Difan Deng: allow rf to impute OrdinalHyperparameter (#1065)

automl · Oct 5, 2023 · 7a923d9 · 7a923d9
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               <div>
 
   <section id="experimental">
-<h1>Experimental<a class="headerlink" href="#experimental" title="Permalink to this heading">¶</a></h1>
+<h1>Experimental<a class="headerlink" href="#experimental" title="Link to this heading">¶</a></h1>
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 <section id="installation-in-windows-via-wsl">
-<h2>Installation in Windows via WSL<a class="headerlink" href="#installation-in-windows-via-wsl" title="Permalink to this heading">¶</a></h2>
+<h2>Installation in Windows via WSL<a class="headerlink" href="#installation-in-windows-via-wsl" title="Link to this heading">¶</a></h2>
 <p>SMAC can be installed in a WSL (Windows Subsystem for Linux) under Windows.</p>
 <p><strong>1) Install WSL under Windows</strong></p>
 <p>Install WSL under Windows. This SMAC installation workflow was tested with Ubuntu 18.04. For Ubuntu 20.04,
@@ -1094,7 +1094,7 @@ <h2>Installation in Windows via WSL<a class="headerlink" href="#installation-in-
     <div class="footer-item">
       <p class="sphinx-version">
 Created using <a href="http://sphinx-doc.org/">Sphinx</a>
-7.1.1. Template is modified version of <a
+7.2.6. Template is modified version of <a
 href="https://pydata-sphinx-theme.readthedocs.io">PyData Sphinx Theme</a>. <br>
 </p>
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diff --git a/development/1_installation.html b/development/1_installation.html
@@ -1,6 +1,6 @@
 <!DOCTYPE html>
 
-<html lang="en">
+<html lang="en" data-content_root="./">
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+    <script src="_static/documentation_options.js?v=f0042b85"></script>
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+    <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <link rel="index" title="Index" href="genindex.html" />
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     <link rel="next" title="Package Overview" href="2_package_overview.html" />
@@ -1045,9 +1045,9 @@
               <div>
 
   <section id="installation">
-<h1>Installation<a class="headerlink" href="#installation" title="Permalink to this heading">¶</a></h1>
+<h1>Installation<a class="headerlink" href="#installation" title="Link to this heading">¶</a></h1>
 <section id="requirements">
-<h2>Requirements<a class="headerlink" href="#requirements" title="Permalink to this heading">¶</a></h2>
+<h2>Requirements<a class="headerlink" href="#requirements" title="Link to this heading">¶</a></h2>
 <p>SMAC is written in python3 and therefore requires an environment with python&gt;=3.8.
 Furthermore, the Random Forest used in SMAC requires SWIG as a build dependency. Install it either in your
 environment or on your system directly. The command to install swig on linux machines is the following:</p>
@@ -1057,7 +1057,7 @@ <h2>Requirements<a class="headerlink" href="#requirements" title="Permalink to t
 <p>SMAC is tested on Linux and Mac machines with python 3.8, 3.9 and 3.10.</p>
 </section>
 <section id="anaconda">
-<h2>Anaconda<a class="headerlink" href="#anaconda" title="Permalink to this heading">¶</a></h2>
+<h2>Anaconda<a class="headerlink" href="#anaconda" title="Link to this heading">¶</a></h2>
 <p>We recommend using Anaconda to create and activate an environment:</p>
 <div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">conda</span> <span class="n">create</span> <span class="o">-</span><span class="n">n</span> <span class="n">SMAC</span> <span class="n">python</span><span class="o">=</span><span class="mf">3.10</span>
 <span class="n">conda</span> <span class="n">activate</span> <span class="n">SMAC</span>
@@ -1078,7 +1078,7 @@ <h2>Anaconda<a class="headerlink" href="#anaconda" title="Permalink to this head
 </div>
 </section>
 <section id="conda-forge">
-<h2>Conda-forge<a class="headerlink" href="#conda-forge" title="Permalink to this heading">¶</a></h2>
+<h2>Conda-forge<a class="headerlink" href="#conda-forge" title="Link to this heading">¶</a></h2>
 <p>Installing SMAC from the <cite>conda-forge</cite> channel can be achieved by adding <cite>conda-forge</cite> to your channels with:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>conda<span class="w"> </span>config<span class="w"> </span>--add<span class="w"> </span>channels<span class="w"> </span>conda-forge
 conda<span class="w"> </span>config<span class="w"> </span>--set<span class="w"> </span>channel_priority<span class="w"> </span>strict
@@ -1091,7 +1091,7 @@ <h2>Conda-forge<a class="headerlink" href="#conda-forge" title="Permalink to thi
 <p>Read <a class="reference external" href="https://github.com/conda-forge/smac-feedstock">SMAC feedstock</a> for more details.</p>
 </section>
 <section id="windows-via-wsl-experimental">
-<h2>Windows via WSL (Experimental)<a class="headerlink" href="#windows-via-wsl-experimental" title="Permalink to this heading">¶</a></h2>
+<h2>Windows via WSL (Experimental)<a class="headerlink" href="#windows-via-wsl-experimental" title="Link to this heading">¶</a></h2>
 <p>SMAC can be installed under Windows in a WSL (Windows Subsystem for Linux).
 You can find an instruction on how to do this here: <a class="reference internal" href="10_experimental.html#experimental"><span class="std std-ref">Experimental</span></a>.
 However, this is experimental and might not work in each case.
@@ -1143,7 +1143,7 @@ <h2>Windows via WSL (Experimental)<a class="headerlink" href="#windows-via-wsl-e
     <div class="footer-item">
       <p class="sphinx-version">
 Created using <a href="http://sphinx-doc.org/">Sphinx</a>
-7.1.1. Template is modified version of <a
+7.2.6. Template is modified version of <a
 href="https://pydata-sphinx-theme.readthedocs.io">PyData Sphinx Theme</a>. <br>
 </p>
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diff --git a/development/2_package_overview.html b/development/2_package_overview.html
@@ -1,6 +1,6 @@
 <!DOCTYPE html>
 
