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+    <link rel="next" title="Helpers" href="Helpers.html" />
+    <link rel="prev" title="Examples and Comparison of Algorithms" href="Examples.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
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              >modules</a> |</li>
+        <li class="right" >
+          <a href="Helpers.html" title="Helpers"
+             accesskey="N">next</a> |</li>
+        <li class="right" >
+          <a href="Examples.html" title="Examples and Comparison of Algorithms"
+             accesskey="P">previous</a> |</li>
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+  <div>
+    <h4>Previous topic</h4>
+    <p class="topless"><a href="Examples.html"
+                          title="previous chapter">Examples and Comparison of Algorithms</a></p>
+  </div>
+  <div>
+    <h4>Next topic</h4>
+    <p class="topless"><a href="Helpers.html"
+                          title="next chapter">Helpers</a></p>
+  </div>
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+        <li class="right" >
+          <a href="Helpers.html" title="Helpers"
+             >next</a> |</li>
+        <li class="right" >
+          <a href="Examples.html" title="Examples and Comparison of Algorithms"
+             >previous</a> |</li>
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index f7749bc..6868e5e 100644
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+    <link rel="next" title="Misc" href="Media.html" />
+    <link rel="prev" title="Helpers" href="Helpers.html" />
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+        <li class="right" >
+          <a href="Media.html" title="Misc"
+             accesskey="N">next</a> |</li>
+        <li class="right" >
+          <a href="Helpers.html" title="Helpers"
+             accesskey="P">previous</a> |</li>
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@@ -72,6 +80,16 @@ <h3><a href="index.html">Table of Contents</a></h3>
 </ul>
 
   </div>
+  <div>
+    <h4>Previous topic</h4>
+    <p class="topless"><a href="Helpers.html"
+                          title="previous chapter">Helpers</a></p>
+  </div>
+  <div>
+    <h4>Next topic</h4>
+    <p class="topless"><a href="Media.html"
+                          title="next chapter">Misc</a></p>
+  </div>
   <div role="note" aria-label="source link">
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+        <li class="right" >
+          <a href="Media.html" title="Misc"
+             >next</a> |</li>
+        <li class="right" >
+          <a href="Helpers.html" title="Helpers"
+             >previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
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+    <link rel="next" title="Customization" href="Customization.html" />
+    <link rel="prev" title="API Design" href="API%20Design.html" />
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+        <li class="right" >
+          <a href="Customization.html" title="Customization"
+             accesskey="N">next</a> |</li>
+        <li class="right" >
+          <a href="API%20Design.html" title="API Design"
+             accesskey="P">previous</a> |</li>
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       </ul>
@@ -717,6 +725,16 @@ <h3><a href="index.html">Table of Contents</a></h3>
 </ul>
 
   </div>
+  <div>
+    <h4>Previous topic</h4>
+    <p class="topless"><a href="API%20Design.html"
+                          title="previous chapter">API Design</a></p>
+  </div>
+  <div>
+    <h4>Next topic</h4>
+    <p class="topless"><a href="Customization.html"
+                          title="next chapter">Customization</a></p>
+  </div>
   <div role="note" aria-label="source link">
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           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
+        <li class="right" >
+          <a href="Customization.html" title="Customization"
+             >next</a> |</li>
+        <li class="right" >
+          <a href="API%20Design.html" title="API Design"
+             >previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
         <li class="nav-item nav-item-this"><a href="">Examples and Comparison of Algorithms</a></li> 
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diff --git a/docs/build/html/Helpers.html b/docs/build/html/Helpers.html
index e4afb4e..f591c6c 100644
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+    <link rel="next" title="Developers" href="Developers.html" />
+    <link rel="prev" title="Customization" href="Customization.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
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@@ -30,6 +32,12 @@ <h3>Navigation</h3>
         <li class="right" >
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
+        <li class="right" >
+          <a href="Developers.html" title="Developers"
+             accesskey="N">next</a> |</li>
+        <li class="right" >
+          <a href="Customization.html" title="Customization"
+             accesskey="P">previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
         <li class="nav-item nav-item-this"><a href="">Helpers</a></li> 
       </ul>
@@ -208,6 +216,16 @@ <h3><a href="index.html">Table of Contents</a></h3>
 </ul>
 
   </div>
+  <div>
+    <h4>Previous topic</h4>
+    <p class="topless"><a href="Customization.html"
+                          title="previous chapter">Customization</a></p>
+  </div>
+  <div>
+    <h4>Next topic</h4>
+    <p class="topless"><a href="Developers.html"
+                          title="next chapter">Developers</a></p>
+  </div>
   <div role="note" aria-label="source link">
     <h3>This Page</h3>
     <ul class="this-page-menu">
@@ -238,6 +256,12 @@ <h3>Navigation</h3>
         <li class="right" >
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
+        <li class="right" >
+          <a href="Developers.html" title="Developers"
+             >next</a> |</li>
+        <li class="right" >
+          <a href="Customization.html" title="Customization"
+             >previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
         <li class="nav-item nav-item-this"><a href="">Helpers</a></li> 
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index ca5c792..e024bd7 100644
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+    <link rel="next" title="Installation and Getting Started" href="Install.html" />
+    <link rel="prev" title="Welcome to pyrimidine’s world of genetic algorithm" href="index.html" />
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@@ -30,6 +32,12 @@ <h3>Navigation</h3>
         <li class="right" >
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              >modules</a> |</li>
+        <li class="right" >
+          <a href="Install.html" title="Installation and Getting Started"
+             accesskey="N">next</a> |</li>
+        <li class="right" >
+          <a href="index.html" title="Welcome to pyrimidine’s world of genetic algorithm"
+             accesskey="P">previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
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       </ul>
@@ -197,6 +205,16 @@ <h3><a href="index.html">Table of Contents</a></h3>
 </ul>
 
   </div>
+  <div>
+    <h4>Previous topic</h4>
+    <p class="topless"><a href="index.html"
+                          title="previous chapter">Welcome to pyrimidine’s world of genetic algorithm</a></p>
+  </div>
+  <div>
+    <h4>Next topic</h4>
+    <p class="topless"><a href="Install.html"
+                          title="next chapter">Installation and Getting Started</a></p>
+  </div>
   <div role="note" aria-label="source link">
     <h3>This Page</h3>
     <ul class="this-page-menu">
@@ -227,6 +245,12 @@ <h3>Navigation</h3>
         <li class="right" >
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
+        <li class="right" >
+          <a href="Install.html" title="Installation and Getting Started"
+             >next</a> |</li>
+        <li class="right" >
+          <a href="index.html" title="Welcome to pyrimidine’s world of genetic algorithm"
+             >previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
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index 96a03f4..1466ba1 100644
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+    <link rel="next" title="Release History" href="Release%20History.html" />
+    <link rel="prev" title="pyrimidine: a universal framework for genetic algorithm" href="Home.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
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@@ -30,6 +32,12 @@ <h3>Navigation</h3>
         <li class="right" >
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
+        <li class="right" >
+          <a href="Release%20History.html" title="Release History"
+             accesskey="N">next</a> |</li>
+        <li class="right" >
+          <a href="Home.html" title="pyrimidine: a universal framework for genetic algorithm"
+             accesskey="P">previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
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       </ul>
@@ -88,6 +96,16 @@ <h3><a href="index.html">Table of Contents</a></h3>
 </ul>
 
