><span class="linenos">170</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="L-171"><a href="#L-171"><span class="linenos">171</span></a> <span class="n">nodes</span><span class="p">[</span><span class="n">table</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
</span><span id="L-172"><a href="#L-172"><span class="linenos">172</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">tables</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
</span><span id="L-173"><a href="#L-173"><span class="linenos">173</span></a> <span class="c1"># We can&#39;t push down window expressions</span>
</span><span id="L-174"><a href="#L-174"><span class="linenos">174</span></a> <span class="n">has_window_expression</span> <span class="o">=</span> <span class="nb">any</span><span class="p">(</span>
</span><span id="L-175"><a href="#L-175"><span class="linenos">175</span></a> <span class="n">select</span> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">selects</span> <span class="k">if</span> <span class="n">select</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Window</span><span class="p">)</span>
</span><span id="L-176"><a href="#L-176"><span class="linenos">176</span></a> <span class="p">)</span>
</span><span id="L-177"><a href="#L-177"><span class="linenos">177</span></a> <span class="c1"># we can&#39;t push down predicates to select statements if they are referenced in</span>
</span><span id="L-178"><a href="#L-178"><span class="linenos">178</span></a> <span class="c1"># multiple places.</span>
</span><span id="L-179"><a href="#L-179"><span class="linenos">179</span></a> <span class="k">if</span> <span class="p">(</span>
</span><span id="L-180"><a href="#L-180"><span class="linenos">180</span></a> <span class="ow">not</span> <span class="n">node</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;group&quot;</span><span class="p">)</span>
</span><span id="L-181"><a href="#L-181"><span class="linenos">181</span></a> <span class="ow">and</span> <span class="n">scope_ref_count</span><span class="p">[</span><span class="nb">id</span><span class="p">(</span><span class="n">source</span><span class="p">)]</span> <span class="o">&lt;</span> <span class="mi">2</span>
</span><span id="L-182"><a href="#L-182"><span class="linenos">182</span></a> <span class="ow">and</span> <span class="ow">not</span> <span class="n">has_window_expression</span>
</span><span id="L-183"><a href="#L-183"><span class="linenos">183</span></a> <span class="p">):</span>
</span><span id="L-184"><a href="#L-184"><span class="linenos">184</span></a> <span class="n">nodes</span><span class="p">[</span><span class="n">table</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
</span><span id="L-185"><a href="#L-185"><span class="linenos">185</span></a> <span class="k">return</span> <span class="n">nodes</span>
</span><span id="L-186"><a href="#L-186"><span class="linenos">186</span></a>
</span><span id="L-187"><a href="#L-187"><span class="linenos">187</span></a>
</span><span id="L-188"><a href="#L-188"><span class="linenos">188</span></a><span class="k">def</span> <span class="nf">replace_aliases</span><span class="p">(</span><span class="n">source</span><span class="p">,</span> <span class="n">predicate</span><span class="p">):</span>
</span><span id="L-189"><a href="#L-189"><span class="linenos">189</span></a> <span class="n">aliases</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="L-190"><a href="#L-190"><span class="linenos">190</span></a>
</span><span id="L-191"><a href="#L-191"><span class="linenos">191</span></a> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">source</span><span class="o">.</span><span class="n">selects</span><span class="p">:</span>
</span><span id="L-192"><a href="#L-192"><span class="linenos">192</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Alias</span><span class="p">):</span>
</span><span id="L-193"><a href="#L-193"><span class="linenos">193</span></a> <span class="n">aliases</span><span class="p">[</span><span class="n">select</span><span class="o">.</span><span class="n">alias</span><span class="p">]</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-194"><a href="#L-194"><span class="linenos">194</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-195"><a href="#L-195"><span class="linenos">195</span></a> <span class="n">aliases</span><span class="p">[</span><span class="n">select</span><span class="o">.</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">select</span>
</span><span id="L-196"><a href="#L-196"><span class="linenos">196</span></a>
</span><span id="L-197"><a href="#L-197"><span class="linenos">197</span></a> <span class="k">def</span> <span class="nf">_replace_alias</span><span class="p">(</span><span class="n">column</span><span class="p">):</span>
</span><span id="L-198"><a href="#L-198"><span class="linenos">198</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">column</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span> <span class="ow">and</span> <span class="n">column</span><span class="o">.</span><span class="n">name</span> <span class="ow">in</span> <span class="n">aliases</span><span class="p">:</span>
</span><span id="L-199"><a href="#L-199"><span class="linenos">199</span></a> <span class="k">return</span> <span class="n">aliases</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
</span><span id="L-200"><a href="#L-200"><span class="linenos">200</span></a> <span class="k">return</span> <span class="n">column</span>
</span><span id="L-201"><a href="#L-201"><span class="linenos">201</span></a>
</span><span id="L-202"><a href="#L-202"><span class="linenos">202</span></a> <span class="k">return</span> <span class="n">predicate</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">_replace_alias</span><span class="p">)</span>
</span><span id="L-161"><a href="#L-161"><span class="linenos">161</span></a> <span class="k">for</span> <span class="n">table</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tables</span><span class="p">):</span>
</span><span id="L-162"><a href="#L-162"><span class="linenos">162</span></a> <span class="n">node</span><span class="p">,</span> <span class="n">source</span> <span class="o">=</span> <span class="n">sources</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">table</span><span class="p">)</span> <span class="ow">or</span> <span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="L-163"><a href="#L-163"><span class="linenos">163</span></a>
</span><span id="L-164"><a href="#L-164"><span class="linenos">164</span></a> <span class="c1"># if the predicate is in a where statement we can try to push it down</span>
</span><span id="L-165"><a href="#L-165"><span class="linenos">165</span></a> <span class="c1"># we want to find the root join or from statement</span>
</span><span id="L-166"><a href="#L-166"><span class="linenos">166</span></a> <span class="k">if</span> <span class="n">node</span> <span class="ow">and</span> <span class="n">where_condition</span><span class="p">:</span>
</span><span id="L-167"><a href="#L-167"><span class="linenos">167</span></a> <span class="n">node</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">find_ancestor</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">From</span><span class="p">)</span>
</span><span id="L-168"><a href="#L-168"><span class="linenos">168</span></a>
</span><span id="L-169"><a href="#L-169"><span class="linenos">169</span></a> <span class="c1"># a node can reference a CTE which should be pushed down</span>
</span><span id="L-170"><a href="#L-170"><span class="linenos">170</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">From</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">source</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Table</span><span class="p">):</span>
</span><span id="L-171"><a href="#L-171"><span class="linenos">171</span></a> <span class="n">with_</span> <span class="o">=</span> <span class="n">source</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;with&quot;</span><span class="p">)</span>
</span><span id="L-172"><a href="#L-172"><span class="linenos">172</span></a> <span class="k">if</span> <span class="n">with_</span> <span class="ow">and</span> <span class="n">with_</span><span class="o">.</span><span class="n">recursive</span><span class="p">:</span>
</span><span id="L-173"><a href="#L-173"><span class="linenos">173</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="L-174"><a href="#L-174"><span class="linenos">174</span></a> <span class="n">node</span> <span class="o">=</span> <span class="n">source</span><span class="o">.</span><span class="n">expression</span>
</span><span id="L-175"><a href="#L-175"><span class="linenos">175</span></a>
</span><span id="L-176"><a href="#L-176"><span class="linenos">176</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">):</span>
</span><span id="L-177"><a href="#L-177"><span class="linenos">177</span></a> <span class="k">if</span> <span class="n">node</span><span class="o">.</span><span class="n">side</span> <span class="ow">and</span> <span class="n">node</span><span class="o">.</span><span class="n">side</span> <span class="o">!=</span> <span class="s2">&quot;RIGHT&quot;</span><span class="p">:</span>
</span><span id="L-178"><a href="#L-178"><span class="linenos">178</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="L-179"><a href="#L-179"><span class="linenos">179</span></a> <span class="n">nodes</span><span class="p">[</span><span class="n">table</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
</span><span id="L-180"><a href="#L-180"><span class="linenos">180</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">tables</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
</span><span id="L-181"><a href="#L-181"><span class="linenos">181</span></a> <span class="c1"># We can&#39;t push down window expressions</span>
</span><span id="L-182"><a href="#L-182"><span class="linenos">182</span></a> <span class="n">has_window_expression</span> <span class="o">=</span> <span class="nb">any</span><span class="p">(</span>
</span><span id="L-183"><a href="#L-183"><span class="linenos">183</span></a> <span class="n">select</span> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">selects</span> <span class="k">if</span> <span class="n">select</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Window</span><span class="p">)</span>
</span><span id="L-184"><a href="#L-184"><span class="linenos">184</span></a> <span class="p">)</span>
</span><span id="L-185"><a href="#L-185"><span class="linenos">185</span></a> <span class="c1"># we can&#39;t push down predicates to select statements if they are referenced in</span>
</span><span id="L-186"><a href="#L-186"><span class="linenos">186</span></a> <span class="c1"># multiple places.</span>
</span><span id="L-187"><a href="#L-187"><span class="linenos">187</span></a> <span class="k">if</span> <span class="p">(</span>
</span><span id="L-188"><a href="#L-188"><span class="linenos">188</span></a> <span class="ow">not</span> <span class="n">node</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;group&quot;</span><span class="p">)</span>
</span><span id="L-189"><a href="#L-189"><span class="linenos">189</span></a> <span class="ow">and</span> <span class="n">scope_ref_count</span><span class="p">[</span><span class="nb">id</span><span class="p">(</span><span class="n">source</span><span class="p">)]</span> <span class="o">&lt;</span> <span class="mi">2</span>
</span><span id="L-190"><a href="#L-190"><span class="linenos">190</span></a> <span class="ow">and</span> <span class="ow">not</span> <span class="n">has_window_expression</span>
</span><span id="L-191"><a href="#L-191"><span class="linenos">191</span></a> <span class="p">):</span>
</span><span id="L-192"><a href="#L-192"><span class="linenos">192</span></a> <span class="n">nodes</span><span class="p">[</span><span class="n">table</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
</span><span id="L-193"><a href="#L-193"><span class="linenos">193</span></a> <span class="k">return</span> <span class="n">nodes</span>
</span><span id="L-194"><a href="#L-194"><span class="linenos">194</span></a>
</span><span id="L-195"><a href="#L-195"><span class="linenos">195</span></a>
</span><span id="L-196"><a href="#L-196"><span class="linenos">196</span></a><span class="k">def</span> <span class="nf">replace_aliases</span><span class="p">(</span><span class="n">source</span><span class="p">,</span> <span class="n">predicate</span><span class="p">):</span>
</span><span id="L-197"><a href="#L-197"><span class="linenos">197</span></a> <span class="n">aliases</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="L-198"><a href="#L-198"><span class="linenos">198</span></a>
</span><span id="L-199"><a href="#L-199"><span class="linenos">199</span></a> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">source</span><span class="o">.</span><span class="n">selects</span><span class="p">:</span>
</span><span id="L-200"><a href="#L-200"><span class="linenos">200</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Alias</span><span class="p">):</span>
</span><span id="L-201"><a href="#L-201"><span class="linenos">201</span></a> <span class="n">aliases</span><span class="p">[</span><span class="n">select</span><span class="o">.</span><span class="n">alias</span><span class="p">]</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-202"><a href="#L-202"><span class="linenos">202</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-203"><a href="#L-203"><span class="linenos">203</span></a> <span class="n">aliases</span><span class="p">[</span><span class="n">select</span><span class="o">.</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">select</span>
</span><span id="L-204"><a href="#L-204"><span class="linenos">204</span></a>
</span><span id="L-205"><a href="#L-205"><span class="linenos">205</span></a> <span class="k">def</span> <span class="nf">_replace_alias</span><span class="p">(</span><span class="n">column</span><span class="p">):</span>
</span><span id="L-206"><a href="#L-206"><span class="linenos">206</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">column</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span> <span class="ow">and</span> <span class="n">column</span><span class="o">.</span><span class="n">name</span> <span class="ow">in</span> <span class="n">aliases</span><span class="p">:</span>
</span><span id="L-207"><a href="#L-207"><span class="linenos">207</span></a> <span class="k">return</span> <span class="n">aliases</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
</span><span id="L-208"><a href="#L-208"><span class="linenos">208</span></a> <span class="k">return</span> <span class="n">column</span>
</span><span id="L-209"><a href="#L-209"><span class="linenos">209</span></a>
</span><span id="L-210"><a href="#L-210"><span class="linenos">210</span></a> <span class="k">return</span> <span class="n">predicate</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">_replace_alias</span><span class="p">)</span>
</span></pre></div>
@ -422,7 +430,11 @@
</span><span id="pushdown_cnf-82"><a href="#pushdown_cnf-82"><span class="linenos">82</span></a> <span class="k">break</span>
</span><span id="pushdown_cnf-83"><a href="#pushdown_cnf-83"><span class="linenos">83</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="pushdown_cnf-84"><a href="#pushdown_cnf-84"><span class="linenos">84</span></a> <span class="n">predicate</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">true</span><span class="p">())</span>
</span><span id="pushdown_cnf-85"><a href="#pushdown_cnf-85"><span class="linenos">85</span></a> <span class="n">node</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">replace_aliases</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">predicate</span><span class="p">),</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="pushdown_cnf-85"><a href="#pushdown_cnf-85"><span class="linenos">85</span></a> <span class="n">inner_predicate</span> <span class="o">=</span> <span class="n">replace_aliases</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">predicate</span><span class="p">)</span>
</span><span id="pushdown_cnf-86"><a href="#pushdown_cnf-86"><span class="linenos">86</span></a> <span class="k">if</span> <span class="n">find_in_scope</span><span class="p">(</span><span class="n">inner_predicate</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">AggFunc</span><span class="p">):</span>
</span><span id="pushdown_cnf-87"><a href="#pushdown_cnf-87"><span class="linenos">87</span></a> <span class="n">node</span><span class="o">.</span><span class="n">having</span><span class="p">(</span><span class="n">inner_predicate</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="pushdown_cnf-88"><a href="#pushdown_cnf-88"><span class="linenos">88</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="pushdown_cnf-89"><a href="#pushdown_cnf-89"><span class="linenos">89</span></a> <span class="n">node</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">inner_predicate</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span></pre></div>
@ -442,65 +454,69 @@
</div>
<a class="headerlink" href="#pushdown_dnf"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="pushdown_dnf-88"><a href="#pushdown_dnf-88"><span class="linenos"> 88</span></a><span class="k">def</span> <span class="nf">pushdown_dnf</span><span class="p">(</span><span class="n">predicates</span><span class="p">,</span> <span class="n">scope</span><span class="p">,</span> <span class="n">scope_ref_count</span><span class="p">):</span>
</span><span id="pushdown_dnf-89"><a href="#pushdown_dnf-89"><span class="linenos"> 89</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="pushdown_dnf-90"><a href="#pushdown_dnf-90"><span class="linenos"> 90</span></a><span class="sd"> If the predicates are in DNF form, we can only push down conditions that are in all blocks.</span>
</span><span id="pushdown_dnf-91"><a href="#pushdown_dnf-91"><span class="linenos"> 91</span></a><span class="sd"> Additionally, we can&#39;t remove predicates from their original form.</span>
</span><span id="pushdown_dnf-92"><a href="#pushdown_dnf-92"><span class="linenos"> 92</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="pushdown_dnf-93"><a href="#pushdown_dnf-93"><span class="linenos"> 93</span></a> <span class="c1"># find all the tables that can be pushdown too</span>
</span><span id="pushdown_dnf-94"><a href="#pushdown_dnf-94"><span class="linenos"> 94</span></a> <span class="c1"># these are tables that are referenced in all blocks of a DNF</span>
</span><span id="pushdown_dnf-95"><a href="#pushdown_dnf-95"><span class="linenos"> 95</span></a> <span class="c1"># (a.x AND b.x) OR (a.y AND c.y)</span>
</span><span id="pushdown_dnf-96"><a href="#pushdown_dnf-96"><span class="linenos"> 96</span></a> <span class="c1"># only table a can be push down</span>
</span><span id="pushdown_dnf-97"><a href="#pushdown_dnf-97"><span class="linenos"> 97</span></a> <span class="n">pushdown_tables</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
</span><span id="pushdown_dnf-98"><a href="#pushdown_dnf-98"><span class="linenos"> 98</span></a>
</span><span id="pushdown_dnf-99"><a href="#pushdown_dnf-99"><span class="linenos"> 99</span></a> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">predicates</span><span class="p">:</span>
</span><span id="pushdown_dnf-100"><a href="#pushdown_dnf-100"><span class="linenos">100</span></a> <span class="n">a_tables</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
</span><span id="pushdown_dnf-101"><a href="#pushdown_dnf-101"><span class="linenos">101</span></a>
</span><span id="pushdown_dnf-102"><a href="#pushdown_dnf-102"><span class="linenos">102</span></a> <span class="k">for</span> <span class="n">b</span> <span class="ow">in</span> <span class="n">predicates</span><span class="p">:</span>
</span><span id="pushdown_dnf-103"><a href="#pushdown_dnf-103"><span class="linenos">103</span></a> <span class="n">a_tables</span> <span class="o">&amp;=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">b</span><span class="p">)</span>
</span><span id="pushdown_dnf-104"><a href="#pushdown_dnf-104"><span class="linenos">104</span></a>
</span><span id="pushdown_dnf-105"><a href="#pushdown_dnf-105"><span class="linenos">105</span></a> <span class="n">pushdown_tables</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">a_tables</span><span class="p">)</span>
</span><span id="pushdown_dnf-106"><a href="#pushdown_dnf-106"><span class="linenos">106</span></a>
</span><span id="pushdown_dnf-107"><a href="#pushdown_dnf-107"><span class="linenos">107</span></a> <span class="n">conditions</span> <span class="o">=</span> <span class="p">{}</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="pushdown_dnf-92"><a href="#pushdown_dnf-92"><span class="linenos"> 92</span></a><span class="k">def</span> <span class="nf">pushdown_dnf</span><span class="p">(</span><span class="n">predicates</span><span class="p">,</span> <span class="n">scope</span><span class="p">,</span> <span class="n">scope_ref_count</span><span class="p">):</span>
</span><span id="pushdown_dnf-93"><a href="#pushdown_dnf-93"><span class="linenos"> 93</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="pushdown_dnf-94"><a href="#pushdown_dnf-94"><span class="linenos"> 94</span></a><span class="sd"> If the predicates are in DNF form, we can only push down conditions that are in all blocks.</span>
</span><span id="pushdown_dnf-95"><a href="#pushdown_dnf-95"><span class="linenos"> 95</span></a><span class="sd"> Additionally, we can&#39;t remove predicates from their original form.</span>
</span><span id="pushdown_dnf-96"><a href="#pushdown_dnf-96"><span class="linenos"> 96</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="pushdown_dnf-97"><a href="#pushdown_dnf-97"><span class="linenos"> 97</span></a> <span class="c1"># find all the tables that can be pushdown too</span>
</span><span id="pushdown_dnf-98"><a href="#pushdown_dnf-98"><span class="linenos"> 98</span></a> <span class="c1"># these are tables that are referenced in all blocks of a DNF</span>
</span><span id="pushdown_dnf-99"><a href="#pushdown_dnf-99"><span class="linenos"> 99</span></a> <span class="c1"># (a.x AND b.x) OR (a.y AND c.y)</span>
</span><span id="pushdown_dnf-100"><a href="#pushdown_dnf-100"><span class="linenos">100</span></a> <span class="c1"># only table a can be push down</span>
</span><span id="pushdown_dnf-101"><a href="#pushdown_dnf-101"><span class="linenos">101</span></a> <span class="n">pushdown_tables</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
</span><span id="pushdown_dnf-102"><a href="#pushdown_dnf-102"><span class="linenos">102</span></a>
</span><span id="pushdown_dnf-103"><a href="#pushdown_dnf-103"><span class="linenos">103</span></a> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">predicates</span><span class="p">:</span>
</span><span id="pushdown_dnf-104"><a href="#pushdown_dnf-104"><span class="linenos">104</span></a> <span class="n">a_tables</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">a</span><span class="p">)</span>
</span><span id="pushdown_dnf-105"><a href="#pushdown_dnf-105"><span class="linenos">105</span></a>
</span><span id="pushdown_dnf-106"><a href="#pushdown_dnf-106"><span class="linenos">106</span></a> <span class="k">for</span> <span class="n">b</span> <span class="ow">in</span> <span class="n">predicates</span><span class="p">:</span>
</span><span id="pushdown_dnf-107"><a href="#pushdown_dnf-107"><span class="linenos">107</span></a> <span class="n">a_tables</span> <span class="o">&amp;=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">b</span><span class="p">)</span>
</span><span id="pushdown_dnf-108"><a href="#pushdown_dnf-108"><span class="linenos">108</span></a>
</span><span id="pushdown_dnf-109"><a href="#pushdown_dnf-109"><span class="linenos">109</span></a> <span class="c1"># for every pushdown table, find all related conditions in all predicates</span>
</span><span id="pushdown_dnf-110"><a href="#pushdown_dnf-110"><span class="linenos">110</span></a> <span class="c1"># combine them with ORS</span>
</span><span id="pushdown_dnf-111"><a href="#pushdown_dnf-111"><span class="linenos">111</span></a> <span class="c1"># (a.x AND and a.y AND b.x) OR (a.z AND c.y) -&gt; (a.x AND a.y) OR (a.z)</span>
</span><span id="pushdown_dnf-112"><a href="#pushdown_dnf-112"><span class="linenos">112</span></a> <span class="k">for</span> <span class="n">table</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">pushdown_tables</span><span class="p">):</span>
</span><span id="pushdown_dnf-113"><a href="#pushdown_dnf-113"><span class="linenos">113</span></a> <span class="k">for</span> <span class="n">predicate</span> <span class="ow">in</span> <span class="n">predicates</span><span class="p">:</span>
</span><span id="pushdown_dnf-114"><a href="#pushdown_dnf-114"><span class="linenos">114</span></a> <span class="n">nodes</span> <span class="o">=</span> <span class="n">nodes_for_predicate</span><span class="p">(</span><span class="n">predicate</span><span class="p">,</span> <span class="n">scope</span><span class="p">,</span> <span class="n">scope_ref_count</span><span class="p">)</span>
</span><span id="pushdown_dnf-115"><a href="#pushdown_dnf-115"><span class="linenos">115</span></a>
</span><span id="pushdown_dnf-116"><a href="#pushdown_dnf-116"><span class="linenos">116</span></a> <span class="k">if</span> <span class="n">table</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">nodes</span><span class="p">:</span>
</span><span id="pushdown_dnf-117"><a href="#pushdown_dnf-117"><span class="linenos">117</span></a> <span class="k">continue</span>
</span><span id="pushdown_dnf-118"><a href="#pushdown_dnf-118"><span class="linenos">118</span></a>
</span><span id="pushdown_dnf-119"><a href="#pushdown_dnf-119"><span class="linenos">119</span></a> <span class="n">predicate_condition</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="pushdown_dnf-120"><a href="#pushdown_dnf-120"><span class="linenos">120</span></a>
</span><span id="pushdown_dnf-121"><a href="#pushdown_dnf-121"><span class="linenos">121</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">predicate</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span>
</span><span id="pushdown_dnf-122"><a href="#pushdown_dnf-122"><span class="linenos">122</span></a> <span class="k">if</span> <span class="n">column</span><span class="o">.</span><span class="n">table</span> <span class="o">==</span> <span class="n">table</span><span class="p">:</span>
</span><span id="pushdown_dnf-123"><a href="#pushdown_dnf-123"><span class="linenos">123</span></a> <span class="n">condition</span> <span class="o">=</span> <span class="n">column</span><span class="o">.</span><span class="n">find_ancestor</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Condition</span><span class="p">)</span>
</span><span id="pushdown_dnf-124"><a href="#pushdown_dnf-124"><span class="linenos">124</span></a> <span class="n">predicate_condition</span> <span class="o">=</span> <span class="p">(</span>
</span><span id="pushdown_dnf-125"><a href="#pushdown_dnf-125"><span class="linenos">125</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">and_</span><span class="p">(</span><span class="n">predicate_condition</span><span class="p">,</span> <span class="n">condition</span><span class="p">)</span>
</span><span id="pushdown_dnf-126"><a href="#pushdown_dnf-126"><span class="linenos">126</span></a> <span class="k">if</span> <span class="n">predicate_condition</span>
</span><span id="pushdown_dnf-127"><a href="#pushdown_dnf-127"><span class="linenos">127</span></a> <span class="k">else</span> <span class="n">condition</span>
</span><span id="pushdown_dnf-128"><a href="#pushdown_dnf-128"><span class="linenos">128</span></a> <span class="p">)</span>
</span><span id="pushdown_dnf-129"><a href="#pushdown_dnf-129"><span class="linenos">129</span></a>
</span><span id="pushdown_dnf-130"><a href="#pushdown_dnf-130"><span class="linenos">130</span></a> <span class="k">if</span> <span class="n">predicate_condition</span><span class="p">:</span>
</span><span id="pushdown_dnf-131"><a href="#pushdown_dnf-131"><span class="linenos">131</span></a> <span class="n">conditions</span><span class="p">[</span><span class="n">table</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span>
</span><span id="pushdown_dnf-132"><a href="#pushdown_dnf-132"><span class="linenos">132</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">or_</span><span class="p">(</span><span class="n">conditions</span><span class="p">[</span><span class="n">table</span><span class="p">],</span> <span class="n">predicate_condition</span><span class="p">)</span>
</span><span id="pushdown_dnf-133"><a href="#pushdown_dnf-133"><span class="linenos">133</span></a> <span class="k">if</span> <span class="n">table</span> <span class="ow">in</span> <span class="n">conditions</span>
</span><span id="pushdown_dnf-134"><a href="#pushdown_dnf-134"><span class="linenos">134</span></a> <span class="k">else</span> <span class="n">predicate_condition</span>
</span><span id="pushdown_dnf-135"><a href="#pushdown_dnf-135"><span class="linenos">135</span></a> <span class="p">)</span>
</span><span id="pushdown_dnf-136"><a href="#pushdown_dnf-136"><span class="linenos">136</span></a>
</span><span id="pushdown_dnf-137"><a href="#pushdown_dnf-137"><span class="linenos">137</span></a> <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">nodes</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
</span><span id="pushdown_dnf-138"><a href="#pushdown_dnf-138"><span class="linenos">138</span></a> <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">conditions</span><span class="p">:</span>
</span><span id="pushdown_dnf-139"><a href="#pushdown_dnf-139"><span class="linenos">139</span></a> <span class="k">continue</span>
</span><span id="pushdown_dnf-109"><a href="#pushdown_dnf-109"><span class="linenos">109</span></a> <span class="n">pushdown_tables</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">a_tables</span><span class="p">)</span>
</span><span id="pushdown_dnf-110"><a href="#pushdown_dnf-110"><span class="linenos">110</span></a>
</span><span id="pushdown_dnf-111"><a href="#pushdown_dnf-111"><span class="linenos">111</span></a> <span class="n">conditions</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="pushdown_dnf-112"><a href="#pushdown_dnf-112"><span class="linenos">112</span></a>
</span><span id="pushdown_dnf-113"><a href="#pushdown_dnf-113"><span class="linenos">113</span></a> <span class="c1"># for every pushdown table, find all related conditions in all predicates</span>
</span><span id="pushdown_dnf-114"><a href="#pushdown_dnf-114"><span class="linenos">114</span></a> <span class="c1"># combine them with ORS</span>
</span><span id="pushdown_dnf-115"><a href="#pushdown_dnf-115"><span class="linenos">115</span></a> <span class="c1"># (a.x AND and a.y AND b.x) OR (a.z AND c.y) -&gt; (a.x AND a.y) OR (a.z)</span>
</span><span id="pushdown_dnf-116"><a href="#pushdown_dnf-116"><span class="linenos">116</span></a> <span class="k">for</span> <span class="n">table</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">pushdown_tables</span><span class="p">):</span>
</span><span id="pushdown_dnf-117"><a href="#pushdown_dnf-117"><span class="linenos">117</span></a> <span class="k">for</span> <span class="n">predicate</span> <span class="ow">in</span> <span class="n">predicates</span><span class="p">:</span>
</span><span id="pushdown_dnf-118"><a href="#pushdown_dnf-118"><span class="linenos">118</span></a> <span class="n">nodes</span> <span class="o">=</span> <span class="n">nodes_for_predicate</span><span class="p">(</span><span class="n">predicate</span><span class="p">,</span> <span class="n">scope</span><span class="p">,</span> <span class="n">scope_ref_count</span><span class="p">)</span>
</span><span id="pushdown_dnf-119"><a href="#pushdown_dnf-119"><span class="linenos">119</span></a>
</span><span id="pushdown_dnf-120"><a href="#pushdown_dnf-120"><span class="linenos">120</span></a> <span class="k">if</span> <span class="n">table</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">nodes</span><span class="p">:</span>
</span><span id="pushdown_dnf-121"><a href="#pushdown_dnf-121"><span class="linenos">121</span></a> <span class="k">continue</span>
</span><span id="pushdown_dnf-122"><a href="#pushdown_dnf-122"><span class="linenos">122</span></a>
</span><span id="pushdown_dnf-123"><a href="#pushdown_dnf-123"><span class="linenos">123</span></a> <span class="n">predicate_condition</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="pushdown_dnf-124"><a href="#pushdown_dnf-124"><span class="linenos">124</span></a>
</span><span id="pushdown_dnf-125"><a href="#pushdown_dnf-125"><span class="linenos">125</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">predicate</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span>
</span><span id="pushdown_dnf-126"><a href="#pushdown_dnf-126"><span class="linenos">126</span></a> <span class="k">if</span> <span class="n">column</span><span class="o">.</span><span class="n">table</span> <span class="o">==</span> <span class="n">table</span><span class="p">:</span>
</span><span id="pushdown_dnf-127"><a href="#pushdown_dnf-127"><span class="linenos">127</span></a> <span class="n">condition</span> <span class="o">=</span> <span class="n">column</span><span class="o">.</span><span class="n">find_ancestor</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Condition</span><span class="p">)</span>
</span><span id="pushdown_dnf-128"><a href="#pushdown_dnf-128"><span class="linenos">128</span></a> <span class="n">predicate_condition</span> <span class="o">=</span> <span class="p">(</span>
</span><span id="pushdown_dnf-129"><a href="#pushdown_dnf-129"><span class="linenos">129</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">and_</span><span class="p">(</span><span class="n">predicate_condition</span><span class="p">,</span> <span class="n">condition</span><span class="p">)</span>
</span><span id="pushdown_dnf-130"><a href="#pushdown_dnf-130"><span class="linenos">130</span></a> <span class="k">if</span> <span class="n">predicate_condition</span>
</span><span id="pushdown_dnf-131"><a href="#pushdown_dnf-131"><span class="linenos">131</span></a> <span class="k">else</span> <span class="n">condition</span>
</span><span id="pushdown_dnf-132"><a href="#pushdown_dnf-132"><span class="linenos">132</span></a> <span class="p">)</span>
</span><span id="pushdown_dnf-133"><a href="#pushdown_dnf-133"><span class="linenos">133</span></a>
</span><span id="pushdown_dnf-134"><a href="#pushdown_dnf-134"><span class="linenos">134</span></a> <span class="k">if</span> <span class="n">predicate_condition</span><span class="p">:</span>
</span><span id="pushdown_dnf-135"><a href="#pushdown_dnf-135"><span class="linenos">135</span></a> <span class="n">conditions</span><span class="p">[</span><span class="n">table</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span>
</span><span id="pushdown_dnf-136"><a href="#pushdown_dnf-136"><span class="linenos">136</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">or_</span><span class="p">(</span><span class="n">conditions</span><span class="p">[</span><span class="n">table</span><span class="p">],</span> <span class="n">predicate_condition</span><span class="p">)</span>
</span><span id="pushdown_dnf-137"><a href="#pushdown_dnf-137"><span class="linenos">137</span></a> <span class="k">if</span> <span class="n">table</span> <span class="ow">in</span> <span class="n">conditions</span>
</span><span id="pushdown_dnf-138"><a href="#pushdown_dnf-138"><span class="linenos">138</span></a> <span class="k">else</span> <span class="n">predicate_condition</span>
</span><span id="pushdown_dnf-139"><a href="#pushdown_dnf-139"><span class="linenos">139</span></a> <span class="p">)</span>
</span><span id="pushdown_dnf-140"><a href="#pushdown_dnf-140"><span class="linenos">140</span></a>
</span><span id="pushdown_dnf-141"><a href="#pushdown_dnf-141"><span class="linenos">141</span></a> <span class="n">predicate</span> <span class="o">=</span> <span class="n">conditions</span><span class="p">[</span><span class="n">name</span><span class="p">]</span>
</span><span id="pushdown_dnf-142"><a href="#pushdown_dnf-142"><span class="linenos">142</span></a>
</span><span id="pushdown_dnf-143"><a href="#pushdown_dnf-143"><span class="linenos">143</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">):</span>
</span><span id="pushdown_dnf-144"><a href="#pushdown_dnf-144"><span class="linenos">144</span></a> <span class="n">node</span><span class="o">.</span><span class="n">on</span><span class="p">(</span><span class="n">predicate</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="pushdown_dnf-145"><a href="#pushdown_dnf-145"><span class="linenos">145</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="pushdown_dnf-146"><a href="#pushdown_dnf-146"><span class="linenos">146</span></a> <span class="n">node</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">replace_aliases</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">predicate</span><span class="p">),</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="pushdown_dnf-141"><a href="#pushdown_dnf-141"><span class="linenos">141</span></a> <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">nodes</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
</span><span id="pushdown_dnf-142"><a href="#pushdown_dnf-142"><span class="linenos">142</span></a> <span class="k">if</span> <span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">conditions</span><span class="p">:</span>
</span><span id="pushdown_dnf-143"><a href="#pushdown_dnf-143"><span class="linenos">143</span></a> <span class="k">continue</span>
</span><span id="pushdown_dnf-144"><a href="#pushdown_dnf-144"><span class="linenos">144</span></a>
</span><span id="pushdown_dnf-145"><a href="#pushdown_dnf-145"><span class="linenos">145</span></a> <span class="n">predicate</span> <span class="o">=</span> <span class="n">conditions</span><span class="p">[</span><span class="n">name</span><span class="p">]</span>
</span><span id="pushdown_dnf-146"><a href="#pushdown_dnf-146"><span class="linenos">146</span></a>
</span><span id="pushdown_dnf-147"><a href="#pushdown_dnf-147"><span class="linenos">147</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">):</span>
</span><span id="pushdown_dnf-148"><a href="#pushdown_dnf-148"><span class="linenos">148</span></a> <span class="n">node</span><span class="o">.</span><span class="n">on</span><span class="p">(</span><span class="n">predicate</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="pushdown_dnf-149"><a href="#pushdown_dnf-149"><span class="linenos">149</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="pushdown_dnf-150"><a href="#pushdown_dnf-150"><span class="linenos">150</span></a> <span class="n">inner_predicate</span> <span class="o">=</span> <span class="n">replace_aliases</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">predicate</span><span class="p">)</span>
</span><span id="pushdown_dnf-151"><a href="#pushdown_dnf-151"><span class="linenos">151</span></a> <span class="k">if</span> <span class="n">find_in_scope</span><span class="p">(</span><span class="n">inner_predicate</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">AggFunc</span><span class="p">):</span>
</span><span id="pushdown_dnf-152"><a href="#pushdown_dnf-152"><span class="linenos">152</span></a> <span class="n">node</span><span class="o">.</span><span class="n">having</span><span class="p">(</span><span class="n">inner_predicate</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="pushdown_dnf-153"><a href="#pushdown_dnf-153"><span class="linenos">153</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="pushdown_dnf-154"><a href="#pushdown_dnf-154"><span class="linenos">154</span></a> <span class="n">node</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">inner_predicate</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span></pre></div>
@ -521,44 +537,44 @@ Additionally, we can't remove predicates from their original form.</p>
</div>
<a class="headerlink" href="#nodes_for_predicate"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="nodes_for_predicate-149"><a href="#nodes_for_predicate-149"><span class="linenos">149</span></a><span class="k">def</span> <span class="nf">nodes_for_predicate</span><span class="p">(</span><span class="n">predicate</span><span class="p">,</span> <span class="n">sources</span><span class="p">,</span> <span class="n">scope_ref_count</span><span class="p">):</span>
</span><span id="nodes_for_predicate-150"><a href="#nodes_for_predicate-150"><span class="linenos">150</span></a> <span class="n">nodes</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="nodes_for_predicate-151"><a href="#nodes_for_predicate-151"><span class="linenos">151</span></a> <span class="n">tables</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">predicate</span><span class="p">)</span>
</span><span id="nodes_for_predicate-152"><a href="#nodes_for_predicate-152"><span class="linenos">152</span></a> <span class="n">where_condition</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">predicate</span><span class="o">.</span><span class="n">find_ancestor</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Where</span><span class="p">),</span> <span class="n">exp</span><span class="o">.</span><span class="n">Where</span><span class="p">)</span>
</span><span id="nodes_for_predicate-153"><a href="#nodes_for_predicate-153"><span class="linenos">153</span></a>
</span><span id="nodes_for_predicate-154"><a href="#nodes_for_predicate-154"><span class="linenos">154</span></a> <span class="k">for</span> <span class="n">table</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tables</span><span class="p">):</span>
</span><span id="nodes_for_predicate-155"><a href="#nodes_for_predicate-155"><span class="linenos">155</span></a> <span class="n">node</span><span class="p">,</span> <span class="n">source</span> <span class="o">=</span> <span class="n">sources</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">table</span><span class="p">)</span> <span class="ow">or</span> <span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="nodes_for_predicate-156"><a href="#nodes_for_predicate-156"><span class="linenos">156</span></a>
</span><span id="nodes_for_predicate-157"><a href="#nodes_for_predicate-157"><span class="linenos">157</span></a> <span class="c1"># if the predicate is in a where statement we can try to push it down</span>
</span><span id="nodes_for_predicate-158"><a href="#nodes_for_predicate-158"><span class="linenos">158</span></a> <span class="c1"># we want to find the root join or from statement</span>
</span><span id="nodes_for_predicate-159"><a href="#nodes_for_predicate-159"><span class="linenos">159</span></a> <span class="k">if</span> <span class="n">node</span> <span class="ow">and</span> <span class="n">where_condition</span><span class="p">:</span>
</span><span id="nodes_for_predicate-160"><a href="#nodes_for_predicate-160"><span class="linenos">160</span></a> <span class="n">node</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">find_ancestor</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">From</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="nodes_for_predicate-157"><a href="#nodes_for_predicate-157"><span class="linenos">157</span></a><span class="k">def</span> <span class="nf">nodes_for_predicate</span><span class="p">(</span><span class="n">predicate</span><span class="p">,</span> <span class="n">sources</span><span class="p">,</span> <span class="n">scope_ref_count</span><span class="p">):</span>
</span><span id="nodes_for_predicate-158"><a href="#nodes_for_predicate-158"><span class="linenos">158</span></a> <span class="n">nodes</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="nodes_for_predicate-159"><a href="#nodes_for_predicate-159"><span class="linenos">159</span></a> <span class="n">tables</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column_table_names</span><span class="p">(</span><span class="n">predicate</span><span class="p">)</span>