-<html lang="en">
+<html lang="en" data-content_root="./">
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
@@ -22,18 +22,18 @@
 
 
 
-    <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=362ab14a" />
+    <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
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+    <link rel="stylesheet" type="text/css" href="_static/sg_gallery-dataframe.css?v=2082cf3c" />
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-    <script data-url_root="./" id="documentation_options" src="_static/documentation_options.js?v=88c4da33"></script>
+    <script src="_static/documentation_options.js?v=f0042b85"></script>
     <script src="_static/doctools.js?v=888ff710"></script>
-    <script src="_static/sphinx_highlight.js?v=4825356b"></script>
+    <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Getting Started" href="3_getting_started.html" />
@@ -1035,14 +1035,14 @@
               <div>
 
   <section id="package-overview">
-<h1>Package Overview<a class="headerlink" href="#package-overview" title="Permalink to this heading">¶</a></h1>
+<h1>Package Overview<a class="headerlink" href="#package-overview" title="Link to this heading">¶</a></h1>
 <p>SMAC supports you in determining well-performing hyperparameter configurations for your algorithms. By being a robust
 and flexible framework for <a class="reference internal" href="7_glossary.html#term-BO"><span class="xref std std-term">Bayesian Optimization</span></a>, SMAC can improve performance within a few function
 evaluations. It offers several entry points and pre-sets for typical use cases, such as optimizing
 hyperparameters, solving low dimensional continuous (artificial) global optimization problems and configuring algorithms
 to perform well across multiple problem <a class="reference internal" href="7_glossary.html#term-Instances"><span class="xref std std-term">instances</span></a>.</p>
 <section id="features">
-<h2>Features<a class="headerlink" href="#features" title="Permalink to this heading">¶</a></h2>
+<h2>Features<a class="headerlink" href="#features" title="Link to this heading">¶</a></h2>
 <p>SMAC has the following characteristics and capabilities:</p>
 <dl>
 <dt>Global Optimizer</dt><dd><p><a class="reference internal" href="7_glossary.html#term-Bayesian-Optimization"><span class="xref std std-term">Bayesian Optimization</span></a> is used for sample-efficient optimization.</p>
@@ -1074,7 +1074,7 @@ <h2>Features<a class="headerlink" href="#features" title="Permalink to this head
 </dl>
 </section>
 <section id="comparison">
-<h2>Comparison<a class="headerlink" href="#comparison" title="Permalink to this heading">¶</a></h2>
+<h2>Comparison<a class="headerlink" href="#comparison" title="Link to this heading">¶</a></h2>
 <p>The following table provides an overview of SMAC’s capabilities in comparison with other optimization tools.</p>
 <table class="table">
 <colgroup>
@@ -1202,7 +1202,7 @@ <h2>Comparison<a class="headerlink" href="#comparison" title="Permalink to this
     <div class="footer-item">
       <p class="sphinx-version">
 Created using <a href="http://sphinx-doc.org/">Sphinx</a>
-7.1.1. Template is modified version of <a
+7.2.6. Template is modified version of <a
 href="https://pydata-sphinx-theme.readthedocs.io">PyData Sphinx Theme</a>. <br>
 </p>
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diff --git a/development/3_getting_started.html b/development/3_getting_started.html
@@ -1,6 +1,6 @@
 <!DOCTYPE html>
 