   </div>
+  <div>
+    <h4>Previous topic</h4>
+    <p class="topless"><a href="Home.html"
+                          title="previous chapter">pyrimidine: a universal framework for genetic algorithm</a></p>
+  </div>
+  <div>
+    <h4>Next topic</h4>
+    <p class="topless"><a href="Release%20History.html"
+                          title="next chapter">Release History</a></p>
+  </div>
   <div role="note" aria-label="source link">
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@@ -118,6 +136,12 @@ <h3>Navigation</h3>
         <li class="right" >
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
+        <li class="right" >
+          <a href="Release%20History.html" title="Release History"
+             >next</a> |</li>
+        <li class="right" >
+          <a href="Home.html" title="pyrimidine: a universal framework for genetic algorithm"
+             >previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
         <li class="nav-item nav-item-this"><a href="">Installation and Getting Started</a></li> 
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-    <link rel="next" title="pyrimidine" href="Modules.html" />
+    <link rel="next" title="Modules of pyrimidine" href="Modules.html" />
     <link rel="prev" title="Developers" href="Developers.html" />
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+          <a href="Modules.html" title="Modules of pyrimidine"
              accesskey="N">next</a> |</li>
         <li class="right" >
           <a href="Developers.html" title="Developers"
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   <div>
     <h4>Next topic</h4>
     <p class="topless"><a href="Modules.html"
-                          title="next chapter">pyrimidine</a></p>
+                          title="next chapter">Modules of <cite>pyrimidine</cite></a></p>
   </div>
   <div role="note" aria-label="source link">
     <h3>This Page</h3>
@@ -159,7 +159,7 @@ <h3>Navigation</h3>
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              >modules</a> |</li>
         <li class="right" >
-          <a href="Modules.html" title="pyrimidine"
+          <a href="Modules.html" title="Modules of pyrimidine"
              >next</a> |</li>
         <li class="right" >
           <a href="Developers.html" title="Developers"
diff --git a/docs/build/html/Misc.html b/docs/build/html/Misc.html
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-    <title>Misc &#8212; pyrimidine 1.7 documentation</title>
-    <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=4848ba22" />
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-    <link rel="search" title="Search" href="search.html" />
-    <link rel="prev" title="Developers" href="Developers.html" />
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-<![endif]-->
-
-  </head><body>
-
-    <div class="related" role="navigation" aria-label="related navigation">
-      <h3>Navigation</h3>
-      <ul>
-        <li class="right" style="margin-right: 10px">
-          <a href="genindex.html" title="General Index"
-             accesskey="I">index</a></li>
-        <li class="right" >
-          <a href="py-modindex.html" title="Python Module Index"
-             >modules</a> |</li>
-        <li class="right" >
-          <a href="Developers.html" title="Developers"
-             accesskey="P">previous</a> |</li>
-        <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-        <li class="nav-item nav-item-this"><a href="">Misc</a></li> 
-      </ul>
-    </div>  
-
-    <div class="document">
-      <div class="documentwrapper">
-        <div class="bodywrapper">
-          <div class="body" role="main">
-            
-  <section class="tex2jax_ignore mathjax_ignore" id="misc">
-<h1>Misc<a class="headerlink" href="#misc" title="Link to this heading">¶</a></h1>
-<section id="pictures">
-<h2>Pictures<a class="headerlink" href="#pictures" title="Link to this heading">¶</a></h2>
-<p>Generated Picture
-<img alt="" src="taichi.png" /></p>
-<p>Original Picture
-<img alt="" src="https://img.sj33.cn/uploads/allimg/201404/7-1404160TQ63V.png" /></p>
-</section>
-<section id="videos">
-<h2>Videos<a class="headerlink" href="#videos" title="Link to this heading">¶</a></h2>
-<p>… video:: tsp.mp4</p>
-<dl class="myst field-list simple">
-<dt class="field-odd">width<span class="colon">:</span></dt>
-<dd class="field-odd"><p>640</p>
-<dl class="myst field-list simple">
-<dt class="field-odd">height<span class="colon">:</span></dt>
-<dd class="field-odd"><p>480</p>
-<dl class="myst field-list simple">
-<dt class="field-odd">controls<span class="colon">:</span></dt>
-<dd class="field-odd"><dl class="myst field-list simple">
-<dt class="field-odd">autoplay<span class="colon">:</span></dt>
-<dd class="field-odd"><p></p></dd>
-</dl>
-</dd>
-</dl>
-</dd>
-</dl>
-</dd>
-</dl>
-<p>… raw:: html</p>
-<div class="highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;video
-src=&quot;tsp.mp4&quot; controls=&quot;&quot;
-height=350 
-width=600&gt; 
-TSP solved by GA
-&lt;/video&gt;
-</pre></div>
-</div>
-<p>… raw:: html</p>
-<div class="highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;iframe width=&quot;560&quot; height=&quot;315&quot; src=&quot;https://youtu.be/KwpNPCNutcI&quot; frameborder=&quot;0&quot; allow=&quot;accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture&quot; allowfullscreen&gt;&lt;/iframe&gt;
-</pre></div>
-</div>
-<p>If it fails to play, then access the url https://youtu.be/KwpNPCNutcI.</p>
-</section>
-<section id="tutorial">
-<h2>Tutorial<a class="headerlink" href="#tutorial" title="Link to this heading">¶</a></h2>
-<p>Video tutorial: https://youtu.be/LWc2V28kzgA</p>
-</section>
-</section>
-
-
-            <div class="clearer"></div>
-          </div>
-        </div>
-      </div>
-      <div class="sphinxsidebar" role="navigation" aria-label="main navigation">
-        <div class="sphinxsidebarwrapper">
-  <div>
-    <h3><a href="index.html">Table of Contents</a></h3>
-    <ul>
-<li><a class="reference internal" href="#">Misc</a><ul>
-<li><a class="reference internal" href="#pictures">Pictures</a></li>
-<li><a class="reference internal" href="#videos">Videos</a></li>
-<li><a class="reference internal" href="#tutorial">Tutorial</a></li>
-</ul>
-</li>
-</ul>
-
-  </div>
-  <div>
-    <h4>Previous topic</h4>
-    <p class="topless"><a href="Developers.html"
-                          title="previous chapter">Developers</a></p>
-  </div>
-  <div role="note" aria-label="source link">
-    <h3>This Page</h3>
-    <ul class="this-page-menu">
-      <li><a href="_sources/Misc.md.txt"
-            rel="nofollow">Show Source</a></li>
-    </ul>
-   </div>
-<search id="searchbox" style="display: none" role="search">
-  <h3 id="searchlabel">Quick search</h3>
-    <div class="searchformwrapper">
-    <form class="search" action="search.html" method="get">
-      <input type="text" name="q" aria-labelledby="searchlabel" autocomplete="off" autocorrect="off" autocapitalize="off" spellcheck="false"/>
-      <input type="submit" value="Go" />
-    </form>
-    </div>
-</search>
-<script>document.getElementById('searchbox').style.display = "block"</script>
-        </div>
-      </div>
-      <div class="clearer"></div>
-    </div>
-    <div class="related" role="navigation" aria-label="related navigation">
-      <h3>Navigation</h3>
-      <ul>
-        <li class="right" style="margin-right: 10px">
-          <a href="genindex.html" title="General Index"
-             >index</a></li>
-        <li class="right" >
-          <a href="py-modindex.html" title="Python Module Index"
-             >modules</a> |</li>
-        <li class="right" >
-          <a href="Developers.html" title="Developers"
-             >previous</a> |</li>
-        <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-        <li class="nav-item nav-item-this"><a href="">Misc</a></li> 
-      </ul>
-    </div>
-    <div class="footer" role="contentinfo">
-    &#169; Copyright 2023, William Song.
-      Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.3.7.
-    </div>
-  </body>
-</html>
\ No newline at end of file
diff --git a/docs/build/html/Release History.html b/docs/build/html/Release History.html
index 6906302..742b280 100644
--- a/docs/build/html/Release History.html	
+++ b/docs/build/html/Release History.html	
@@ -13,6 +13,8 @@
     <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="API Design" href="API%20Design.html" />
+    <link rel="prev" title="Installation and Getting Started" href="Install.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Nobile:regular,italic,bold,bolditalic&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
 <!--[if lte IE 6]>
@@ -30,6 +32,12 @@ <h3>Navigation</h3>
         <li class="right" >
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
+        <li class="right" >
+          <a href="API%20Design.html" title="API Design"
+             accesskey="N">next</a> |</li>
+        <li class="right" >
+          <a href="Install.html" title="Installation and Getting Started"
+             accesskey="P">previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
         <li class="nav-item nav-item-this"><a href="">Release History</a></li> 
       </ul>
@@ -95,6 +103,16 @@ <h3><a href="index.html">Table of Contents</a></h3>
 </ul>
 