</span><span id="nodes_for_predicate-160"><a href="#nodes_for_predicate-160"><span class="linenos">160</span></a> <span class="n">where_condition</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">predicate</span><span class="o">.</span><span class="n">find_ancestor</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Where</span><span class="p">),</span> <span class="n">exp</span><span class="o">.</span><span class="n">Where</span><span class="p">)</span>
</span><span id="nodes_for_predicate-161"><a href="#nodes_for_predicate-161"><span class="linenos">161</span></a>
</span><span id="nodes_for_predicate-162"><a href="#nodes_for_predicate-162"><span class="linenos">162</span></a> <span class="c1"># a node can reference a CTE which should be pushed down</span>
</span><span id="nodes_for_predicate-163"><a href="#nodes_for_predicate-163"><span class="linenos">163</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">From</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">source</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Table</span><span class="p">):</span>
</span><span id="nodes_for_predicate-164"><a href="#nodes_for_predicate-164"><span class="linenos">164</span></a> <span class="n">with_</span> <span class="o">=</span> <span class="n">source</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;with&quot;</span><span class="p">)</span>
</span><span id="nodes_for_predicate-165"><a href="#nodes_for_predicate-165"><span class="linenos">165</span></a> <span class="k">if</span> <span class="n">with_</span> <span class="ow">and</span> <span class="n">with_</span><span class="o">.</span><span class="n">recursive</span><span class="p">:</span>
</span><span id="nodes_for_predicate-166"><a href="#nodes_for_predicate-166"><span class="linenos">166</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="nodes_for_predicate-167"><a href="#nodes_for_predicate-167"><span class="linenos">167</span></a> <span class="n">node</span> <span class="o">=</span> <span class="n">source</span><span class="o">.</span><span class="n">expression</span>
</span><span id="nodes_for_predicate-168"><a href="#nodes_for_predicate-168"><span class="linenos">168</span></a>
</span><span id="nodes_for_predicate-169"><a href="#nodes_for_predicate-169"><span class="linenos">169</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">):</span>
</span><span id="nodes_for_predicate-170"><a href="#nodes_for_predicate-170"><span class="linenos">170</span></a> <span class="k">if</span> <span class="n">node</span><span class="o">.</span><span class="n">side</span> <span class="ow">and</span> <span class="n">node</span><span class="o">.</span><span class="n">side</span> <span class="o">!=</span> <span class="s2">&quot;RIGHT&quot;</span><span class="p">:</span>
</span><span id="nodes_for_predicate-171"><a href="#nodes_for_predicate-171"><span class="linenos">171</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="nodes_for_predicate-172"><a href="#nodes_for_predicate-172"><span class="linenos">172</span></a> <span class="n">nodes</span><span class="p">[</span><span class="n">table</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
</span><span id="nodes_for_predicate-173"><a href="#nodes_for_predicate-173"><span class="linenos">173</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">tables</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
</span><span id="nodes_for_predicate-174"><a href="#nodes_for_predicate-174"><span class="linenos">174</span></a> <span class="c1"># We can&#39;t push down window expressions</span>
</span><span id="nodes_for_predicate-175"><a href="#nodes_for_predicate-175"><span class="linenos">175</span></a> <span class="n">has_window_expression</span> <span class="o">=</span> <span class="nb">any</span><span class="p">(</span>
</span><span id="nodes_for_predicate-176"><a href="#nodes_for_predicate-176"><span class="linenos">176</span></a> <span class="n">select</span> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">selects</span> <span class="k">if</span> <span class="n">select</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Window</span><span class="p">)</span>
</span><span id="nodes_for_predicate-177"><a href="#nodes_for_predicate-177"><span class="linenos">177</span></a> <span class="p">)</span>
</span><span id="nodes_for_predicate-178"><a href="#nodes_for_predicate-178"><span class="linenos">178</span></a> <span class="c1"># we can&#39;t push down predicates to select statements if they are referenced in</span>
</span><span id="nodes_for_predicate-179"><a href="#nodes_for_predicate-179"><span class="linenos">179</span></a> <span class="c1"># multiple places.</span>
</span><span id="nodes_for_predicate-180"><a href="#nodes_for_predicate-180"><span class="linenos">180</span></a> <span class="k">if</span> <span class="p">(</span>
</span><span id="nodes_for_predicate-181"><a href="#nodes_for_predicate-181"><span class="linenos">181</span></a> <span class="ow">not</span> <span class="n">node</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;group&quot;</span><span class="p">)</span>
</span><span id="nodes_for_predicate-182"><a href="#nodes_for_predicate-182"><span class="linenos">182</span></a> <span class="ow">and</span> <span class="n">scope_ref_count</span><span class="p">[</span><span class="nb">id</span><span class="p">(</span><span class="n">source</span><span class="p">)]</span> <span class="o">&lt;</span> <span class="mi">2</span>
</span><span id="nodes_for_predicate-183"><a href="#nodes_for_predicate-183"><span class="linenos">183</span></a> <span class="ow">and</span> <span class="ow">not</span> <span class="n">has_window_expression</span>
</span><span id="nodes_for_predicate-184"><a href="#nodes_for_predicate-184"><span class="linenos">184</span></a> <span class="p">):</span>
</span><span id="nodes_for_predicate-185"><a href="#nodes_for_predicate-185"><span class="linenos">185</span></a> <span class="n">nodes</span><span class="p">[</span><span class="n">table</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
</span><span id="nodes_for_predicate-186"><a href="#nodes_for_predicate-186"><span class="linenos">186</span></a> <span class="k">return</span> <span class="n">nodes</span>
</span><span id="nodes_for_predicate-162"><a href="#nodes_for_predicate-162"><span class="linenos">162</span></a> <span class="k">for</span> <span class="n">table</span> <span class="ow">in</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">tables</span><span class="p">):</span>
</span><span id="nodes_for_predicate-163"><a href="#nodes_for_predicate-163"><span class="linenos">163</span></a> <span class="n">node</span><span class="p">,</span> <span class="n">source</span> <span class="o">=</span> <span class="n">sources</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">table</span><span class="p">)</span> <span class="ow">or</span> <span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="nodes_for_predicate-164"><a href="#nodes_for_predicate-164"><span class="linenos">164</span></a>
</span><span id="nodes_for_predicate-165"><a href="#nodes_for_predicate-165"><span class="linenos">165</span></a> <span class="c1"># if the predicate is in a where statement we can try to push it down</span>
</span><span id="nodes_for_predicate-166"><a href="#nodes_for_predicate-166"><span class="linenos">166</span></a> <span class="c1"># we want to find the root join or from statement</span>
</span><span id="nodes_for_predicate-167"><a href="#nodes_for_predicate-167"><span class="linenos">167</span></a> <span class="k">if</span> <span class="n">node</span> <span class="ow">and</span> <span class="n">where_condition</span><span class="p">:</span>
</span><span id="nodes_for_predicate-168"><a href="#nodes_for_predicate-168"><span class="linenos">168</span></a> <span class="n">node</span> <span class="o">=</span> <span class="n">node</span><span class="o">.</span><span class="n">find_ancestor</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">From</span><span class="p">)</span>
</span><span id="nodes_for_predicate-169"><a href="#nodes_for_predicate-169"><span class="linenos">169</span></a>
</span><span id="nodes_for_predicate-170"><a href="#nodes_for_predicate-170"><span class="linenos">170</span></a> <span class="c1"># a node can reference a CTE which should be pushed down</span>
</span><span id="nodes_for_predicate-171"><a href="#nodes_for_predicate-171"><span class="linenos">171</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">From</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">source</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Table</span><span class="p">):</span>
</span><span id="nodes_for_predicate-172"><a href="#nodes_for_predicate-172"><span class="linenos">172</span></a> <span class="n">with_</span> <span class="o">=</span> <span class="n">source</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;with&quot;</span><span class="p">)</span>
</span><span id="nodes_for_predicate-173"><a href="#nodes_for_predicate-173"><span class="linenos">173</span></a> <span class="k">if</span> <span class="n">with_</span> <span class="ow">and</span> <span class="n">with_</span><span class="o">.</span><span class="n">recursive</span><span class="p">:</span>
</span><span id="nodes_for_predicate-174"><a href="#nodes_for_predicate-174"><span class="linenos">174</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="nodes_for_predicate-175"><a href="#nodes_for_predicate-175"><span class="linenos">175</span></a> <span class="n">node</span> <span class="o">=</span> <span class="n">source</span><span class="o">.</span><span class="n">expression</span>
</span><span id="nodes_for_predicate-176"><a href="#nodes_for_predicate-176"><span class="linenos">176</span></a>
</span><span id="nodes_for_predicate-177"><a href="#nodes_for_predicate-177"><span class="linenos">177</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Join</span><span class="p">):</span>
</span><span id="nodes_for_predicate-178"><a href="#nodes_for_predicate-178"><span class="linenos">178</span></a> <span class="k">if</span> <span class="n">node</span><span class="o">.</span><span class="n">side</span> <span class="ow">and</span> <span class="n">node</span><span class="o">.</span><span class="n">side</span> <span class="o">!=</span> <span class="s2">&quot;RIGHT&quot;</span><span class="p">:</span>
</span><span id="nodes_for_predicate-179"><a href="#nodes_for_predicate-179"><span class="linenos">179</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="nodes_for_predicate-180"><a href="#nodes_for_predicate-180"><span class="linenos">180</span></a> <span class="n">nodes</span><span class="p">[</span><span class="n">table</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
</span><span id="nodes_for_predicate-181"><a href="#nodes_for_predicate-181"><span class="linenos">181</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">node</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">tables</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
</span><span id="nodes_for_predicate-182"><a href="#nodes_for_predicate-182"><span class="linenos">182</span></a> <span class="c1"># We can&#39;t push down window expressions</span>
</span><span id="nodes_for_predicate-183"><a href="#nodes_for_predicate-183"><span class="linenos">183</span></a> <span class="n">has_window_expression</span> <span class="o">=</span> <span class="nb">any</span><span class="p">(</span>
</span><span id="nodes_for_predicate-184"><a href="#nodes_for_predicate-184"><span class="linenos">184</span></a> <span class="n">select</span> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">selects</span> <span class="k">if</span> <span class="n">select</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Window</span><span class="p">)</span>
</span><span id="nodes_for_predicate-185"><a href="#nodes_for_predicate-185"><span class="linenos">185</span></a> <span class="p">)</span>
</span><span id="nodes_for_predicate-186"><a href="#nodes_for_predicate-186"><span class="linenos">186</span></a> <span class="c1"># we can&#39;t push down predicates to select statements if they are referenced in</span>
</span><span id="nodes_for_predicate-187"><a href="#nodes_for_predicate-187"><span class="linenos">187</span></a> <span class="c1"># multiple places.</span>
</span><span id="nodes_for_predicate-188"><a href="#nodes_for_predicate-188"><span class="linenos">188</span></a> <span class="k">if</span> <span class="p">(</span>
</span><span id="nodes_for_predicate-189"><a href="#nodes_for_predicate-189"><span class="linenos">189</span></a> <span class="ow">not</span> <span class="n">node</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;group&quot;</span><span class="p">)</span>
</span><span id="nodes_for_predicate-190"><a href="#nodes_for_predicate-190"><span class="linenos">190</span></a> <span class="ow">and</span> <span class="n">scope_ref_count</span><span class="p">[</span><span class="nb">id</span><span class="p">(</span><span class="n">source</span><span class="p">)]</span> <span class="o">&lt;</span> <span class="mi">2</span>
</span><span id="nodes_for_predicate-191"><a href="#nodes_for_predicate-191"><span class="linenos">191</span></a> <span class="ow">and</span> <span class="ow">not</span> <span class="n">has_window_expression</span>
</span><span id="nodes_for_predicate-192"><a href="#nodes_for_predicate-192"><span class="linenos">192</span></a> <span class="p">):</span>
</span><span id="nodes_for_predicate-193"><a href="#nodes_for_predicate-193"><span class="linenos">193</span></a> <span class="n">nodes</span><span class="p">[</span><span class="n">table</span><span class="p">]</span> <span class="o">=</span> <span class="n">node</span>
</span><span id="nodes_for_predicate-194"><a href="#nodes_for_predicate-194"><span class="linenos">194</span></a> <span class="k">return</span> <span class="n">nodes</span>
</span></pre></div>
@ -576,21 +592,21 @@ Additionally, we can't remove predicates from their original form.</p>
</div>
<a class="headerlink" href="#replace_aliases"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="replace_aliases-189"><a href="#replace_aliases-189"><span class="linenos">189</span></a><span class="k">def</span> <span class="nf">replace_aliases</span><span class="p">(</span><span class="n">source</span><span class="p">,</span> <span class="n">predicate</span><span class="p">):</span>
</span><span id="replace_aliases-190"><a href="#replace_aliases-190"><span class="linenos">190</span></a> <span class="n">aliases</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="replace_aliases-191"><a href="#replace_aliases-191"><span class="linenos">191</span></a>
</span><span id="replace_aliases-192"><a href="#replace_aliases-192"><span class="linenos">192</span></a> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">source</span><span class="o">.</span><span class="n">selects</span><span class="p">:</span>
</span><span id="replace_aliases-193"><a href="#replace_aliases-193"><span class="linenos">193</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Alias</span><span class="p">):</span>
</span><span id="replace_aliases-194"><a href="#replace_aliases-194"><span class="linenos">194</span></a> <span class="n">aliases</span><span class="p">[</span><span class="n">select</span><span class="o">.</span><span class="n">alias</span><span class="p">]</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="replace_aliases-195"><a href="#replace_aliases-195"><span class="linenos">195</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="replace_aliases-196"><a href="#replace_aliases-196"><span class="linenos">196</span></a> <span class="n">aliases</span><span class="p">[</span><span class="n">select</span><span class="o">.</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">select</span>
</span><span id="replace_aliases-197"><a href="#replace_aliases-197"><span class="linenos">197</span></a>
</span><span id="replace_aliases-198"><a href="#replace_aliases-198"><span class="linenos">198</span></a> <span class="k">def</span> <span class="nf">_replace_alias</span><span class="p">(</span><span class="n">column</span><span class="p">):</span>
</span><span id="replace_aliases-199"><a href="#replace_aliases-199"><span class="linenos">199</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">column</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span> <span class="ow">and</span> <span class="n">column</span><span class="o">.</span><span class="n">name</span> <span class="ow">in</span> <span class="n">aliases</span><span class="p">:</span>
</span><span id="replace_aliases-200"><a href="#replace_aliases-200"><span class="linenos">200</span></a> <span class="k">return</span> <span class="n">aliases</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
</span><span id="replace_aliases-201"><a href="#replace_aliases-201"><span class="linenos">201</span></a> <span class="k">return</span> <span class="n">column</span>
</span><span id="replace_aliases-202"><a href="#replace_aliases-202"><span class="linenos">202</span></a>
</span><span id="replace_aliases-203"><a href="#replace_aliases-203"><span class="linenos">203</span></a> <span class="k">return</span> <span class="n">predicate</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">_replace_alias</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="replace_aliases-197"><a href="#replace_aliases-197"><span class="linenos">197</span></a><span class="k">def</span> <span class="nf">replace_aliases</span><span class="p">(</span><span class="n">source</span><span class="p">,</span> <span class="n">predicate</span><span class="p">):</span>
</span><span id="replace_aliases-198"><a href="#replace_aliases-198"><span class="linenos">198</span></a> <span class="n">aliases</span> <span class="o">=</span> <span class="p">{}</span>
</span><span id="replace_aliases-199"><a href="#replace_aliases-199"><span class="linenos">199</span></a>
</span><span id="replace_aliases-200"><a href="#replace_aliases-200"><span class="linenos">200</span></a> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">source</span><span class="o">.</span><span class="n">selects</span><span class="p">:</span>
</span><span id="replace_aliases-201"><a href="#replace_aliases-201"><span class="linenos">201</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Alias</span><span class="p">):</span>
</span><span id="replace_aliases-202"><a href="#replace_aliases-202"><span class="linenos">202</span></a> <span class="n">aliases</span><span class="p">[</span><span class="n">select</span><span class="o">.</span><span class="n">alias</span><span class="p">]</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="replace_aliases-203"><a href="#replace_aliases-203"><span class="linenos">203</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="replace_aliases-204"><a href="#replace_aliases-204"><span class="linenos">204</span></a> <span class="n">aliases</span><span class="p">[</span><span class="n">select</span><span class="o">.</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">select</span>
</span><span id="replace_aliases-205"><a href="#replace_aliases-205"><span class="linenos">205</span></a>
</span><span id="replace_aliases-206"><a href="#replace_aliases-206"><span class="linenos">206</span></a> <span class="k">def</span> <span class="nf">_replace_alias</span><span class="p">(</span><span class="n">column</span><span class="p">):</span>
</span><span id="replace_aliases-207"><a href="#replace_aliases-207"><span class="linenos">207</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">column</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span> <span class="ow">and</span> <span class="n">column</span><span class="o">.</span><span class="n">name</span> <span class="ow">in</span> <span class="n">aliases</span><span class="p">:</span>
</span><span id="replace_aliases-208"><a href="#replace_aliases-208"><span class="linenos">208</span></a> <span class="k">return</span> <span class="n">aliases</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
</span><span id="replace_aliases-209"><a href="#replace_aliases-209"><span class="linenos">209</span></a> <span class="k">return</span> <span class="n">column</span>
</span><span id="replace_aliases-210"><a href="#replace_aliases-210"><span class="linenos">210</span></a>
</span><span id="replace_aliases-211"><a href="#replace_aliases-211"><span class="linenos">211</span></a> <span class="k">return</span> <span class="n">predicate</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">_replace_alias</span><span class="p">)</span>
</span></pre></div>

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@ -114,6 +114,9 @@
</ul>
</li>
<li>
<a class="function" href="#normalize_name">normalize_name</a>
</li>
<li>
<a class="function" href="#ensure_schema">ensure_schema</a>
</li>
@ -526,155 +529,166 @@
</span><span id="L-372"><a href="#L-372"><span class="linenos">372</span></a> <span class="n">is_table</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="L-373"><a href="#L-373"><span class="linenos">373</span></a> <span class="n">normalize</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="L-374"><a href="#L-374"><span class="linenos">374</span></a> <span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
</span><span id="L-375"><a href="#L-375"><span class="linenos">375</span></a> <span class="n">dialect</span> <span class="o">=</span> <span class="n">dialect</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">dialect</span>
</span><span id="L-376"><a href="#L-376"><span class="linenos">376</span></a> <span class="n">normalize</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">normalize</span> <span class="k">if</span> <span class="n">normalize</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">normalize</span>
</span><span id="L-377"><a href="#L-377"><span class="linenos">377</span></a>
</span><span id="L-378"><a href="#L-378"><span class="linenos">378</span></a> <span class="k">try</span><span class="p">:</span>
</span><span id="L-379"><a href="#L-379"><span class="linenos">379</span></a> <span class="n">identifier</span> <span class="o">=</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">maybe_parse</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">,</span> <span class="n">into</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Identifier</span><span class="p">)</span>
</span><span id="L-380"><a href="#L-380"><span class="linenos">380</span></a> <span class="k">except</span> <span class="n">ParseError</span><span class="p">:</span>
</span><span id="L-381"><a href="#L-381"><span class="linenos">381</span></a> <span class="k">return</span> <span class="n">name</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="k">else</span> <span class="n">name</span><span class="o">.</span><span class="n">name</span>
</span><span id="L-382"><a href="#L-382"><span class="linenos">382</span></a>
</span><span id="L-383"><a href="#L-383"><span class="linenos">383</span></a> <span class="n">name</span> <span class="o">=</span> <span class="n">identifier</span><span class="o">.</span><span class="n">name</span>
</span><span id="L-384"><a href="#L-384"><span class="linenos">384</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">normalize</span><span class="p">:</span>
</span><span id="L-385"><a href="#L-385"><span class="linenos">385</span></a> <span class="k">return</span> <span class="n">name</span>
</span><span id="L-386"><a href="#L-386"><span class="linenos">386</span></a>
</span><span id="L-387"><a href="#L-387"><span class="linenos">387</span></a> <span class="c1"># This can be useful for normalize_identifier</span>
</span><span id="L-388"><a href="#L-388"><span class="linenos">388</span></a> <span class="n">identifier</span><span class="o">.</span><span class="n">meta</span><span class="p">[</span><span class="s2">&quot;is_table&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">is_table</span>
</span><span id="L-389"><a href="#L-389"><span class="linenos">389</span></a> <span class="k">return</span> <span class="n">Dialect</span><span class="o">.</span><span class="n">get_or_raise</span><span class="p">(</span><span class="n">dialect</span><span class="p">)</span><span class="o">.</span><span class="n">normalize_identifier</span><span class="p">(</span><span class="n">identifier</span><span class="p">)</span><span class="o">.</span><span class="n">name</span>
</span><span id="L-390"><a href="#L-390"><span class="linenos">390</span></a>
</span><span id="L-391"><a href="#L-391"><span class="linenos">391</span></a> <span class="k">def</span> <span class="nf">depth</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
</span><span id="L-392"><a href="#L-392"><span class="linenos">392</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">empty</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span><span class="p">:</span>
</span><span id="L-393"><a href="#L-393"><span class="linenos">393</span></a> <span class="c1"># The columns themselves are a mapping, but we don&#39;t want to include those</span>
</span><span id="L-394"><a href="#L-394"><span class="linenos">394</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">depth</span><span class="p">()</span> <span class="o">-</span> <span class="mi">1</span>
</span><span id="L-395"><a href="#L-395"><span class="linenos">395</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span>
</span><span id="L-396"><a href="#L-396"><span class="linenos">396</span></a>
</span><span id="L-397"><a href="#L-397"><span class="linenos">397</span></a> <span class="k">def</span> <span class="nf">_to_data_type</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">schema_type</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">dialect</span><span class="p">:</span> <span class="n">DialectType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="p">:</span>
</span><span id="L-398"><a href="#L-398"><span class="linenos">398</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-399"><a href="#L-399"><span class="linenos">399</span></a><span class="sd"> Convert a type represented as a string to the corresponding `sqlglot.exp.DataType` object.</span>
</span><span id="L-400"><a href="#L-400"><span class="linenos">400</span></a>
</span><span id="L-401"><a href="#L-401"><span class="linenos">401</span></a><span class="sd"> Args:</span>
</span><span id="L-402"><a href="#L-402"><span class="linenos">402</span></a><span class="sd"> schema_type: the type we want to convert.</span>
</span><span id="L-403"><a href="#L-403"><span class="linenos">403</span></a><span class="sd"> dialect: the SQL dialect that will be used to parse `schema_type`, if needed.</span>
</span><span id="L-404"><a href="#L-404"><span class="linenos">404</span></a>
</span><span id="L-405"><a href="#L-405"><span class="linenos">405</span></a><span class="sd"> Returns:</span>
</span><span id="L-406"><a href="#L-406"><span class="linenos">406</span></a><span class="sd"> The resulting expression type.</span>
</span><span id="L-407"><a href="#L-407"><span class="linenos">407</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-408"><a href="#L-408"><span class="linenos">408</span></a> <span class="k">if</span> <span class="n">schema_type</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_type_mapping_cache</span><span class="p">:</span>
</span><span id="L-409"><a href="#L-409"><span class="linenos">409</span></a> <span class="n">dialect</span> <span class="o">=</span> <span class="n">dialect</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">dialect</span>
</span><span id="L-375"><a href="#L-375"><span class="linenos">375</span></a> <span class="k">return</span> <span class="n">normalize_name</span><span class="p">(</span>
</span><span id="L-376"><a href="#L-376"><span class="linenos">376</span></a> <span class="n">name</span><span class="p">,</span>
</span><span id="L-377"><a href="#L-377"><span class="linenos">377</span></a> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">dialect</span><span class="p">,</span>
</span><span id="L-378"><a href="#L-378"><span class="linenos">378</span></a> <span class="n">is_table</span><span class="o">=</span><span class="n">is_table</span><span class="p">,</span>
</span><span id="L-379"><a href="#L-379"><span class="linenos">379</span></a> <span class="n">normalize</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">normalize</span> <span class="k">if</span> <span class="n">normalize</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">normalize</span><span class="p">,</span>
</span><span id="L-380"><a href="#L-380"><span class="linenos">380</span></a> <span class="p">)</span>
</span><span id="L-381"><a href="#L-381"><span class="linenos">381</span></a>
</span><span id="L-382"><a href="#L-382"><span class="linenos">382</span></a> <span class="k">def</span> <span class="nf">depth</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
</span><span id="L-383"><a href="#L-383"><span class="linenos">383</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">empty</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span><span class="p">:</span>
</span><span id="L-384"><a href="#L-384"><span class="linenos">384</span></a> <span class="c1"># The columns themselves are a mapping, but we don&#39;t want to include those</span>
</span><span id="L-385"><a href="#L-385"><span class="linenos">385</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">depth</span><span class="p">()</span> <span class="o">-</span> <span class="mi">1</span>
</span><span id="L-386"><a href="#L-386"><span class="linenos">386</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span>
</span><span id="L-387"><a href="#L-387"><span class="linenos">387</span></a>
</span><span id="L-388"><a href="#L-388"><span class="linenos">388</span></a> <span class="k">def</span> <span class="nf">_to_data_type</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">schema_type</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">dialect</span><span class="p">:</span> <span class="n">DialectType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="p">:</span>
</span><span id="L-389"><a href="#L-389"><span class="linenos">389</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-390"><a href="#L-390"><span class="linenos">390</span></a><span class="sd"> Convert a type represented as a string to the corresponding `sqlglot.exp.DataType` object.</span>
</span><span id="L-391"><a href="#L-391"><span class="linenos">391</span></a>
</span><span id="L-392"><a href="#L-392"><span class="linenos">392</span></a><span class="sd"> Args:</span>
</span><span id="L-393"><a href="#L-393"><span class="linenos">393</span></a><span class="sd"> schema_type: the type we want to convert.</span>
</span><span id="L-394"><a href="#L-394"><span class="linenos">394</span></a><span class="sd"> dialect: the SQL dialect that will be used to parse `schema_type`, if needed.</span>
</span><span id="L-395"><a href="#L-395"><span class="linenos">395</span></a>
</span><span id="L-396"><a href="#L-396"><span class="linenos">396</span></a><span class="sd"> Returns:</span>
</span><span id="L-397"><a href="#L-397"><span class="linenos">397</span></a><span class="sd"> The resulting expression type.</span>
</span><span id="L-398"><a href="#L-398"><span class="linenos">398</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-399"><a href="#L-399"><span class="linenos">399</span></a> <span class="k">if</span> <span class="n">schema_type</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_type_mapping_cache</span><span class="p">:</span>
</span><span id="L-400"><a href="#L-400"><span class="linenos">400</span></a> <span class="n">dialect</span> <span class="o">=</span> <span class="n">dialect</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">dialect</span>
</span><span id="L-401"><a href="#L-401"><span class="linenos">401</span></a>
</span><span id="L-402"><a href="#L-402"><span class="linenos">402</span></a> <span class="k">try</span><span class="p">:</span>
</span><span id="L-403"><a href="#L-403"><span class="linenos">403</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="o">.</span><span class="n">build</span><span class="p">(</span><span class="n">schema_type</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">)</span>
</span><span id="L-404"><a href="#L-404"><span class="linenos">404</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_type_mapping_cache</span><span class="p">[</span><span class="n">schema_type</span><span class="p">]</span> <span class="o">=</span> <span class="n">expression</span>
</span><span id="L-405"><a href="#L-405"><span class="linenos">405</span></a> <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span>
</span><span id="L-406"><a href="#L-406"><span class="linenos">406</span></a> <span class="n">in_dialect</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot; in dialect </span><span class="si">{</span><span class="n">dialect</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">if</span> <span class="n">dialect</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
</span><span id="L-407"><a href="#L-407"><span class="linenos">407</span></a> <span class="k">raise</span> <span class="n">SchemaError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Failed to build type &#39;</span><span class="si">{</span><span class="n">schema_type</span><span class="si">}</span><span class="s2">&#39;</span><span class="si">{</span><span class="n">in_dialect</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
</span><span id="L-408"><a href="#L-408"><span class="linenos">408</span></a>
</span><span id="L-409"><a href="#L-409"><span class="linenos">409</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_type_mapping_cache</span><span class="p">[</span><span class="n">schema_type</span><span class="p">]</span>
</span><span id="L-410"><a href="#L-410"><span class="linenos">410</span></a>
</span><span id="L-411"><a href="#L-411"><span class="linenos">411</span></a> <span class="k">try</span><span class="p">:</span>
</span><span id="L-412"><a href="#L-412"><span class="linenos">412</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="o">.</span><span class="n">build</span><span class="p">(</span><span class="n">schema_type</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">)</span>
</span><span id="L-413"><a href="#L-413"><span class="linenos">413</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_type_mapping_cache</span><span class="p">[</span><span class="n">schema_type</span><span class="p">]</span> <span class="o">=</span> <span class="n">expression</span>
</span><span id="L-414"><a href="#L-414"><span class="linenos">414</span></a> <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span>
</span><span id="L-415"><a href="#L-415"><span class="linenos">415</span></a> <span class="n">in_dialect</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot; in dialect </span><span class="si">{</span><span class="n">dialect</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">if</span> <span class="n">dialect</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
</span><span id="L-416"><a href="#L-416"><span class="linenos">416</span></a> <span class="k">raise</span> <span class="n">SchemaError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Failed to build type &#39;</span><span class="si">{</span><span class="n">schema_type</span><span class="si">}</span><span class="s2">&#39;</span><span class="si">{</span><span class="n">in_dialect</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
</span><span id="L-417"><a href="#L-417"><span class="linenos">417</span></a>
</span><span id="L-418"><a href="#L-418"><span class="linenos">418</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_type_mapping_cache</span><span class="p">[</span><span class="n">schema_type</span><span class="p">]</span>
</span><span id="L-419"><a href="#L-419"><span class="linenos">419</span></a>
</span><span id="L-420"><a href="#L-420"><span class="linenos">420</span></a>
</span><span id="L-421"><a href="#L-421"><span class="linenos">421</span></a><span class="k">def</span> <span class="nf">ensure_schema</span><span class="p">(</span><span class="n">schema</span><span class="p">:</span> <span class="n">Schema</span> <span class="o">|</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Schema</span><span class="p">:</span>
</span><span id="L-422"><a href="#L-422"><span class="linenos">422</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="n">Schema</span><span class="p">):</span>
</span><span id="L-423"><a href="#L-423"><span class="linenos">423</span></a> <span class="k">return</span> <span class="n">schema</span>
</span><span id="L-424"><a href="#L-424"><span class="linenos">424</span></a>
</span><span id="L-425"><a href="#L-425"><span class="linenos">425</span></a> <span class="k">return</span> <span class="n">MappingSchema</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
</span><span id="L-411"><a href="#L-411"><span class="linenos">411</span></a>
</span><span id="L-412"><a href="#L-412"><span class="linenos">412</span></a><span class="k">def</span> <span class="nf">normalize_name</span><span class="p">(</span>
</span><span id="L-413"><a href="#L-413"><span class="linenos">413</span></a> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">exp</span><span class="o">.</span><span class="n">Identifier</span><span class="p">,</span>
</span><span id="L-414"><a href="#L-414"><span class="linenos">414</span></a> <span class="n">dialect</span><span class="p">:</span> <span class="n">DialectType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="L-415"><a href="#L-415"><span class="linenos">415</span></a> <span class="n">is_table</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="L-416"><a href="#L-416"><span class="linenos">416</span></a> <span class="n">normalize</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
</span><span id="L-417"><a href="#L-417"><span class="linenos">417</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
</span><span id="L-418"><a href="#L-418"><span class="linenos">418</span></a> <span class="k">try</span><span class="p">:</span>
</span><span id="L-419"><a href="#L-419"><span class="linenos">419</span></a> <span class="n">identifier</span> <span class="o">=</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">maybe_parse</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">,</span> <span class="n">into</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Identifier</span><span class="p">)</span>
</span><span id="L-420"><a href="#L-420"><span class="linenos">420</span></a> <span class="k">except</span> <span class="n">ParseError</span><span class="p">:</span>
</span><span id="L-421"><a href="#L-421"><span class="linenos">421</span></a> <span class="k">return</span> <span class="n">name</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="k">else</span> <span class="n">name</span><span class="o">.</span><span class="n">name</span>
</span><span id="L-422"><a href="#L-422"><span class="linenos">422</span></a>
</span><span id="L-423"><a href="#L-423"><span class="linenos">423</span></a> <span class="n">name</span> <span class="o">=</span> <span class="n">identifier</span><span class="o">.</span><span class="n">name</span>
</span><span id="L-424"><a href="#L-424"><span class="linenos">424</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">normalize</span><span class="p">:</span>
</span><span id="L-425"><a href="#L-425"><span class="linenos">425</span></a> <span class="k">return</span> <span class="n">name</span>
</span><span id="L-426"><a href="#L-426"><span class="linenos">426</span></a>
</span><span id="L-427"><a href="#L-427"><span class="linenos">427</span></a>
</span><span id="L-428"><a href="#L-428"><span class="linenos">428</span></a><span class="k">def</span> <span class="nf">ensure_column_mapping</span><span class="p">(</span><span class="n">mapping</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnMapping</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">:</span>
</span><span id="L-429"><a href="#L-429"><span class="linenos">429</span></a> <span class="k">if</span> <span class="n">mapping</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="L-430"><a href="#L-430"><span class="linenos">430</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="L-431"><a href="#L-431"><span class="linenos">431</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
</span><span id="L-432"><a href="#L-432"><span class="linenos">432</span></a> <span class="k">return</span> <span class="n">mapping</span>
</span><span id="L-433"><a href="#L-433"><span class="linenos">433</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
</span><span id="L-434"><a href="#L-434"><span class="linenos">434</span></a> <span class="n">col_name_type_strs</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">mapping</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;,&quot;</span><span class="p">)]</span>
</span><span id="L-435"><a href="#L-435"><span class="linenos">435</span></a> <span class="k">return</span> <span class="p">{</span>
</span><span id="L-436"><a href="#L-436"><span class="linenos">436</span></a> <span class="n">name_type_str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">():</span> <span class="n">name_type_str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
</span><span id="L-437"><a href="#L-437"><span class="linenos">437</span></a> <span class="k">for</span> <span class="n">name_type_str</span> <span class="ow">in</span> <span class="n">col_name_type_strs</span>
</span><span id="L-438"><a href="#L-438"><span class="linenos">438</span></a> <span class="p">}</span>
</span><span id="L-439"><a href="#L-439"><span class="linenos">439</span></a> <span class="c1"># Check if mapping looks like a DataFrame StructType</span>
</span><span id="L-440"><a href="#L-440"><span class="linenos">440</span></a> <span class="k">elif</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="s2">&quot;simpleString&quot;</span><span class="p">):</span>
</span><span id="L-441"><a href="#L-441"><span class="linenos">441</span></a> <span class="k">return</span> <span class="p">{</span><span class="n">struct_field</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="n">struct_field</span><span class="o">.</span><span class="n">dataType</span><span class="o">.</span><span class="n">simpleString</span><span class="p">()</span> <span class="k">for</span> <span class="n">struct_field</span> <span class="ow">in</span> <span class="n">mapping</span><span class="p">}</span>
</span><span id="L-442"><a href="#L-442"><span class="linenos">442</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
</span><span id="L-443"><a href="#L-443"><span class="linenos">443</span></a> <span class="k">return</span> <span class="p">{</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">():</span> <span class="kc">None</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">mapping</span><span class="p">}</span>
</span><span id="L-444"><a href="#L-444"><span class="linenos">444</span></a>
</span><span id="L-445"><a href="#L-445"><span class="linenos">445</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid mapping provided: </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">mapping</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="L-446"><a href="#L-446"><span class="linenos">446</span></a>
</span><span id="L-447"><a href="#L-447"><span class="linenos">447</span></a>
</span><span id="L-448"><a href="#L-448"><span class="linenos">448</span></a><span class="k">def</span> <span class="nf">flatten_schema</span><span class="p">(</span>
</span><span id="L-449"><a href="#L-449"><span class="linenos">449</span></a> <span class="n">schema</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">,</span> <span class="n">depth</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">keys</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="L-450"><a href="#L-450"><span class="linenos">450</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]:</span>
</span><span id="L-451"><a href="#L-451"><span class="linenos">451</span></a> <span class="n">tables</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="L-452"><a href="#L-452"><span class="linenos">452</span></a> <span class="n">keys</span> <span class="o">=</span> <span class="n">keys</span> <span class="ow">or</span> <span class="p">[]</span>
</span><span id="L-453"><a href="#L-453"><span class="linenos">453</span></a>
</span><span id="L-454"><a href="#L-454"><span class="linenos">454</span></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">schema</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