-<html lang="en">
+<html lang="en" data-content_root="./">
   <head>
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
@@ -22,18 +22,18 @@
 
 
 
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+    <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
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+    <link rel="stylesheet" type="text/css" href="_static/sg_gallery-dataframe.css?v=2082cf3c" />
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+    <script src="_static/documentation_options.js?v=f0042b85"></script>
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+    <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <link rel="index" title="Index" href="genindex.html" />
     <link rel="search" title="Search" href="search.html" />
     <link rel="next" title="Minimal Example" href="4_minimal_example.html" />
@@ -1045,13 +1045,13 @@
               <div>
 
   <section id="getting-started">
-<h1>Getting Started<a class="headerlink" href="#getting-started" title="Permalink to this heading">¶</a></h1>
+<h1>Getting Started<a class="headerlink" href="#getting-started" title="Link to this heading">¶</a></h1>
 <p>SMAC needs four core components (configuration space, target function, scenario and a facade) to run an
 optimization process, all of which are explained on this page.</p>
 <p>They interact in the following way:</p>
 <a class="reference internal image-reference" href="_images/smac_components_interaction.jpg"><img alt="Interaction of SMAC's components" src="_images/smac_components_interaction.jpg" style="width: 400px;" /></a>
 <section id="configuration-space">
-<h2>Configuration Space<a class="headerlink" href="#configuration-space" title="Permalink to this heading">¶</a></h2>
+<h2>Configuration Space<a class="headerlink" href="#configuration-space" title="Link to this heading">¶</a></h2>
 <p>The configuration space defines the search space of the hyperparameters and, therefore, the tunable parameters’ legal
 ranges and default values.</p>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">ConfigSpace</span> <span class="kn">import</span> <span class="n">ConfigSpace</span>
@@ -1066,7 +1066,7 @@ <h2>Configuration Space<a class="headerlink" href="#configuration-space" title="
 <p>Please see the documentation of <a class="reference external" href="https://automl.github.io/ConfigSpace/main/">ConfigSpace</a> for more details.</p>
 </section>
 <section id="target-function">
-<h2>Target Function<a class="headerlink" href="#target-function" title="Permalink to this heading">¶</a></h2>
+<h2>Target Function<a class="headerlink" href="#target-function" title="Link to this heading">¶</a></h2>
 <p>The target function takes a configuration from the configuration space and returns a performance value.
 For example, you could use a Neural Network to predict on your data and get some validation performance.
 If, for instance, you would tune the learning rate of the Network’s optimizer, every learning rate will
@@ -1100,7 +1100,7 @@ <h2>Target Function<a class="headerlink" href="#target-function" title="Permalin
 </div>
 </section>
 <section id="scenario">
-<h2>Scenario<a class="headerlink" href="#scenario" title="Permalink to this heading">¶</a></h2>
+<h2>Scenario<a class="headerlink" href="#scenario" title="Link to this heading">¶</a></h2>
 <p>The <a class="reference internal" href="api/smac.scenario.html#module-smac.scenario"><span class="std std-ref">Scenario</span></a> is used to provide environment variables. For example,
 if you want to limit the optimization process by a time limit or want to specify where to save the results.</p>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">smac</span> <span class="kn">import</span> <span class="n">Scenario</span>
@@ -1117,7 +1117,7 @@ <h2>Scenario<a class="headerlink" href="#scenario" title="Permalink to this head
 </div>
 </section>
 <section id="facade">
-<h2>Facade<a class="headerlink" href="#facade" title="Permalink to this heading">¶</a></h2>
+<h2>Facade<a class="headerlink" href="#facade" title="Link to this heading">¶</a></h2>
 <p>A <a class="reference internal" href="api/smac.facade.html#module-smac.facade"><span class="std std-ref">facade</span></a> is the entry point to SMAC, which constructs a default optimization
 pipeline for you. SMAC offers various facades, which satisfy many common use cases and are crucial to
 achieving peak performance. The idea behind the facades is to provide a simple interface to all of SMAC’s components,
@@ -1301,7 +1301,7 @@ <h2>Facade<a class="headerlink" href="#facade" title="Permalink to this heading"
     <div class="footer-item">
       <p class="sphinx-version">
 Created using <a href="http://sphinx-doc.org/">Sphinx</a>
-7.1.1. Template is modified version of <a
+7.2.6. Template is modified version of <a
 href="https://pydata-sphinx-theme.readthedocs.io">PyData Sphinx Theme</a>. <br>
 </p>
     </div>