   </div>
+  <div>
+    <h4>Previous topic</h4>
+    <p class="topless"><a href="Install.html"
+                          title="previous chapter">Installation and Getting Started</a></p>
+  </div>
+  <div>
+    <h4>Next topic</h4>
+    <p class="topless"><a href="API%20Design.html"
+                          title="next chapter">API Design</a></p>
+  </div>
   <div role="note" aria-label="source link">
     <h3>This Page</h3>
     <ul class="this-page-menu">
@@ -125,6 +143,12 @@ <h3>Navigation</h3>
         <li class="right" >
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
+        <li class="right" >
+          <a href="API%20Design.html" title="API Design"
+             >next</a> |</li>
+        <li class="right" >
+          <a href="Install.html" title="Installation and Getting Started"
+             >previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
         <li class="nav-item nav-item-this"><a href="">Release History</a></li> 
       </ul>
diff --git a/docs/build/html/_sources/Misc.md.txt b/docs/build/html/_sources/Misc.md.txt
deleted file mode 100644
index 8d34bc7..0000000
--- a/docs/build/html/_sources/Misc.md.txt
+++ /dev/null
@@ -1,35 +0,0 @@
-# Misc
-
-## Pictures
-Generated Picture
-![](taichi.png)
-
-Original Picture
-![](https://img.sj33.cn/uploads/allimg/201404/7-1404160TQ63V.png)
-
-## Videos
-
-.. video:: tsp.mp4 
-   :width: 640  
-   :height: 480  
-   :controls:  
-   :autoplay:
-
-.. raw:: html 
-
-    <video
-    src="tsp.mp4" controls=""
-    height=350 
-    width=600> 
-    TSP solved by GA
-    </video>
-
-.. raw:: html  
-
-    <iframe width="560" height="315" src="https://youtu.be/KwpNPCNutcI" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
-
-If it fails to play, then access the url https://youtu.be/KwpNPCNutcI.
-
-## Tutorial
-
-Video tutorial: https://youtu.be/LWc2V28kzgA
\ No newline at end of file
diff --git a/docs/build/html/_sources/index.rst.txt b/docs/build/html/_sources/index.rst.txt
index 787610e..06178e5 100644
--- a/docs/build/html/_sources/index.rst.txt
+++ b/docs/build/html/_sources/index.rst.txt
@@ -14,7 +14,7 @@ Welcome to pyrimidine's world of genetic algorithm
 
 .. toctree::
    :maxdepth: 2
-   :caption: Contents:
+   :caption: Contents
 
    Home
    Install
diff --git a/docs/build/html/_sources/modules.rst.txt b/docs/build/html/_sources/modules.rst.txt
index 0bc89b2..bf606b9 100644
--- a/docs/build/html/_sources/modules.rst.txt
+++ b/docs/build/html/_sources/modules.rst.txt
@@ -1,7 +1,7 @@
-pyrimidine
-==========
+Modules of `pyrimidine`
+=======================
 
 .. toctree::
-   :maxdepth: 4
+   :maxdepth: 3
 
    pyrimidine
diff --git a/docs/build/html/_sources/pyrimidine.benchmarks.rst.txt b/docs/build/html/_sources/pyrimidine.benchmarks.rst.txt
index 7ea0220..23e5233 100644
--- a/docs/build/html/_sources/pyrimidine.benchmarks.rst.txt
+++ b/docs/build/html/_sources/pyrimidine.benchmarks.rst.txt
@@ -1,9 +1,6 @@
-pyrimidine.benchmarks package
+pyrimidine.benchmarks subpackage
 =============================
 
-Submodules
-----------
-
 pyrimidine.benchmarks.approximation module
 ------------------------------------------
 
diff --git a/docs/build/html/_sources/pyrimidine.learn.rst.txt b/docs/build/html/_sources/pyrimidine.learn.rst.txt
index 869089d..35accf1 100644
--- a/docs/build/html/_sources/pyrimidine.learn.rst.txt
+++ b/docs/build/html/_sources/pyrimidine.learn.rst.txt
@@ -1,19 +1,16 @@
-pyrimidine.learn package
+pyrimidine.learn subpackage
 ========================
 
-Submodules
-----------
-
-pyrimidine.learn.linear_regression module
----------------------------------------
+pyrimidine.learn.linear\_regression module
+------------------------------------------
 
 .. automodule:: pyrimidine.learn.linear_regression
    :members:
    :undoc-members:
    :show-inheritance:
 
-pyrimidine.learn.neural_network module
-----------------------------------
+pyrimidine.learn.neural\_network module
+---------------------------------------
 