</span><span id="L-455"><a href="#L-455"><span class="linenos">455</span></a> <span class="k">if</span> <span class="n">depth</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
</span><span id="L-456"><a href="#L-456"><span class="linenos">456</span></a> <span class="n">tables</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">flatten_schema</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">depth</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">keys</span> <span class="o">+</span> <span class="p">[</span><span class="n">k</span><span class="p">]))</span>
</span><span id="L-457"><a href="#L-457"><span class="linenos">457</span></a> <span class="k">elif</span> <span class="n">depth</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
</span><span id="L-458"><a href="#L-458"><span class="linenos">458</span></a> <span class="n">tables</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">keys</span> <span class="o">+</span> <span class="p">[</span><span class="n">k</span><span class="p">])</span>
</span><span id="L-459"><a href="#L-459"><span class="linenos">459</span></a>
</span><span id="L-460"><a href="#L-460"><span class="linenos">460</span></a> <span class="k">return</span> <span class="n">tables</span>
</span><span id="L-461"><a href="#L-461"><span class="linenos">461</span></a>
</span><span id="L-462"><a href="#L-462"><span class="linenos">462</span></a>
</span><span id="L-463"><a href="#L-463"><span class="linenos">463</span></a><span class="k">def</span> <span class="nf">nested_get</span><span class="p">(</span>
</span><span id="L-464"><a href="#L-464"><span class="linenos">464</span></a> <span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">,</span> <span class="o">*</span><span class="n">path</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="n">raise_on_missing</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
</span><span id="L-465"><a href="#L-465"><span class="linenos">465</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]:</span>
</span><span id="L-466"><a href="#L-466"><span class="linenos">466</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-467"><a href="#L-467"><span class="linenos">467</span></a><span class="sd"> Get a value for a nested dictionary.</span>
</span><span id="L-468"><a href="#L-468"><span class="linenos">468</span></a>
</span><span id="L-469"><a href="#L-469"><span class="linenos">469</span></a><span class="sd"> Args:</span>
</span><span id="L-470"><a href="#L-470"><span class="linenos">470</span></a><span class="sd"> d: the dictionary to search.</span>
</span><span id="L-471"><a href="#L-471"><span class="linenos">471</span></a><span class="sd"> *path: tuples of (name, key), where:</span>
</span><span id="L-472"><a href="#L-472"><span class="linenos">472</span></a><span class="sd"> `key` is the key in the dictionary to get.</span>
</span><span id="L-473"><a href="#L-473"><span class="linenos">473</span></a><span class="sd"> `name` is a string to use in the error if `key` isn&#39;t found.</span>
</span><span id="L-474"><a href="#L-474"><span class="linenos">474</span></a>
</span><span id="L-475"><a href="#L-475"><span class="linenos">475</span></a><span class="sd"> Returns:</span>
</span><span id="L-476"><a href="#L-476"><span class="linenos">476</span></a><span class="sd"> The value or None if it doesn&#39;t exist.</span>
</span><span id="L-477"><a href="#L-477"><span class="linenos">477</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-478"><a href="#L-478"><span class="linenos">478</span></a> <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">path</span><span class="p">:</span>
</span><span id="L-479"><a href="#L-479"><span class="linenos">479</span></a> <span class="n">d</span> <span class="o">=</span> <span class="n">d</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">key</span><span class="p">)</span> <span class="c1"># type: ignore</span>
</span><span id="L-480"><a href="#L-480"><span class="linenos">480</span></a> <span class="k">if</span> <span class="n">d</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="L-481"><a href="#L-481"><span class="linenos">481</span></a> <span class="k">if</span> <span class="n">raise_on_missing</span><span class="p">:</span>
</span><span id="L-482"><a href="#L-482"><span class="linenos">482</span></a> <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;table&quot;</span> <span class="k">if</span> <span class="n">name</span> <span class="o">==</span> <span class="s2">&quot;this&quot;</span> <span class="k">else</span> <span class="n">name</span>
</span><span id="L-483"><a href="#L-483"><span class="linenos">483</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unknown </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="L-484"><a href="#L-484"><span class="linenos">484</span></a> <span class="k">return</span> <span class="kc">None</span>
</span><span id="L-427"><a href="#L-427"><span class="linenos">427</span></a> <span class="c1"># This can be useful for normalize_identifier</span>
</span><span id="L-428"><a href="#L-428"><span class="linenos">428</span></a> <span class="n">identifier</span><span class="o">.</span><span class="n">meta</span><span class="p">[</span><span class="s2">&quot;is_table&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">is_table</span>
</span><span id="L-429"><a href="#L-429"><span class="linenos">429</span></a> <span class="k">return</span> <span class="n">Dialect</span><span class="o">.</span><span class="n">get_or_raise</span><span class="p">(</span><span class="n">dialect</span><span class="p">)</span><span class="o">.</span><span class="n">normalize_identifier</span><span class="p">(</span><span class="n">identifier</span><span class="p">)</span><span class="o">.</span><span class="n">name</span>
</span><span id="L-430"><a href="#L-430"><span class="linenos">430</span></a>
</span><span id="L-431"><a href="#L-431"><span class="linenos">431</span></a>
</span><span id="L-432"><a href="#L-432"><span class="linenos">432</span></a><span class="k">def</span> <span class="nf">ensure_schema</span><span class="p">(</span><span class="n">schema</span><span class="p">:</span> <span class="n">Schema</span> <span class="o">|</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Schema</span><span class="p">:</span>
</span><span id="L-433"><a href="#L-433"><span class="linenos">433</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="n">Schema</span><span class="p">):</span>
</span><span id="L-434"><a href="#L-434"><span class="linenos">434</span></a> <span class="k">return</span> <span class="n">schema</span>
</span><span id="L-435"><a href="#L-435"><span class="linenos">435</span></a>
</span><span id="L-436"><a href="#L-436"><span class="linenos">436</span></a> <span class="k">return</span> <span class="n">MappingSchema</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
</span><span id="L-437"><a href="#L-437"><span class="linenos">437</span></a>
</span><span id="L-438"><a href="#L-438"><span class="linenos">438</span></a>
</span><span id="L-439"><a href="#L-439"><span class="linenos">439</span></a><span class="k">def</span> <span class="nf">ensure_column_mapping</span><span class="p">(</span><span class="n">mapping</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnMapping</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">:</span>
</span><span id="L-440"><a href="#L-440"><span class="linenos">440</span></a> <span class="k">if</span> <span class="n">mapping</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="L-441"><a href="#L-441"><span class="linenos">441</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="L-442"><a href="#L-442"><span class="linenos">442</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
</span><span id="L-443"><a href="#L-443"><span class="linenos">443</span></a> <span class="k">return</span> <span class="n">mapping</span>
</span><span id="L-444"><a href="#L-444"><span class="linenos">444</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
</span><span id="L-445"><a href="#L-445"><span class="linenos">445</span></a> <span class="n">col_name_type_strs</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">mapping</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;,&quot;</span><span class="p">)]</span>
</span><span id="L-446"><a href="#L-446"><span class="linenos">446</span></a> <span class="k">return</span> <span class="p">{</span>
</span><span id="L-447"><a href="#L-447"><span class="linenos">447</span></a> <span class="n">name_type_str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">():</span> <span class="n">name_type_str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
</span><span id="L-448"><a href="#L-448"><span class="linenos">448</span></a> <span class="k">for</span> <span class="n">name_type_str</span> <span class="ow">in</span> <span class="n">col_name_type_strs</span>
</span><span id="L-449"><a href="#L-449"><span class="linenos">449</span></a> <span class="p">}</span>
</span><span id="L-450"><a href="#L-450"><span class="linenos">450</span></a> <span class="c1"># Check if mapping looks like a DataFrame StructType</span>
</span><span id="L-451"><a href="#L-451"><span class="linenos">451</span></a> <span class="k">elif</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="s2">&quot;simpleString&quot;</span><span class="p">):</span>
</span><span id="L-452"><a href="#L-452"><span class="linenos">452</span></a> <span class="k">return</span> <span class="p">{</span><span class="n">struct_field</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="n">struct_field</span><span class="o">.</span><span class="n">dataType</span><span class="o">.</span><span class="n">simpleString</span><span class="p">()</span> <span class="k">for</span> <span class="n">struct_field</span> <span class="ow">in</span> <span class="n">mapping</span><span class="p">}</span>
</span><span id="L-453"><a href="#L-453"><span class="linenos">453</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
</span><span id="L-454"><a href="#L-454"><span class="linenos">454</span></a> <span class="k">return</span> <span class="p">{</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">():</span> <span class="kc">None</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">mapping</span><span class="p">}</span>
</span><span id="L-455"><a href="#L-455"><span class="linenos">455</span></a>
</span><span id="L-456"><a href="#L-456"><span class="linenos">456</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid mapping provided: </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">mapping</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="L-457"><a href="#L-457"><span class="linenos">457</span></a>
</span><span id="L-458"><a href="#L-458"><span class="linenos">458</span></a>
</span><span id="L-459"><a href="#L-459"><span class="linenos">459</span></a><span class="k">def</span> <span class="nf">flatten_schema</span><span class="p">(</span>
</span><span id="L-460"><a href="#L-460"><span class="linenos">460</span></a> <span class="n">schema</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">,</span> <span class="n">depth</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">keys</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="L-461"><a href="#L-461"><span class="linenos">461</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]:</span>
</span><span id="L-462"><a href="#L-462"><span class="linenos">462</span></a> <span class="n">tables</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="L-463"><a href="#L-463"><span class="linenos">463</span></a> <span class="n">keys</span> <span class="o">=</span> <span class="n">keys</span> <span class="ow">or</span> <span class="p">[]</span>
</span><span id="L-464"><a href="#L-464"><span class="linenos">464</span></a>
</span><span id="L-465"><a href="#L-465"><span class="linenos">465</span></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">schema</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
</span><span id="L-466"><a href="#L-466"><span class="linenos">466</span></a> <span class="k">if</span> <span class="n">depth</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
</span><span id="L-467"><a href="#L-467"><span class="linenos">467</span></a> <span class="n">tables</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">flatten_schema</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">depth</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">keys</span> <span class="o">+</span> <span class="p">[</span><span class="n">k</span><span class="p">]))</span>
</span><span id="L-468"><a href="#L-468"><span class="linenos">468</span></a> <span class="k">elif</span> <span class="n">depth</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
</span><span id="L-469"><a href="#L-469"><span class="linenos">469</span></a> <span class="n">tables</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">keys</span> <span class="o">+</span> <span class="p">[</span><span class="n">k</span><span class="p">])</span>
</span><span id="L-470"><a href="#L-470"><span class="linenos">470</span></a>
</span><span id="L-471"><a href="#L-471"><span class="linenos">471</span></a> <span class="k">return</span> <span class="n">tables</span>
</span><span id="L-472"><a href="#L-472"><span class="linenos">472</span></a>
</span><span id="L-473"><a href="#L-473"><span class="linenos">473</span></a>
</span><span id="L-474"><a href="#L-474"><span class="linenos">474</span></a><span class="k">def</span> <span class="nf">nested_get</span><span class="p">(</span>
</span><span id="L-475"><a href="#L-475"><span class="linenos">475</span></a> <span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">,</span> <span class="o">*</span><span class="n">path</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="n">raise_on_missing</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
</span><span id="L-476"><a href="#L-476"><span class="linenos">476</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]:</span>
</span><span id="L-477"><a href="#L-477"><span class="linenos">477</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-478"><a href="#L-478"><span class="linenos">478</span></a><span class="sd"> Get a value for a nested dictionary.</span>
</span><span id="L-479"><a href="#L-479"><span class="linenos">479</span></a>
</span><span id="L-480"><a href="#L-480"><span class="linenos">480</span></a><span class="sd"> Args:</span>
</span><span id="L-481"><a href="#L-481"><span class="linenos">481</span></a><span class="sd"> d: the dictionary to search.</span>
</span><span id="L-482"><a href="#L-482"><span class="linenos">482</span></a><span class="sd"> *path: tuples of (name, key), where:</span>
</span><span id="L-483"><a href="#L-483"><span class="linenos">483</span></a><span class="sd"> `key` is the key in the dictionary to get.</span>
</span><span id="L-484"><a href="#L-484"><span class="linenos">484</span></a><span class="sd"> `name` is a string to use in the error if `key` isn&#39;t found.</span>
</span><span id="L-485"><a href="#L-485"><span class="linenos">485</span></a>
</span><span id="L-486"><a href="#L-486"><span class="linenos">486</span></a> <span class="k">return</span> <span class="n">d</span>
</span><span id="L-487"><a href="#L-487"><span class="linenos">487</span></a>
</span><span id="L-488"><a href="#L-488"><span class="linenos">488</span></a>
</span><span id="L-489"><a href="#L-489"><span class="linenos">489</span></a><span class="k">def</span> <span class="nf">nested_set</span><span class="p">(</span><span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">,</span> <span class="n">keys</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">:</span>
</span><span id="L-490"><a href="#L-490"><span class="linenos">490</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-491"><a href="#L-491"><span class="linenos">491</span></a><span class="sd"> In-place set a value for a nested dictionary</span>
</span><span id="L-492"><a href="#L-492"><span class="linenos">492</span></a>
</span><span id="L-493"><a href="#L-493"><span class="linenos">493</span></a><span class="sd"> Example:</span>
</span><span id="L-494"><a href="#L-494"><span class="linenos">494</span></a><span class="sd"> &gt;&gt;&gt; nested_set({}, [&quot;top_key&quot;, &quot;second_key&quot;], &quot;value&quot;)</span>
</span><span id="L-495"><a href="#L-495"><span class="linenos">495</span></a><span class="sd"> {&#39;top_key&#39;: {&#39;second_key&#39;: &#39;value&#39;}}</span>
</span><span id="L-486"><a href="#L-486"><span class="linenos">486</span></a><span class="sd"> Returns:</span>
</span><span id="L-487"><a href="#L-487"><span class="linenos">487</span></a><span class="sd"> The value or None if it doesn&#39;t exist.</span>
</span><span id="L-488"><a href="#L-488"><span class="linenos">488</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-489"><a href="#L-489"><span class="linenos">489</span></a> <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">path</span><span class="p">:</span>
</span><span id="L-490"><a href="#L-490"><span class="linenos">490</span></a> <span class="n">d</span> <span class="o">=</span> <span class="n">d</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">key</span><span class="p">)</span> <span class="c1"># type: ignore</span>
</span><span id="L-491"><a href="#L-491"><span class="linenos">491</span></a> <span class="k">if</span> <span class="n">d</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="L-492"><a href="#L-492"><span class="linenos">492</span></a> <span class="k">if</span> <span class="n">raise_on_missing</span><span class="p">:</span>
</span><span id="L-493"><a href="#L-493"><span class="linenos">493</span></a> <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;table&quot;</span> <span class="k">if</span> <span class="n">name</span> <span class="o">==</span> <span class="s2">&quot;this&quot;</span> <span class="k">else</span> <span class="n">name</span>
</span><span id="L-494"><a href="#L-494"><span class="linenos">494</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unknown </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="L-495"><a href="#L-495"><span class="linenos">495</span></a> <span class="k">return</span> <span class="kc">None</span>
</span><span id="L-496"><a href="#L-496"><span class="linenos">496</span></a>
</span><span id="L-497"><a href="#L-497"><span class="linenos">497</span></a><span class="sd"> &gt;&gt;&gt; nested_set({&quot;top_key&quot;: {&quot;third_key&quot;: &quot;third_value&quot;}}, [&quot;top_key&quot;, &quot;second_key&quot;], &quot;value&quot;)</span>
</span><span id="L-498"><a href="#L-498"><span class="linenos">498</span></a><span class="sd"> {&#39;top_key&#39;: {&#39;third_key&#39;: &#39;third_value&#39;, &#39;second_key&#39;: &#39;value&#39;}}</span>
</span><span id="L-497"><a href="#L-497"><span class="linenos">497</span></a> <span class="k">return</span> <span class="n">d</span>
</span><span id="L-498"><a href="#L-498"><span class="linenos">498</span></a>
</span><span id="L-499"><a href="#L-499"><span class="linenos">499</span></a>
</span><span id="L-500"><a href="#L-500"><span class="linenos">500</span></a><span class="sd"> Args:</span>
</span><span id="L-501"><a href="#L-501"><span class="linenos">501</span></a><span class="sd"> d: dictionary to update.</span>
</span><span id="L-502"><a href="#L-502"><span class="linenos">502</span></a><span class="sd"> keys: the keys that makeup the path to `value`.</span>
</span><span id="L-503"><a href="#L-503"><span class="linenos">503</span></a><span class="sd"> value: the value to set in the dictionary for the given key path.</span>
</span><span id="L-504"><a href="#L-504"><span class="linenos">504</span></a>
</span><span id="L-505"><a href="#L-505"><span class="linenos">505</span></a><span class="sd"> Returns:</span>
</span><span id="L-506"><a href="#L-506"><span class="linenos">506</span></a><span class="sd"> The (possibly) updated dictionary.</span>
</span><span id="L-507"><a href="#L-507"><span class="linenos">507</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-508"><a href="#L-508"><span class="linenos">508</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">keys</span><span class="p">:</span>
</span><span id="L-509"><a href="#L-509"><span class="linenos">509</span></a> <span class="k">return</span> <span class="n">d</span>
</span><span id="L-500"><a href="#L-500"><span class="linenos">500</span></a><span class="k">def</span> <span class="nf">nested_set</span><span class="p">(</span><span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">,</span> <span class="n">keys</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">:</span>
</span><span id="L-501"><a href="#L-501"><span class="linenos">501</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-502"><a href="#L-502"><span class="linenos">502</span></a><span class="sd"> In-place set a value for a nested dictionary</span>
</span><span id="L-503"><a href="#L-503"><span class="linenos">503</span></a>
</span><span id="L-504"><a href="#L-504"><span class="linenos">504</span></a><span class="sd"> Example:</span>
</span><span id="L-505"><a href="#L-505"><span class="linenos">505</span></a><span class="sd"> &gt;&gt;&gt; nested_set({}, [&quot;top_key&quot;, &quot;second_key&quot;], &quot;value&quot;)</span>
</span><span id="L-506"><a href="#L-506"><span class="linenos">506</span></a><span class="sd"> {&#39;top_key&#39;: {&#39;second_key&#39;: &#39;value&#39;}}</span>
</span><span id="L-507"><a href="#L-507"><span class="linenos">507</span></a>
</span><span id="L-508"><a href="#L-508"><span class="linenos">508</span></a><span class="sd"> &gt;&gt;&gt; nested_set({&quot;top_key&quot;: {&quot;third_key&quot;: &quot;third_value&quot;}}, [&quot;top_key&quot;, &quot;second_key&quot;], &quot;value&quot;)</span>
</span><span id="L-509"><a href="#L-509"><span class="linenos">509</span></a><span class="sd"> {&#39;top_key&#39;: {&#39;third_key&#39;: &#39;third_value&#39;, &#39;second_key&#39;: &#39;value&#39;}}</span>
</span><span id="L-510"><a href="#L-510"><span class="linenos">510</span></a>
</span><span id="L-511"><a href="#L-511"><span class="linenos">511</span></a> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">keys</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
</span><span id="L-512"><a href="#L-512"><span class="linenos">512</span></a> <span class="n">d</span><span class="p">[</span><span class="n">keys</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">value</span>
</span><span id="L-513"><a href="#L-513"><span class="linenos">513</span></a> <span class="k">return</span> <span class="n">d</span>
</span><span id="L-514"><a href="#L-514"><span class="linenos">514</span></a>
</span><span id="L-515"><a href="#L-515"><span class="linenos">515</span></a> <span class="n">subd</span> <span class="o">=</span> <span class="n">d</span>
</span><span id="L-516"><a href="#L-516"><span class="linenos">516</span></a> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">keys</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
</span><span id="L-517"><a href="#L-517"><span class="linenos">517</span></a> <span class="k">if</span> <span class="n">key</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">subd</span><span class="p">:</span>
</span><span id="L-518"><a href="#L-518"><span class="linenos">518</span></a> <span class="n">subd</span> <span class="o">=</span> <span class="n">subd</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="p">{})</span>
</span><span id="L-519"><a href="#L-519"><span class="linenos">519</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-520"><a href="#L-520"><span class="linenos">520</span></a> <span class="n">subd</span> <span class="o">=</span> <span class="n">subd</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
</span><span id="L-511"><a href="#L-511"><span class="linenos">511</span></a><span class="sd"> Args:</span>
</span><span id="L-512"><a href="#L-512"><span class="linenos">512</span></a><span class="sd"> d: dictionary to update.</span>
</span><span id="L-513"><a href="#L-513"><span class="linenos">513</span></a><span class="sd"> keys: the keys that makeup the path to `value`.</span>
</span><span id="L-514"><a href="#L-514"><span class="linenos">514</span></a><span class="sd"> value: the value to set in the dictionary for the given key path.</span>
</span><span id="L-515"><a href="#L-515"><span class="linenos">515</span></a>
</span><span id="L-516"><a href="#L-516"><span class="linenos">516</span></a><span class="sd"> Returns:</span>
</span><span id="L-517"><a href="#L-517"><span class="linenos">517</span></a><span class="sd"> The (possibly) updated dictionary.</span>
</span><span id="L-518"><a href="#L-518"><span class="linenos">518</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-519"><a href="#L-519"><span class="linenos">519</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">keys</span><span class="p">:</span>
</span><span id="L-520"><a href="#L-520"><span class="linenos">520</span></a> <span class="k">return</span> <span class="n">d</span>
</span><span id="L-521"><a href="#L-521"><span class="linenos">521</span></a>
</span><span id="L-522"><a href="#L-522"><span class="linenos">522</span></a> <span class="n">subd</span><span class="p">[</span><span class="n">keys</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span> <span class="o">=</span> <span class="n">value</span>
</span><span id="L-523"><a href="#L-523"><span class="linenos">523</span></a> <span class="k">return</span> <span class="n">d</span>
</span><span id="L-522"><a href="#L-522"><span class="linenos">522</span></a> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">keys</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
</span><span id="L-523"><a href="#L-523"><span class="linenos">523</span></a> <span class="n">d</span><span class="p">[</span><span class="n">keys</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">value</span>
</span><span id="L-524"><a href="#L-524"><span class="linenos">524</span></a> <span class="k">return</span> <span class="n">d</span>
</span><span id="L-525"><a href="#L-525"><span class="linenos">525</span></a>
</span><span id="L-526"><a href="#L-526"><span class="linenos">526</span></a> <span class="n">subd</span> <span class="o">=</span> <span class="n">d</span>
</span><span id="L-527"><a href="#L-527"><span class="linenos">527</span></a> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">keys</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
</span><span id="L-528"><a href="#L-528"><span class="linenos">528</span></a> <span class="k">if</span> <span class="n">key</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">subd</span><span class="p">:</span>
</span><span id="L-529"><a href="#L-529"><span class="linenos">529</span></a> <span class="n">subd</span> <span class="o">=</span> <span class="n">subd</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="p">{})</span>
</span><span id="L-530"><a href="#L-530"><span class="linenos">530</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-531"><a href="#L-531"><span class="linenos">531</span></a> <span class="n">subd</span> <span class="o">=</span> <span class="n">subd</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
</span><span id="L-532"><a href="#L-532"><span class="linenos">532</span></a>
</span><span id="L-533"><a href="#L-533"><span class="linenos">533</span></a> <span class="n">subd</span><span class="p">[</span><span class="n">keys</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span> <span class="o">=</span> <span class="n">value</span>
</span><span id="L-534"><a href="#L-534"><span class="linenos">534</span></a> <span class="k">return</span> <span class="n">d</span>
</span></pre></div>
@ -1475,50 +1489,41 @@ For example, a generic mapping type might be defined as::</p>
</span><span id="MappingSchema-373"><a href="#MappingSchema-373"><span class="linenos">373</span></a> <span class="n">is_table</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="MappingSchema-374"><a href="#MappingSchema-374"><span class="linenos">374</span></a> <span class="n">normalize</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="MappingSchema-375"><a href="#MappingSchema-375"><span class="linenos">375</span></a> <span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
</span><span id="MappingSchema-376"><a href="#MappingSchema-376"><span class="linenos">376</span></a> <span class="n">dialect</span> <span class="o">=</span> <span class="n">dialect</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">dialect</span>
</span><span id="MappingSchema-377"><a href="#MappingSchema-377"><span class="linenos">377</span></a> <span class="n">normalize</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">normalize</span> <span class="k">if</span> <span class="n">normalize</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">normalize</span>
</span><span id="MappingSchema-378"><a href="#MappingSchema-378"><span class="linenos">378</span></a>
</span><span id="MappingSchema-379"><a href="#MappingSchema-379"><span class="linenos">379</span></a> <span class="k">try</span><span class="p">:</span>
</span><span id="MappingSchema-380"><a href="#MappingSchema-380"><span class="linenos">380</span></a> <span class="n">identifier</span> <span class="o">=</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">maybe_parse</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">,</span> <span class="n">into</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Identifier</span><span class="p">)</span>
</span><span id="MappingSchema-381"><a href="#MappingSchema-381"><span class="linenos">381</span></a> <span class="k">except</span> <span class="n">ParseError</span><span class="p">:</span>
</span><span id="MappingSchema-382"><a href="#MappingSchema-382"><span class="linenos">382</span></a> <span class="k">return</span> <span class="n">name</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="k">else</span> <span class="n">name</span><span class="o">.</span><span class="n">name</span>
</span><span id="MappingSchema-383"><a href="#MappingSchema-383"><span class="linenos">383</span></a>
</span><span id="MappingSchema-384"><a href="#MappingSchema-384"><span class="linenos">384</span></a> <span class="n">name</span> <span class="o">=</span> <span class="n">identifier</span><span class="o">.</span><span class="n">name</span>
</span><span id="MappingSchema-385"><a href="#MappingSchema-385"><span class="linenos">385</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">normalize</span><span class="p">:</span>
</span><span id="MappingSchema-386"><a href="#MappingSchema-386"><span class="linenos">386</span></a> <span class="k">return</span> <span class="n">name</span>
</span><span id="MappingSchema-387"><a href="#MappingSchema-387"><span class="linenos">387</span></a>
</span><span id="MappingSchema-388"><a href="#MappingSchema-388"><span class="linenos">388</span></a> <span class="c1"># This can be useful for normalize_identifier</span>
</span><span id="MappingSchema-389"><a href="#MappingSchema-389"><span class="linenos">389</span></a> <span class="n">identifier</span><span class="o">.</span><span class="n">meta</span><span class="p">[</span><span class="s2">&quot;is_table&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">is_table</span>
</span><span id="MappingSchema-390"><a href="#MappingSchema-390"><span class="linenos">390</span></a> <span class="k">return</span> <span class="n">Dialect</span><span class="o">.</span><span class="n">get_or_raise</span><span class="p">(</span><span class="n">dialect</span><span class="p">)</span><span class="o">.</span><span class="n">normalize_identifier</span><span class="p">(</span><span class="n">identifier</span><span class="p">)</span><span class="o">.</span><span class="n">name</span>
</span><span id="MappingSchema-391"><a href="#MappingSchema-391"><span class="linenos">391</span></a>
</span><span id="MappingSchema-392"><a href="#MappingSchema-392"><span class="linenos">392</span></a> <span class="k">def</span> <span class="nf">depth</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
</span><span id="MappingSchema-393"><a href="#MappingSchema-393"><span class="linenos">393</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">empty</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span><span class="p">:</span>
</span><span id="MappingSchema-394"><a href="#MappingSchema-394"><span class="linenos">394</span></a> <span class="c1"># The columns themselves are a mapping, but we don&#39;t want to include those</span>
</span><span id="MappingSchema-395"><a href="#MappingSchema-395"><span class="linenos">395</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">depth</span><span class="p">()</span> <span class="o">-</span> <span class="mi">1</span>
</span><span id="MappingSchema-396"><a href="#MappingSchema-396"><span class="linenos">396</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span>
</span><span id="MappingSchema-397"><a href="#MappingSchema-397"><span class="linenos">397</span></a>
</span><span id="MappingSchema-398"><a href="#MappingSchema-398"><span class="linenos">398</span></a> <span class="k">def</span> <span class="nf">_to_data_type</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">schema_type</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">dialect</span><span class="p">:</span> <span class="n">DialectType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="p">:</span>
</span><span id="MappingSchema-399"><a href="#MappingSchema-399"><span class="linenos">399</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="MappingSchema-400"><a href="#MappingSchema-400"><span class="linenos">400</span></a><span class="sd"> Convert a type represented as a string to the corresponding `sqlglot.exp.DataType` object.</span>
</span><span id="MappingSchema-401"><a href="#MappingSchema-401"><span class="linenos">401</span></a>
</span><span id="MappingSchema-402"><a href="#MappingSchema-402"><span class="linenos">402</span></a><span class="sd"> Args:</span>
</span><span id="MappingSchema-403"><a href="#MappingSchema-403"><span class="linenos">403</span></a><span class="sd"> schema_type: the type we want to convert.</span>
</span><span id="MappingSchema-404"><a href="#MappingSchema-404"><span class="linenos">404</span></a><span class="sd"> dialect: the SQL dialect that will be used to parse `schema_type`, if needed.</span>
</span><span id="MappingSchema-405"><a href="#MappingSchema-405"><span class="linenos">405</span></a>
</span><span id="MappingSchema-406"><a href="#MappingSchema-406"><span class="linenos">406</span></a><span class="sd"> Returns:</span>
</span><span id="MappingSchema-407"><a href="#MappingSchema-407"><span class="linenos">407</span></a><span class="sd"> The resulting expression type.</span>
</span><span id="MappingSchema-408"><a href="#MappingSchema-408"><span class="linenos">408</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="MappingSchema-409"><a href="#MappingSchema-409"><span class="linenos">409</span></a> <span class="k">if</span> <span class="n">schema_type</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_type_mapping_cache</span><span class="p">:</span>
</span><span id="MappingSchema-410"><a href="#MappingSchema-410"><span class="linenos">410</span></a> <span class="n">dialect</span> <span class="o">=</span> <span class="n">dialect</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">dialect</span>
</span><span id="MappingSchema-411"><a href="#MappingSchema-411"><span class="linenos">411</span></a>
</span><span id="MappingSchema-412"><a href="#MappingSchema-412"><span class="linenos">412</span></a> <span class="k">try</span><span class="p">:</span>
</span><span id="MappingSchema-413"><a href="#MappingSchema-413"><span class="linenos">413</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="o">.</span><span class="n">build</span><span class="p">(</span><span class="n">schema_type</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">)</span>
</span><span id="MappingSchema-414"><a href="#MappingSchema-414"><span class="linenos">414</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_type_mapping_cache</span><span class="p">[</span><span class="n">schema_type</span><span class="p">]</span> <span class="o">=</span> <span class="n">expression</span>
</span><span id="MappingSchema-415"><a href="#MappingSchema-415"><span class="linenos">415</span></a> <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span>
</span><span id="MappingSchema-416"><a href="#MappingSchema-416"><span class="linenos">416</span></a> <span class="n">in_dialect</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot; in dialect </span><span class="si">{</span><span class="n">dialect</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">if</span> <span class="n">dialect</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
</span><span id="MappingSchema-417"><a href="#MappingSchema-417"><span class="linenos">417</span></a> <span class="k">raise</span> <span class="n">SchemaError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Failed to build type &#39;</span><span class="si">{</span><span class="n">schema_type</span><span class="si">}</span><span class="s2">&#39;</span><span class="si">{</span><span class="n">in_dialect</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
</span><span id="MappingSchema-418"><a href="#MappingSchema-418"><span class="linenos">418</span></a>
</span><span id="MappingSchema-419"><a href="#MappingSchema-419"><span class="linenos">419</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_type_mapping_cache</span><span class="p">[</span><span class="n">schema_type</span><span class="p">]</span>
</span><span id="MappingSchema-376"><a href="#MappingSchema-376"><span class="linenos">376</span></a> <span class="k">return</span> <span class="n">normalize_name</span><span class="p">(</span>
</span><span id="MappingSchema-377"><a href="#MappingSchema-377"><span class="linenos">377</span></a> <span class="n">name</span><span class="p">,</span>
</span><span id="MappingSchema-378"><a href="#MappingSchema-378"><span class="linenos">378</span></a> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">dialect</span><span class="p">,</span>
</span><span id="MappingSchema-379"><a href="#MappingSchema-379"><span class="linenos">379</span></a> <span class="n">is_table</span><span class="o">=</span><span class="n">is_table</span><span class="p">,</span>
</span><span id="MappingSchema-380"><a href="#MappingSchema-380"><span class="linenos">380</span></a> <span class="n">normalize</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">normalize</span> <span class="k">if</span> <span class="n">normalize</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="n">normalize</span><span class="p">,</span>
</span><span id="MappingSchema-381"><a href="#MappingSchema-381"><span class="linenos">381</span></a> <span class="p">)</span>
</span><span id="MappingSchema-382"><a href="#MappingSchema-382"><span class="linenos">382</span></a>
</span><span id="MappingSchema-383"><a href="#MappingSchema-383"><span class="linenos">383</span></a> <span class="k">def</span> <span class="nf">depth</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
</span><span id="MappingSchema-384"><a href="#MappingSchema-384"><span class="linenos">384</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">empty</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span><span class="p">:</span>
</span><span id="MappingSchema-385"><a href="#MappingSchema-385"><span class="linenos">385</span></a> <span class="c1"># The columns themselves are a mapping, but we don&#39;t want to include those</span>
</span><span id="MappingSchema-386"><a href="#MappingSchema-386"><span class="linenos">386</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">depth</span><span class="p">()</span> <span class="o">-</span> <span class="mi">1</span>
</span><span id="MappingSchema-387"><a href="#MappingSchema-387"><span class="linenos">387</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span>
</span><span id="MappingSchema-388"><a href="#MappingSchema-388"><span class="linenos">388</span></a>
</span><span id="MappingSchema-389"><a href="#MappingSchema-389"><span class="linenos">389</span></a> <span class="k">def</span> <span class="nf">_to_data_type</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">schema_type</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">dialect</span><span class="p">:</span> <span class="n">DialectType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="p">:</span>
</span><span id="MappingSchema-390"><a href="#MappingSchema-390"><span class="linenos">390</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="MappingSchema-391"><a href="#MappingSchema-391"><span class="linenos">391</span></a><span class="sd"> Convert a type represented as a string to the corresponding `sqlglot.exp.DataType` object.</span>
</span><span id="MappingSchema-392"><a href="#MappingSchema-392"><span class="linenos">392</span></a>
</span><span id="MappingSchema-393"><a href="#MappingSchema-393"><span class="linenos">393</span></a><span class="sd"> Args:</span>
</span><span id="MappingSchema-394"><a href="#MappingSchema-394"><span class="linenos">394</span></a><span class="sd"> schema_type: the type we want to convert.</span>
</span><span id="MappingSchema-395"><a href="#MappingSchema-395"><span class="linenos">395</span></a><span class="sd"> dialect: the SQL dialect that will be used to parse `schema_type`, if needed.</span>
</span><span id="MappingSchema-396"><a href="#MappingSchema-396"><span class="linenos">396</span></a>
</span><span id="MappingSchema-397"><a href="#MappingSchema-397"><span class="linenos">397</span></a><span class="sd"> Returns:</span>
</span><span id="MappingSchema-398"><a href="#MappingSchema-398"><span class="linenos">398</span></a><span class="sd"> The resulting expression type.</span>
</span><span id="MappingSchema-399"><a href="#MappingSchema-399"><span class="linenos">399</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="MappingSchema-400"><a href="#MappingSchema-400"><span class="linenos">400</span></a> <span class="k">if</span> <span class="n">schema_type</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_type_mapping_cache</span><span class="p">:</span>
</span><span id="MappingSchema-401"><a href="#MappingSchema-401"><span class="linenos">401</span></a> <span class="n">dialect</span> <span class="o">=</span> <span class="n">dialect</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">dialect</span>
</span><span id="MappingSchema-402"><a href="#MappingSchema-402"><span class="linenos">402</span></a>
</span><span id="MappingSchema-403"><a href="#MappingSchema-403"><span class="linenos">403</span></a> <span class="k">try</span><span class="p">:</span>
</span><span id="MappingSchema-404"><a href="#MappingSchema-404"><span class="linenos">404</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="o">.</span><span class="n">build</span><span class="p">(</span><span class="n">schema_type</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">)</span>
</span><span id="MappingSchema-405"><a href="#MappingSchema-405"><span class="linenos">405</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_type_mapping_cache</span><span class="p">[</span><span class="n">schema_type</span><span class="p">]</span> <span class="o">=</span> <span class="n">expression</span>
</span><span id="MappingSchema-406"><a href="#MappingSchema-406"><span class="linenos">406</span></a> <span class="k">except</span> <span class="ne">AttributeError</span><span class="p">:</span>
</span><span id="MappingSchema-407"><a href="#MappingSchema-407"><span class="linenos">407</span></a> <span class="n">in_dialect</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">&quot; in dialect </span><span class="si">{</span><span class="n">dialect</span><span class="si">}</span><span class="s2">&quot;</span> <span class="k">if</span> <span class="n">dialect</span> <span class="k">else</span> <span class="s2">&quot;&quot;</span>
</span><span id="MappingSchema-408"><a href="#MappingSchema-408"><span class="linenos">408</span></a> <span class="k">raise</span> <span class="n">SchemaError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Failed to build type &#39;</span><span class="si">{</span><span class="n">schema_type</span><span class="si">}</span><span class="s2">&#39;</span><span class="si">{</span><span class="n">in_dialect</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
</span><span id="MappingSchema-409"><a href="#MappingSchema-409"><span class="linenos">409</span></a>
</span><span id="MappingSchema-410"><a href="#MappingSchema-410"><span class="linenos">410</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_type_mapping_cache</span><span class="p">[</span><span class="n">schema_type</span><span class="p">]</span>
</span></pre></div>
@ -1663,11 +1668,11 @@ are assumed to be visible. The nesting should mirror that of the schema:
</div>
<a class="headerlink" href="#MappingSchema.depth"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="MappingSchema.depth-392"><a href="#MappingSchema.depth-392"><span class="linenos">392</span></a> <span class="k">def</span> <span class="nf">depth</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
</span><span id="MappingSchema.depth-393"><a href="#MappingSchema.depth-393"><span class="linenos">393</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">empty</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span><span class="p">:</span>
</span><span id="MappingSchema.depth-394"><a href="#MappingSchema.depth-394"><span class="linenos">394</span></a> <span class="c1"># The columns themselves are a mapping, but we don&#39;t want to include those</span>
</span><span id="MappingSchema.depth-395"><a href="#MappingSchema.depth-395"><span class="linenos">395</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">depth</span><span class="p">()</span> <span class="o">-</span> <span class="mi">1</span>
</span><span id="MappingSchema.depth-396"><a href="#MappingSchema.depth-396"><span class="linenos">396</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="MappingSchema.depth-383"><a href="#MappingSchema.depth-383"><span class="linenos">383</span></a> <span class="k">def</span> <span class="nf">depth</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">int</span><span class="p">:</span>
</span><span id="MappingSchema.depth-384"><a href="#MappingSchema.depth-384"><span class="linenos">384</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">empty</span> <span class="ow">and</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span><span class="p">:</span>
</span><span id="MappingSchema.depth-385"><a href="#MappingSchema.depth-385"><span class="linenos">385</span></a> <span class="c1"># The columns themselves are a mapping, but we don&#39;t want to include those</span>
</span><span id="MappingSchema.depth-386"><a href="#MappingSchema.depth-386"><span class="linenos">386</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span> <span class="o">=</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="n">depth</span><span class="p">()</span> <span class="o">-</span> <span class="mi">1</span>
</span><span id="MappingSchema.depth-387"><a href="#MappingSchema.depth-387"><span class="linenos">387</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_depth</span>
</span></pre></div>
@ -1696,6 +1701,41 @@ are assumed to be visible. The nesting should mirror that of the schema:
</div>
</dl>
</div>
</section>
<section id="normalize_name">
<input id="normalize_name-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
<div class="attr function">
<span class="def">def</span>
<span class="name">normalize_name</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n"><a href="expressions.html#Identifier">sqlglot.expressions.Identifier</a></span>,</span><span class="param"> <span class="n">dialect</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n"><a href="dialects/dialect.html#Dialect">sqlglot.dialects.dialect.Dialect</a></span><span class="p">,</span> <span class="n">Type</span><span class="p">[</span><span class="n"><a href="dialects/dialect.html#Dialect">sqlglot.dialects.dialect.Dialect</a></span><span class="p">],</span> <span class="n">NoneType</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="n">is_table</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span>,</span><span class="param"> <span class="n">normalize</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span></span><span class="return-annotation">) -> <span class="nb">str</span>:</span></span>
<label class="view-source-button" for="normalize_name-view-source"><span>View Source</span></label>
</div>
<a class="headerlink" href="#normalize_name"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="normalize_name-413"><a href="#normalize_name-413"><span class="linenos">413</span></a><span class="k">def</span> <span class="nf">normalize_name</span><span class="p">(</span>
</span><span id="normalize_name-414"><a href="#normalize_name-414"><span class="linenos">414</span></a> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span> <span class="o">|</span> <span class="n">exp</span><span class="o">.</span><span class="n">Identifier</span><span class="p">,</span>
</span><span id="normalize_name-415"><a href="#normalize_name-415"><span class="linenos">415</span></a> <span class="n">dialect</span><span class="p">:</span> <span class="n">DialectType</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
</span><span id="normalize_name-416"><a href="#normalize_name-416"><span class="linenos">416</span></a> <span class="n">is_table</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span>
</span><span id="normalize_name-417"><a href="#normalize_name-417"><span class="linenos">417</span></a> <span class="n">normalize</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span><span class="p">,</span>
</span><span id="normalize_name-418"><a href="#normalize_name-418"><span class="linenos">418</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
</span><span id="normalize_name-419"><a href="#normalize_name-419"><span class="linenos">419</span></a> <span class="k">try</span><span class="p">:</span>
</span><span id="normalize_name-420"><a href="#normalize_name-420"><span class="linenos">420</span></a> <span class="n">identifier</span> <span class="o">=</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">maybe_parse</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="n">dialect</span><span class="p">,</span> <span class="n">into</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Identifier</span><span class="p">)</span>
</span><span id="normalize_name-421"><a href="#normalize_name-421"><span class="linenos">421</span></a> <span class="k">except</span> <span class="n">ParseError</span><span class="p">:</span>
</span><span id="normalize_name-422"><a href="#normalize_name-422"><span class="linenos">422</span></a> <span class="k">return</span> <span class="n">name</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="nb">str</span><span class="p">)</span> <span class="k">else</span> <span class="n">name</span><span class="o">.</span><span class="n">name</span>
</span><span id="normalize_name-423"><a href="#normalize_name-423"><span class="linenos">423</span></a>
</span><span id="normalize_name-424"><a href="#normalize_name-424"><span class="linenos">424</span></a> <span class="n">name</span> <span class="o">=</span> <span class="n">identifier</span><span class="o">.</span><span class="n">name</span>
</span><span id="normalize_name-425"><a href="#normalize_name-425"><span class="linenos">425</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">normalize</span><span class="p">:</span>
</span><span id="normalize_name-426"><a href="#normalize_name-426"><span class="linenos">426</span></a> <span class="k">return</span> <span class="n">name</span>
</span><span id="normalize_name-427"><a href="#normalize_name-427"><span class="linenos">427</span></a>
</span><span id="normalize_name-428"><a href="#normalize_name-428"><span class="linenos">428</span></a> <span class="c1"># This can be useful for normalize_identifier</span>
</span><span id="normalize_name-429"><a href="#normalize_name-429"><span class="linenos">429</span></a> <span class="n">identifier</span><span class="o">.</span><span class="n">meta</span><span class="p">[</span><span class="s2">&quot;is_table&quot;</span><span class="p">]</span> <span class="o">=</span> <span class="n">is_table</span>
</span><span id="normalize_name-430"><a href="#normalize_name-430"><span class="linenos">430</span></a> <span class="k">return</span> <span class="n">Dialect</span><span class="o">.</span><span class="n">get_or_raise</span><span class="p">(</span><span class="n">dialect</span><span class="p">)</span><span class="o">.</span><span class="n">normalize_identifier</span><span class="p">(</span><span class="n">identifier</span><span class="p">)</span><span class="o">.</span><span class="n">name</span>
</span></pre></div>
</section>
<section id="ensure_schema">
<input id="ensure_schema-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1">
@ -1708,11 +1748,11 @@ are assumed to be visible. The nesting should mirror that of the schema:
</div>
<a class="headerlink" href="#ensure_schema"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="ensure_schema-422"><a href="#ensure_schema-422"><span class="linenos">422</span></a><span class="k">def</span> <span class="nf">ensure_schema</span><span class="p">(</span><span class="n">schema</span><span class="p">:</span> <span class="n">Schema</span> <span class="o">|</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Schema</span><span class="p">:</span>
</span><span id="ensure_schema-423"><a href="#ensure_schema-423"><span class="linenos">423</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="n">Schema</span><span class="p">):</span>
</span><span id="ensure_schema-424"><a href="#ensure_schema-424"><span class="linenos">424</span></a> <span class="k">return</span> <span class="n">schema</span>
</span><span id="ensure_schema-425"><a href="#ensure_schema-425"><span class="linenos">425</span></a>
</span><span id="ensure_schema-426"><a href="#ensure_schema-426"><span class="linenos">426</span></a> <span class="k">return</span> <span class="n">MappingSchema</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="ensure_schema-433"><a href="#ensure_schema-433"><span class="linenos">433</span></a><span class="k">def</span> <span class="nf">ensure_schema</span><span class="p">(</span><span class="n">schema</span><span class="p">:</span> <span class="n">Schema</span> <span class="o">|</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Schema</span><span class="p">:</span>
</span><span id="ensure_schema-434"><a href="#ensure_schema-434"><span class="linenos">434</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="n">Schema</span><span class="p">):</span>
</span><span id="ensure_schema-435"><a href="#ensure_schema-435"><span class="linenos">435</span></a> <span class="k">return</span> <span class="n">schema</span>
</span><span id="ensure_schema-436"><a href="#ensure_schema-436"><span class="linenos">436</span></a>
</span><span id="ensure_schema-437"><a href="#ensure_schema-437"><span class="linenos">437</span></a> <span class="k">return</span> <span class="n">MappingSchema</span><span class="p">(</span><span class="n">schema</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
</span></pre></div>
@ -1730,24 +1770,24 @@ are assumed to be visible. The nesting should mirror that of the schema:
</div>
<a class="headerlink" href="#ensure_column_mapping"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="ensure_column_mapping-429"><a href="#ensure_column_mapping-429"><span class="linenos">429</span></a><span class="k">def</span> <span class="nf">ensure_column_mapping</span><span class="p">(</span><span class="n">mapping</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnMapping</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">:</span>
</span><span id="ensure_column_mapping-430"><a href="#ensure_column_mapping-430"><span class="linenos">430</span></a> <span class="k">if</span> <span class="n">mapping</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="ensure_column_mapping-431"><a href="#ensure_column_mapping-431"><span class="linenos">431</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="ensure_column_mapping-432"><a href="#ensure_column_mapping-432"><span class="linenos">432</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
</span><span id="ensure_column_mapping-433"><a href="#ensure_column_mapping-433"><span class="linenos">433</span></a> <span class="k">return</span> <span class="n">mapping</span>
</span><span id="ensure_column_mapping-434"><a href="#ensure_column_mapping-434"><span class="linenos">434</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
</span><span id="ensure_column_mapping-435"><a href="#ensure_column_mapping-435"><span class="linenos">435</span></a> <span class="n">col_name_type_strs</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">mapping</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;,&quot;</span><span class="p">)]</span>
</span><span id="ensure_column_mapping-436"><a href="#ensure_column_mapping-436"><span class="linenos">436</span></a> <span class="k">return</span> <span class="p">{</span>
</span><span id="ensure_column_mapping-437"><a href="#ensure_column_mapping-437"><span class="linenos">437</span></a> <span class="n">name_type_str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">():</span> <span class="n">name_type_str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
</span><span id="ensure_column_mapping-438"><a href="#ensure_column_mapping-438"><span class="linenos">438</span></a> <span class="k">for</span> <span class="n">name_type_str</span> <span class="ow">in</span> <span class="n">col_name_type_strs</span>
</span><span id="ensure_column_mapping-439"><a href="#ensure_column_mapping-439"><span class="linenos">439</span></a> <span class="p">}</span>
</span><span id="ensure_column_mapping-440"><a href="#ensure_column_mapping-440"><span class="linenos">440</span></a> <span class="c1"># Check if mapping looks like a DataFrame StructType</span>
</span><span id="ensure_column_mapping-441"><a href="#ensure_column_mapping-441"><span class="linenos">441</span></a> <span class="k">elif</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="s2">&quot;simpleString&quot;</span><span class="p">):</span>
</span><span id="ensure_column_mapping-442"><a href="#ensure_column_mapping-442"><span class="linenos">442</span></a> <span class="k">return</span> <span class="p">{</span><span class="n">struct_field</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="n">struct_field</span><span class="o">.</span><span class="n">dataType</span><span class="o">.</span><span class="n">simpleString</span><span class="p">()</span> <span class="k">for</span> <span class="n">struct_field</span> <span class="ow">in</span> <span class="n">mapping</span><span class="p">}</span>
</span><span id="ensure_column_mapping-443"><a href="#ensure_column_mapping-443"><span class="linenos">443</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
</span><span id="ensure_column_mapping-444"><a href="#ensure_column_mapping-444"><span class="linenos">444</span></a> <span class="k">return</span> <span class="p">{</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">():</span> <span class="kc">None</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">mapping</span><span class="p">}</span>
</span><span id="ensure_column_mapping-445"><a href="#ensure_column_mapping-445"><span class="linenos">445</span></a>
</span><span id="ensure_column_mapping-446"><a href="#ensure_column_mapping-446"><span class="linenos">446</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid mapping provided: </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">mapping</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="ensure_column_mapping-440"><a href="#ensure_column_mapping-440"><span class="linenos">440</span></a><span class="k">def</span> <span class="nf">ensure_column_mapping</span><span class="p">(</span><span class="n">mapping</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnMapping</span><span class="p">])</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">:</span>
</span><span id="ensure_column_mapping-441"><a href="#ensure_column_mapping-441"><span class="linenos">441</span></a> <span class="k">if</span> <span class="n">mapping</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="ensure_column_mapping-442"><a href="#ensure_column_mapping-442"><span class="linenos">442</span></a> <span class="k">return</span> <span class="p">{}</span>
</span><span id="ensure_column_mapping-443"><a href="#ensure_column_mapping-443"><span class="linenos">443</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span>
</span><span id="ensure_column_mapping-444"><a href="#ensure_column_mapping-444"><span class="linenos">444</span></a> <span class="k">return</span> <span class="n">mapping</span>
</span><span id="ensure_column_mapping-445"><a href="#ensure_column_mapping-445"><span class="linenos">445</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="nb">str</span><span class="p">):</span>
</span><span id="ensure_column_mapping-446"><a href="#ensure_column_mapping-446"><span class="linenos">446</span></a> <span class="n">col_name_type_strs</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">mapping</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;,&quot;</span><span class="p">)]</span>
</span><span id="ensure_column_mapping-447"><a href="#ensure_column_mapping-447"><span class="linenos">447</span></a> <span class="k">return</span> <span class="p">{</span>
</span><span id="ensure_column_mapping-448"><a href="#ensure_column_mapping-448"><span class="linenos">448</span></a> <span class="n">name_type_str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">():</span> <span class="n">name_type_str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s2">&quot;:&quot;</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span>
</span><span id="ensure_column_mapping-449"><a href="#ensure_column_mapping-449"><span class="linenos">449</span></a> <span class="k">for</span> <span class="n">name_type_str</span> <span class="ow">in</span> <span class="n">col_name_type_strs</span>
</span><span id="ensure_column_mapping-450"><a href="#ensure_column_mapping-450"><span class="linenos">450</span></a> <span class="p">}</span>
</span><span id="ensure_column_mapping-451"><a href="#ensure_column_mapping-451"><span class="linenos">451</span></a> <span class="c1"># Check if mapping looks like a DataFrame StructType</span>
</span><span id="ensure_column_mapping-452"><a href="#ensure_column_mapping-452"><span class="linenos">452</span></a> <span class="k">elif</span> <span class="nb">hasattr</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="s2">&quot;simpleString&quot;</span><span class="p">):</span>
</span><span id="ensure_column_mapping-453"><a href="#ensure_column_mapping-453"><span class="linenos">453</span></a> <span class="k">return</span> <span class="p">{</span><span class="n">struct_field</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="n">struct_field</span><span class="o">.</span><span class="n">dataType</span><span class="o">.</span><span class="n">simpleString</span><span class="p">()</span> <span class="k">for</span> <span class="n">struct_field</span> <span class="ow">in</span> <span class="n">mapping</span><span class="p">}</span>
</span><span id="ensure_column_mapping-454"><a href="#ensure_column_mapping-454"><span class="linenos">454</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mapping</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
</span><span id="ensure_column_mapping-455"><a href="#ensure_column_mapping-455"><span class="linenos">455</span></a> <span class="k">return</span> <span class="p">{</span><span class="n">x</span><span class="o">.</span><span class="n">strip</span><span class="p">():</span> <span class="kc">None</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">mapping</span><span class="p">}</span>
</span><span id="ensure_column_mapping-456"><a href="#ensure_column_mapping-456"><span class="linenos">456</span></a>
</span><span id="ensure_column_mapping-457"><a href="#ensure_column_mapping-457"><span class="linenos">457</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Invalid mapping provided: </span><span class="si">{</span><span class="nb">type</span><span class="p">(</span><span class="n">mapping</span><span class="p">)</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span></pre></div>
@ -1765,19 +1805,19 @@ are assumed to be visible. The nesting should mirror that of the schema:
</div>
<a class="headerlink" href="#flatten_schema"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="flatten_schema-449"><a href="#flatten_schema-449"><span class="linenos">449</span></a><span class="k">def</span> <span class="nf">flatten_schema</span><span class="p">(</span>
</span><span id="flatten_schema-450"><a href="#flatten_schema-450"><span class="linenos">450</span></a> <span class="n">schema</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">,</span> <span class="n">depth</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">keys</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="flatten_schema-451"><a href="#flatten_schema-451"><span class="linenos">451</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]:</span>
</span><span id="flatten_schema-452"><a href="#flatten_schema-452"><span class="linenos">452</span></a> <span class="n">tables</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="flatten_schema-453"><a href="#flatten_schema-453"><span class="linenos">453</span></a> <span class="n">keys</span> <span class="o">=</span> <span class="n">keys</span> <span class="ow">or</span> <span class="p">[]</span>
</span><span id="flatten_schema-454"><a href="#flatten_schema-454"><span class="linenos">454</span></a>
</span><span id="flatten_schema-455"><a href="#flatten_schema-455"><span class="linenos">455</span></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">schema</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
</span><span id="flatten_schema-456"><a href="#flatten_schema-456"><span class="linenos">456</span></a> <span class="k">if</span> <span class="n">depth</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
</span><span id="flatten_schema-457"><a href="#flatten_schema-457"><span class="linenos">457</span></a> <span class="n">tables</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">flatten_schema</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">depth</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">keys</span> <span class="o">+</span> <span class="p">[</span><span class="n">k</span><span class="p">]))</span>
</span><span id="flatten_schema-458"><a href="#flatten_schema-458"><span class="linenos">458</span></a> <span class="k">elif</span> <span class="n">depth</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
</span><span id="flatten_schema-459"><a href="#flatten_schema-459"><span class="linenos">459</span></a> <span class="n">tables</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">keys</span> <span class="o">+</span> <span class="p">[</span><span class="n">k</span><span class="p">])</span>
</span><span id="flatten_schema-460"><a href="#flatten_schema-460"><span class="linenos">460</span></a>
</span><span id="flatten_schema-461"><a href="#flatten_schema-461"><span class="linenos">461</span></a> <span class="k">return</span> <span class="n">tables</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="flatten_schema-460"><a href="#flatten_schema-460"><span class="linenos">460</span></a><span class="k">def</span> <span class="nf">flatten_schema</span><span class="p">(</span>
</span><span id="flatten_schema-461"><a href="#flatten_schema-461"><span class="linenos">461</span></a> <span class="n">schema</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">,</span> <span class="n">depth</span><span class="p">:</span> <span class="nb">int</span><span class="p">,</span> <span class="n">keys</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="flatten_schema-462"><a href="#flatten_schema-462"><span class="linenos">462</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]:</span>
</span><span id="flatten_schema-463"><a href="#flatten_schema-463"><span class="linenos">463</span></a> <span class="n">tables</span> <span class="o">=</span> <span class="p">[]</span>
</span><span id="flatten_schema-464"><a href="#flatten_schema-464"><span class="linenos">464</span></a> <span class="n">keys</span> <span class="o">=</span> <span class="n">keys</span> <span class="ow">or</span> <span class="p">[]</span>
</span><span id="flatten_schema-465"><a href="#flatten_schema-465"><span class="linenos">465</span></a>
</span><span id="flatten_schema-466"><a href="#flatten_schema-466"><span class="linenos">466</span></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">schema</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
</span><span id="flatten_schema-467"><a href="#flatten_schema-467"><span class="linenos">467</span></a> <span class="k">if</span> <span class="n">depth</span> <span class="o">&gt;=</span> <span class="mi">2</span><span class="p">:</span>
</span><span id="flatten_schema-468"><a href="#flatten_schema-468"><span class="linenos">468</span></a> <span class="n">tables</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">flatten_schema</span><span class="p">(</span><span class="n">v</span><span class="p">,</span> <span class="n">depth</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="n">keys</span> <span class="o">+</span> <span class="p">[</span><span class="n">k</span><span class="p">]))</span>
</span><span id="flatten_schema-469"><a href="#flatten_schema-469"><span class="linenos">469</span></a> <span class="k">elif</span> <span class="n">depth</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
</span><span id="flatten_schema-470"><a href="#flatten_schema-470"><span class="linenos">470</span></a> <span class="n">tables</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">keys</span> <span class="o">+</span> <span class="p">[</span><span class="n">k</span><span class="p">])</span>
</span><span id="flatten_schema-471"><a href="#flatten_schema-471"><span class="linenos">471</span></a>
</span><span id="flatten_schema-472"><a href="#flatten_schema-472"><span class="linenos">472</span></a> <span class="k">return</span> <span class="n">tables</span>
</span></pre></div>
@ -1795,30 +1835,30 @@ are assumed to be visible. The nesting should mirror that of the schema:
</div>
<a class="headerlink" href="#nested_get"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="nested_get-464"><a href="#nested_get-464"><span class="linenos">464</span></a><span class="k">def</span> <span class="nf">nested_get</span><span class="p">(</span>
</span><span id="nested_get-465"><a href="#nested_get-465"><span class="linenos">465</span></a> <span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">,</span> <span class="o">*</span><span class="n">path</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="n">raise_on_missing</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
</span><span id="nested_get-466"><a href="#nested_get-466"><span class="linenos">466</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]:</span>
</span><span id="nested_get-467"><a href="#nested_get-467"><span class="linenos">467</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="nested_get-468"><a href="#nested_get-468"><span class="linenos">468</span></a><span class="sd"> Get a value for a nested dictionary.</span>
</span><span id="nested_get-469"><a href="#nested_get-469"><span class="linenos">469</span></a>
</span><span id="nested_get-470"><a href="#nested_get-470"><span class="linenos">470</span></a><span class="sd"> Args:</span>
</span><span id="nested_get-471"><a href="#nested_get-471"><span class="linenos">471</span></a><span class="sd"> d: the dictionary to search.</span>
</span><span id="nested_get-472"><a href="#nested_get-472"><span class="linenos">472</span></a><span class="sd"> *path: tuples of (name, key), where:</span>
</span><span id="nested_get-473"><a href="#nested_get-473"><span class="linenos">473</span></a><span class="sd"> `key` is the key in the dictionary to get.</span>
</span><span id="nested_get-474"><a href="#nested_get-474"><span class="linenos">474</span></a><span class="sd"> `name` is a string to use in the error if `key` isn&#39;t found.</span>
</span><span id="nested_get-475"><a href="#nested_get-475"><span class="linenos">475</span></a>
</span><span id="nested_get-476"><a href="#nested_get-476"><span class="linenos">476</span></a><span class="sd"> Returns:</span>
</span><span id="nested_get-477"><a href="#nested_get-477"><span class="linenos">477</span></a><span class="sd"> The value or None if it doesn&#39;t exist.</span>
</span><span id="nested_get-478"><a href="#nested_get-478"><span class="linenos">478</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="nested_get-479"><a href="#nested_get-479"><span class="linenos">479</span></a> <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">path</span><span class="p">:</span>
</span><span id="nested_get-480"><a href="#nested_get-480"><span class="linenos">480</span></a> <span class="n">d</span> <span class="o">=</span> <span class="n">d</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">key</span><span class="p">)</span> <span class="c1"># type: ignore</span>
</span><span id="nested_get-481"><a href="#nested_get-481"><span class="linenos">481</span></a> <span class="k">if</span> <span class="n">d</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="nested_get-482"><a href="#nested_get-482"><span class="linenos">482</span></a> <span class="k">if</span> <span class="n">raise_on_missing</span><span class="p">:</span>
</span><span id="nested_get-483"><a href="#nested_get-483"><span class="linenos">483</span></a> <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;table&quot;</span> <span class="k">if</span> <span class="n">name</span> <span class="o">==</span> <span class="s2">&quot;this&quot;</span> <span class="k">else</span> <span class="n">name</span>
</span><span id="nested_get-484"><a href="#nested_get-484"><span class="linenos">484</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unknown </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="nested_get-485"><a href="#nested_get-485"><span class="linenos">485</span></a> <span class="k">return</span> <span class="kc">None</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="nested_get-475"><a href="#nested_get-475"><span class="linenos">475</span></a><span class="k">def</span> <span class="nf">nested_get</span><span class="p">(</span>
</span><span id="nested_get-476"><a href="#nested_get-476"><span class="linenos">476</span></a> <span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">,</span> <span class="o">*</span><span class="n">path</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">str</span><span class="p">],</span> <span class="n">raise_on_missing</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">True</span>
</span><span id="nested_get-477"><a href="#nested_get-477"><span class="linenos">477</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]:</span>
</span><span id="nested_get-478"><a href="#nested_get-478"><span class="linenos">478</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="nested_get-479"><a href="#nested_get-479"><span class="linenos">479</span></a><span class="sd"> Get a value for a nested dictionary.</span>
</span><span id="nested_get-480"><a href="#nested_get-480"><span class="linenos">480</span></a>
</span><span id="nested_get-481"><a href="#nested_get-481"><span class="linenos">481</span></a><span class="sd"> Args:</span>
</span><span id="nested_get-482"><a href="#nested_get-482"><span class="linenos">482</span></a><span class="sd"> d: the dictionary to search.</span>
</span><span id="nested_get-483"><a href="#nested_get-483"><span class="linenos">483</span></a><span class="sd"> *path: tuples of (name, key), where:</span>
</span><span id="nested_get-484"><a href="#nested_get-484"><span class="linenos">484</span></a><span class="sd"> `key` is the key in the dictionary to get.</span>
</span><span id="nested_get-485"><a href="#nested_get-485"><span class="linenos">485</span></a><span class="sd"> `name` is a string to use in the error if `key` isn&#39;t found.</span>
</span><span id="nested_get-486"><a href="#nested_get-486"><span class="linenos">486</span></a>
</span><span id="nested_get-487"><a href="#nested_get-487"><span class="linenos">487</span></a> <span class="k">return</span> <span class="n">d</span>
</span><span id="nested_get-487"><a href="#nested_get-487"><span class="linenos">487</span></a><span class="sd"> Returns:</span>
</span><span id="nested_get-488"><a href="#nested_get-488"><span class="linenos">488</span></a><span class="sd"> The value or None if it doesn&#39;t exist.</span>
</span><span id="nested_get-489"><a href="#nested_get-489"><span class="linenos">489</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="nested_get-490"><a href="#nested_get-490"><span class="linenos">490</span></a> <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">path</span><span class="p">:</span>
</span><span id="nested_get-491"><a href="#nested_get-491"><span class="linenos">491</span></a> <span class="n">d</span> <span class="o">=</span> <span class="n">d</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">key</span><span class="p">)</span> <span class="c1"># type: ignore</span>
</span><span id="nested_get-492"><a href="#nested_get-492"><span class="linenos">492</span></a> <span class="k">if</span> <span class="n">d</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
</span><span id="nested_get-493"><a href="#nested_get-493"><span class="linenos">493</span></a> <span class="k">if</span> <span class="n">raise_on_missing</span><span class="p">:</span>
</span><span id="nested_get-494"><a href="#nested_get-494"><span class="linenos">494</span></a> <span class="n">name</span> <span class="o">=</span> <span class="s2">&quot;table&quot;</span> <span class="k">if</span> <span class="n">name</span> <span class="o">==</span> <span class="s2">&quot;this&quot;</span> <span class="k">else</span> <span class="n">name</span>
</span><span id="nested_get-495"><a href="#nested_get-495"><span class="linenos">495</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unknown </span><span class="si">{</span><span class="n">name</span><span class="si">}</span><span class="s2">: </span><span class="si">{</span><span class="n">key</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
</span><span id="nested_get-496"><a href="#nested_get-496"><span class="linenos">496</span></a> <span class="k">return</span> <span class="kc">None</span>
</span><span id="nested_get-497"><a href="#nested_get-497"><span class="linenos">497</span></a>
</span><span id="nested_get-498"><a href="#nested_get-498"><span class="linenos">498</span></a> <span class="k">return</span> <span class="n">d</span>
</span></pre></div>
@ -1853,41 +1893,41 @@ are assumed to be visible. The nesting should mirror that of the schema:
</div>
<a class="headerlink" href="#nested_set"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="nested_set-490"><a href="#nested_set-490"><span class="linenos">490</span></a><span class="k">def</span> <span class="nf">nested_set</span><span class="p">(</span><span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">,</span> <span class="n">keys</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">:</span>
</span><span id="nested_set-491"><a href="#nested_set-491"><span class="linenos">491</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="nested_set-492"><a href="#nested_set-492"><span class="linenos">492</span></a><span class="sd"> In-place set a value for a nested dictionary</span>
</span><span id="nested_set-493"><a href="#nested_set-493"><span class="linenos">493</span></a>
</span><span id="nested_set-494"><a href="#nested_set-494"><span class="linenos">494</span></a><span class="sd"> Example:</span>
</span><span id="nested_set-495"><a href="#nested_set-495"><span class="linenos">495</span></a><span class="sd"> &gt;&gt;&gt; nested_set({}, [&quot;top_key&quot;, &quot;second_key&quot;], &quot;value&quot;)</span>
</span><span id="nested_set-496"><a href="#nested_set-496"><span class="linenos">496</span></a><span class="sd"> {&#39;top_key&#39;: {&#39;second_key&#39;: &#39;value&#39;}}</span>
</span><span id="nested_set-497"><a href="#nested_set-497"><span class="linenos">497</span></a>
</span><span id="nested_set-498"><a href="#nested_set-498"><span class="linenos">498</span></a><span class="sd"> &gt;&gt;&gt; nested_set({&quot;top_key&quot;: {&quot;third_key&quot;: &quot;third_value&quot;}}, [&quot;top_key&quot;, &quot;second_key&quot;], &quot;value&quot;)</span>
</span><span id="nested_set-499"><a href="#nested_set-499"><span class="linenos">499</span></a><span class="sd"> {&#39;top_key&#39;: {&#39;third_key&#39;: &#39;third_value&#39;, &#39;second_key&#39;: &#39;value&#39;}}</span>
</span><span id="nested_set-500"><a href="#nested_set-500"><span class="linenos">500</span></a>
</span><span id="nested_set-501"><a href="#nested_set-501"><span class="linenos">501</span></a><span class="sd"> Args:</span>
</span><span id="nested_set-502"><a href="#nested_set-502"><span class="linenos">502</span></a><span class="sd"> d: dictionary to update.</span>
</span><span id="nested_set-503"><a href="#nested_set-503"><span class="linenos">503</span></a><span class="sd"> keys: the keys that makeup the path to `value`.</span>
</span><span id="nested_set-504"><a href="#nested_set-504"><span class="linenos">504</span></a><span class="sd"> value: the value to set in the dictionary for the given key path.</span>
</span><span id="nested_set-505"><a href="#nested_set-505"><span class="linenos">505</span></a>
</span><span id="nested_set-506"><a href="#nested_set-506"><span class="linenos">506</span></a><span class="sd"> Returns:</span>
</span><span id="nested_set-507"><a href="#nested_set-507"><span class="linenos">507</span></a><span class="sd"> The (possibly) updated dictionary.</span>
</span><span id="nested_set-508"><a href="#nested_set-508"><span class="linenos">508</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="nested_set-509"><a href="#nested_set-509"><span class="linenos">509</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">keys</span><span class="p">:</span>
</span><span id="nested_set-510"><a href="#nested_set-510"><span class="linenos">510</span></a> <span class="k">return</span> <span class="n">d</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="nested_set-501"><a href="#nested_set-501"><span class="linenos">501</span></a><span class="k">def</span> <span class="nf">nested_set</span><span class="p">(</span><span class="n">d</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">,</span> <span class="n">keys</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Sequence</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">:</span>
</span><span id="nested_set-502"><a href="#nested_set-502"><span class="linenos">502</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="nested_set-503"><a href="#nested_set-503"><span class="linenos">503</span></a><span class="sd"> In-place set a value for a nested dictionary</span>
</span><span id="nested_set-504"><a href="#nested_set-504"><span class="linenos">504</span></a>
</span><span id="nested_set-505"><a href="#nested_set-505"><span class="linenos">505</span></a><span class="sd"> Example:</span>
</span><span id="nested_set-506"><a href="#nested_set-506"><span class="linenos">506</span></a><span class="sd"> &gt;&gt;&gt; nested_set({}, [&quot;top_key&quot;, &quot;second_key&quot;], &quot;value&quot;)</span>
</span><span id="nested_set-507"><a href="#nested_set-507"><span class="linenos">507</span></a><span class="sd"> {&#39;top_key&#39;: {&#39;second_key&#39;: &#39;value&#39;}}</span>
</span><span id="nested_set-508"><a href="#nested_set-508"><span class="linenos">508</span></a>
</span><span id="nested_set-509"><a href="#nested_set-509"><span class="linenos">509</span></a><span class="sd"> &gt;&gt;&gt; nested_set({&quot;top_key&quot;: {&quot;third_key&quot;: &quot;third_value&quot;}}, [&quot;top_key&quot;, &quot;second_key&quot;], &quot;value&quot;)</span>
</span><span id="nested_set-510"><a href="#nested_set-510"><span class="linenos">510</span></a><span class="sd"> {&#39;top_key&#39;: {&#39;third_key&#39;: &#39;third_value&#39;, &#39;second_key&#39;: &#39;value&#39;}}</span>
</span><span id="nested_set-511"><a href="#nested_set-511"><span class="linenos">511</span></a>
</span><span id="nested_set-512"><a href="#nested_set-512"><span class="linenos">512</span></a> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">keys</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
</span><span id="nested_set-513"><a href="#nested_set-513"><span class="linenos">513</span></a> <span class="n">d</span><span class="p">[</span><span class="n">keys</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">value</span>
</span><span id="nested_set-514"><a href="#nested_set-514"><span class="linenos">514</span></a> <span class="k">return</span> <span class="n">d</span>
</span><span id="nested_set-515"><a href="#nested_set-515"><span class="linenos">515</span></a>
</span><span id="nested_set-516"><a href="#nested_set-516"><span class="linenos">516</span></a> <span class="n">subd</span> <span class="o">=</span> <span class="n">d</span>
</span><span id="nested_set-517"><a href="#nested_set-517"><span class="linenos">517</span></a> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">keys</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
</span><span id="nested_set-518"><a href="#nested_set-518"><span class="linenos">518</span></a> <span class="k">if</span> <span class="n">key</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">subd</span><span class="p">:</span>
</span><span id="nested_set-519"><a href="#nested_set-519"><span class="linenos">519</span></a> <span class="n">subd</span> <span class="o">=</span> <span class="n">subd</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="p">{})</span>
</span><span id="nested_set-520"><a href="#nested_set-520"><span class="linenos">520</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="nested_set-521"><a href="#nested_set-521"><span class="linenos">521</span></a> <span class="n">subd</span> <span class="o">=</span> <span class="n">subd</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
</span><span id="nested_set-512"><a href="#nested_set-512"><span class="linenos">512</span></a><span class="sd"> Args:</span>
</span><span id="nested_set-513"><a href="#nested_set-513"><span class="linenos">513</span></a><span class="sd"> d: dictionary to update.</span>
</span><span id="nested_set-514"><a href="#nested_set-514"><span class="linenos">514</span></a><span class="sd"> keys: the keys that makeup the path to `value`.</span>
</span><span id="nested_set-515"><a href="#nested_set-515"><span class="linenos">515</span></a><span class="sd"> value: the value to set in the dictionary for the given key path.</span>
</span><span id="nested_set-516"><a href="#nested_set-516"><span class="linenos">516</span></a>
</span><span id="nested_set-517"><a href="#nested_set-517"><span class="linenos">517</span></a><span class="sd"> Returns:</span>
</span><span id="nested_set-518"><a href="#nested_set-518"><span class="linenos">518</span></a><span class="sd"> The (possibly) updated dictionary.</span>
</span><span id="nested_set-519"><a href="#nested_set-519"><span class="linenos">519</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="nested_set-520"><a href="#nested_set-520"><span class="linenos">520</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">keys</span><span class="p">:</span>
</span><span id="nested_set-521"><a href="#nested_set-521"><span class="linenos">521</span></a> <span class="k">return</span> <span class="n">d</span>
</span><span id="nested_set-522"><a href="#nested_set-522"><span class="linenos">522</span></a>
</span><span id="nested_set-523"><a href="#nested_set-523"><span class="linenos">523</span></a> <span class="n">subd</span><span class="p">[</span><span class="n">keys</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span> <span class="o">=</span> <span class="n">value</span>
</span><span id="nested_set-524"><a href="#nested_set-524"><span class="linenos">524</span></a> <span class="k">return</span> <span class="n">d</span>
</span><span id="nested_set-523"><a href="#nested_set-523"><span class="linenos">523</span></a> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">keys</span><span class="p">)</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span>