 .. automodule:: pyrimidine.learn.neural_network
    :members:
diff --git a/docs/build/html/_sources/pyrimidine.local_search.rst.txt b/docs/build/html/_sources/pyrimidine.local_search.rst.txt
index 63ea991..bfc79f3 100644
--- a/docs/build/html/_sources/pyrimidine.local_search.rst.txt
+++ b/docs/build/html/_sources/pyrimidine.local_search.rst.txt
@@ -1,9 +1,6 @@
-pyrimidine.local\_search package
+pyrimidine.local\_search subpackage
 ================================
 
-Submodules
-----------
-
 pyrimidine.local\_search.random\_walk module
 --------------------------------------------
 
diff --git a/docs/build/html/_sources/pyrimidine.misc.rst.txt b/docs/build/html/_sources/pyrimidine.misc.rst.txt
index f31aac2..8ae4aae 100644
--- a/docs/build/html/_sources/pyrimidine.misc.rst.txt
+++ b/docs/build/html/_sources/pyrimidine.misc.rst.txt
@@ -1,9 +1,6 @@
-pyrimidine.misc package
+pyrimidine.misc subpackage
 ================================
 
-Submodules
-----------
-
 pyrimidine.misc.aco module
 --------------------------------------------
 
diff --git a/docs/build/html/_sources/pyrimidine.rst.txt b/docs/build/html/_sources/pyrimidine.rst.txt
index 70c8f0b..8fe56fe 100644
--- a/docs/build/html/_sources/pyrimidine.rst.txt
+++ b/docs/build/html/_sources/pyrimidine.rst.txt
@@ -1,17 +1,21 @@
 pyrimidine package
 ==================
 
+pyrimidine is a competitive framework for genetic algorithms
+
 Subpackages
 -----------
 
 .. toctree::
-   :maxdepth: 4
+   :maxdepth: 2
+   :caption: Submodules
 
    pyrimidine.benchmarks
    pyrimidine.learn
    pyrimidine.local_search
    pyrimidine.misc
 
+
 Submodules
 ----------
 
@@ -87,14 +91,6 @@ pyrimidine.gene module
    :undoc-members:
    :show-inheritance:
 
-pyrimidine.gsa module
----------------------
-
-.. automodule:: pyrimidine.gsa
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
 pyrimidine.individual module
 ----------------------------
 
@@ -112,7 +108,7 @@ pyrimidine.meta module
    :show-inheritance:
 
 pyrimidine.multipopulation module
-----------------------
+---------------------------------
 
 .. automodule:: pyrimidine.multipopulation
    :members:
@@ -143,6 +139,14 @@ pyrimidine.pso module
    :undoc-members:
    :show-inheritance:
 
+pyrimidine.qga module
+---------------------
+
+.. automodule:: pyrimidine.qga
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 pyrimidine.saga module
 ---------------------------
 
@@ -151,6 +155,14 @@ pyrimidine.saga module
    :undoc-members:
    :show-inheritance:
 
+pyrimidine.studga module
+---------------------------
+
+.. automodule:: pyrimidine.studga
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 pyrimidine.utils module
 -----------------------
 
diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html
index 8768015..3c4300d 100644
--- a/docs/build/html/genindex.html
+++ b/docs/build/html/genindex.html
@@ -185,6 +185,8 @@ <h2 id="A">A</h2>
         <li><a href="pyrimidine.html#pyrimidine.pso.Particle.alias">(pyrimidine.pso.Particle attribute)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.alias">(pyrimidine.pso.ParticleSwarm attribute)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.qga.QuantumPopulation.alias">(pyrimidine.qga.QuantumPopulation attribute)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.alias">(pyrimidine.saga.BaseSelfAdaptiveIndividual attribute)</a>
 </li>
@@ -193,6 +195,8 @@ <h2 id="A">A</h2>
         <li><a href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.alias">(pyrimidine.saga.SelfAdaptiveIndividual attribute)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.SSAPopulation.alias">(pyrimidine.saga.SSAPopulation attribute)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.studga.StudPopulation.alias">(pyrimidine.studga.StudPopulation attribute)</a>
 </li>
       </ul></li>
   </ul></td>
@@ -267,6 +271,8 @@ <h2 id="A">A</h2>
         <li><a href="pyrimidine.html#pyrimidine.pso.Particle.apply">(pyrimidine.pso.Particle method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.apply">(pyrimidine.pso.ParticleSwarm method)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.qga.QuantumPopulation.apply">(pyrimidine.qga.QuantumPopulation method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.apply">(pyrimidine.saga.BaseSelfAdaptiveIndividual method)</a>
 </li>
@@ -275,6 +281,8 @@ <h2 id="A">A</h2>
         <li><a href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.apply">(pyrimidine.saga.SelfAdaptiveIndividual method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.SSAPopulation.apply">(pyrimidine.saga.SSAPopulation method)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.studga.StudPopulation.apply">(pyrimidine.studga.StudPopulation method)</a>
 </li>
       </ul></li>
       <li><a href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.Knapsack.argsort">argsort() (pyrimidine.benchmarks.optimization.Knapsack method)</a>
@@ -301,6 +309,8 @@ <h2 id="B">B</h2>
         <li><a href="pyrimidine.html#pyrimidine.pso.BaseParticle.backup">(pyrimidine.pso.BaseParticle method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.backup">(pyrimidine.pso.ParticleSwarm method)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.qga.QuantumPopulation.backup">(pyrimidine.qga.QuantumPopulation method)</a>
 </li>
       </ul></li>
       <li><a href="pyrimidine.html#pyrimidine.base.BaseChromosome">BaseChromosome (class in pyrimidine.base)</a>
@@ -316,11 +326,11 @@ <h2 id="B">B</h2>
       <li><a href="pyrimidine.html#pyrimidine.base.BaseIndividual">BaseIndividual (class in pyrimidine.base)</a>
 </li>
       <li><a href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation">BaseMultiPopulation (class in pyrimidine.base)</a>
-</li>
-      <li><a href="pyrimidine.html#pyrimidine.pso.BaseParticle">BaseParticle (class in pyrimidine.pso)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="pyrimidine.html#pyrimidine.pso.BaseParticle">BaseParticle (class in pyrimidine.pso)</a>
+</li>
       <li><a href="pyrimidine.html#pyrimidine.base.BasePopulation">BasePopulation (class in pyrimidine.base)</a>
 </li>
       <li><a href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual">BaseSelfAdaptiveIndividual (class in pyrimidine.saga)</a>
@@ -491,6 +501,8 @@ <h2 id="D">D</h2>
         <li><a href="pyrimidine.html#pyrimidine.pso.Particle.default_size">(pyrimidine.pso.Particle attribute)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.default_size">(pyrimidine.pso.ParticleSwarm attribute)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.qga.QuantumPopulation.default_size">(pyrimidine.qga.QuantumPopulation attribute)</a>
 </li>
       </ul></li>
   </ul></td>
@@ -585,6 +597,8 @@ <h2 id="E">E</h2>
         <li><a href="pyrimidine.html#pyrimidine.pso.Particle.element_class">(pyrimidine.pso.Particle attribute)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.element_class">(pyrimidine.pso.ParticleSwarm attribute)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.qga.QuantumPopulation.element_class">(pyrimidine.qga.QuantumPopulation attribute)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.element_class">(pyrimidine.saga.SelfAdaptiveIndividual attribute)</a>
 </li>
@@ -659,6 +673,8 @@ <h2 id="E">E</h2>
         <li><a href="pyrimidine.html#pyrimidine.pso.Particle.elements">(pyrimidine.pso.Particle property)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.elements">(pyrimidine.pso.ParticleSwarm property)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.qga.QuantumPopulation.elements">(pyrimidine.qga.QuantumPopulation property)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.elements">(pyrimidine.saga.BaseSelfAdaptiveIndividual property)</a>
 </li>
@@ -667,6 +683,8 @@ <h2 id="E">E</h2>
         <li><a href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.elements">(pyrimidine.saga.SelfAdaptiveIndividual property)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.SSAPopulation.elements">(pyrimidine.saga.SSAPopulation property)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.studga.StudPopulation.elements">(pyrimidine.studga.StudPopulation property)</a>
 </li>
       </ul></li>
   </ul></td>
@@ -915,6 +933,8 @@ <h2 id="I">I</h2>
         <li><a href="pyrimidine.html#pyrimidine.pso.Particle.isa">(pyrimidine.pso.Particle method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.isa">(pyrimidine.pso.ParticleSwarm method)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.qga.QuantumPopulation.isa">(pyrimidine.qga.QuantumPopulation method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.isa">(pyrimidine.saga.BaseSelfAdaptiveIndividual method)</a>
 </li>
@@ -923,6 +943,8 @@ <h2 id="I">I</h2>
         <li><a href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.isa">(pyrimidine.saga.SelfAdaptiveIndividual method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.SSAPopulation.isa">(pyrimidine.saga.SSAPopulation method)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.studga.StudPopulation.isa">(pyrimidine.studga.StudPopulation method)</a>
 </li>
       </ul></li>
   </ul></td>
@@ -1015,6 +1037,8 @@ <h2 id="M">M</h2>
         <li><a href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.mate">(pyrimidine.saga.SelfAdaptiveIndividual method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.SSAPopulation.mate">(pyrimidine.saga.SSAPopulation method)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.studga.StudPopulation.mate">(pyrimidine.studga.StudPopulation method)</a>
 </li>
       </ul></li>
       <li><a href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.mate_prob">mate_prob (pyrimidine.saga.BaseSelfAdaptiveIndividual property)</a>
@@ -1156,8 +1180,12 @@ <h2 id="M">M</h2>
         <li><a href="pyrimidine.html#module-pyrimidine.population">pyrimidine.population</a>
 </li>
         <li><a href="pyrimidine.html#module-pyrimidine.pso">pyrimidine.pso</a>
+</li>
+        <li><a href="pyrimidine.html#module-pyrimidine.qga">pyrimidine.qga</a>
 </li>
         <li><a href="pyrimidine.html#module-pyrimidine.saga">pyrimidine.saga</a>
+</li>
+        <li><a href="pyrimidine.html#module-pyrimidine.studga">pyrimidine.studga</a>
 </li>
         <li><a href="pyrimidine.html#module-pyrimidine.utils">pyrimidine.utils</a>
 </li>
@@ -1312,6 +1340,8 @@ <h2 id="N">N</h2>
         <li><a href="pyrimidine.html#pyrimidine.pso.Particle.n_elements">(pyrimidine.pso.Particle property)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.n_elements">(pyrimidine.pso.ParticleSwarm property)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.qga.QuantumPopulation.n_elements">(pyrimidine.qga.QuantumPopulation property)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.n_elements">(pyrimidine.saga.BaseSelfAdaptiveIndividual property)</a>
 </li>
@@ -1320,6 +1350,8 @@ <h2 id="N">N</h2>
         <li><a href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.n_elements">(pyrimidine.saga.SelfAdaptiveIndividual property)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.SSAPopulation.n_elements">(pyrimidine.saga.SSAPopulation property)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.studga.StudPopulation.n_elements">(pyrimidine.studga.StudPopulation property)</a>
 </li>
       </ul></li>
   </ul></td>
@@ -1472,6 +1504,8 @@ <h2 id="P">P</h2>
         <li><a href="pyrimidine.html#pyrimidine.pso.Particle.params">(pyrimidine.pso.Particle attribute)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.params">(pyrimidine.pso.ParticleSwarm attribute)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.qga.QuantumPopulation.params">(pyrimidine.qga.QuantumPopulation attribute)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.params">(pyrimidine.saga.BaseSelfAdaptiveIndividual attribute)</a>
 </li>
@@ -1480,6 +1514,8 @@ <h2 id="P">P</h2>
         <li><a href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.params">(pyrimidine.saga.SelfAdaptiveIndividual attribute)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.SSAPopulation.params">(pyrimidine.saga.SSAPopulation attribute)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.studga.StudPopulation.params">(pyrimidine.studga.StudPopulation attribute)</a>
 </li>
       </ul></li>
       <li><a href="pyrimidine.html#pyrimidine.meta.ParamType">ParamType (class in pyrimidine.meta)</a>
@@ -1734,6 +1770,13 @@ <h2 id="P">P</h2>
 
       <ul>
         <li><a href="pyrimidine.html#module-pyrimidine.pso">module</a>
+</li>
+      </ul></li>
+      <li>
+    pyrimidine.qga
+
+      <ul>
+        <li><a href="pyrimidine.html#module-pyrimidine.qga">module</a>
 </li>
       </ul></li>
       <li>
@@ -1741,6 +1784,13 @@ <h2 id="P">P</h2>
 