</span><span id="nested_set-524"><a href="#nested_set-524"><span class="linenos">524</span></a> <span class="n">d</span><span class="p">[</span><span class="n">keys</span><span class="p">[</span><span class="mi">0</span><span class="p">]]</span> <span class="o">=</span> <span class="n">value</span>
</span><span id="nested_set-525"><a href="#nested_set-525"><span class="linenos">525</span></a> <span class="k">return</span> <span class="n">d</span>
</span><span id="nested_set-526"><a href="#nested_set-526"><span class="linenos">526</span></a>
</span><span id="nested_set-527"><a href="#nested_set-527"><span class="linenos">527</span></a> <span class="n">subd</span> <span class="o">=</span> <span class="n">d</span>
</span><span id="nested_set-528"><a href="#nested_set-528"><span class="linenos">528</span></a> <span class="k">for</span> <span class="n">key</span> <span class="ow">in</span> <span class="n">keys</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
</span><span id="nested_set-529"><a href="#nested_set-529"><span class="linenos">529</span></a> <span class="k">if</span> <span class="n">key</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">subd</span><span class="p">:</span>
</span><span id="nested_set-530"><a href="#nested_set-530"><span class="linenos">530</span></a> <span class="n">subd</span> <span class="o">=</span> <span class="n">subd</span><span class="o">.</span><span class="n">setdefault</span><span class="p">(</span><span class="n">key</span><span class="p">,</span> <span class="p">{})</span>
</span><span id="nested_set-531"><a href="#nested_set-531"><span class="linenos">531</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="nested_set-532"><a href="#nested_set-532"><span class="linenos">532</span></a> <span class="n">subd</span> <span class="o">=</span> <span class="n">subd</span><span class="p">[</span><span class="n">key</span><span class="p">]</span>
</span><span id="nested_set-533"><a href="#nested_set-533"><span class="linenos">533</span></a>
</span><span id="nested_set-534"><a href="#nested_set-534"><span class="linenos">534</span></a> <span class="n">subd</span><span class="p">[</span><span class="n">keys</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]]</span> <span class="o">=</span> <span class="n">value</span>
</span><span id="nested_set-535"><a href="#nested_set-535"><span class="linenos">535</span></a> <span class="k">return</span> <span class="n">d</span>
</span></pre></div>

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@ -153,239 +153,241 @@
</span><span id="L-68"><a href="#L-68"><span class="linenos"> 68</span></a>
</span><span id="L-69"><a href="#L-69"><span class="linenos"> 69</span></a> <span class="k">if</span> <span class="n">order</span><span class="p">:</span>
</span><span id="L-70"><a href="#L-70"><span class="linenos"> 70</span></a> <span class="n">window</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;order&quot;</span><span class="p">,</span> <span class="n">order</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span><span class="o">.</span><span class="n">copy</span><span class="p">())</span>
</span><span id="L-71"><a href="#L-71"><span class="linenos"> 71</span></a>
</span><span id="L-72"><a href="#L-72"><span class="linenos"> 72</span></a> <span class="n">window</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">window</span><span class="p">,</span> <span class="n">row_number</span><span class="p">)</span>
</span><span id="L-73"><a href="#L-73"><span class="linenos"> 73</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">window</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-74"><a href="#L-74"><span class="linenos"> 74</span></a>
</span><span id="L-75"><a href="#L-75"><span class="linenos"> 75</span></a> <span class="k">return</span> <span class="n">exp</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">outer_selects</span><span class="p">)</span><span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">subquery</span><span class="p">())</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;&quot;</span><span class="si">{</span><span class="n">row_number</span><span class="si">}</span><span class="s1">&quot; = 1&#39;</span><span class="p">)</span>
</span><span id="L-71"><a href="#L-71"><span class="linenos"> 71</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-72"><a href="#L-72"><span class="linenos"> 72</span></a> <span class="n">window</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;order&quot;</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Order</span><span class="p">(</span><span class="n">expressions</span><span class="o">=</span><span class="p">[</span><span class="n">c</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">distinct_cols</span><span class="p">]))</span>
</span><span id="L-73"><a href="#L-73"><span class="linenos"> 73</span></a>
</span><span id="L-74"><a href="#L-74"><span class="linenos"> 74</span></a> <span class="n">window</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">window</span><span class="p">,</span> <span class="n">row_number</span><span class="p">)</span>
</span><span id="L-75"><a href="#L-75"><span class="linenos"> 75</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">window</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-76"><a href="#L-76"><span class="linenos"> 76</span></a>
</span><span id="L-77"><a href="#L-77"><span class="linenos"> 77</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-77"><a href="#L-77"><span class="linenos"> 77</span></a> <span class="k">return</span> <span class="n">exp</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">outer_selects</span><span class="p">)</span><span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">subquery</span><span class="p">())</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;&quot;</span><span class="si">{</span><span class="n">row_number</span><span class="si">}</span><span class="s1">&quot; = 1&#39;</span><span class="p">)</span>
</span><span id="L-78"><a href="#L-78"><span class="linenos"> 78</span></a>
</span><span id="L-79"><a href="#L-79"><span class="linenos"> 79</span></a>
</span><span id="L-80"><a href="#L-80"><span class="linenos"> 80</span></a><span class="k">def</span> <span class="nf">eliminate_qualify</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-81"><a href="#L-81"><span class="linenos"> 81</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-82"><a href="#L-82"><span class="linenos"> 82</span></a><span class="sd"> Convert SELECT statements that contain the QUALIFY clause into subqueries, filtered equivalently.</span>
</span><span id="L-83"><a href="#L-83"><span class="linenos"> 83</span></a>
</span><span id="L-84"><a href="#L-84"><span class="linenos"> 84</span></a><span class="sd"> The idea behind this transformation can be seen in Snowflake&#39;s documentation for QUALIFY:</span>
</span><span id="L-85"><a href="#L-85"><span class="linenos"> 85</span></a><span class="sd"> https://docs.snowflake.com/en/sql-reference/constructs/qualify</span>
</span><span id="L-86"><a href="#L-86"><span class="linenos"> 86</span></a>
</span><span id="L-87"><a href="#L-87"><span class="linenos"> 87</span></a><span class="sd"> Some dialects don&#39;t support window functions in the WHERE clause, so we need to include them as</span>
</span><span id="L-88"><a href="#L-88"><span class="linenos"> 88</span></a><span class="sd"> projections in the subquery, in order to refer to them in the outer filter using aliases. Also,</span>
</span><span id="L-89"><a href="#L-89"><span class="linenos"> 89</span></a><span class="sd"> if a column is referenced in the QUALIFY clause but is not selected, we need to include it too,</span>
</span><span id="L-90"><a href="#L-90"><span class="linenos"> 90</span></a><span class="sd"> otherwise we won&#39;t be able to refer to it in the outer query&#39;s WHERE clause.</span>
</span><span id="L-91"><a href="#L-91"><span class="linenos"> 91</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-92"><a href="#L-92"><span class="linenos"> 92</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">)</span> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;qualify&quot;</span><span class="p">):</span>
</span><span id="L-93"><a href="#L-93"><span class="linenos"> 93</span></a> <span class="n">taken</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">)</span>
</span><span id="L-94"><a href="#L-94"><span class="linenos"> 94</span></a> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">selects</span><span class="p">:</span>
</span><span id="L-95"><a href="#L-95"><span class="linenos"> 95</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">select</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span>
</span><span id="L-96"><a href="#L-96"><span class="linenos"> 96</span></a> <span class="n">alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken</span><span class="p">,</span> <span class="s2">&quot;_c&quot;</span><span class="p">)</span>
</span><span id="L-97"><a href="#L-97"><span class="linenos"> 97</span></a> <span class="n">select</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">alias</span><span class="p">))</span>
</span><span id="L-98"><a href="#L-98"><span class="linenos"> 98</span></a> <span class="n">taken</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">alias</span><span class="p">)</span>
</span><span id="L-99"><a href="#L-99"><span class="linenos"> 99</span></a>
</span><span id="L-100"><a href="#L-100"><span class="linenos">100</span></a> <span class="n">outer_selects</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="p">[</span><span class="n">select</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">selects</span><span class="p">])</span>
</span><span id="L-101"><a href="#L-101"><span class="linenos">101</span></a> <span class="n">qualify_filters</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;qualify&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-102"><a href="#L-102"><span class="linenos">102</span></a>
</span><span id="L-103"><a href="#L-103"><span class="linenos">103</span></a> <span class="n">select_candidates</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Window</span> <span class="k">if</span> <span class="n">expression</span><span class="o">.</span><span class="n">is_star</span> <span class="k">else</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Window</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span>
</span><span id="L-104"><a href="#L-104"><span class="linenos">104</span></a> <span class="k">for</span> <span class="n">expr</span> <span class="ow">in</span> <span class="n">qualify_filters</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="n">select_candidates</span><span class="p">):</span>
</span><span id="L-105"><a href="#L-105"><span class="linenos">105</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expr</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Window</span><span class="p">):</span>
</span><span id="L-106"><a href="#L-106"><span class="linenos">106</span></a> <span class="n">alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">,</span> <span class="s2">&quot;_w&quot;</span><span class="p">)</span>
</span><span id="L-107"><a href="#L-107"><span class="linenos">107</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">expr</span><span class="p">,</span> <span class="n">alias</span><span class="p">),</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-108"><a href="#L-108"><span class="linenos">108</span></a> <span class="n">column</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column</span><span class="p">(</span><span class="n">alias</span><span class="p">)</span>
</span><span id="L-109"><a href="#L-109"><span class="linenos">109</span></a>
</span><span id="L-110"><a href="#L-110"><span class="linenos">110</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expr</span><span class="o">.</span><span class="n">parent</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Qualify</span><span class="p">):</span>
</span><span id="L-111"><a href="#L-111"><span class="linenos">111</span></a> <span class="n">qualify_filters</span> <span class="o">=</span> <span class="n">column</span>
</span><span id="L-112"><a href="#L-112"><span class="linenos">112</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-113"><a href="#L-113"><span class="linenos">113</span></a> <span class="n">expr</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
</span><span id="L-114"><a href="#L-114"><span class="linenos">114</span></a> <span class="k">elif</span> <span class="n">expr</span><span class="o">.</span><span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">:</span>
</span><span id="L-115"><a href="#L-115"><span class="linenos">115</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">expr</span><span class="o">.</span><span class="n">copy</span><span class="p">(),</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-116"><a href="#L-116"><span class="linenos">116</span></a>
</span><span id="L-117"><a href="#L-117"><span class="linenos">117</span></a> <span class="k">return</span> <span class="n">outer_selects</span><span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">subquery</span><span class="p">(</span><span class="n">alias</span><span class="o">=</span><span class="s2">&quot;_t&quot;</span><span class="p">))</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">qualify_filters</span><span class="p">)</span>
</span><span id="L-79"><a href="#L-79"><span class="linenos"> 79</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-80"><a href="#L-80"><span class="linenos"> 80</span></a>
</span><span id="L-81"><a href="#L-81"><span class="linenos"> 81</span></a>
</span><span id="L-82"><a href="#L-82"><span class="linenos"> 82</span></a><span class="k">def</span> <span class="nf">eliminate_qualify</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-83"><a href="#L-83"><span class="linenos"> 83</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-84"><a href="#L-84"><span class="linenos"> 84</span></a><span class="sd"> Convert SELECT statements that contain the QUALIFY clause into subqueries, filtered equivalently.</span>
</span><span id="L-85"><a href="#L-85"><span class="linenos"> 85</span></a>
</span><span id="L-86"><a href="#L-86"><span class="linenos"> 86</span></a><span class="sd"> The idea behind this transformation can be seen in Snowflake&#39;s documentation for QUALIFY:</span>
</span><span id="L-87"><a href="#L-87"><span class="linenos"> 87</span></a><span class="sd"> https://docs.snowflake.com/en/sql-reference/constructs/qualify</span>
</span><span id="L-88"><a href="#L-88"><span class="linenos"> 88</span></a>
</span><span id="L-89"><a href="#L-89"><span class="linenos"> 89</span></a><span class="sd"> Some dialects don&#39;t support window functions in the WHERE clause, so we need to include them as</span>
</span><span id="L-90"><a href="#L-90"><span class="linenos"> 90</span></a><span class="sd"> projections in the subquery, in order to refer to them in the outer filter using aliases. Also,</span>
</span><span id="L-91"><a href="#L-91"><span class="linenos"> 91</span></a><span class="sd"> if a column is referenced in the QUALIFY clause but is not selected, we need to include it too,</span>
</span><span id="L-92"><a href="#L-92"><span class="linenos"> 92</span></a><span class="sd"> otherwise we won&#39;t be able to refer to it in the outer query&#39;s WHERE clause.</span>
</span><span id="L-93"><a href="#L-93"><span class="linenos"> 93</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-94"><a href="#L-94"><span class="linenos"> 94</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">)</span> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;qualify&quot;</span><span class="p">):</span>
</span><span id="L-95"><a href="#L-95"><span class="linenos"> 95</span></a> <span class="n">taken</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">)</span>
</span><span id="L-96"><a href="#L-96"><span class="linenos"> 96</span></a> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">selects</span><span class="p">:</span>
</span><span id="L-97"><a href="#L-97"><span class="linenos"> 97</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">select</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span>
</span><span id="L-98"><a href="#L-98"><span class="linenos"> 98</span></a> <span class="n">alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken</span><span class="p">,</span> <span class="s2">&quot;_c&quot;</span><span class="p">)</span>
</span><span id="L-99"><a href="#L-99"><span class="linenos"> 99</span></a> <span class="n">select</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">alias</span><span class="p">))</span>
</span><span id="L-100"><a href="#L-100"><span class="linenos">100</span></a> <span class="n">taken</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">alias</span><span class="p">)</span>
</span><span id="L-101"><a href="#L-101"><span class="linenos">101</span></a>
</span><span id="L-102"><a href="#L-102"><span class="linenos">102</span></a> <span class="n">outer_selects</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="p">[</span><span class="n">select</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">selects</span><span class="p">])</span>
</span><span id="L-103"><a href="#L-103"><span class="linenos">103</span></a> <span class="n">qualify_filters</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;qualify&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-104"><a href="#L-104"><span class="linenos">104</span></a>
</span><span id="L-105"><a href="#L-105"><span class="linenos">105</span></a> <span class="n">select_candidates</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Window</span> <span class="k">if</span> <span class="n">expression</span><span class="o">.</span><span class="n">is_star</span> <span class="k">else</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Window</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span>
</span><span id="L-106"><a href="#L-106"><span class="linenos">106</span></a> <span class="k">for</span> <span class="n">expr</span> <span class="ow">in</span> <span class="n">qualify_filters</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="n">select_candidates</span><span class="p">):</span>
</span><span id="L-107"><a href="#L-107"><span class="linenos">107</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expr</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Window</span><span class="p">):</span>
</span><span id="L-108"><a href="#L-108"><span class="linenos">108</span></a> <span class="n">alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">,</span> <span class="s2">&quot;_w&quot;</span><span class="p">)</span>
</span><span id="L-109"><a href="#L-109"><span class="linenos">109</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">expr</span><span class="p">,</span> <span class="n">alias</span><span class="p">),</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-110"><a href="#L-110"><span class="linenos">110</span></a> <span class="n">column</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column</span><span class="p">(</span><span class="n">alias</span><span class="p">)</span>
</span><span id="L-111"><a href="#L-111"><span class="linenos">111</span></a>
</span><span id="L-112"><a href="#L-112"><span class="linenos">112</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expr</span><span class="o">.</span><span class="n">parent</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Qualify</span><span class="p">):</span>
</span><span id="L-113"><a href="#L-113"><span class="linenos">113</span></a> <span class="n">qualify_filters</span> <span class="o">=</span> <span class="n">column</span>
</span><span id="L-114"><a href="#L-114"><span class="linenos">114</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-115"><a href="#L-115"><span class="linenos">115</span></a> <span class="n">expr</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
</span><span id="L-116"><a href="#L-116"><span class="linenos">116</span></a> <span class="k">elif</span> <span class="n">expr</span><span class="o">.</span><span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">:</span>
</span><span id="L-117"><a href="#L-117"><span class="linenos">117</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">expr</span><span class="o">.</span><span class="n">copy</span><span class="p">(),</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-118"><a href="#L-118"><span class="linenos">118</span></a>
</span><span id="L-119"><a href="#L-119"><span class="linenos">119</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-119"><a href="#L-119"><span class="linenos">119</span></a> <span class="k">return</span> <span class="n">outer_selects</span><span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">subquery</span><span class="p">(</span><span class="n">alias</span><span class="o">=</span><span class="s2">&quot;_t&quot;</span><span class="p">))</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">qualify_filters</span><span class="p">)</span>
</span><span id="L-120"><a href="#L-120"><span class="linenos">120</span></a>
</span><span id="L-121"><a href="#L-121"><span class="linenos">121</span></a>
</span><span id="L-122"><a href="#L-122"><span class="linenos">122</span></a><span class="k">def</span> <span class="nf">remove_precision_parameterized_types</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-123"><a href="#L-123"><span class="linenos">123</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-124"><a href="#L-124"><span class="linenos">124</span></a><span class="sd"> Some dialects only allow the precision for parameterized types to be defined in the DDL and not in</span>
</span><span id="L-125"><a href="#L-125"><span class="linenos">125</span></a><span class="sd"> other expressions. This transforms removes the precision from parameterized types in expressions.</span>
</span><span id="L-126"><a href="#L-126"><span class="linenos">126</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-127"><a href="#L-127"><span class="linenos">127</span></a> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="p">):</span>
</span><span id="L-128"><a href="#L-128"><span class="linenos">128</span></a> <span class="n">node</span><span class="o">.</span><span class="n">set</span><span class="p">(</span>
</span><span id="L-129"><a href="#L-129"><span class="linenos">129</span></a> <span class="s2">&quot;expressions&quot;</span><span class="p">,</span> <span class="p">[</span><span class="n">e</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">expressions</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataTypeSize</span><span class="p">)]</span>
</span><span id="L-130"><a href="#L-130"><span class="linenos">130</span></a> <span class="p">)</span>
</span><span id="L-131"><a href="#L-131"><span class="linenos">131</span></a>
</span><span id="L-132"><a href="#L-132"><span class="linenos">132</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-121"><a href="#L-121"><span class="linenos">121</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-122"><a href="#L-122"><span class="linenos">122</span></a>
</span><span id="L-123"><a href="#L-123"><span class="linenos">123</span></a>
</span><span id="L-124"><a href="#L-124"><span class="linenos">124</span></a><span class="k">def</span> <span class="nf">remove_precision_parameterized_types</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-125"><a href="#L-125"><span class="linenos">125</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-126"><a href="#L-126"><span class="linenos">126</span></a><span class="sd"> Some dialects only allow the precision for parameterized types to be defined in the DDL and not in</span>
</span><span id="L-127"><a href="#L-127"><span class="linenos">127</span></a><span class="sd"> other expressions. This transforms removes the precision from parameterized types in expressions.</span>
</span><span id="L-128"><a href="#L-128"><span class="linenos">128</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-129"><a href="#L-129"><span class="linenos">129</span></a> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="p">):</span>
</span><span id="L-130"><a href="#L-130"><span class="linenos">130</span></a> <span class="n">node</span><span class="o">.</span><span class="n">set</span><span class="p">(</span>
</span><span id="L-131"><a href="#L-131"><span class="linenos">131</span></a> <span class="s2">&quot;expressions&quot;</span><span class="p">,</span> <span class="p">[</span><span class="n">e</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">expressions</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataTypeParam</span><span class="p">)]</span>
</span><span id="L-132"><a href="#L-132"><span class="linenos">132</span></a> <span class="p">)</span>
</span><span id="L-133"><a href="#L-133"><span class="linenos">133</span></a>
</span><span id="L-134"><a href="#L-134"><span class="linenos">134</span></a>
</span><span id="L-135"><a href="#L-135"><span class="linenos">135</span></a><span class="k">def</span> <span class="nf">unnest_to_explode</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-136"><a href="#L-136"><span class="linenos">136</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Convert cross join unnest into lateral view explode (used in presto -&gt; hive).&quot;&quot;&quot;</span>
</span><span id="L-137"><a href="#L-137"><span class="linenos">137</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="L-138"><a href="#L-138"><span class="linenos">138</span></a> <span class="k">for</span> <span class="n">join</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;joins&quot;</span><span class="p">)</span> <span class="ow">or</span> <span class="p">[]:</span>
</span><span id="L-139"><a href="#L-139"><span class="linenos">139</span></a> <span class="n">unnest</span> <span class="o">=</span> <span class="n">join</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-140"><a href="#L-140"><span class="linenos">140</span></a>
</span><span id="L-141"><a href="#L-141"><span class="linenos">141</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Unnest</span><span class="p">):</span>
</span><span id="L-142"><a href="#L-142"><span class="linenos">142</span></a> <span class="n">alias</span> <span class="o">=</span> <span class="n">unnest</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;alias&quot;</span><span class="p">)</span>
</span><span id="L-143"><a href="#L-143"><span class="linenos">143</span></a> <span class="n">udtf</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Posexplode</span> <span class="k">if</span> <span class="n">unnest</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ordinality&quot;</span><span class="p">)</span> <span class="k">else</span> <span class="n">exp</span><span class="o">.</span><span class="n">Explode</span>
</span><span id="L-144"><a href="#L-144"><span class="linenos">144</span></a>
</span><span id="L-145"><a href="#L-145"><span class="linenos">145</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;joins&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">join</span><span class="p">)</span>
</span><span id="L-134"><a href="#L-134"><span class="linenos">134</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-135"><a href="#L-135"><span class="linenos">135</span></a>
</span><span id="L-136"><a href="#L-136"><span class="linenos">136</span></a>
</span><span id="L-137"><a href="#L-137"><span class="linenos">137</span></a><span class="k">def</span> <span class="nf">unnest_to_explode</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-138"><a href="#L-138"><span class="linenos">138</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Convert cross join unnest into lateral view explode (used in presto -&gt; hive).&quot;&quot;&quot;</span>
</span><span id="L-139"><a href="#L-139"><span class="linenos">139</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="L-140"><a href="#L-140"><span class="linenos">140</span></a> <span class="k">for</span> <span class="n">join</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;joins&quot;</span><span class="p">)</span> <span class="ow">or</span> <span class="p">[]:</span>
</span><span id="L-141"><a href="#L-141"><span class="linenos">141</span></a> <span class="n">unnest</span> <span class="o">=</span> <span class="n">join</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-142"><a href="#L-142"><span class="linenos">142</span></a>
</span><span id="L-143"><a href="#L-143"><span class="linenos">143</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Unnest</span><span class="p">):</span>
</span><span id="L-144"><a href="#L-144"><span class="linenos">144</span></a> <span class="n">alias</span> <span class="o">=</span> <span class="n">unnest</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;alias&quot;</span><span class="p">)</span>
</span><span id="L-145"><a href="#L-145"><span class="linenos">145</span></a> <span class="n">udtf</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Posexplode</span> <span class="k">if</span> <span class="n">unnest</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ordinality&quot;</span><span class="p">)</span> <span class="k">else</span> <span class="n">exp</span><span class="o">.</span><span class="n">Explode</span>
</span><span id="L-146"><a href="#L-146"><span class="linenos">146</span></a>
</span><span id="L-147"><a href="#L-147"><span class="linenos">147</span></a> <span class="k">for</span> <span class="n">e</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">unnest</span><span class="o">.</span><span class="n">expressions</span><span class="p">,</span> <span class="n">alias</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="n">alias</span> <span class="k">else</span> <span class="p">[]):</span>
</span><span id="L-148"><a href="#L-148"><span class="linenos">148</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
</span><span id="L-149"><a href="#L-149"><span class="linenos">149</span></a> <span class="s2">&quot;laterals&quot;</span><span class="p">,</span>
</span><span id="L-150"><a href="#L-150"><span class="linenos">150</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Lateral</span><span class="p">(</span>
</span><span id="L-151"><a href="#L-151"><span class="linenos">151</span></a> <span class="n">this</span><span class="o">=</span><span class="n">udtf</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">e</span><span class="p">),</span>
</span><span id="L-152"><a href="#L-152"><span class="linenos">152</span></a> <span class="n">view</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
</span><span id="L-153"><a href="#L-153"><span class="linenos">153</span></a> <span class="n">alias</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">TableAlias</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">alias</span><span class="o">.</span><span class="n">this</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="n">column</span><span class="p">]),</span> <span class="c1"># type: ignore</span>
</span><span id="L-154"><a href="#L-154"><span class="linenos">154</span></a> <span class="p">),</span>
</span><span id="L-155"><a href="#L-155"><span class="linenos">155</span></a> <span class="p">)</span>
</span><span id="L-156"><a href="#L-156"><span class="linenos">156</span></a>
</span><span id="L-157"><a href="#L-157"><span class="linenos">157</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-147"><a href="#L-147"><span class="linenos">147</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;joins&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">join</span><span class="p">)</span>
</span><span id="L-148"><a href="#L-148"><span class="linenos">148</span></a>
</span><span id="L-149"><a href="#L-149"><span class="linenos">149</span></a> <span class="k">for</span> <span class="n">e</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">unnest</span><span class="o">.</span><span class="n">expressions</span><span class="p">,</span> <span class="n">alias</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="n">alias</span> <span class="k">else</span> <span class="p">[]):</span>
</span><span id="L-150"><a href="#L-150"><span class="linenos">150</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
</span><span id="L-151"><a href="#L-151"><span class="linenos">151</span></a> <span class="s2">&quot;laterals&quot;</span><span class="p">,</span>
</span><span id="L-152"><a href="#L-152"><span class="linenos">152</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Lateral</span><span class="p">(</span>
</span><span id="L-153"><a href="#L-153"><span class="linenos">153</span></a> <span class="n">this</span><span class="o">=</span><span class="n">udtf</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">e</span><span class="p">),</span>
</span><span id="L-154"><a href="#L-154"><span class="linenos">154</span></a> <span class="n">view</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
</span><span id="L-155"><a href="#L-155"><span class="linenos">155</span></a> <span class="n">alias</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">TableAlias</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">alias</span><span class="o">.</span><span class="n">this</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="n">column</span><span class="p">]),</span> <span class="c1"># type: ignore</span>
</span><span id="L-156"><a href="#L-156"><span class="linenos">156</span></a> <span class="p">),</span>
</span><span id="L-157"><a href="#L-157"><span class="linenos">157</span></a> <span class="p">)</span>
</span><span id="L-158"><a href="#L-158"><span class="linenos">158</span></a>
</span><span id="L-159"><a href="#L-159"><span class="linenos">159</span></a>
</span><span id="L-160"><a href="#L-160"><span class="linenos">160</span></a><span class="k">def</span> <span class="nf">explode_to_unnest</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-161"><a href="#L-161"><span class="linenos">161</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Convert explode/posexplode into unnest (used in hive -&gt; presto).&quot;&quot;&quot;</span>
</span><span id="L-162"><a href="#L-162"><span class="linenos">162</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="L-163"><a href="#L-163"><span class="linenos">163</span></a> <span class="kn">from</span> <span class="nn">sqlglot.optimizer.scope</span> <span class="kn">import</span> <span class="n">Scope</span>
</span><span id="L-164"><a href="#L-164"><span class="linenos">164</span></a>
</span><span id="L-165"><a href="#L-165"><span class="linenos">165</span></a> <span class="n">taken_select_names</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">)</span>
</span><span id="L-166"><a href="#L-166"><span class="linenos">166</span></a> <span class="n">taken_source_names</span> <span class="o">=</span> <span class="p">{</span><span class="n">name</span> <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">Scope</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span><span class="o">.</span><span class="n">references</span><span class="p">}</span>
</span><span id="L-167"><a href="#L-167"><span class="linenos">167</span></a>
</span><span id="L-168"><a href="#L-168"><span class="linenos">168</span></a> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">selects</span><span class="p">:</span>
</span><span id="L-169"><a href="#L-169"><span class="linenos">169</span></a> <span class="n">to_replace</span> <span class="o">=</span> <span class="n">select</span>
</span><span id="L-170"><a href="#L-170"><span class="linenos">170</span></a>
</span><span id="L-171"><a href="#L-171"><span class="linenos">171</span></a> <span class="n">pos_alias</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
</span><span id="L-172"><a href="#L-172"><span class="linenos">172</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
</span><span id="L-173"><a href="#L-173"><span class="linenos">173</span></a>
</span><span id="L-174"><a href="#L-174"><span class="linenos">174</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Alias</span><span class="p">):</span>
</span><span id="L-175"><a href="#L-175"><span class="linenos">175</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">alias</span>
</span><span id="L-176"><a href="#L-176"><span class="linenos">176</span></a> <span class="n">select</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-177"><a href="#L-177"><span class="linenos">177</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Aliases</span><span class="p">):</span>
</span><span id="L-178"><a href="#L-178"><span class="linenos">178</span></a> <span class="n">pos_alias</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">aliases</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">name</span>
</span><span id="L-179"><a href="#L-179"><span class="linenos">179</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">aliases</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">name</span>
</span><span id="L-180"><a href="#L-180"><span class="linenos">180</span></a> <span class="n">select</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-181"><a href="#L-181"><span class="linenos">181</span></a>
</span><span id="L-182"><a href="#L-182"><span class="linenos">182</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Explode</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Posexplode</span><span class="p">)):</span>
</span><span id="L-183"><a href="#L-183"><span class="linenos">183</span></a> <span class="n">is_posexplode</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Posexplode</span><span class="p">)</span>
</span><span id="L-184"><a href="#L-184"><span class="linenos">184</span></a>
</span><span id="L-185"><a href="#L-185"><span class="linenos">185</span></a> <span class="n">explode_arg</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-186"><a href="#L-186"><span class="linenos">186</span></a> <span class="n">unnest</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Unnest</span><span class="p">(</span><span class="n">expressions</span><span class="o">=</span><span class="p">[</span><span class="n">explode_arg</span><span class="o">.</span><span class="n">copy</span><span class="p">()],</span> <span class="n">ordinality</span><span class="o">=</span><span class="n">is_posexplode</span><span class="p">)</span>
</span><span id="L-187"><a href="#L-187"><span class="linenos">187</span></a>
</span><span id="L-188"><a href="#L-188"><span class="linenos">188</span></a> <span class="c1"># This ensures that we won&#39;t use [POS]EXPLODE&#39;s argument as a new selection</span>
</span><span id="L-189"><a href="#L-189"><span class="linenos">189</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">explode_arg</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span>
</span><span id="L-190"><a href="#L-190"><span class="linenos">190</span></a> <span class="n">taken_select_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">explode_arg</span><span class="o">.</span><span class="n">output_name</span><span class="p">)</span>
</span><span id="L-191"><a href="#L-191"><span class="linenos">191</span></a>
</span><span id="L-192"><a href="#L-192"><span class="linenos">192</span></a> <span class="n">unnest_source_alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken_source_names</span><span class="p">,</span> <span class="s2">&quot;_u&quot;</span><span class="p">)</span>
</span><span id="L-193"><a href="#L-193"><span class="linenos">193</span></a> <span class="n">taken_source_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">unnest_source_alias</span><span class="p">)</span>
</span><span id="L-194"><a href="#L-194"><span class="linenos">194</span></a>
</span><span id="L-195"><a href="#L-195"><span class="linenos">195</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">explode_alias</span><span class="p">:</span>
</span><span id="L-196"><a href="#L-196"><span class="linenos">196</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken_select_names</span><span class="p">,</span> <span class="s2">&quot;col&quot;</span><span class="p">)</span>
</span><span id="L-197"><a href="#L-197"><span class="linenos">197</span></a> <span class="n">taken_select_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">explode_alias</span><span class="p">)</span>
</span><span id="L-198"><a href="#L-198"><span class="linenos">198</span></a>
</span><span id="L-199"><a href="#L-199"><span class="linenos">199</span></a> <span class="k">if</span> <span class="n">is_posexplode</span><span class="p">:</span>
</span><span id="L-200"><a href="#L-200"><span class="linenos">200</span></a> <span class="n">pos_alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken_select_names</span><span class="p">,</span> <span class="s2">&quot;pos&quot;</span><span class="p">)</span>
</span><span id="L-201"><a href="#L-201"><span class="linenos">201</span></a> <span class="n">taken_select_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">pos_alias</span><span class="p">)</span>
</span><span id="L-202"><a href="#L-202"><span class="linenos">202</span></a>
</span><span id="L-203"><a href="#L-203"><span class="linenos">203</span></a> <span class="k">if</span> <span class="n">is_posexplode</span><span class="p">:</span>
</span><span id="L-204"><a href="#L-204"><span class="linenos">204</span></a> <span class="n">column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">explode_alias</span><span class="p">,</span> <span class="n">pos_alias</span><span class="p">]</span>
</span><span id="L-205"><a href="#L-205"><span class="linenos">205</span></a> <span class="n">to_replace</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
</span><span id="L-206"><a href="#L-206"><span class="linenos">206</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">pos_alias</span><span class="p">,</span> <span class="n">explode_alias</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-207"><a href="#L-207"><span class="linenos">207</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-208"><a href="#L-208"><span class="linenos">208</span></a> <span class="n">column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">explode_alias</span><span class="p">]</span>
</span><span id="L-209"><a href="#L-209"><span class="linenos">209</span></a> <span class="n">to_replace</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">column</span><span class="p">(</span><span class="n">explode_alias</span><span class="p">))</span>
</span><span id="L-210"><a href="#L-210"><span class="linenos">210</span></a>
</span><span id="L-211"><a href="#L-211"><span class="linenos">211</span></a> <span class="n">unnest</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">unnest_source_alias</span><span class="p">,</span> <span class="n">table</span><span class="o">=</span><span class="n">column_names</span><span class="p">)</span>
</span><span id="L-159"><a href="#L-159"><span class="linenos">159</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-160"><a href="#L-160"><span class="linenos">160</span></a>
</span><span id="L-161"><a href="#L-161"><span class="linenos">161</span></a>
</span><span id="L-162"><a href="#L-162"><span class="linenos">162</span></a><span class="k">def</span> <span class="nf">explode_to_unnest</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-163"><a href="#L-163"><span class="linenos">163</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Convert explode/posexplode into unnest (used in hive -&gt; presto).&quot;&quot;&quot;</span>
</span><span id="L-164"><a href="#L-164"><span class="linenos">164</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="L-165"><a href="#L-165"><span class="linenos">165</span></a> <span class="kn">from</span> <span class="nn">sqlglot.optimizer.scope</span> <span class="kn">import</span> <span class="n">Scope</span>
</span><span id="L-166"><a href="#L-166"><span class="linenos">166</span></a>
</span><span id="L-167"><a href="#L-167"><span class="linenos">167</span></a> <span class="n">taken_select_names</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">)</span>
</span><span id="L-168"><a href="#L-168"><span class="linenos">168</span></a> <span class="n">taken_source_names</span> <span class="o">=</span> <span class="p">{</span><span class="n">name</span> <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">Scope</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span><span class="o">.</span><span class="n">references</span><span class="p">}</span>
</span><span id="L-169"><a href="#L-169"><span class="linenos">169</span></a>
</span><span id="L-170"><a href="#L-170"><span class="linenos">170</span></a> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">selects</span><span class="p">:</span>
</span><span id="L-171"><a href="#L-171"><span class="linenos">171</span></a> <span class="n">to_replace</span> <span class="o">=</span> <span class="n">select</span>
</span><span id="L-172"><a href="#L-172"><span class="linenos">172</span></a>
</span><span id="L-173"><a href="#L-173"><span class="linenos">173</span></a> <span class="n">pos_alias</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
</span><span id="L-174"><a href="#L-174"><span class="linenos">174</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
</span><span id="L-175"><a href="#L-175"><span class="linenos">175</span></a>
</span><span id="L-176"><a href="#L-176"><span class="linenos">176</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Alias</span><span class="p">):</span>
</span><span id="L-177"><a href="#L-177"><span class="linenos">177</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">alias</span>
</span><span id="L-178"><a href="#L-178"><span class="linenos">178</span></a> <span class="n">select</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-179"><a href="#L-179"><span class="linenos">179</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Aliases</span><span class="p">):</span>
</span><span id="L-180"><a href="#L-180"><span class="linenos">180</span></a> <span class="n">pos_alias</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">aliases</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">name</span>
</span><span id="L-181"><a href="#L-181"><span class="linenos">181</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">aliases</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">name</span>
</span><span id="L-182"><a href="#L-182"><span class="linenos">182</span></a> <span class="n">select</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-183"><a href="#L-183"><span class="linenos">183</span></a>
</span><span id="L-184"><a href="#L-184"><span class="linenos">184</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Explode</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Posexplode</span><span class="p">)):</span>
</span><span id="L-185"><a href="#L-185"><span class="linenos">185</span></a> <span class="n">is_posexplode</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Posexplode</span><span class="p">)</span>
</span><span id="L-186"><a href="#L-186"><span class="linenos">186</span></a>
</span><span id="L-187"><a href="#L-187"><span class="linenos">187</span></a> <span class="n">explode_arg</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-188"><a href="#L-188"><span class="linenos">188</span></a> <span class="n">unnest</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Unnest</span><span class="p">(</span><span class="n">expressions</span><span class="o">=</span><span class="p">[</span><span class="n">explode_arg</span><span class="o">.</span><span class="n">copy</span><span class="p">()],</span> <span class="n">ordinality</span><span class="o">=</span><span class="n">is_posexplode</span><span class="p">)</span>
</span><span id="L-189"><a href="#L-189"><span class="linenos">189</span></a>
</span><span id="L-190"><a href="#L-190"><span class="linenos">190</span></a> <span class="c1"># This ensures that we won&#39;t use [POS]EXPLODE&#39;s argument as a new selection</span>
</span><span id="L-191"><a href="#L-191"><span class="linenos">191</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">explode_arg</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span>
</span><span id="L-192"><a href="#L-192"><span class="linenos">192</span></a> <span class="n">taken_select_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">explode_arg</span><span class="o">.</span><span class="n">output_name</span><span class="p">)</span>
</span><span id="L-193"><a href="#L-193"><span class="linenos">193</span></a>
</span><span id="L-194"><a href="#L-194"><span class="linenos">194</span></a> <span class="n">unnest_source_alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken_source_names</span><span class="p">,</span> <span class="s2">&quot;_u&quot;</span><span class="p">)</span>
</span><span id="L-195"><a href="#L-195"><span class="linenos">195</span></a> <span class="n">taken_source_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">unnest_source_alias</span><span class="p">)</span>
</span><span id="L-196"><a href="#L-196"><span class="linenos">196</span></a>
</span><span id="L-197"><a href="#L-197"><span class="linenos">197</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">explode_alias</span><span class="p">:</span>
</span><span id="L-198"><a href="#L-198"><span class="linenos">198</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken_select_names</span><span class="p">,</span> <span class="s2">&quot;col&quot;</span><span class="p">)</span>
</span><span id="L-199"><a href="#L-199"><span class="linenos">199</span></a> <span class="n">taken_select_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">explode_alias</span><span class="p">)</span>
</span><span id="L-200"><a href="#L-200"><span class="linenos">200</span></a>
</span><span id="L-201"><a href="#L-201"><span class="linenos">201</span></a> <span class="k">if</span> <span class="n">is_posexplode</span><span class="p">:</span>
</span><span id="L-202"><a href="#L-202"><span class="linenos">202</span></a> <span class="n">pos_alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken_select_names</span><span class="p">,</span> <span class="s2">&quot;pos&quot;</span><span class="p">)</span>
</span><span id="L-203"><a href="#L-203"><span class="linenos">203</span></a> <span class="n">taken_select_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">pos_alias</span><span class="p">)</span>
</span><span id="L-204"><a href="#L-204"><span class="linenos">204</span></a>
</span><span id="L-205"><a href="#L-205"><span class="linenos">205</span></a> <span class="k">if</span> <span class="n">is_posexplode</span><span class="p">:</span>
</span><span id="L-206"><a href="#L-206"><span class="linenos">206</span></a> <span class="n">column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">explode_alias</span><span class="p">,</span> <span class="n">pos_alias</span><span class="p">]</span>
</span><span id="L-207"><a href="#L-207"><span class="linenos">207</span></a> <span class="n">to_replace</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
</span><span id="L-208"><a href="#L-208"><span class="linenos">208</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">pos_alias</span><span class="p">,</span> <span class="n">explode_alias</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-209"><a href="#L-209"><span class="linenos">209</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-210"><a href="#L-210"><span class="linenos">210</span></a> <span class="n">column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">explode_alias</span><span class="p">]</span>
</span><span id="L-211"><a href="#L-211"><span class="linenos">211</span></a> <span class="n">to_replace</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">column</span><span class="p">(</span><span class="n">explode_alias</span><span class="p">))</span>
</span><span id="L-212"><a href="#L-212"><span class="linenos">212</span></a>
</span><span id="L-213"><a href="#L-213"><span class="linenos">213</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;from&quot;</span><span class="p">):</span>
</span><span id="L-214"><a href="#L-214"><span class="linenos">214</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-215"><a href="#L-215"><span class="linenos">215</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-216"><a href="#L-216"><span class="linenos">216</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">join_type</span><span class="o">=</span><span class="s2">&quot;CROSS&quot;</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-217"><a href="#L-217"><span class="linenos">217</span></a>
</span><span id="L-218"><a href="#L-218"><span class="linenos">218</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-213"><a href="#L-213"><span class="linenos">213</span></a> <span class="n">unnest</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">unnest_source_alias</span><span class="p">,</span> <span class="n">table</span><span class="o">=</span><span class="n">column_names</span><span class="p">)</span>
</span><span id="L-214"><a href="#L-214"><span class="linenos">214</span></a>
</span><span id="L-215"><a href="#L-215"><span class="linenos">215</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;from&quot;</span><span class="p">):</span>
</span><span id="L-216"><a href="#L-216"><span class="linenos">216</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-217"><a href="#L-217"><span class="linenos">217</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="L-218"><a href="#L-218"><span class="linenos">218</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">join_type</span><span class="o">=</span><span class="s2">&quot;CROSS&quot;</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="L-219"><a href="#L-219"><span class="linenos">219</span></a>
</span><span id="L-220"><a href="#L-220"><span class="linenos">220</span></a>
</span><span id="L-221"><a href="#L-221"><span class="linenos">221</span></a><span class="k">def</span> <span class="nf">remove_within_group_for_percentiles</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-222"><a href="#L-222"><span class="linenos">222</span></a> <span class="k">if</span> <span class="p">(</span>
</span><span id="L-223"><a href="#L-223"><span class="linenos">223</span></a> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">WithinGroup</span><span class="p">)</span>
</span><span id="L-224"><a href="#L-224"><span class="linenos">224</span></a> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="p">,</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">PercentileCont</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">PercentileDisc</span><span class="p">))</span>
</span><span id="L-225"><a href="#L-225"><span class="linenos">225</span></a> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Order</span><span class="p">)</span>
</span><span id="L-226"><a href="#L-226"><span class="linenos">226</span></a> <span class="p">):</span>
</span><span id="L-227"><a href="#L-227"><span class="linenos">227</span></a> <span class="n">quantile</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-228"><a href="#L-228"><span class="linenos">228</span></a> <span class="n">input_value</span> <span class="o">=</span> <span class="n">t</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">,</span> <span class="n">expression</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">))</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-229"><a href="#L-229"><span class="linenos">229</span></a> <span class="k">return</span> <span class="n">expression</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">ApproxQuantile</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">input_value</span><span class="p">,</span> <span class="n">quantile</span><span class="o">=</span><span class="n">quantile</span><span class="p">))</span>
</span><span id="L-230"><a href="#L-230"><span class="linenos">230</span></a>
</span><span id="L-231"><a href="#L-231"><span class="linenos">231</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-220"><a href="#L-220"><span class="linenos">220</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-221"><a href="#L-221"><span class="linenos">221</span></a>
</span><span id="L-222"><a href="#L-222"><span class="linenos">222</span></a>
</span><span id="L-223"><a href="#L-223"><span class="linenos">223</span></a><span class="k">def</span> <span class="nf">remove_within_group_for_percentiles</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-224"><a href="#L-224"><span class="linenos">224</span></a> <span class="k">if</span> <span class="p">(</span>
</span><span id="L-225"><a href="#L-225"><span class="linenos">225</span></a> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">WithinGroup</span><span class="p">)</span>
</span><span id="L-226"><a href="#L-226"><span class="linenos">226</span></a> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="p">,</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">PercentileCont</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">PercentileDisc</span><span class="p">))</span>
</span><span id="L-227"><a href="#L-227"><span class="linenos">227</span></a> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Order</span><span class="p">)</span>
</span><span id="L-228"><a href="#L-228"><span class="linenos">228</span></a> <span class="p">):</span>
</span><span id="L-229"><a href="#L-229"><span class="linenos">229</span></a> <span class="n">quantile</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-230"><a href="#L-230"><span class="linenos">230</span></a> <span class="n">input_value</span> <span class="o">=</span> <span class="n">t</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">,</span> <span class="n">expression</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">))</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-231"><a href="#L-231"><span class="linenos">231</span></a> <span class="k">return</span> <span class="n">expression</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">ApproxQuantile</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">input_value</span><span class="p">,</span> <span class="n">quantile</span><span class="o">=</span><span class="n">quantile</span><span class="p">))</span>
</span><span id="L-232"><a href="#L-232"><span class="linenos">232</span></a>
</span><span id="L-233"><a href="#L-233"><span class="linenos">233</span></a>
</span><span id="L-234"><a href="#L-234"><span class="linenos">234</span></a><span class="k">def</span> <span class="nf">add_recursive_cte_column_names</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-235"><a href="#L-235"><span class="linenos">235</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">With</span><span class="p">)</span> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">recursive</span><span class="p">:</span>
</span><span id="L-236"><a href="#L-236"><span class="linenos">236</span></a> <span class="n">next_name</span> <span class="o">=</span> <span class="n">name_sequence</span><span class="p">(</span><span class="s2">&quot;_c_&quot;</span><span class="p">)</span>
</span><span id="L-237"><a href="#L-237"><span class="linenos">237</span></a>
</span><span id="L-238"><a href="#L-238"><span class="linenos">238</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">expressions</span><span class="p">:</span>
</span><span id="L-239"><a href="#L-239"><span class="linenos">239</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">cte</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;alias&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
</span><span id="L-240"><a href="#L-240"><span class="linenos">240</span></a> <span class="n">query</span> <span class="o">=</span> <span class="n">cte</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-241"><a href="#L-241"><span class="linenos">241</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">query</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">):</span>
</span><span id="L-242"><a href="#L-242"><span class="linenos">242</span></a> <span class="n">query</span> <span class="o">=</span> <span class="n">query</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-243"><a href="#L-243"><span class="linenos">243</span></a>
</span><span id="L-244"><a href="#L-244"><span class="linenos">244</span></a> <span class="n">cte</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;alias&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set</span><span class="p">(</span>
</span><span id="L-245"><a href="#L-245"><span class="linenos">245</span></a> <span class="s2">&quot;columns&quot;</span><span class="p">,</span>
</span><span id="L-246"><a href="#L-246"><span class="linenos">246</span></a> <span class="p">[</span><span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">or</span> <span class="n">next_name</span><span class="p">())</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">query</span><span class="o">.</span><span class="n">selects</span><span class="p">],</span>
</span><span id="L-247"><a href="#L-247"><span class="linenos">247</span></a> <span class="p">)</span>
</span><span id="L-248"><a href="#L-248"><span class="linenos">248</span></a>
</span><span id="L-249"><a href="#L-249"><span class="linenos">249</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-233"><a href="#L-233"><span class="linenos">233</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-234"><a href="#L-234"><span class="linenos">234</span></a>
</span><span id="L-235"><a href="#L-235"><span class="linenos">235</span></a>
</span><span id="L-236"><a href="#L-236"><span class="linenos">236</span></a><span class="k">def</span> <span class="nf">add_recursive_cte_column_names</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-237"><a href="#L-237"><span class="linenos">237</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">With</span><span class="p">)</span> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">recursive</span><span class="p">:</span>
</span><span id="L-238"><a href="#L-238"><span class="linenos">238</span></a> <span class="n">next_name</span> <span class="o">=</span> <span class="n">name_sequence</span><span class="p">(</span><span class="s2">&quot;_c_&quot;</span><span class="p">)</span>
</span><span id="L-239"><a href="#L-239"><span class="linenos">239</span></a>
</span><span id="L-240"><a href="#L-240"><span class="linenos">240</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">expressions</span><span class="p">:</span>
</span><span id="L-241"><a href="#L-241"><span class="linenos">241</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">cte</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;alias&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
</span><span id="L-242"><a href="#L-242"><span class="linenos">242</span></a> <span class="n">query</span> <span class="o">=</span> <span class="n">cte</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-243"><a href="#L-243"><span class="linenos">243</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">query</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">):</span>
</span><span id="L-244"><a href="#L-244"><span class="linenos">244</span></a> <span class="n">query</span> <span class="o">=</span> <span class="n">query</span><span class="o">.</span><span class="n">this</span>
</span><span id="L-245"><a href="#L-245"><span class="linenos">245</span></a>
</span><span id="L-246"><a href="#L-246"><span class="linenos">246</span></a> <span class="n">cte</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;alias&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set</span><span class="p">(</span>
</span><span id="L-247"><a href="#L-247"><span class="linenos">247</span></a> <span class="s2">&quot;columns&quot;</span><span class="p">,</span>
</span><span id="L-248"><a href="#L-248"><span class="linenos">248</span></a> <span class="p">[</span><span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">or</span> <span class="n">next_name</span><span class="p">())</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">query</span><span class="o">.</span><span class="n">selects</span><span class="p">],</span>
</span><span id="L-249"><a href="#L-249"><span class="linenos">249</span></a> <span class="p">)</span>
</span><span id="L-250"><a href="#L-250"><span class="linenos">250</span></a>
</span><span id="L-251"><a href="#L-251"><span class="linenos">251</span></a>
</span><span id="L-252"><a href="#L-252"><span class="linenos">252</span></a><span class="k">def</span> <span class="nf">epoch_cast_to_ts</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-253"><a href="#L-253"><span class="linenos">253</span></a> <span class="k">if</span> <span class="p">(</span>
</span><span id="L-254"><a href="#L-254"><span class="linenos">254</span></a> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Cast</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">TryCast</span><span class="p">))</span>
</span><span id="L-255"><a href="#L-255"><span class="linenos">255</span></a> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s2">&quot;epoch&quot;</span>
</span><span id="L-256"><a href="#L-256"><span class="linenos">256</span></a> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">to</span><span class="o">.</span><span class="n">this</span> <span class="ow">in</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="o">.</span><span class="n">TEMPORAL_TYPES</span>
</span><span id="L-257"><a href="#L-257"><span class="linenos">257</span></a> <span class="p">):</span>
</span><span id="L-258"><a href="#L-258"><span class="linenos">258</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="o">.</span><span class="n">string</span><span class="p">(</span><span class="s2">&quot;1970-01-01 00:00:00&quot;</span><span class="p">))</span>
</span><span id="L-259"><a href="#L-259"><span class="linenos">259</span></a>
</span><span id="L-260"><a href="#L-260"><span class="linenos">260</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-251"><a href="#L-251"><span class="linenos">251</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-252"><a href="#L-252"><span class="linenos">252</span></a>
</span><span id="L-253"><a href="#L-253"><span class="linenos">253</span></a>
</span><span id="L-254"><a href="#L-254"><span class="linenos">254</span></a><span class="k">def</span> <span class="nf">epoch_cast_to_ts</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="L-255"><a href="#L-255"><span class="linenos">255</span></a> <span class="k">if</span> <span class="p">(</span>
</span><span id="L-256"><a href="#L-256"><span class="linenos">256</span></a> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Cast</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">TryCast</span><span class="p">))</span>
</span><span id="L-257"><a href="#L-257"><span class="linenos">257</span></a> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s2">&quot;epoch&quot;</span>
</span><span id="L-258"><a href="#L-258"><span class="linenos">258</span></a> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">to</span><span class="o">.</span><span class="n">this</span> <span class="ow">in</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="o">.</span><span class="n">TEMPORAL_TYPES</span>
</span><span id="L-259"><a href="#L-259"><span class="linenos">259</span></a> <span class="p">):</span>
</span><span id="L-260"><a href="#L-260"><span class="linenos">260</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="o">.</span><span class="n">string</span><span class="p">(</span><span class="s2">&quot;1970-01-01 00:00:00&quot;</span><span class="p">))</span>
</span><span id="L-261"><a href="#L-261"><span class="linenos">261</span></a>
</span><span id="L-262"><a href="#L-262"><span class="linenos">262</span></a>
</span><span id="L-263"><a href="#L-263"><span class="linenos">263</span></a><span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span>
</span><span id="L-264"><a href="#L-264"><span class="linenos">264</span></a> <span class="n">transforms</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">[[</span><span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">],</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]],</span>
</span><span id="L-265"><a href="#L-265"><span class="linenos">265</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">[[</span><span class="n">Generator</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">],</span> <span class="nb">str</span><span class="p">]:</span>
</span><span id="L-266"><a href="#L-266"><span class="linenos">266</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-267"><a href="#L-267"><span class="linenos">267</span></a><span class="sd"> Creates a new transform by chaining a sequence of transformations and converts the resulting</span>
</span><span id="L-268"><a href="#L-268"><span class="linenos">268</span></a><span class="sd"> expression to SQL, using either the &quot;_sql&quot; method corresponding to the resulting expression,</span>
</span><span id="L-269"><a href="#L-269"><span class="linenos">269</span></a><span class="sd"> or the appropriate `Generator.TRANSFORMS` function (when applicable -- see below).</span>
</span><span id="L-270"><a href="#L-270"><span class="linenos">270</span></a>
</span><span id="L-271"><a href="#L-271"><span class="linenos">271</span></a><span class="sd"> Args:</span>
</span><span id="L-272"><a href="#L-272"><span class="linenos">272</span></a><span class="sd"> transforms: sequence of transform functions. These will be called in order.</span>
</span><span id="L-273"><a href="#L-273"><span class="linenos">273</span></a>
</span><span id="L-274"><a href="#L-274"><span class="linenos">274</span></a><span class="sd"> Returns:</span>
</span><span id="L-275"><a href="#L-275"><span class="linenos">275</span></a><span class="sd"> Function that can be used as a generator transform.</span>
</span><span id="L-276"><a href="#L-276"><span class="linenos">276</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-277"><a href="#L-277"><span class="linenos">277</span></a>
</span><span id="L-278"><a href="#L-278"><span class="linenos">278</span></a> <span class="k">def</span> <span class="nf">_to_sql</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
</span><span id="L-279"><a href="#L-279"><span class="linenos">279</span></a> <span class="n">expression_type</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="L-280"><a href="#L-280"><span class="linenos">280</span></a>
</span><span id="L-281"><a href="#L-281"><span class="linenos">281</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">transforms</span><span class="p">[</span><span class="mi">0</span><span class="p">](</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">())</span>
</span><span id="L-282"><a href="#L-282"><span class="linenos">282</span></a> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">transforms</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
</span><span id="L-283"><a href="#L-283"><span class="linenos">283</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">t</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="L-284"><a href="#L-284"><span class="linenos">284</span></a>
</span><span id="L-285"><a href="#L-285"><span class="linenos">285</span></a> <span class="n">_sql_handler</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="o">.</span><span class="n">key</span> <span class="o">+</span> <span class="s2">&quot;_sql&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="L-286"><a href="#L-286"><span class="linenos">286</span></a> <span class="k">if</span> <span class="n">_sql_handler</span><span class="p">:</span>
</span><span id="L-287"><a href="#L-287"><span class="linenos">287</span></a> <span class="k">return</span> <span class="n">_sql_handler</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="L-288"><a href="#L-288"><span class="linenos">288</span></a>
</span><span id="L-289"><a href="#L-289"><span class="linenos">289</span></a> <span class="n">transforms_handler</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">TRANSFORMS</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">expression</span><span class="p">))</span>
</span><span id="L-290"><a href="#L-290"><span class="linenos">290</span></a> <span class="k">if</span> <span class="n">transforms_handler</span><span class="p">:</span>
</span><span id="L-291"><a href="#L-291"><span class="linenos">291</span></a> <span class="c1"># Ensures we don&#39;t enter an infinite loop. This can happen when the original expression</span>
</span><span id="L-292"><a href="#L-292"><span class="linenos">292</span></a> <span class="c1"># has the same type as the final expression and there&#39;s no _sql method available for it,</span>
</span><span id="L-293"><a href="#L-293"><span class="linenos">293</span></a> <span class="c1"># because then it&#39;d re-enter _to_sql.</span>
</span><span id="L-294"><a href="#L-294"><span class="linenos">294</span></a> <span class="k">if</span> <span class="n">expression_type</span> <span class="ow">is</span> <span class="nb">type</span><span class="p">(</span><span class="n">expression</span><span class="p">):</span>
</span><span id="L-295"><a href="#L-295"><span class="linenos">295</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
</span><span id="L-296"><a href="#L-296"><span class="linenos">296</span></a> <span class="sa">f</span><span class="s2">&quot;Expression type </span><span class="si">{</span><span class="n">expression</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2"> requires a _sql method in order to be transformed.&quot;</span>
</span><span id="L-297"><a href="#L-297"><span class="linenos">297</span></a> <span class="p">)</span>
</span><span id="L-298"><a href="#L-298"><span class="linenos">298</span></a>
</span><span id="L-299"><a href="#L-299"><span class="linenos">299</span></a> <span class="k">return</span> <span class="n">transforms_handler</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="p">)</span>
</span><span id="L-262"><a href="#L-262"><span class="linenos">262</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="L-263"><a href="#L-263"><span class="linenos">263</span></a>
</span><span id="L-264"><a href="#L-264"><span class="linenos">264</span></a>
</span><span id="L-265"><a href="#L-265"><span class="linenos">265</span></a><span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span>
</span><span id="L-266"><a href="#L-266"><span class="linenos">266</span></a> <span class="n">transforms</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">[[</span><span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">],</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]],</span>
</span><span id="L-267"><a href="#L-267"><span class="linenos">267</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">[[</span><span class="n">Generator</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">],</span> <span class="nb">str</span><span class="p">]:</span>
</span><span id="L-268"><a href="#L-268"><span class="linenos">268</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="L-269"><a href="#L-269"><span class="linenos">269</span></a><span class="sd"> Creates a new transform by chaining a sequence of transformations and converts the resulting</span>
</span><span id="L-270"><a href="#L-270"><span class="linenos">270</span></a><span class="sd"> expression to SQL, using either the &quot;_sql&quot; method corresponding to the resulting expression,</span>
</span><span id="L-271"><a href="#L-271"><span class="linenos">271</span></a><span class="sd"> or the appropriate `Generator.TRANSFORMS` function (when applicable -- see below).</span>
</span><span id="L-272"><a href="#L-272"><span class="linenos">272</span></a>
</span><span id="L-273"><a href="#L-273"><span class="linenos">273</span></a><span class="sd"> Args:</span>
</span><span id="L-274"><a href="#L-274"><span class="linenos">274</span></a><span class="sd"> transforms: sequence of transform functions. These will be called in order.</span>
</span><span id="L-275"><a href="#L-275"><span class="linenos">275</span></a>
</span><span id="L-276"><a href="#L-276"><span class="linenos">276</span></a><span class="sd"> Returns:</span>
</span><span id="L-277"><a href="#L-277"><span class="linenos">277</span></a><span class="sd"> Function that can be used as a generator transform.</span>
</span><span id="L-278"><a href="#L-278"><span class="linenos">278</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="L-279"><a href="#L-279"><span class="linenos">279</span></a>
</span><span id="L-280"><a href="#L-280"><span class="linenos">280</span></a> <span class="k">def</span> <span class="nf">_to_sql</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
</span><span id="L-281"><a href="#L-281"><span class="linenos">281</span></a> <span class="n">expression_type</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="L-282"><a href="#L-282"><span class="linenos">282</span></a>
</span><span id="L-283"><a href="#L-283"><span class="linenos">283</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">transforms</span><span class="p">[</span><span class="mi">0</span><span class="p">](</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">())</span>
</span><span id="L-284"><a href="#L-284"><span class="linenos">284</span></a> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">transforms</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
</span><span id="L-285"><a href="#L-285"><span class="linenos">285</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">t</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="L-286"><a href="#L-286"><span class="linenos">286</span></a>
</span><span id="L-287"><a href="#L-287"><span class="linenos">287</span></a> <span class="n">_sql_handler</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="o">.</span><span class="n">key</span> <span class="o">+</span> <span class="s2">&quot;_sql&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="L-288"><a href="#L-288"><span class="linenos">288</span></a> <span class="k">if</span> <span class="n">_sql_handler</span><span class="p">:</span>
</span><span id="L-289"><a href="#L-289"><span class="linenos">289</span></a> <span class="k">return</span> <span class="n">_sql_handler</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="L-290"><a href="#L-290"><span class="linenos">290</span></a>
</span><span id="L-291"><a href="#L-291"><span class="linenos">291</span></a> <span class="n">transforms_handler</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">TRANSFORMS</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">expression</span><span class="p">))</span>
</span><span id="L-292"><a href="#L-292"><span class="linenos">292</span></a> <span class="k">if</span> <span class="n">transforms_handler</span><span class="p">:</span>
</span><span id="L-293"><a href="#L-293"><span class="linenos">293</span></a> <span class="c1"># Ensures we don&#39;t enter an infinite loop. This can happen when the original expression</span>
</span><span id="L-294"><a href="#L-294"><span class="linenos">294</span></a> <span class="c1"># has the same type as the final expression and there&#39;s no _sql method available for it,</span>
</span><span id="L-295"><a href="#L-295"><span class="linenos">295</span></a> <span class="c1"># because then it&#39;d re-enter _to_sql.</span>
</span><span id="L-296"><a href="#L-296"><span class="linenos">296</span></a> <span class="k">if</span> <span class="n">expression_type</span> <span class="ow">is</span> <span class="nb">type</span><span class="p">(</span><span class="n">expression</span><span class="p">):</span>
</span><span id="L-297"><a href="#L-297"><span class="linenos">297</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
</span><span id="L-298"><a href="#L-298"><span class="linenos">298</span></a> <span class="sa">f</span><span class="s2">&quot;Expression type </span><span class="si">{</span><span class="n">expression</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2"> requires a _sql method in order to be transformed.&quot;</span>
</span><span id="L-299"><a href="#L-299"><span class="linenos">299</span></a> <span class="p">)</span>
</span><span id="L-300"><a href="#L-300"><span class="linenos">300</span></a>
</span><span id="L-301"><a href="#L-301"><span class="linenos">301</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unsupported expression type </span><span class="si">{</span><span class="n">expression</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
</span><span id="L-301"><a href="#L-301"><span class="linenos">301</span></a> <span class="k">return</span> <span class="n">transforms_handler</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="p">)</span>
</span><span id="L-302"><a href="#L-302"><span class="linenos">302</span></a>
</span><span id="L-303"><a href="#L-303"><span class="linenos">303</span></a> <span class="k">return</span> <span class="n">_to_sql</span>
</span><span id="L-303"><a href="#L-303"><span class="linenos">303</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unsupported expression type </span><span class="si">{</span><span class="n">expression</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
</span><span id="L-304"><a href="#L-304"><span class="linenos">304</span></a>
</span><span id="L-305"><a href="#L-305"><span class="linenos">305</span></a> <span class="k">return</span> <span class="n">_to_sql</span>
</span></pre></div>
@ -500,13 +502,15 @@
</span><span id="eliminate_distinct_on-69"><a href="#eliminate_distinct_on-69"><span class="linenos">69</span></a>
</span><span id="eliminate_distinct_on-70"><a href="#eliminate_distinct_on-70"><span class="linenos">70</span></a> <span class="k">if</span> <span class="n">order</span><span class="p">:</span>
</span><span id="eliminate_distinct_on-71"><a href="#eliminate_distinct_on-71"><span class="linenos">71</span></a> <span class="n">window</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;order&quot;</span><span class="p">,</span> <span class="n">order</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span><span class="o">.</span><span class="n">copy</span><span class="p">())</span>
</span><span id="eliminate_distinct_on-72"><a href="#eliminate_distinct_on-72"><span class="linenos">72</span></a>
</span><span id="eliminate_distinct_on-73"><a href="#eliminate_distinct_on-73"><span class="linenos">73</span></a> <span class="n">window</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">window</span><span class="p">,</span> <span class="n">row_number</span><span class="p">)</span>
</span><span id="eliminate_distinct_on-74"><a href="#eliminate_distinct_on-74"><span class="linenos">74</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">window</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="eliminate_distinct_on-75"><a href="#eliminate_distinct_on-75"><span class="linenos">75</span></a>
</span><span id="eliminate_distinct_on-76"><a href="#eliminate_distinct_on-76"><span class="linenos">76</span></a> <span class="k">return</span> <span class="n">exp</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">outer_selects</span><span class="p">)</span><span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">subquery</span><span class="p">())</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;&quot;</span><span class="si">{</span><span class="n">row_number</span><span class="si">}</span><span class="s1">&quot; = 1&#39;</span><span class="p">)</span>
</span><span id="eliminate_distinct_on-72"><a href="#eliminate_distinct_on-72"><span class="linenos">72</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="eliminate_distinct_on-73"><a href="#eliminate_distinct_on-73"><span class="linenos">73</span></a> <span class="n">window</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">&quot;order&quot;</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Order</span><span class="p">(</span><span class="n">expressions</span><span class="o">=</span><span class="p">[</span><span class="n">c</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="k">for</span> <span class="n">c</span> <span class="ow">in</span> <span class="n">distinct_cols</span><span class="p">]))</span>
</span><span id="eliminate_distinct_on-74"><a href="#eliminate_distinct_on-74"><span class="linenos">74</span></a>
</span><span id="eliminate_distinct_on-75"><a href="#eliminate_distinct_on-75"><span class="linenos">75</span></a> <span class="n">window</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">window</span><span class="p">,</span> <span class="n">row_number</span><span class="p">)</span>
</span><span id="eliminate_distinct_on-76"><a href="#eliminate_distinct_on-76"><span class="linenos">76</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">window</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="eliminate_distinct_on-77"><a href="#eliminate_distinct_on-77"><span class="linenos">77</span></a>
</span><span id="eliminate_distinct_on-78"><a href="#eliminate_distinct_on-78"><span class="linenos">78</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="eliminate_distinct_on-78"><a href="#eliminate_distinct_on-78"><span class="linenos">78</span></a> <span class="k">return</span> <span class="n">exp</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">outer_selects</span><span class="p">)</span><span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">subquery</span><span class="p">())</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;&quot;</span><span class="si">{</span><span class="n">row_number</span><span class="si">}</span><span class="s1">&quot; = 1&#39;</span><span class="p">)</span>
</span><span id="eliminate_distinct_on-79"><a href="#eliminate_distinct_on-79"><span class="linenos">79</span></a>
</span><span id="eliminate_distinct_on-80"><a href="#eliminate_distinct_on-80"><span class="linenos">80</span></a> <span class="k">return</span> <span class="n">expression</span>
</span></pre></div>
@ -540,46 +544,46 @@
</div>
<a class="headerlink" href="#eliminate_qualify"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="eliminate_qualify-81"><a href="#eliminate_qualify-81"><span class="linenos"> 81</span></a><span class="k">def</span> <span class="nf">eliminate_qualify</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="eliminate_qualify-82"><a href="#eliminate_qualify-82"><span class="linenos"> 82</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="eliminate_qualify-83"><a href="#eliminate_qualify-83"><span class="linenos"> 83</span></a><span class="sd"> Convert SELECT statements that contain the QUALIFY clause into subqueries, filtered equivalently.</span>
</span><span id="eliminate_qualify-84"><a href="#eliminate_qualify-84"><span class="linenos"> 84</span></a>
</span><span id="eliminate_qualify-85"><a href="#eliminate_qualify-85"><span class="linenos"> 85</span></a><span class="sd"> The idea behind this transformation can be seen in Snowflake&#39;s documentation for QUALIFY:</span>
</span><span id="eliminate_qualify-86"><a href="#eliminate_qualify-86"><span class="linenos"> 86</span></a><span class="sd"> https://docs.snowflake.com/en/sql-reference/constructs/qualify</span>
</span><span id="eliminate_qualify-87"><a href="#eliminate_qualify-87"><span class="linenos"> 87</span></a>
</span><span id="eliminate_qualify-88"><a href="#eliminate_qualify-88"><span class="linenos"> 88</span></a><span class="sd"> Some dialects don&#39;t support window functions in the WHERE clause, so we need to include them as</span>
</span><span id="eliminate_qualify-89"><a href="#eliminate_qualify-89"><span class="linenos"> 89</span></a><span class="sd"> projections in the subquery, in order to refer to them in the outer filter using aliases. Also,</span>
</span><span id="eliminate_qualify-90"><a href="#eliminate_qualify-90"><span class="linenos"> 90</span></a><span class="sd"> if a column is referenced in the QUALIFY clause but is not selected, we need to include it too,</span>
</span><span id="eliminate_qualify-91"><a href="#eliminate_qualify-91"><span class="linenos"> 91</span></a><span class="sd"> otherwise we won&#39;t be able to refer to it in the outer query&#39;s WHERE clause.</span>
</span><span id="eliminate_qualify-92"><a href="#eliminate_qualify-92"><span class="linenos"> 92</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="eliminate_qualify-93"><a href="#eliminate_qualify-93"><span class="linenos"> 93</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">)</span> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;qualify&quot;</span><span class="p">):</span>
</span><span id="eliminate_qualify-94"><a href="#eliminate_qualify-94"><span class="linenos"> 94</span></a> <span class="n">taken</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">)</span>
</span><span id="eliminate_qualify-95"><a href="#eliminate_qualify-95"><span class="linenos"> 95</span></a> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">selects</span><span class="p">:</span>
</span><span id="eliminate_qualify-96"><a href="#eliminate_qualify-96"><span class="linenos"> 96</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">select</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span>