       <ul>
         <li><a href="pyrimidine.html#module-pyrimidine.saga">module</a>
+</li>
+      </ul></li>
+      <li>
+    pyrimidine.studga
+
+      <ul>
+        <li><a href="pyrimidine.html#module-pyrimidine.studga">module</a>
 </li>
       </ul></li>
       <li>
@@ -1757,6 +1807,10 @@ <h2 id="Q">Q</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="pyrimidine.html#pyrimidine.chromosome.QuantumChromosome">QuantumChromosome (class in pyrimidine.chromosome)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="pyrimidine.html#pyrimidine.qga.QuantumPopulation">QuantumPopulation (class in pyrimidine.qga)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -1784,6 +1838,8 @@ <h2 id="R">R</h2>
         <li><a href="pyrimidine.html#pyrimidine.pso.random">(in module pyrimidine.pso)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.random">(in module pyrimidine.saga)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.studga.random">(in module pyrimidine.studga)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.utils.random">(in module pyrimidine.utils)</a>
 </li>
@@ -1920,6 +1976,8 @@ <h2 id="R">R</h2>
         <li><a href="pyrimidine.html#pyrimidine.pso.Particle.regester">(pyrimidine.pso.Particle method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.regester">(pyrimidine.pso.ParticleSwarm method)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.qga.QuantumPopulation.regester">(pyrimidine.qga.QuantumPopulation method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.regester">(pyrimidine.saga.BaseSelfAdaptiveIndividual method)</a>
 </li>
@@ -1928,6 +1986,8 @@ <h2 id="R">R</h2>
         <li><a href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.regester">(pyrimidine.saga.SelfAdaptiveIndividual method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.SSAPopulation.regester">(pyrimidine.saga.SSAPopulation method)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.studga.StudPopulation.regester">(pyrimidine.studga.StudPopulation method)</a>
 </li>
       </ul></li>
   </ul></td>
@@ -2002,6 +2062,8 @@ <h2 id="R">R</h2>
         <li><a href="pyrimidine.html#pyrimidine.pso.Particle.regester_map">(pyrimidine.pso.Particle method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.regester_map">(pyrimidine.pso.ParticleSwarm method)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.qga.QuantumPopulation.regester_map">(pyrimidine.qga.QuantumPopulation method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.regester_map">(pyrimidine.saga.BaseSelfAdaptiveIndividual method)</a>
 </li>
@@ -2010,6 +2072,8 @@ <h2 id="R">R</h2>
         <li><a href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.regester_map">(pyrimidine.saga.SelfAdaptiveIndividual method)</a>
 </li>
         <li><a href="pyrimidine.html#pyrimidine.saga.SSAPopulation.regester_map">(pyrimidine.saga.SSAPopulation method)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.studga.StudPopulation.regester_map">(pyrimidine.studga.StudPopulation method)</a>
 </li>
       </ul></li>
       <li><a href="pyrimidine.html#pyrimidine.errors.RegesterError">RegesterError</a>
@@ -2113,6 +2177,8 @@ <h2 id="S">S</h2>
       <li><a href="pyrimidine.html#pyrimidine.population.StandardPopulation">StandardPopulation (class in pyrimidine.population)</a>
 </li>
       <li><a href="pyrimidine.html#pyrimidine.chromosome.StochasticMatrixChromosome">StochasticMatrixChromosome (class in pyrimidine.chromosome)</a>
+</li>
+      <li><a href="pyrimidine.html#pyrimidine.studga.StudPopulation">StudPopulation (class in pyrimidine.studga)</a>
 </li>
       <li><a href="pyrimidine.html#pyrimidine.meta.System">System (class in pyrimidine.meta)</a>
 </li>
@@ -2202,6 +2268,8 @@ <h2 id="U">U</h2>
 
       <ul>
         <li><a href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.update_hall_of_fame">(pyrimidine.pso.ParticleSwarm method)</a>
+</li>
+        <li><a href="pyrimidine.html#pyrimidine.qga.QuantumPopulation.update_hall_of_fame">(pyrimidine.qga.QuantumPopulation method)</a>
 </li>
       </ul></li>
       <li><a href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.update_tabu_list">update_tabu_list() (pyrimidine.local_search.tabu_search.BaseTabuSearch method)</a>
diff --git a/docs/build/html/index.html b/docs/build/html/index.html
index 74612ed..0ab677b 100644
--- a/docs/build/html/index.html
+++ b/docs/build/html/index.html
@@ -52,7 +52,7 @@ <h1>Welcome to pyrimidine’s world of genetic algorithm<a class="headerlink" hr
 </a>
 <p><strong>pyrimidine</strong> is a competitive framework for genetic algorithms or any type of evolutionary algorithms.</p>
 <div class="toctree-wrapper compound">
-<p class="caption" role="heading"><span class="caption-text">Contents:</span></p>
+<p class="caption" role="heading"><span class="caption-text">Contents</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="Home.html">pyrimidine: a universal framework for genetic algorithm</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="Home.html#why">Why</a></li>
@@ -124,7 +124,7 @@ <h1>Welcome to pyrimidine’s world of genetic algorithm<a class="headerlink" hr
 <div class="toctree-wrapper compound">
 <p class="caption" role="heading"><span class="caption-text">Modules</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="Modules.html">pyrimidine</a><ul>
+<li class="toctree-l1"><a class="reference internal" href="Modules.html">Modules of <cite>pyrimidine</cite></a><ul>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html">pyrimidine package</a></li>
 </ul>
 </li>
diff --git a/docs/build/html/modules.html b/docs/build/html/modules.html
index 8a81e07..93304a8 100644
--- a/docs/build/html/modules.html
+++ b/docs/build/html/modules.html
@@ -5,7 +5,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>pyrimidine &#8212; pyrimidine 1.7 documentation</title>
+    <title>Modules of pyrimidine &#8212; pyrimidine 1.7 documentation</title>
     <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=4848ba22" />
     <link rel="stylesheet" type="text/css" href="_static/pyramid.css?v=310c80ee" />
     <script src="_static/documentation_options.js?v=392da36c"></script>
@@ -39,7 +39,7 @@ <h3>Navigation</h3>
           <a href="Media.html" title="Misc"
              accesskey="P">previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-        <li class="nav-item nav-item-this"><a href="">pyrimidine</a></li> 
+        <li class="nav-item nav-item-this"><a href="">Modules of <cite>pyrimidine</cite></a></li> 
       </ul>
     </div>  
 
@@ -48,365 +48,60 @@ <h3>Navigation</h3>
         <div class="bodywrapper">
           <div class="body" role="main">
             
-  <section id="pyrimidine">
-<h1>pyrimidine<a class="headerlink" href="#pyrimidine" title="Link to this heading">¶</a></h1>
+  <section id="modules-of-pyrimidine">
+<h1>Modules of <cite>pyrimidine</cite><a class="headerlink" href="#modules-of-pyrimidine" title="Link to this heading">¶</a></h1>
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="pyrimidine.html">pyrimidine package</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#subpackages">Subpackages</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html">pyrimidine.benchmarks package</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#submodules">Submodules</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.approximation">pyrimidine.benchmarks.approximation module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.cluster">pyrimidine.benchmarks.cluster module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.fitting">pyrimidine.benchmarks.fitting module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.linear_model">pyrimidine.benchmarks.linear_model module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.matrix">pyrimidine.benchmarks.matrix module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.neural_network">pyrimidine.benchmarks.neural_network module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.optimization">pyrimidine.benchmarks.optimization module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.others">pyrimidine.benchmarks.others module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.special">pyrimidine.benchmarks.special module</a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.learn.html">pyrimidine.learn package</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#submodules">Submodules</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine-learn-linear-regression-module">pyrimidine.learn.linear_regression module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine-learn-neural-network-module">pyrimidine.learn.neural_network module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#module-pyrimidine.learn.cluster">pyrimidine.learn.cluster module</a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.local_search.html">pyrimidine.local_search package</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#submodules">Submodules</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#module-pyrimidine.local_search.random_walk">pyrimidine.local_search.random_walk module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#module-pyrimidine.local_search.simulated_annealing">pyrimidine.local_search.simulated_annealing module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#module-pyrimidine.local_search.tabu_search">pyrimidine.local_search.tabu_search module</a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.misc.html">pyrimidine.misc package</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.misc.html#submodules">Submodules</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.misc.html#pyrimidine-misc-aco-module">pyrimidine.misc.aco module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.misc.html#pyrimidine-misc-ba-module">pyrimidine.misc.ba module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.misc.html#pyrimidine-misc-fa-module">pyrimidine.misc.fa module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.misc.html#pyrimidine-misc-gsa-module">pyrimidine.misc.gsa module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.misc.html#pyrimidine-misc-sma-module">pyrimidine.misc.sma module</a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.misc.html#pyrimidine-misc-ssa-module">pyrimidine.misc.ssa module</a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html">pyrimidine.benchmarks subpackage</a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.learn.html">pyrimidine.learn subpackage</a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.local_search.html">pyrimidine.local_search subpackage</a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.misc.html">pyrimidine.misc subpackage</a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#submodules">Submodules</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.base">pyrimidine.base module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome"><code class="docutils literal notranslate"><span class="pre">BaseChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome.default_size"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.default_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome.element_class"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome.alias"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome.class_name"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.class_name</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome.cross"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.cross()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome.decode"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.decode()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#id0"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.default_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#id7"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome.equal_to"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.equal_to()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome.mutate"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome.params"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome.random"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.random()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome.replicate"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.replicate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome.transition"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.transition()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome.x"><code class="docutils literal notranslate"><span class="pre">BaseChromosome.x()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseCommunity"><code class="docutils literal notranslate"><span class="pre">BaseCommunity</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseCommunity.alias"><code class="docutils literal notranslate"><span class="pre">BaseCommunity.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseCommunity.apply"><code class="docutils literal notranslate"><span class="pre">BaseCommunity.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseCommunity.elements"><code class="docutils literal notranslate"><span class="pre">BaseCommunity.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseCommunity.flatten"><code class="docutils literal notranslate"><span class="pre">BaseCommunity.flatten()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseCommunity.isa"><code class="docutils literal notranslate"><span class="pre">BaseCommunity.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseCommunity.n_elements"><code class="docutils literal notranslate"><span class="pre">BaseCommunity.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseCommunity.params"><code class="docutils literal notranslate"><span class="pre">BaseCommunity.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseCommunity.regester"><code class="docutils literal notranslate"><span class="pre">BaseCommunity.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseCommunity.regester_map"><code class="docutils literal notranslate"><span class="pre">BaseCommunity.regester_map()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseEnvironment"><code class="docutils literal notranslate"><span class="pre">BaseEnvironment</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseEnvironment.alias"><code class="docutils literal notranslate"><span class="pre">BaseEnvironment.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseEnvironment.apply"><code class="docutils literal notranslate"><span class="pre">BaseEnvironment.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseEnvironment.element_class"><code class="docutils literal notranslate"><span class="pre">BaseEnvironment.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseEnvironment.elements"><code class="docutils literal notranslate"><span class="pre">BaseEnvironment.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseEnvironment.evaluate"><code class="docutils literal notranslate"><span class="pre">BaseEnvironment.evaluate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseEnvironment.isa"><code class="docutils literal notranslate"><span class="pre">BaseEnvironment.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseEnvironment.n_elements"><code class="docutils literal notranslate"><span class="pre">BaseEnvironment.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseEnvironment.params"><code class="docutils literal notranslate"><span class="pre">BaseEnvironment.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseEnvironment.regester"><code class="docutils literal notranslate"><span class="pre">BaseEnvironment.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseEnvironment.regester_map"><code class="docutils literal notranslate"><span class="pre">BaseEnvironment.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseEnvironment.select"><code class="docutils literal notranslate"><span class="pre">BaseEnvironment.select()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseGene"><code class="docutils literal notranslate"><span class="pre">BaseGene</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseGene.values"><code class="docutils literal notranslate"><span class="pre">BaseGene.values</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseGene.random"><code class="docutils literal notranslate"><span class="pre">BaseGene.random()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#id8"><code class="docutils literal notranslate"><span class="pre">BaseGene.values</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual"><code class="docutils literal notranslate"><span class="pre">BaseIndividual</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.alias"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.apply"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.cross"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.cross()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.cross2"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.cross2()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.decode"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.decode()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.default_size"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.default_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.element_class"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.elements"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.get_neighbour"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.get_neighbour()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.isa"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.mutate"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.n_elements"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.params"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.regester"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.regester_map"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.replicate"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.replicate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual.transition"><code class="docutils literal notranslate"><span class="pre">BaseIndividual.transition()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.default_size"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.default_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.element_class"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.alias"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.apply"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#id9"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.default_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#id10"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.elements"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.flatten"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.flatten()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.get_best_individual"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.get_best_individual()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.individuals"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.individuals</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.isa"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.mate"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.mate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.migrate"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.migrate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.mutate"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.params"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.regester"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.select"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.select()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation.transition"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation.transition()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation"><code class="docutils literal notranslate"><span class="pre">BasePopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.alias"><code class="docutils literal notranslate"><span class="pre">BasePopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.apply"><code class="docutils literal notranslate"><span class="pre">BasePopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.cross"><code class="docutils literal notranslate"><span class="pre">BasePopulation.cross()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.default_size"><code class="docutils literal notranslate"><span class="pre">BasePopulation.default_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.element_class"><code class="docutils literal notranslate"><span class="pre">BasePopulation.