</span><span id="eliminate_qualify-97"><a href="#eliminate_qualify-97"><span class="linenos"> 97</span></a> <span class="n">alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken</span><span class="p">,</span> <span class="s2">&quot;_c&quot;</span><span class="p">)</span>
</span><span id="eliminate_qualify-98"><a href="#eliminate_qualify-98"><span class="linenos"> 98</span></a> <span class="n">select</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">alias</span><span class="p">))</span>
</span><span id="eliminate_qualify-99"><a href="#eliminate_qualify-99"><span class="linenos"> 99</span></a> <span class="n">taken</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">alias</span><span class="p">)</span>
</span><span id="eliminate_qualify-100"><a href="#eliminate_qualify-100"><span class="linenos">100</span></a>
</span><span id="eliminate_qualify-101"><a href="#eliminate_qualify-101"><span class="linenos">101</span></a> <span class="n">outer_selects</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="p">[</span><span class="n">select</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">selects</span><span class="p">])</span>
</span><span id="eliminate_qualify-102"><a href="#eliminate_qualify-102"><span class="linenos">102</span></a> <span class="n">qualify_filters</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;qualify&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span><span class="o">.</span><span class="n">this</span>
</span><span id="eliminate_qualify-103"><a href="#eliminate_qualify-103"><span class="linenos">103</span></a>
</span><span id="eliminate_qualify-104"><a href="#eliminate_qualify-104"><span class="linenos">104</span></a> <span class="n">select_candidates</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Window</span> <span class="k">if</span> <span class="n">expression</span><span class="o">.</span><span class="n">is_star</span> <span class="k">else</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Window</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span>
</span><span id="eliminate_qualify-105"><a href="#eliminate_qualify-105"><span class="linenos">105</span></a> <span class="k">for</span> <span class="n">expr</span> <span class="ow">in</span> <span class="n">qualify_filters</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="n">select_candidates</span><span class="p">):</span>
</span><span id="eliminate_qualify-106"><a href="#eliminate_qualify-106"><span class="linenos">106</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expr</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Window</span><span class="p">):</span>
</span><span id="eliminate_qualify-107"><a href="#eliminate_qualify-107"><span class="linenos">107</span></a> <span class="n">alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">,</span> <span class="s2">&quot;_w&quot;</span><span class="p">)</span>
</span><span id="eliminate_qualify-108"><a href="#eliminate_qualify-108"><span class="linenos">108</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">expr</span><span class="p">,</span> <span class="n">alias</span><span class="p">),</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="eliminate_qualify-109"><a href="#eliminate_qualify-109"><span class="linenos">109</span></a> <span class="n">column</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column</span><span class="p">(</span><span class="n">alias</span><span class="p">)</span>
</span><span id="eliminate_qualify-110"><a href="#eliminate_qualify-110"><span class="linenos">110</span></a>
</span><span id="eliminate_qualify-111"><a href="#eliminate_qualify-111"><span class="linenos">111</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expr</span><span class="o">.</span><span class="n">parent</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Qualify</span><span class="p">):</span>
</span><span id="eliminate_qualify-112"><a href="#eliminate_qualify-112"><span class="linenos">112</span></a> <span class="n">qualify_filters</span> <span class="o">=</span> <span class="n">column</span>
</span><span id="eliminate_qualify-113"><a href="#eliminate_qualify-113"><span class="linenos">113</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="eliminate_qualify-114"><a href="#eliminate_qualify-114"><span class="linenos">114</span></a> <span class="n">expr</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
</span><span id="eliminate_qualify-115"><a href="#eliminate_qualify-115"><span class="linenos">115</span></a> <span class="k">elif</span> <span class="n">expr</span><span class="o">.</span><span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">:</span>
</span><span id="eliminate_qualify-116"><a href="#eliminate_qualify-116"><span class="linenos">116</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">expr</span><span class="o">.</span><span class="n">copy</span><span class="p">(),</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="eliminate_qualify-117"><a href="#eliminate_qualify-117"><span class="linenos">117</span></a>
</span><span id="eliminate_qualify-118"><a href="#eliminate_qualify-118"><span class="linenos">118</span></a> <span class="k">return</span> <span class="n">outer_selects</span><span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">subquery</span><span class="p">(</span><span class="n">alias</span><span class="o">=</span><span class="s2">&quot;_t&quot;</span><span class="p">))</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">qualify_filters</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="eliminate_qualify-83"><a href="#eliminate_qualify-83"><span class="linenos"> 83</span></a><span class="k">def</span> <span class="nf">eliminate_qualify</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="eliminate_qualify-84"><a href="#eliminate_qualify-84"><span class="linenos"> 84</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="eliminate_qualify-85"><a href="#eliminate_qualify-85"><span class="linenos"> 85</span></a><span class="sd"> Convert SELECT statements that contain the QUALIFY clause into subqueries, filtered equivalently.</span>
</span><span id="eliminate_qualify-86"><a href="#eliminate_qualify-86"><span class="linenos"> 86</span></a>
</span><span id="eliminate_qualify-87"><a href="#eliminate_qualify-87"><span class="linenos"> 87</span></a><span class="sd"> The idea behind this transformation can be seen in Snowflake&#39;s documentation for QUALIFY:</span>
</span><span id="eliminate_qualify-88"><a href="#eliminate_qualify-88"><span class="linenos"> 88</span></a><span class="sd"> https://docs.snowflake.com/en/sql-reference/constructs/qualify</span>
</span><span id="eliminate_qualify-89"><a href="#eliminate_qualify-89"><span class="linenos"> 89</span></a>
</span><span id="eliminate_qualify-90"><a href="#eliminate_qualify-90"><span class="linenos"> 90</span></a><span class="sd"> Some dialects don&#39;t support window functions in the WHERE clause, so we need to include them as</span>
</span><span id="eliminate_qualify-91"><a href="#eliminate_qualify-91"><span class="linenos"> 91</span></a><span class="sd"> projections in the subquery, in order to refer to them in the outer filter using aliases. Also,</span>
</span><span id="eliminate_qualify-92"><a href="#eliminate_qualify-92"><span class="linenos"> 92</span></a><span class="sd"> if a column is referenced in the QUALIFY clause but is not selected, we need to include it too,</span>
</span><span id="eliminate_qualify-93"><a href="#eliminate_qualify-93"><span class="linenos"> 93</span></a><span class="sd"> otherwise we won&#39;t be able to refer to it in the outer query&#39;s WHERE clause.</span>
</span><span id="eliminate_qualify-94"><a href="#eliminate_qualify-94"><span class="linenos"> 94</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="eliminate_qualify-95"><a href="#eliminate_qualify-95"><span class="linenos"> 95</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">)</span> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;qualify&quot;</span><span class="p">):</span>
</span><span id="eliminate_qualify-96"><a href="#eliminate_qualify-96"><span class="linenos"> 96</span></a> <span class="n">taken</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">)</span>
</span><span id="eliminate_qualify-97"><a href="#eliminate_qualify-97"><span class="linenos"> 97</span></a> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">selects</span><span class="p">:</span>
</span><span id="eliminate_qualify-98"><a href="#eliminate_qualify-98"><span class="linenos"> 98</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">select</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span>
</span><span id="eliminate_qualify-99"><a href="#eliminate_qualify-99"><span class="linenos"> 99</span></a> <span class="n">alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken</span><span class="p">,</span> <span class="s2">&quot;_c&quot;</span><span class="p">)</span>
</span><span id="eliminate_qualify-100"><a href="#eliminate_qualify-100"><span class="linenos">100</span></a> <span class="n">select</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">alias</span><span class="p">))</span>
</span><span id="eliminate_qualify-101"><a href="#eliminate_qualify-101"><span class="linenos">101</span></a> <span class="n">taken</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">alias</span><span class="p">)</span>
</span><span id="eliminate_qualify-102"><a href="#eliminate_qualify-102"><span class="linenos">102</span></a>
</span><span id="eliminate_qualify-103"><a href="#eliminate_qualify-103"><span class="linenos">103</span></a> <span class="n">outer_selects</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="p">[</span><span class="n">select</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">selects</span><span class="p">])</span>
</span><span id="eliminate_qualify-104"><a href="#eliminate_qualify-104"><span class="linenos">104</span></a> <span class="n">qualify_filters</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;qualify&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span><span class="o">.</span><span class="n">this</span>
</span><span id="eliminate_qualify-105"><a href="#eliminate_qualify-105"><span class="linenos">105</span></a>
</span><span id="eliminate_qualify-106"><a href="#eliminate_qualify-106"><span class="linenos">106</span></a> <span class="n">select_candidates</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Window</span> <span class="k">if</span> <span class="n">expression</span><span class="o">.</span><span class="n">is_star</span> <span class="k">else</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Window</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span>
</span><span id="eliminate_qualify-107"><a href="#eliminate_qualify-107"><span class="linenos">107</span></a> <span class="k">for</span> <span class="n">expr</span> <span class="ow">in</span> <span class="n">qualify_filters</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="n">select_candidates</span><span class="p">):</span>
</span><span id="eliminate_qualify-108"><a href="#eliminate_qualify-108"><span class="linenos">108</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expr</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Window</span><span class="p">):</span>
</span><span id="eliminate_qualify-109"><a href="#eliminate_qualify-109"><span class="linenos">109</span></a> <span class="n">alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">,</span> <span class="s2">&quot;_w&quot;</span><span class="p">)</span>
</span><span id="eliminate_qualify-110"><a href="#eliminate_qualify-110"><span class="linenos">110</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">expr</span><span class="p">,</span> <span class="n">alias</span><span class="p">),</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="eliminate_qualify-111"><a href="#eliminate_qualify-111"><span class="linenos">111</span></a> <span class="n">column</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">column</span><span class="p">(</span><span class="n">alias</span><span class="p">)</span>
</span><span id="eliminate_qualify-112"><a href="#eliminate_qualify-112"><span class="linenos">112</span></a>
</span><span id="eliminate_qualify-113"><a href="#eliminate_qualify-113"><span class="linenos">113</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expr</span><span class="o">.</span><span class="n">parent</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Qualify</span><span class="p">):</span>
</span><span id="eliminate_qualify-114"><a href="#eliminate_qualify-114"><span class="linenos">114</span></a> <span class="n">qualify_filters</span> <span class="o">=</span> <span class="n">column</span>
</span><span id="eliminate_qualify-115"><a href="#eliminate_qualify-115"><span class="linenos">115</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="eliminate_qualify-116"><a href="#eliminate_qualify-116"><span class="linenos">116</span></a> <span class="n">expr</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
</span><span id="eliminate_qualify-117"><a href="#eliminate_qualify-117"><span class="linenos">117</span></a> <span class="k">elif</span> <span class="n">expr</span><span class="o">.</span><span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">:</span>
</span><span id="eliminate_qualify-118"><a href="#eliminate_qualify-118"><span class="linenos">118</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">expr</span><span class="o">.</span><span class="n">copy</span><span class="p">(),</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="eliminate_qualify-119"><a href="#eliminate_qualify-119"><span class="linenos">119</span></a>
</span><span id="eliminate_qualify-120"><a href="#eliminate_qualify-120"><span class="linenos">120</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="eliminate_qualify-120"><a href="#eliminate_qualify-120"><span class="linenos">120</span></a> <span class="k">return</span> <span class="n">outer_selects</span><span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">subquery</span><span class="p">(</span><span class="n">alias</span><span class="o">=</span><span class="s2">&quot;_t&quot;</span><span class="p">))</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">qualify_filters</span><span class="p">)</span>
</span><span id="eliminate_qualify-121"><a href="#eliminate_qualify-121"><span class="linenos">121</span></a>
</span><span id="eliminate_qualify-122"><a href="#eliminate_qualify-122"><span class="linenos">122</span></a> <span class="k">return</span> <span class="n">expression</span>
</span></pre></div>
@ -607,17 +611,17 @@ otherwise we won't be able to refer to it in the outer query's WHERE clause.</p>
</div>
<a class="headerlink" href="#remove_precision_parameterized_types"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="remove_precision_parameterized_types-123"><a href="#remove_precision_parameterized_types-123"><span class="linenos">123</span></a><span class="k">def</span> <span class="nf">remove_precision_parameterized_types</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="remove_precision_parameterized_types-124"><a href="#remove_precision_parameterized_types-124"><span class="linenos">124</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="remove_precision_parameterized_types-125"><a href="#remove_precision_parameterized_types-125"><span class="linenos">125</span></a><span class="sd"> Some dialects only allow the precision for parameterized types to be defined in the DDL and not in</span>
</span><span id="remove_precision_parameterized_types-126"><a href="#remove_precision_parameterized_types-126"><span class="linenos">126</span></a><span class="sd"> other expressions. This transforms removes the precision from parameterized types in expressions.</span>
</span><span id="remove_precision_parameterized_types-127"><a href="#remove_precision_parameterized_types-127"><span class="linenos">127</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="remove_precision_parameterized_types-128"><a href="#remove_precision_parameterized_types-128"><span class="linenos">128</span></a> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="p">):</span>
</span><span id="remove_precision_parameterized_types-129"><a href="#remove_precision_parameterized_types-129"><span class="linenos">129</span></a> <span class="n">node</span><span class="o">.</span><span class="n">set</span><span class="p">(</span>
</span><span id="remove_precision_parameterized_types-130"><a href="#remove_precision_parameterized_types-130"><span class="linenos">130</span></a> <span class="s2">&quot;expressions&quot;</span><span class="p">,</span> <span class="p">[</span><span class="n">e</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">expressions</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataTypeSize</span><span class="p">)]</span>
</span><span id="remove_precision_parameterized_types-131"><a href="#remove_precision_parameterized_types-131"><span class="linenos">131</span></a> <span class="p">)</span>
</span><span id="remove_precision_parameterized_types-132"><a href="#remove_precision_parameterized_types-132"><span class="linenos">132</span></a>
</span><span id="remove_precision_parameterized_types-133"><a href="#remove_precision_parameterized_types-133"><span class="linenos">133</span></a> <span class="k">return</span> <span class="n">expression</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="remove_precision_parameterized_types-125"><a href="#remove_precision_parameterized_types-125"><span class="linenos">125</span></a><span class="k">def</span> <span class="nf">remove_precision_parameterized_types</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="remove_precision_parameterized_types-126"><a href="#remove_precision_parameterized_types-126"><span class="linenos">126</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="remove_precision_parameterized_types-127"><a href="#remove_precision_parameterized_types-127"><span class="linenos">127</span></a><span class="sd"> Some dialects only allow the precision for parameterized types to be defined in the DDL and not in</span>
</span><span id="remove_precision_parameterized_types-128"><a href="#remove_precision_parameterized_types-128"><span class="linenos">128</span></a><span class="sd"> other expressions. This transforms removes the precision from parameterized types in expressions.</span>
</span><span id="remove_precision_parameterized_types-129"><a href="#remove_precision_parameterized_types-129"><span class="linenos">129</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="remove_precision_parameterized_types-130"><a href="#remove_precision_parameterized_types-130"><span class="linenos">130</span></a> <span class="k">for</span> <span class="n">node</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">find_all</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="p">):</span>
</span><span id="remove_precision_parameterized_types-131"><a href="#remove_precision_parameterized_types-131"><span class="linenos">131</span></a> <span class="n">node</span><span class="o">.</span><span class="n">set</span><span class="p">(</span>
</span><span id="remove_precision_parameterized_types-132"><a href="#remove_precision_parameterized_types-132"><span class="linenos">132</span></a> <span class="s2">&quot;expressions&quot;</span><span class="p">,</span> <span class="p">[</span><span class="n">e</span> <span class="k">for</span> <span class="n">e</span> <span class="ow">in</span> <span class="n">node</span><span class="o">.</span><span class="n">expressions</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">e</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataTypeParam</span><span class="p">)]</span>
</span><span id="remove_precision_parameterized_types-133"><a href="#remove_precision_parameterized_types-133"><span class="linenos">133</span></a> <span class="p">)</span>
</span><span id="remove_precision_parameterized_types-134"><a href="#remove_precision_parameterized_types-134"><span class="linenos">134</span></a>
</span><span id="remove_precision_parameterized_types-135"><a href="#remove_precision_parameterized_types-135"><span class="linenos">135</span></a> <span class="k">return</span> <span class="n">expression</span>
</span></pre></div>
@ -638,29 +642,29 @@ other expressions. This transforms removes the precision from parameterized type
</div>
<a class="headerlink" href="#unnest_to_explode"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="unnest_to_explode-136"><a href="#unnest_to_explode-136"><span class="linenos">136</span></a><span class="k">def</span> <span class="nf">unnest_to_explode</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="unnest_to_explode-137"><a href="#unnest_to_explode-137"><span class="linenos">137</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Convert cross join unnest into lateral view explode (used in presto -&gt; hive).&quot;&quot;&quot;</span>
</span><span id="unnest_to_explode-138"><a href="#unnest_to_explode-138"><span class="linenos">138</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="unnest_to_explode-139"><a href="#unnest_to_explode-139"><span class="linenos">139</span></a> <span class="k">for</span> <span class="n">join</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;joins&quot;</span><span class="p">)</span> <span class="ow">or</span> <span class="p">[]:</span>
</span><span id="unnest_to_explode-140"><a href="#unnest_to_explode-140"><span class="linenos">140</span></a> <span class="n">unnest</span> <span class="o">=</span> <span class="n">join</span><span class="o">.</span><span class="n">this</span>
</span><span id="unnest_to_explode-141"><a href="#unnest_to_explode-141"><span class="linenos">141</span></a>
</span><span id="unnest_to_explode-142"><a href="#unnest_to_explode-142"><span class="linenos">142</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Unnest</span><span class="p">):</span>
</span><span id="unnest_to_explode-143"><a href="#unnest_to_explode-143"><span class="linenos">143</span></a> <span class="n">alias</span> <span class="o">=</span> <span class="n">unnest</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;alias&quot;</span><span class="p">)</span>
</span><span id="unnest_to_explode-144"><a href="#unnest_to_explode-144"><span class="linenos">144</span></a> <span class="n">udtf</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Posexplode</span> <span class="k">if</span> <span class="n">unnest</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ordinality&quot;</span><span class="p">)</span> <span class="k">else</span> <span class="n">exp</span><span class="o">.</span><span class="n">Explode</span>
</span><span id="unnest_to_explode-145"><a href="#unnest_to_explode-145"><span class="linenos">145</span></a>
</span><span id="unnest_to_explode-146"><a href="#unnest_to_explode-146"><span class="linenos">146</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;joins&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">join</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="unnest_to_explode-138"><a href="#unnest_to_explode-138"><span class="linenos">138</span></a><span class="k">def</span> <span class="nf">unnest_to_explode</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="unnest_to_explode-139"><a href="#unnest_to_explode-139"><span class="linenos">139</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Convert cross join unnest into lateral view explode (used in presto -&gt; hive).&quot;&quot;&quot;</span>
</span><span id="unnest_to_explode-140"><a href="#unnest_to_explode-140"><span class="linenos">140</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="unnest_to_explode-141"><a href="#unnest_to_explode-141"><span class="linenos">141</span></a> <span class="k">for</span> <span class="n">join</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;joins&quot;</span><span class="p">)</span> <span class="ow">or</span> <span class="p">[]:</span>
</span><span id="unnest_to_explode-142"><a href="#unnest_to_explode-142"><span class="linenos">142</span></a> <span class="n">unnest</span> <span class="o">=</span> <span class="n">join</span><span class="o">.</span><span class="n">this</span>
</span><span id="unnest_to_explode-143"><a href="#unnest_to_explode-143"><span class="linenos">143</span></a>
</span><span id="unnest_to_explode-144"><a href="#unnest_to_explode-144"><span class="linenos">144</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Unnest</span><span class="p">):</span>
</span><span id="unnest_to_explode-145"><a href="#unnest_to_explode-145"><span class="linenos">145</span></a> <span class="n">alias</span> <span class="o">=</span> <span class="n">unnest</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;alias&quot;</span><span class="p">)</span>
</span><span id="unnest_to_explode-146"><a href="#unnest_to_explode-146"><span class="linenos">146</span></a> <span class="n">udtf</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Posexplode</span> <span class="k">if</span> <span class="n">unnest</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;ordinality&quot;</span><span class="p">)</span> <span class="k">else</span> <span class="n">exp</span><span class="o">.</span><span class="n">Explode</span>
</span><span id="unnest_to_explode-147"><a href="#unnest_to_explode-147"><span class="linenos">147</span></a>
</span><span id="unnest_to_explode-148"><a href="#unnest_to_explode-148"><span class="linenos">148</span></a> <span class="k">for</span> <span class="n">e</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">unnest</span><span class="o">.</span><span class="n">expressions</span><span class="p">,</span> <span class="n">alias</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="n">alias</span> <span class="k">else</span> <span class="p">[]):</span>
</span><span id="unnest_to_explode-149"><a href="#unnest_to_explode-149"><span class="linenos">149</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
</span><span id="unnest_to_explode-150"><a href="#unnest_to_explode-150"><span class="linenos">150</span></a> <span class="s2">&quot;laterals&quot;</span><span class="p">,</span>
</span><span id="unnest_to_explode-151"><a href="#unnest_to_explode-151"><span class="linenos">151</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Lateral</span><span class="p">(</span>
</span><span id="unnest_to_explode-152"><a href="#unnest_to_explode-152"><span class="linenos">152</span></a> <span class="n">this</span><span class="o">=</span><span class="n">udtf</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">e</span><span class="p">),</span>
</span><span id="unnest_to_explode-153"><a href="#unnest_to_explode-153"><span class="linenos">153</span></a> <span class="n">view</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
</span><span id="unnest_to_explode-154"><a href="#unnest_to_explode-154"><span class="linenos">154</span></a> <span class="n">alias</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">TableAlias</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">alias</span><span class="o">.</span><span class="n">this</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="n">column</span><span class="p">]),</span> <span class="c1"># type: ignore</span>
</span><span id="unnest_to_explode-155"><a href="#unnest_to_explode-155"><span class="linenos">155</span></a> <span class="p">),</span>
</span><span id="unnest_to_explode-156"><a href="#unnest_to_explode-156"><span class="linenos">156</span></a> <span class="p">)</span>
</span><span id="unnest_to_explode-157"><a href="#unnest_to_explode-157"><span class="linenos">157</span></a>
</span><span id="unnest_to_explode-158"><a href="#unnest_to_explode-158"><span class="linenos">158</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="unnest_to_explode-148"><a href="#unnest_to_explode-148"><span class="linenos">148</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;joins&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">join</span><span class="p">)</span>
</span><span id="unnest_to_explode-149"><a href="#unnest_to_explode-149"><span class="linenos">149</span></a>
</span><span id="unnest_to_explode-150"><a href="#unnest_to_explode-150"><span class="linenos">150</span></a> <span class="k">for</span> <span class="n">e</span><span class="p">,</span> <span class="n">column</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">unnest</span><span class="o">.</span><span class="n">expressions</span><span class="p">,</span> <span class="n">alias</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="n">alias</span> <span class="k">else</span> <span class="p">[]):</span>
</span><span id="unnest_to_explode-151"><a href="#unnest_to_explode-151"><span class="linenos">151</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
</span><span id="unnest_to_explode-152"><a href="#unnest_to_explode-152"><span class="linenos">152</span></a> <span class="s2">&quot;laterals&quot;</span><span class="p">,</span>
</span><span id="unnest_to_explode-153"><a href="#unnest_to_explode-153"><span class="linenos">153</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Lateral</span><span class="p">(</span>
</span><span id="unnest_to_explode-154"><a href="#unnest_to_explode-154"><span class="linenos">154</span></a> <span class="n">this</span><span class="o">=</span><span class="n">udtf</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">e</span><span class="p">),</span>
</span><span id="unnest_to_explode-155"><a href="#unnest_to_explode-155"><span class="linenos">155</span></a> <span class="n">view</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span>
</span><span id="unnest_to_explode-156"><a href="#unnest_to_explode-156"><span class="linenos">156</span></a> <span class="n">alias</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">TableAlias</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">alias</span><span class="o">.</span><span class="n">this</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="n">column</span><span class="p">]),</span> <span class="c1"># type: ignore</span>
</span><span id="unnest_to_explode-157"><a href="#unnest_to_explode-157"><span class="linenos">157</span></a> <span class="p">),</span>
</span><span id="unnest_to_explode-158"><a href="#unnest_to_explode-158"><span class="linenos">158</span></a> <span class="p">)</span>
</span><span id="unnest_to_explode-159"><a href="#unnest_to_explode-159"><span class="linenos">159</span></a>
</span><span id="unnest_to_explode-160"><a href="#unnest_to_explode-160"><span class="linenos">160</span></a> <span class="k">return</span> <span class="n">expression</span>
</span></pre></div>
@ -680,65 +684,65 @@ other expressions. This transforms removes the precision from parameterized type
</div>
<a class="headerlink" href="#explode_to_unnest"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="explode_to_unnest-161"><a href="#explode_to_unnest-161"><span class="linenos">161</span></a><span class="k">def</span> <span class="nf">explode_to_unnest</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="explode_to_unnest-162"><a href="#explode_to_unnest-162"><span class="linenos">162</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Convert explode/posexplode into unnest (used in hive -&gt; presto).&quot;&quot;&quot;</span>
</span><span id="explode_to_unnest-163"><a href="#explode_to_unnest-163"><span class="linenos">163</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="explode_to_unnest-164"><a href="#explode_to_unnest-164"><span class="linenos">164</span></a> <span class="kn">from</span> <span class="nn">sqlglot.optimizer.scope</span> <span class="kn">import</span> <span class="n">Scope</span>
</span><span id="explode_to_unnest-165"><a href="#explode_to_unnest-165"><span class="linenos">165</span></a>
</span><span id="explode_to_unnest-166"><a href="#explode_to_unnest-166"><span class="linenos">166</span></a> <span class="n">taken_select_names</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">)</span>
</span><span id="explode_to_unnest-167"><a href="#explode_to_unnest-167"><span class="linenos">167</span></a> <span class="n">taken_source_names</span> <span class="o">=</span> <span class="p">{</span><span class="n">name</span> <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">Scope</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span><span class="o">.</span><span class="n">references</span><span class="p">}</span>
</span><span id="explode_to_unnest-168"><a href="#explode_to_unnest-168"><span class="linenos">168</span></a>
</span><span id="explode_to_unnest-169"><a href="#explode_to_unnest-169"><span class="linenos">169</span></a> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">selects</span><span class="p">:</span>
</span><span id="explode_to_unnest-170"><a href="#explode_to_unnest-170"><span class="linenos">170</span></a> <span class="n">to_replace</span> <span class="o">=</span> <span class="n">select</span>
</span><span id="explode_to_unnest-171"><a href="#explode_to_unnest-171"><span class="linenos">171</span></a>
</span><span id="explode_to_unnest-172"><a href="#explode_to_unnest-172"><span class="linenos">172</span></a> <span class="n">pos_alias</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
</span><span id="explode_to_unnest-173"><a href="#explode_to_unnest-173"><span class="linenos">173</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
</span><span id="explode_to_unnest-174"><a href="#explode_to_unnest-174"><span class="linenos">174</span></a>
</span><span id="explode_to_unnest-175"><a href="#explode_to_unnest-175"><span class="linenos">175</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Alias</span><span class="p">):</span>
</span><span id="explode_to_unnest-176"><a href="#explode_to_unnest-176"><span class="linenos">176</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">alias</span>
</span><span id="explode_to_unnest-177"><a href="#explode_to_unnest-177"><span class="linenos">177</span></a> <span class="n">select</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="explode_to_unnest-178"><a href="#explode_to_unnest-178"><span class="linenos">178</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Aliases</span><span class="p">):</span>
</span><span id="explode_to_unnest-179"><a href="#explode_to_unnest-179"><span class="linenos">179</span></a> <span class="n">pos_alias</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">aliases</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">name</span>
</span><span id="explode_to_unnest-180"><a href="#explode_to_unnest-180"><span class="linenos">180</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">aliases</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">name</span>
</span><span id="explode_to_unnest-181"><a href="#explode_to_unnest-181"><span class="linenos">181</span></a> <span class="n">select</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="explode_to_unnest-182"><a href="#explode_to_unnest-182"><span class="linenos">182</span></a>
</span><span id="explode_to_unnest-183"><a href="#explode_to_unnest-183"><span class="linenos">183</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Explode</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Posexplode</span><span class="p">)):</span>
</span><span id="explode_to_unnest-184"><a href="#explode_to_unnest-184"><span class="linenos">184</span></a> <span class="n">is_posexplode</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Posexplode</span><span class="p">)</span>
</span><span id="explode_to_unnest-185"><a href="#explode_to_unnest-185"><span class="linenos">185</span></a>
</span><span id="explode_to_unnest-186"><a href="#explode_to_unnest-186"><span class="linenos">186</span></a> <span class="n">explode_arg</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="explode_to_unnest-187"><a href="#explode_to_unnest-187"><span class="linenos">187</span></a> <span class="n">unnest</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Unnest</span><span class="p">(</span><span class="n">expressions</span><span class="o">=</span><span class="p">[</span><span class="n">explode_arg</span><span class="o">.</span><span class="n">copy</span><span class="p">()],</span> <span class="n">ordinality</span><span class="o">=</span><span class="n">is_posexplode</span><span class="p">)</span>
</span><span id="explode_to_unnest-188"><a href="#explode_to_unnest-188"><span class="linenos">188</span></a>
</span><span id="explode_to_unnest-189"><a href="#explode_to_unnest-189"><span class="linenos">189</span></a> <span class="c1"># This ensures that we won&#39;t use [POS]EXPLODE&#39;s argument as a new selection</span>
</span><span id="explode_to_unnest-190"><a href="#explode_to_unnest-190"><span class="linenos">190</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">explode_arg</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span>
</span><span id="explode_to_unnest-191"><a href="#explode_to_unnest-191"><span class="linenos">191</span></a> <span class="n">taken_select_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">explode_arg</span><span class="o">.</span><span class="n">output_name</span><span class="p">)</span>
</span><span id="explode_to_unnest-192"><a href="#explode_to_unnest-192"><span class="linenos">192</span></a>
</span><span id="explode_to_unnest-193"><a href="#explode_to_unnest-193"><span class="linenos">193</span></a> <span class="n">unnest_source_alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken_source_names</span><span class="p">,</span> <span class="s2">&quot;_u&quot;</span><span class="p">)</span>
</span><span id="explode_to_unnest-194"><a href="#explode_to_unnest-194"><span class="linenos">194</span></a> <span class="n">taken_source_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">unnest_source_alias</span><span class="p">)</span>
</span><span id="explode_to_unnest-195"><a href="#explode_to_unnest-195"><span class="linenos">195</span></a>
</span><span id="explode_to_unnest-196"><a href="#explode_to_unnest-196"><span class="linenos">196</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">explode_alias</span><span class="p">:</span>
</span><span id="explode_to_unnest-197"><a href="#explode_to_unnest-197"><span class="linenos">197</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken_select_names</span><span class="p">,</span> <span class="s2">&quot;col&quot;</span><span class="p">)</span>
</span><span id="explode_to_unnest-198"><a href="#explode_to_unnest-198"><span class="linenos">198</span></a> <span class="n">taken_select_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">explode_alias</span><span class="p">)</span>
</span><span id="explode_to_unnest-199"><a href="#explode_to_unnest-199"><span class="linenos">199</span></a>
</span><span id="explode_to_unnest-200"><a href="#explode_to_unnest-200"><span class="linenos">200</span></a> <span class="k">if</span> <span class="n">is_posexplode</span><span class="p">:</span>
</span><span id="explode_to_unnest-201"><a href="#explode_to_unnest-201"><span class="linenos">201</span></a> <span class="n">pos_alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken_select_names</span><span class="p">,</span> <span class="s2">&quot;pos&quot;</span><span class="p">)</span>
</span><span id="explode_to_unnest-202"><a href="#explode_to_unnest-202"><span class="linenos">202</span></a> <span class="n">taken_select_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">pos_alias</span><span class="p">)</span>
</span><span id="explode_to_unnest-203"><a href="#explode_to_unnest-203"><span class="linenos">203</span></a>
</span><span id="explode_to_unnest-204"><a href="#explode_to_unnest-204"><span class="linenos">204</span></a> <span class="k">if</span> <span class="n">is_posexplode</span><span class="p">:</span>
</span><span id="explode_to_unnest-205"><a href="#explode_to_unnest-205"><span class="linenos">205</span></a> <span class="n">column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">explode_alias</span><span class="p">,</span> <span class="n">pos_alias</span><span class="p">]</span>
</span><span id="explode_to_unnest-206"><a href="#explode_to_unnest-206"><span class="linenos">206</span></a> <span class="n">to_replace</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
</span><span id="explode_to_unnest-207"><a href="#explode_to_unnest-207"><span class="linenos">207</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">pos_alias</span><span class="p">,</span> <span class="n">explode_alias</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="explode_to_unnest-208"><a href="#explode_to_unnest-208"><span class="linenos">208</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="explode_to_unnest-209"><a href="#explode_to_unnest-209"><span class="linenos">209</span></a> <span class="n">column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">explode_alias</span><span class="p">]</span>
</span><span id="explode_to_unnest-210"><a href="#explode_to_unnest-210"><span class="linenos">210</span></a> <span class="n">to_replace</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">column</span><span class="p">(</span><span class="n">explode_alias</span><span class="p">))</span>
</span><span id="explode_to_unnest-211"><a href="#explode_to_unnest-211"><span class="linenos">211</span></a>
</span><span id="explode_to_unnest-212"><a href="#explode_to_unnest-212"><span class="linenos">212</span></a> <span class="n">unnest</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">unnest_source_alias</span><span class="p">,</span> <span class="n">table</span><span class="o">=</span><span class="n">column_names</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="explode_to_unnest-163"><a href="#explode_to_unnest-163"><span class="linenos">163</span></a><span class="k">def</span> <span class="nf">explode_to_unnest</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="explode_to_unnest-164"><a href="#explode_to_unnest-164"><span class="linenos">164</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;Convert explode/posexplode into unnest (used in hive -&gt; presto).&quot;&quot;&quot;</span>
</span><span id="explode_to_unnest-165"><a href="#explode_to_unnest-165"><span class="linenos">165</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">):</span>
</span><span id="explode_to_unnest-166"><a href="#explode_to_unnest-166"><span class="linenos">166</span></a> <span class="kn">from</span> <span class="nn">sqlglot.optimizer.scope</span> <span class="kn">import</span> <span class="n">Scope</span>
</span><span id="explode_to_unnest-167"><a href="#explode_to_unnest-167"><span class="linenos">167</span></a>
</span><span id="explode_to_unnest-168"><a href="#explode_to_unnest-168"><span class="linenos">168</span></a> <span class="n">taken_select_names</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span><span class="p">)</span>
</span><span id="explode_to_unnest-169"><a href="#explode_to_unnest-169"><span class="linenos">169</span></a> <span class="n">taken_source_names</span> <span class="o">=</span> <span class="p">{</span><span class="n">name</span> <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">Scope</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span><span class="o">.</span><span class="n">references</span><span class="p">}</span>
</span><span id="explode_to_unnest-170"><a href="#explode_to_unnest-170"><span class="linenos">170</span></a>
</span><span id="explode_to_unnest-171"><a href="#explode_to_unnest-171"><span class="linenos">171</span></a> <span class="k">for</span> <span class="n">select</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">selects</span><span class="p">:</span>
</span><span id="explode_to_unnest-172"><a href="#explode_to_unnest-172"><span class="linenos">172</span></a> <span class="n">to_replace</span> <span class="o">=</span> <span class="n">select</span>
</span><span id="explode_to_unnest-173"><a href="#explode_to_unnest-173"><span class="linenos">173</span></a>
</span><span id="explode_to_unnest-174"><a href="#explode_to_unnest-174"><span class="linenos">174</span></a> <span class="n">pos_alias</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
</span><span id="explode_to_unnest-175"><a href="#explode_to_unnest-175"><span class="linenos">175</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
</span><span id="explode_to_unnest-176"><a href="#explode_to_unnest-176"><span class="linenos">176</span></a>
</span><span id="explode_to_unnest-177"><a href="#explode_to_unnest-177"><span class="linenos">177</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Alias</span><span class="p">):</span>
</span><span id="explode_to_unnest-178"><a href="#explode_to_unnest-178"><span class="linenos">178</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">alias</span>
</span><span id="explode_to_unnest-179"><a href="#explode_to_unnest-179"><span class="linenos">179</span></a> <span class="n">select</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="explode_to_unnest-180"><a href="#explode_to_unnest-180"><span class="linenos">180</span></a> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Aliases</span><span class="p">):</span>
</span><span id="explode_to_unnest-181"><a href="#explode_to_unnest-181"><span class="linenos">181</span></a> <span class="n">pos_alias</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">aliases</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">name</span>
</span><span id="explode_to_unnest-182"><a href="#explode_to_unnest-182"><span class="linenos">182</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">aliases</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">name</span>
</span><span id="explode_to_unnest-183"><a href="#explode_to_unnest-183"><span class="linenos">183</span></a> <span class="n">select</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="explode_to_unnest-184"><a href="#explode_to_unnest-184"><span class="linenos">184</span></a>
</span><span id="explode_to_unnest-185"><a href="#explode_to_unnest-185"><span class="linenos">185</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Explode</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Posexplode</span><span class="p">)):</span>
</span><span id="explode_to_unnest-186"><a href="#explode_to_unnest-186"><span class="linenos">186</span></a> <span class="n">is_posexplode</span> <span class="o">=</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">select</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Posexplode</span><span class="p">)</span>
</span><span id="explode_to_unnest-187"><a href="#explode_to_unnest-187"><span class="linenos">187</span></a>
</span><span id="explode_to_unnest-188"><a href="#explode_to_unnest-188"><span class="linenos">188</span></a> <span class="n">explode_arg</span> <span class="o">=</span> <span class="n">select</span><span class="o">.</span><span class="n">this</span>
</span><span id="explode_to_unnest-189"><a href="#explode_to_unnest-189"><span class="linenos">189</span></a> <span class="n">unnest</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Unnest</span><span class="p">(</span><span class="n">expressions</span><span class="o">=</span><span class="p">[</span><span class="n">explode_arg</span><span class="o">.</span><span class="n">copy</span><span class="p">()],</span> <span class="n">ordinality</span><span class="o">=</span><span class="n">is_posexplode</span><span class="p">)</span>
</span><span id="explode_to_unnest-190"><a href="#explode_to_unnest-190"><span class="linenos">190</span></a>
</span><span id="explode_to_unnest-191"><a href="#explode_to_unnest-191"><span class="linenos">191</span></a> <span class="c1"># This ensures that we won&#39;t use [POS]EXPLODE&#39;s argument as a new selection</span>
</span><span id="explode_to_unnest-192"><a href="#explode_to_unnest-192"><span class="linenos">192</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">explode_arg</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span>
</span><span id="explode_to_unnest-193"><a href="#explode_to_unnest-193"><span class="linenos">193</span></a> <span class="n">taken_select_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">explode_arg</span><span class="o">.</span><span class="n">output_name</span><span class="p">)</span>
</span><span id="explode_to_unnest-194"><a href="#explode_to_unnest-194"><span class="linenos">194</span></a>
</span><span id="explode_to_unnest-195"><a href="#explode_to_unnest-195"><span class="linenos">195</span></a> <span class="n">unnest_source_alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken_source_names</span><span class="p">,</span> <span class="s2">&quot;_u&quot;</span><span class="p">)</span>
</span><span id="explode_to_unnest-196"><a href="#explode_to_unnest-196"><span class="linenos">196</span></a> <span class="n">taken_source_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">unnest_source_alias</span><span class="p">)</span>
</span><span id="explode_to_unnest-197"><a href="#explode_to_unnest-197"><span class="linenos">197</span></a>
</span><span id="explode_to_unnest-198"><a href="#explode_to_unnest-198"><span class="linenos">198</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">explode_alias</span><span class="p">:</span>
</span><span id="explode_to_unnest-199"><a href="#explode_to_unnest-199"><span class="linenos">199</span></a> <span class="n">explode_alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken_select_names</span><span class="p">,</span> <span class="s2">&quot;col&quot;</span><span class="p">)</span>
</span><span id="explode_to_unnest-200"><a href="#explode_to_unnest-200"><span class="linenos">200</span></a> <span class="n">taken_select_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">explode_alias</span><span class="p">)</span>
</span><span id="explode_to_unnest-201"><a href="#explode_to_unnest-201"><span class="linenos">201</span></a>
</span><span id="explode_to_unnest-202"><a href="#explode_to_unnest-202"><span class="linenos">202</span></a> <span class="k">if</span> <span class="n">is_posexplode</span><span class="p">:</span>
</span><span id="explode_to_unnest-203"><a href="#explode_to_unnest-203"><span class="linenos">203</span></a> <span class="n">pos_alias</span> <span class="o">=</span> <span class="n">find_new_name</span><span class="p">(</span><span class="n">taken_select_names</span><span class="p">,</span> <span class="s2">&quot;pos&quot;</span><span class="p">)</span>
</span><span id="explode_to_unnest-204"><a href="#explode_to_unnest-204"><span class="linenos">204</span></a> <span class="n">taken_select_names</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">pos_alias</span><span class="p">)</span>
</span><span id="explode_to_unnest-205"><a href="#explode_to_unnest-205"><span class="linenos">205</span></a>
</span><span id="explode_to_unnest-206"><a href="#explode_to_unnest-206"><span class="linenos">206</span></a> <span class="k">if</span> <span class="n">is_posexplode</span><span class="p">:</span>
</span><span id="explode_to_unnest-207"><a href="#explode_to_unnest-207"><span class="linenos">207</span></a> <span class="n">column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">explode_alias</span><span class="p">,</span> <span class="n">pos_alias</span><span class="p">]</span>
</span><span id="explode_to_unnest-208"><a href="#explode_to_unnest-208"><span class="linenos">208</span></a> <span class="n">to_replace</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span>
</span><span id="explode_to_unnest-209"><a href="#explode_to_unnest-209"><span class="linenos">209</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">pos_alias</span><span class="p">,</span> <span class="n">explode_alias</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="explode_to_unnest-210"><a href="#explode_to_unnest-210"><span class="linenos">210</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="explode_to_unnest-211"><a href="#explode_to_unnest-211"><span class="linenos">211</span></a> <span class="n">column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">explode_alias</span><span class="p">]</span>
</span><span id="explode_to_unnest-212"><a href="#explode_to_unnest-212"><span class="linenos">212</span></a> <span class="n">to_replace</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">column</span><span class="p">(</span><span class="n">explode_alias</span><span class="p">))</span>
</span><span id="explode_to_unnest-213"><a href="#explode_to_unnest-213"><span class="linenos">213</span></a>
</span><span id="explode_to_unnest-214"><a href="#explode_to_unnest-214"><span class="linenos">214</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;from&quot;</span><span class="p">):</span>
</span><span id="explode_to_unnest-215"><a href="#explode_to_unnest-215"><span class="linenos">215</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="explode_to_unnest-216"><a href="#explode_to_unnest-216"><span class="linenos">216</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="explode_to_unnest-217"><a href="#explode_to_unnest-217"><span class="linenos">217</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">join_type</span><span class="o">=</span><span class="s2">&quot;CROSS&quot;</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="explode_to_unnest-218"><a href="#explode_to_unnest-218"><span class="linenos">218</span></a>
</span><span id="explode_to_unnest-219"><a href="#explode_to_unnest-219"><span class="linenos">219</span></a> <span class="k">return</span> <span class="n">expression</span>
</span><span id="explode_to_unnest-214"><a href="#explode_to_unnest-214"><span class="linenos">214</span></a> <span class="n">unnest</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">unnest_source_alias</span><span class="p">,</span> <span class="n">table</span><span class="o">=</span><span class="n">column_names</span><span class="p">)</span>
</span><span id="explode_to_unnest-215"><a href="#explode_to_unnest-215"><span class="linenos">215</span></a>
</span><span id="explode_to_unnest-216"><a href="#explode_to_unnest-216"><span class="linenos">216</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">&quot;from&quot;</span><span class="p">):</span>
</span><span id="explode_to_unnest-217"><a href="#explode_to_unnest-217"><span class="linenos">217</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="explode_to_unnest-218"><a href="#explode_to_unnest-218"><span class="linenos">218</span></a> <span class="k">else</span><span class="p">:</span>
</span><span id="explode_to_unnest-219"><a href="#explode_to_unnest-219"><span class="linenos">219</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">unnest</span><span class="p">,</span> <span class="n">join_type</span><span class="o">=</span><span class="s2">&quot;CROSS&quot;</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
</span><span id="explode_to_unnest-220"><a href="#explode_to_unnest-220"><span class="linenos">220</span></a>
</span><span id="explode_to_unnest-221"><a href="#explode_to_unnest-221"><span class="linenos">221</span></a> <span class="k">return</span> <span class="n">expression</span>
</span></pre></div>
@ -758,17 +762,17 @@ other expressions. This transforms removes the precision from parameterized type
</div>
<a class="headerlink" href="#remove_within_group_for_percentiles"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="remove_within_group_for_percentiles-222"><a href="#remove_within_group_for_percentiles-222"><span class="linenos">222</span></a><span class="k">def</span> <span class="nf">remove_within_group_for_percentiles</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="remove_within_group_for_percentiles-223"><a href="#remove_within_group_for_percentiles-223"><span class="linenos">223</span></a> <span class="k">if</span> <span class="p">(</span>
</span><span id="remove_within_group_for_percentiles-224"><a href="#remove_within_group_for_percentiles-224"><span class="linenos">224</span></a> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">WithinGroup</span><span class="p">)</span>
</span><span id="remove_within_group_for_percentiles-225"><a href="#remove_within_group_for_percentiles-225"><span class="linenos">225</span></a> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="p">,</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">PercentileCont</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">PercentileDisc</span><span class="p">))</span>
</span><span id="remove_within_group_for_percentiles-226"><a href="#remove_within_group_for_percentiles-226"><span class="linenos">226</span></a> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Order</span><span class="p">)</span>
</span><span id="remove_within_group_for_percentiles-227"><a href="#remove_within_group_for_percentiles-227"><span class="linenos">227</span></a> <span class="p">):</span>
</span><span id="remove_within_group_for_percentiles-228"><a href="#remove_within_group_for_percentiles-228"><span class="linenos">228</span></a> <span class="n">quantile</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">this</span>
</span><span id="remove_within_group_for_percentiles-229"><a href="#remove_within_group_for_percentiles-229"><span class="linenos">229</span></a> <span class="n">input_value</span> <span class="o">=</span> <span class="n">t</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">,</span> <span class="n">expression</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">))</span><span class="o">.</span><span class="n">this</span>
</span><span id="remove_within_group_for_percentiles-230"><a href="#remove_within_group_for_percentiles-230"><span class="linenos">230</span></a> <span class="k">return</span> <span class="n">expression</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">ApproxQuantile</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">input_value</span><span class="p">,</span> <span class="n">quantile</span><span class="o">=</span><span class="n">quantile</span><span class="p">))</span>
</span><span id="remove_within_group_for_percentiles-231"><a href="#remove_within_group_for_percentiles-231"><span class="linenos">231</span></a>
</span><span id="remove_within_group_for_percentiles-232"><a href="#remove_within_group_for_percentiles-232"><span class="linenos">232</span></a> <span class="k">return</span> <span class="n">expression</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="remove_within_group_for_percentiles-224"><a href="#remove_within_group_for_percentiles-224"><span class="linenos">224</span></a><span class="k">def</span> <span class="nf">remove_within_group_for_percentiles</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="remove_within_group_for_percentiles-225"><a href="#remove_within_group_for_percentiles-225"><span class="linenos">225</span></a> <span class="k">if</span> <span class="p">(</span>
</span><span id="remove_within_group_for_percentiles-226"><a href="#remove_within_group_for_percentiles-226"><span class="linenos">226</span></a> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">WithinGroup</span><span class="p">)</span>
</span><span id="remove_within_group_for_percentiles-227"><a href="#remove_within_group_for_percentiles-227"><span class="linenos">227</span></a> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="p">,</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">PercentileCont</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">PercentileDisc</span><span class="p">))</span>
</span><span id="remove_within_group_for_percentiles-228"><a href="#remove_within_group_for_percentiles-228"><span class="linenos">228</span></a> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Order</span><span class="p">)</span>
</span><span id="remove_within_group_for_percentiles-229"><a href="#remove_within_group_for_percentiles-229"><span class="linenos">229</span></a> <span class="p">):</span>
</span><span id="remove_within_group_for_percentiles-230"><a href="#remove_within_group_for_percentiles-230"><span class="linenos">230</span></a> <span class="n">quantile</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">this</span>
</span><span id="remove_within_group_for_percentiles-231"><a href="#remove_within_group_for_percentiles-231"><span class="linenos">231</span></a> <span class="n">input_value</span> <span class="o">=</span> <span class="n">t</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">,</span> <span class="n">expression</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">))</span><span class="o">.</span><span class="n">this</span>
</span><span id="remove_within_group_for_percentiles-232"><a href="#remove_within_group_for_percentiles-232"><span class="linenos">232</span></a> <span class="k">return</span> <span class="n">expression</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">ApproxQuantile</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">input_value</span><span class="p">,</span> <span class="n">quantile</span><span class="o">=</span><span class="n">quantile</span><span class="p">))</span>
</span><span id="remove_within_group_for_percentiles-233"><a href="#remove_within_group_for_percentiles-233"><span class="linenos">233</span></a>
</span><span id="remove_within_group_for_percentiles-234"><a href="#remove_within_group_for_percentiles-234"><span class="linenos">234</span></a> <span class="k">return</span> <span class="n">expression</span>
</span></pre></div>
@ -786,22 +790,22 @@ other expressions. This transforms removes the precision from parameterized type
</div>
<a class="headerlink" href="#add_recursive_cte_column_names"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="add_recursive_cte_column_names-235"><a href="#add_recursive_cte_column_names-235"><span class="linenos">235</span></a><span class="k">def</span> <span class="nf">add_recursive_cte_column_names</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="add_recursive_cte_column_names-236"><a href="#add_recursive_cte_column_names-236"><span class="linenos">236</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">With</span><span class="p">)</span> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">recursive</span><span class="p">:</span>
</span><span id="add_recursive_cte_column_names-237"><a href="#add_recursive_cte_column_names-237"><span class="linenos">237</span></a> <span class="n">next_name</span> <span class="o">=</span> <span class="n">name_sequence</span><span class="p">(</span><span class="s2">&quot;_c_&quot;</span><span class="p">)</span>
</span><span id="add_recursive_cte_column_names-238"><a href="#add_recursive_cte_column_names-238"><span class="linenos">238</span></a>
</span><span id="add_recursive_cte_column_names-239"><a href="#add_recursive_cte_column_names-239"><span class="linenos">239</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">expressions</span><span class="p">:</span>
</span><span id="add_recursive_cte_column_names-240"><a href="#add_recursive_cte_column_names-240"><span class="linenos">240</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">cte</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;alias&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
</span><span id="add_recursive_cte_column_names-241"><a href="#add_recursive_cte_column_names-241"><span class="linenos">241</span></a> <span class="n">query</span> <span class="o">=</span> <span class="n">cte</span><span class="o">.</span><span class="n">this</span>
</span><span id="add_recursive_cte_column_names-242"><a href="#add_recursive_cte_column_names-242"><span class="linenos">242</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">query</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">):</span>
</span><span id="add_recursive_cte_column_names-243"><a href="#add_recursive_cte_column_names-243"><span class="linenos">243</span></a> <span class="n">query</span> <span class="o">=</span> <span class="n">query</span><span class="o">.</span><span class="n">this</span>
</span><span id="add_recursive_cte_column_names-244"><a href="#add_recursive_cte_column_names-244"><span class="linenos">244</span></a>
</span><span id="add_recursive_cte_column_names-245"><a href="#add_recursive_cte_column_names-245"><span class="linenos">245</span></a> <span class="n">cte</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;alias&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set</span><span class="p">(</span>
</span><span id="add_recursive_cte_column_names-246"><a href="#add_recursive_cte_column_names-246"><span class="linenos">246</span></a> <span class="s2">&quot;columns&quot;</span><span class="p">,</span>
</span><span id="add_recursive_cte_column_names-247"><a href="#add_recursive_cte_column_names-247"><span class="linenos">247</span></a> <span class="p">[</span><span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">or</span> <span class="n">next_name</span><span class="p">())</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">query</span><span class="o">.</span><span class="n">selects</span><span class="p">],</span>
</span><span id="add_recursive_cte_column_names-248"><a href="#add_recursive_cte_column_names-248"><span class="linenos">248</span></a> <span class="p">)</span>
</span><span id="add_recursive_cte_column_names-249"><a href="#add_recursive_cte_column_names-249"><span class="linenos">249</span></a>
</span><span id="add_recursive_cte_column_names-250"><a href="#add_recursive_cte_column_names-250"><span class="linenos">250</span></a> <span class="k">return</span> <span class="n">expression</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="add_recursive_cte_column_names-237"><a href="#add_recursive_cte_column_names-237"><span class="linenos">237</span></a><span class="k">def</span> <span class="nf">add_recursive_cte_column_names</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="add_recursive_cte_column_names-238"><a href="#add_recursive_cte_column_names-238"><span class="linenos">238</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">With</span><span class="p">)</span> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">recursive</span><span class="p">:</span>
</span><span id="add_recursive_cte_column_names-239"><a href="#add_recursive_cte_column_names-239"><span class="linenos">239</span></a> <span class="n">next_name</span> <span class="o">=</span> <span class="n">name_sequence</span><span class="p">(</span><span class="s2">&quot;_c_&quot;</span><span class="p">)</span>
</span><span id="add_recursive_cte_column_names-240"><a href="#add_recursive_cte_column_names-240"><span class="linenos">240</span></a>
</span><span id="add_recursive_cte_column_names-241"><a href="#add_recursive_cte_column_names-241"><span class="linenos">241</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">expressions</span><span class="p">:</span>
</span><span id="add_recursive_cte_column_names-242"><a href="#add_recursive_cte_column_names-242"><span class="linenos">242</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">cte</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;alias&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
</span><span id="add_recursive_cte_column_names-243"><a href="#add_recursive_cte_column_names-243"><span class="linenos">243</span></a> <span class="n">query</span> <span class="o">=</span> <span class="n">cte</span><span class="o">.</span><span class="n">this</span>
</span><span id="add_recursive_cte_column_names-244"><a href="#add_recursive_cte_column_names-244"><span class="linenos">244</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">query</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">):</span>
</span><span id="add_recursive_cte_column_names-245"><a href="#add_recursive_cte_column_names-245"><span class="linenos">245</span></a> <span class="n">query</span> <span class="o">=</span> <span class="n">query</span><span class="o">.</span><span class="n">this</span>
</span><span id="add_recursive_cte_column_names-246"><a href="#add_recursive_cte_column_names-246"><span class="linenos">246</span></a>
</span><span id="add_recursive_cte_column_names-247"><a href="#add_recursive_cte_column_names-247"><span class="linenos">247</span></a> <span class="n">cte</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">&quot;alias&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">set</span><span class="p">(</span>
</span><span id="add_recursive_cte_column_names-248"><a href="#add_recursive_cte_column_names-248"><span class="linenos">248</span></a> <span class="s2">&quot;columns&quot;</span><span class="p">,</span>
</span><span id="add_recursive_cte_column_names-249"><a href="#add_recursive_cte_column_names-249"><span class="linenos">249</span></a> <span class="p">[</span><span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">s</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">or</span> <span class="n">next_name</span><span class="p">())</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">query</span><span class="o">.</span><span class="n">selects</span><span class="p">],</span>
</span><span id="add_recursive_cte_column_names-250"><a href="#add_recursive_cte_column_names-250"><span class="linenos">250</span></a> <span class="p">)</span>
</span><span id="add_recursive_cte_column_names-251"><a href="#add_recursive_cte_column_names-251"><span class="linenos">251</span></a>
</span><span id="add_recursive_cte_column_names-252"><a href="#add_recursive_cte_column_names-252"><span class="linenos">252</span></a> <span class="k">return</span> <span class="n">expression</span>
</span></pre></div>
@ -819,15 +823,15 @@ other expressions. This transforms removes the precision from parameterized type
</div>
<a class="headerlink" href="#epoch_cast_to_ts"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="epoch_cast_to_ts-253"><a href="#epoch_cast_to_ts-253"><span class="linenos">253</span></a><span class="k">def</span> <span class="nf">epoch_cast_to_ts</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="epoch_cast_to_ts-254"><a href="#epoch_cast_to_ts-254"><span class="linenos">254</span></a> <span class="k">if</span> <span class="p">(</span>
</span><span id="epoch_cast_to_ts-255"><a href="#epoch_cast_to_ts-255"><span class="linenos">255</span></a> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Cast</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">TryCast</span><span class="p">))</span>
</span><span id="epoch_cast_to_ts-256"><a href="#epoch_cast_to_ts-256"><span class="linenos">256</span></a> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s2">&quot;epoch&quot;</span>
</span><span id="epoch_cast_to_ts-257"><a href="#epoch_cast_to_ts-257"><span class="linenos">257</span></a> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">to</span><span class="o">.</span><span class="n">this</span> <span class="ow">in</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="o">.</span><span class="n">TEMPORAL_TYPES</span>
</span><span id="epoch_cast_to_ts-258"><a href="#epoch_cast_to_ts-258"><span class="linenos">258</span></a> <span class="p">):</span>
</span><span id="epoch_cast_to_ts-259"><a href="#epoch_cast_to_ts-259"><span class="linenos">259</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="o">.</span><span class="n">string</span><span class="p">(</span><span class="s2">&quot;1970-01-01 00:00:00&quot;</span><span class="p">))</span>
</span><span id="epoch_cast_to_ts-260"><a href="#epoch_cast_to_ts-260"><span class="linenos">260</span></a>
</span><span id="epoch_cast_to_ts-261"><a href="#epoch_cast_to_ts-261"><span class="linenos">261</span></a> <span class="k">return</span> <span class="n">expression</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="epoch_cast_to_ts-255"><a href="#epoch_cast_to_ts-255"><span class="linenos">255</span></a><span class="k">def</span> <span class="nf">epoch_cast_to_ts</span><span class="p">(</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">:</span>
</span><span id="epoch_cast_to_ts-256"><a href="#epoch_cast_to_ts-256"><span class="linenos">256</span></a> <span class="k">if</span> <span class="p">(</span>
</span><span id="epoch_cast_to_ts-257"><a href="#epoch_cast_to_ts-257"><span class="linenos">257</span></a> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Cast</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">TryCast</span><span class="p">))</span>
</span><span id="epoch_cast_to_ts-258"><a href="#epoch_cast_to_ts-258"><span class="linenos">258</span></a> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">name</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s2">&quot;epoch&quot;</span>
</span><span id="epoch_cast_to_ts-259"><a href="#epoch_cast_to_ts-259"><span class="linenos">259</span></a> <span class="ow">and</span> <span class="n">expression</span><span class="o">.</span><span class="n">to</span><span class="o">.</span><span class="n">this</span> <span class="ow">in</span> <span class="n">exp</span><span class="o">.</span><span class="n">DataType</span><span class="o">.</span><span class="n">TEMPORAL_TYPES</span>
</span><span id="epoch_cast_to_ts-260"><a href="#epoch_cast_to_ts-260"><span class="linenos">260</span></a> <span class="p">):</span>
</span><span id="epoch_cast_to_ts-261"><a href="#epoch_cast_to_ts-261"><span class="linenos">261</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="o">.</span><span class="n">string</span><span class="p">(</span><span class="s2">&quot;1970-01-01 00:00:00&quot;</span><span class="p">))</span>
</span><span id="epoch_cast_to_ts-262"><a href="#epoch_cast_to_ts-262"><span class="linenos">262</span></a>
</span><span id="epoch_cast_to_ts-263"><a href="#epoch_cast_to_ts-263"><span class="linenos">263</span></a> <span class="k">return</span> <span class="n">expression</span>
</span></pre></div>
@ -845,47 +849,47 @@ other expressions. This transforms removes the precision from parameterized type
</div>
<a class="headerlink" href="#preprocess"></a>
<div class="pdoc-code codehilite"><pre><span></span><span id="preprocess-264"><a href="#preprocess-264"><span class="linenos">264</span></a><span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span>
</span><span id="preprocess-265"><a href="#preprocess-265"><span class="linenos">265</span></a> <span class="n">transforms</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">[[</span><span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">],</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]],</span>
</span><span id="preprocess-266"><a href="#preprocess-266"><span class="linenos">266</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">[[</span><span class="n">Generator</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">],</span> <span class="nb">str</span><span class="p">]:</span>
</span><span id="preprocess-267"><a href="#preprocess-267"><span class="linenos">267</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="preprocess-268"><a href="#preprocess-268"><span class="linenos">268</span></a><span class="sd"> Creates a new transform by chaining a sequence of transformations and converts the resulting</span>
</span><span id="preprocess-269"><a href="#preprocess-269"><span class="linenos">269</span></a><span class="sd"> expression to SQL, using either the &quot;_sql&quot; method corresponding to the resulting expression,</span>
</span><span id="preprocess-270"><a href="#preprocess-270"><span class="linenos">270</span></a><span class="sd"> or the appropriate `Generator.TRANSFORMS` function (when applicable -- see below).</span>
</span><span id="preprocess-271"><a href="#preprocess-271"><span class="linenos">271</span></a>
</span><span id="preprocess-272"><a href="#preprocess-272"><span class="linenos">272</span></a><span class="sd"> Args:</span>
</span><span id="preprocess-273"><a href="#preprocess-273"><span class="linenos">273</span></a><span class="sd"> transforms: sequence of transform functions. These will be called in order.</span>
</span><span id="preprocess-274"><a href="#preprocess-274"><span class="linenos">274</span></a>
</span><span id="preprocess-275"><a href="#preprocess-275"><span class="linenos">275</span></a><span class="sd"> Returns:</span>
</span><span id="preprocess-276"><a href="#preprocess-276"><span class="linenos">276</span></a><span class="sd"> Function that can be used as a generator transform.</span>
</span><span id="preprocess-277"><a href="#preprocess-277"><span class="linenos">277</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="preprocess-278"><a href="#preprocess-278"><span class="linenos">278</span></a>
</span><span id="preprocess-279"><a href="#preprocess-279"><span class="linenos">279</span></a> <span class="k">def</span> <span class="nf">_to_sql</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
</span><span id="preprocess-280"><a href="#preprocess-280"><span class="linenos">280</span></a> <span class="n">expression_type</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="preprocess-281"><a href="#preprocess-281"><span class="linenos">281</span></a>
</span><span id="preprocess-282"><a href="#preprocess-282"><span class="linenos">282</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">transforms</span><span class="p">[</span><span class="mi">0</span><span class="p">](</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">())</span>
</span><span id="preprocess-283"><a href="#preprocess-283"><span class="linenos">283</span></a> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">transforms</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
</span><span id="preprocess-284"><a href="#preprocess-284"><span class="linenos">284</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">t</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="preprocess-285"><a href="#preprocess-285"><span class="linenos">285</span></a>
</span><span id="preprocess-286"><a href="#preprocess-286"><span class="linenos">286</span></a> <span class="n">_sql_handler</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="o">.</span><span class="n">key</span> <span class="o">+</span> <span class="s2">&quot;_sql&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="preprocess-287"><a href="#preprocess-287"><span class="linenos">287</span></a> <span class="k">if</span> <span class="n">_sql_handler</span><span class="p">:</span>
</span><span id="preprocess-288"><a href="#preprocess-288"><span class="linenos">288</span></a> <span class="k">return</span> <span class="n">_sql_handler</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="preprocess-289"><a href="#preprocess-289"><span class="linenos">289</span></a>
</span><span id="preprocess-290"><a href="#preprocess-290"><span class="linenos">290</span></a> <span class="n">transforms_handler</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">TRANSFORMS</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">expression</span><span class="p">))</span>
</span><span id="preprocess-291"><a href="#preprocess-291"><span class="linenos">291</span></a> <span class="k">if</span> <span class="n">transforms_handler</span><span class="p">:</span>
</span><span id="preprocess-292"><a href="#preprocess-292"><span class="linenos">292</span></a> <span class="c1"># Ensures we don&#39;t enter an infinite loop. This can happen when the original expression</span>
</span><span id="preprocess-293"><a href="#preprocess-293"><span class="linenos">293</span></a> <span class="c1"># has the same type as the final expression and there&#39;s no _sql method available for it,</span>
</span><span id="preprocess-294"><a href="#preprocess-294"><span class="linenos">294</span></a> <span class="c1"># because then it&#39;d re-enter _to_sql.</span>
</span><span id="preprocess-295"><a href="#preprocess-295"><span class="linenos">295</span></a> <span class="k">if</span> <span class="n">expression_type</span> <span class="ow">is</span> <span class="nb">type</span><span class="p">(</span><span class="n">expression</span><span class="p">):</span>
</span><span id="preprocess-296"><a href="#preprocess-296"><span class="linenos">296</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
</span><span id="preprocess-297"><a href="#preprocess-297"><span class="linenos">297</span></a> <span class="sa">f</span><span class="s2">&quot;Expression type </span><span class="si">{</span><span class="n">expression</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2"> requires a _sql method in order to be transformed.&quot;</span>
</span><span id="preprocess-298"><a href="#preprocess-298"><span class="linenos">298</span></a> <span class="p">)</span>
</span><span id="preprocess-299"><a href="#preprocess-299"><span class="linenos">299</span></a>
</span><span id="preprocess-300"><a href="#preprocess-300"><span class="linenos">300</span></a> <span class="k">return</span> <span class="n">transforms_handler</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="p">)</span>
<div class="pdoc-code codehilite"><pre><span></span><span id="preprocess-266"><a href="#preprocess-266"><span class="linenos">266</span></a><span class="k">def</span> <span class="nf">preprocess</span><span class="p">(</span>
</span><span id="preprocess-267"><a href="#preprocess-267"><span class="linenos">267</span></a> <span class="n">transforms</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">[[</span><span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">],</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]],</span>
</span><span id="preprocess-268"><a href="#preprocess-268"><span class="linenos">268</span></a><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">[[</span><span class="n">Generator</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">],</span> <span class="nb">str</span><span class="p">]:</span>
</span><span id="preprocess-269"><a href="#preprocess-269"><span class="linenos">269</span></a><span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
</span><span id="preprocess-270"><a href="#preprocess-270"><span class="linenos">270</span></a><span class="sd"> Creates a new transform by chaining a sequence of transformations and converts the resulting</span>
</span><span id="preprocess-271"><a href="#preprocess-271"><span class="linenos">271</span></a><span class="sd"> expression to SQL, using either the &quot;_sql&quot; method corresponding to the resulting expression,</span>
</span><span id="preprocess-272"><a href="#preprocess-272"><span class="linenos">272</span></a><span class="sd"> or the appropriate `Generator.TRANSFORMS` function (when applicable -- see below).</span>
</span><span id="preprocess-273"><a href="#preprocess-273"><span class="linenos">273</span></a>
</span><span id="preprocess-274"><a href="#preprocess-274"><span class="linenos">274</span></a><span class="sd"> Args:</span>
</span><span id="preprocess-275"><a href="#preprocess-275"><span class="linenos">275</span></a><span class="sd"> transforms: sequence of transform functions. These will be called in order.</span>
</span><span id="preprocess-276"><a href="#preprocess-276"><span class="linenos">276</span></a>
</span><span id="preprocess-277"><a href="#preprocess-277"><span class="linenos">277</span></a><span class="sd"> Returns:</span>
</span><span id="preprocess-278"><a href="#preprocess-278"><span class="linenos">278</span></a><span class="sd"> Function that can be used as a generator transform.</span>
</span><span id="preprocess-279"><a href="#preprocess-279"><span class="linenos">279</span></a><span class="sd"> &quot;&quot;&quot;</span>
</span><span id="preprocess-280"><a href="#preprocess-280"><span class="linenos">280</span></a>
</span><span id="preprocess-281"><a href="#preprocess-281"><span class="linenos">281</span></a> <span class="k">def</span> <span class="nf">_to_sql</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">str</span><span class="p">:</span>
</span><span id="preprocess-282"><a href="#preprocess-282"><span class="linenos">282</span></a> <span class="n">expression_type</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="preprocess-283"><a href="#preprocess-283"><span class="linenos">283</span></a>
</span><span id="preprocess-284"><a href="#preprocess-284"><span class="linenos">284</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">transforms</span><span class="p">[</span><span class="mi">0</span><span class="p">](</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">())</span>
</span><span id="preprocess-285"><a href="#preprocess-285"><span class="linenos">285</span></a> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">transforms</span><span class="p">[</span><span class="mi">1</span><span class="p">:]:</span>
</span><span id="preprocess-286"><a href="#preprocess-286"><span class="linenos">286</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">t</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="preprocess-287"><a href="#preprocess-287"><span class="linenos">287</span></a>
</span><span id="preprocess-288"><a href="#preprocess-288"><span class="linenos">288</span></a> <span class="n">_sql_handler</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="o">.</span><span class="n">key</span> <span class="o">+</span> <span class="s2">&quot;_sql&quot;</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span>
</span><span id="preprocess-289"><a href="#preprocess-289"><span class="linenos">289</span></a> <span class="k">if</span> <span class="n">_sql_handler</span><span class="p">:</span>
</span><span id="preprocess-290"><a href="#preprocess-290"><span class="linenos">290</span></a> <span class="k">return</span> <span class="n">_sql_handler</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span>
</span><span id="preprocess-291"><a href="#preprocess-291"><span class="linenos">291</span></a>
</span><span id="preprocess-292"><a href="#preprocess-292"><span class="linenos">292</span></a> <span class="n">transforms_handler</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">TRANSFORMS</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">expression</span><span class="p">))</span>
</span><span id="preprocess-293"><a href="#preprocess-293"><span class="linenos">293</span></a> <span class="k">if</span> <span class="n">transforms_handler</span><span class="p">:</span>
</span><span id="preprocess-294"><a href="#preprocess-294"><span class="linenos">294</span></a> <span class="c1"># Ensures we don&#39;t enter an infinite loop. This can happen when the original expression</span>
</span><span id="preprocess-295"><a href="#preprocess-295"><span class="linenos">295</span></a> <span class="c1"># has the same type as the final expression and there&#39;s no _sql method available for it,</span>
</span><span id="preprocess-296"><a href="#preprocess-296"><span class="linenos">296</span></a> <span class="c1"># because then it&#39;d re-enter _to_sql.</span>
</span><span id="preprocess-297"><a href="#preprocess-297"><span class="linenos">297</span></a> <span class="k">if</span> <span class="n">expression_type</span> <span class="ow">is</span> <span class="nb">type</span><span class="p">(</span><span class="n">expression</span><span class="p">):</span>
</span><span id="preprocess-298"><a href="#preprocess-298"><span class="linenos">298</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
</span><span id="preprocess-299"><a href="#preprocess-299"><span class="linenos">299</span></a> <span class="sa">f</span><span class="s2">&quot;Expression type </span><span class="si">{</span><span class="n">expression</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2"> requires a _sql method in order to be transformed.&quot;</span>
</span><span id="preprocess-300"><a href="#preprocess-300"><span class="linenos">300</span></a> <span class="p">)</span>
</span><span id="preprocess-301"><a href="#preprocess-301"><span class="linenos">301</span></a>
</span><span id="preprocess-302"><a href="#preprocess-302"><span class="linenos">302</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unsupported expression type </span><span class="si">{</span><span class="n">expression</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
</span><span id="preprocess-302"><a href="#preprocess-302"><span class="linenos">302</span></a> <span class="k">return</span> <span class="n">transforms_handler</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="p">)</span>
</span><span id="preprocess-303"><a href="#preprocess-303"><span class="linenos">303</span></a>
</span><span id="preprocess-304"><a href="#preprocess-304"><span class="linenos">304</span></a> <span class="k">return</span> <span class="n">_to_sql</span>
</span><span id="preprocess-304"><a href="#preprocess-304"><span class="linenos">304</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Unsupported expression type </span><span class="si">{</span><span class="n">expression</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="si">}</span><span class="s2">.&quot;</span><span class="p">)</span>
</span><span id="preprocess-305"><a href="#preprocess-305"><span class="linenos">305</span></a>
</span><span id="preprocess-306"><a href="#preprocess-306"><span class="linenos">306</span></a> <span class="k">return</span> <span class="n">_to_sql</span>
</span></pre></div>