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.elements"><code class="docutils literal notranslate"><span class="pre">BasePopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.get_rank"><code class="docutils literal notranslate"><span class="pre">BasePopulation.get_rank()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.isa"><code class="docutils literal notranslate"><span class="pre">BasePopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.local_search"><code class="docutils literal notranslate"><span class="pre">BasePopulation.local_search()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.mate"><code class="docutils literal notranslate"><span class="pre">BasePopulation.mate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.mate_with"><code class="docutils literal notranslate"><span class="pre">BasePopulation.mate_with()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.merge"><code class="docutils literal notranslate"><span class="pre">BasePopulation.merge()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.migrate"><code class="docutils literal notranslate"><span class="pre">BasePopulation.migrate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.mutate"><code class="docutils literal notranslate"><span class="pre">BasePopulation.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">BasePopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.params"><code class="docutils literal notranslate"><span class="pre">BasePopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.rank"><code class="docutils literal notranslate"><span class="pre">BasePopulation.rank()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.regester"><code class="docutils literal notranslate"><span class="pre">BasePopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">BasePopulation.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.select"><code class="docutils literal notranslate"><span class="pre">BasePopulation.select()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation.transition"><code class="docutils literal notranslate"><span class="pre">BasePopulation.transition()</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseChromosome"><code class="docutils literal notranslate"><span class="pre">BaseChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseCommunity"><code class="docutils literal notranslate"><span class="pre">BaseCommunity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseEnvironment"><code class="docutils literal notranslate"><span class="pre">BaseEnvironment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseGene"><code class="docutils literal notranslate"><span class="pre">BaseGene</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseIndividual"><code class="docutils literal notranslate"><span class="pre">BaseIndividual</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BaseMultiPopulation"><code class="docutils literal notranslate"><span class="pre">BaseMultiPopulation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.BasePopulation"><code class="docutils literal notranslate"><span class="pre">BasePopulation</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.base.random"><code class="docutils literal notranslate"><span class="pre">random()</span></code></a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.chromosome">pyrimidine.chromosome module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ArrayChromosome"><code class="docutils literal notranslate"><span class="pre">ArrayChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ArrayChromosome.element_class"><code class="docutils literal notranslate"><span class="pre">ArrayChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ArrayChromosome.alias"><code class="docutils literal notranslate"><span class="pre">ArrayChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ArrayChromosome.copy"><code class="docutils literal notranslate"><span class="pre">ArrayChromosome.copy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ArrayChromosome.cross"><code class="docutils literal notranslate"><span class="pre">ArrayChromosome.cross()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#id11"><code class="docutils literal notranslate"><span class="pre">ArrayChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ArrayChromosome.mutate"><code class="docutils literal notranslate"><span class="pre">ArrayChromosome.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ArrayChromosome.params"><code class="docutils literal notranslate"><span class="pre">ArrayChromosome.params</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.BinaryChromosome"><code class="docutils literal notranslate"><span class="pre">BinaryChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.BinaryChromosome.alias"><code class="docutils literal notranslate"><span class="pre">BinaryChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.BinaryChromosome.dual"><code class="docutils literal notranslate"><span class="pre">BinaryChromosome.dual()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.BinaryChromosome.element_class"><code class="docutils literal notranslate"><span class="pre">BinaryChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.BinaryChromosome.mutate"><code class="docutils literal notranslate"><span class="pre">BinaryChromosome.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.BinaryChromosome.one"><code class="docutils literal notranslate"><span class="pre">BinaryChromosome.one()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.BinaryChromosome.params"><code class="docutils literal notranslate"><span class="pre">BinaryChromosome.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.BinaryChromosome.zero"><code class="docutils literal notranslate"><span class="pre">BinaryChromosome.zero()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.CircleChromosome"><code class="docutils literal notranslate"><span class="pre">CircleChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.CircleChromosome.alias"><code class="docutils literal notranslate"><span class="pre">CircleChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.CircleChromosome.element_class"><code class="docutils literal notranslate"><span class="pre">CircleChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.CircleChromosome.mutate"><code class="docutils literal notranslate"><span class="pre">CircleChromosome.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.CircleChromosome.normalize"><code class="docutils literal notranslate"><span class="pre">CircleChromosome.normalize()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.CircleChromosome.params"><code class="docutils literal notranslate"><span class="pre">CircleChromosome.params</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.DigitChromosome"><code class="docutils literal notranslate"><span class="pre">DigitChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.DigitChromosome.alias"><code class="docutils literal notranslate"><span class="pre">DigitChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.DigitChromosome.element_class"><code class="docutils literal notranslate"><span class="pre">DigitChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.DigitChromosome.params"><code class="docutils literal notranslate"><span class="pre">DigitChromosome.params</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.FloatChromosome"><code class="docutils literal notranslate"><span class="pre">FloatChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.FloatChromosome.alias"><code class="docutils literal notranslate"><span class="pre">FloatChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.FloatChromosome.element_class"><code class="docutils literal notranslate"><span class="pre">FloatChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.FloatChromosome.mutate"><code class="docutils literal notranslate"><span class="pre">FloatChromosome.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.FloatChromosome.params"><code class="docutils literal notranslate"><span class="pre">FloatChromosome.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.FloatChromosome.random_neighbour"><code class="docutils literal notranslate"><span class="pre">FloatChromosome.random_neighbour()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.FloatChromosome.sigma"><code class="docutils literal notranslate"><span class="pre">FloatChromosome.sigma</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.FloatMatrixChromosome"><code class="docutils literal notranslate"><span class="pre">FloatMatrixChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.FloatMatrixChromosome.alias"><code class="docutils literal notranslate"><span class="pre">FloatMatrixChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.FloatMatrixChromosome.params"><code class="docutils literal notranslate"><span class="pre">FloatMatrixChromosome.params</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ListChromosome"><code class="docutils literal notranslate"><span class="pre">ListChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ListChromosome.element_class"><code class="docutils literal notranslate"><span class="pre">ListChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ListChromosome.alias"><code class="docutils literal notranslate"><span class="pre">ListChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ListChromosome.copy"><code class="docutils literal notranslate"><span class="pre">ListChromosome.copy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ListChromosome.cross"><code class="docutils literal notranslate"><span class="pre">ListChromosome.cross()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#id12"><code class="docutils literal notranslate"><span class="pre">ListChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ListChromosome.mutate"><code class="docutils literal notranslate"><span class="pre">ListChromosome.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ListChromosome.params"><code class="docutils literal notranslate"><span class="pre">ListChromosome.params</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.MatrixChromosome"><code class="docutils literal notranslate"><span class="pre">MatrixChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.MatrixChromosome.alias"><code class="docutils literal notranslate"><span class="pre">MatrixChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.MatrixChromosome.cross"><code class="docutils literal notranslate"><span class="pre">MatrixChromosome.cross()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.MatrixChromosome.mutate"><code class="docutils literal notranslate"><span class="pre">MatrixChromosome.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.MatrixChromosome.params"><code class="docutils literal notranslate"><span class="pre">MatrixChromosome.params</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NaturalChromosome"><code class="docutils literal notranslate"><span class="pre">NaturalChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NaturalChromosome.alias"><code class="docutils literal notranslate"><span class="pre">NaturalChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NaturalChromosome.dual"><code class="docutils literal notranslate"><span class="pre">NaturalChromosome.dual()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NaturalChromosome.element_class"><code class="docutils literal notranslate"><span class="pre">NaturalChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NaturalChromosome.mutate"><code class="docutils literal notranslate"><span class="pre">NaturalChromosome.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NaturalChromosome.params"><code class="docutils literal notranslate"><span class="pre">NaturalChromosome.params</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NumpyArrayChromosome"><code class="docutils literal notranslate"><span class="pre">NumpyArrayChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NumpyArrayChromosome.element_class"><code class="docutils literal notranslate"><span class="pre">NumpyArrayChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NumpyArrayChromosome.alias"><code class="docutils literal notranslate"><span class="pre">NumpyArrayChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NumpyArrayChromosome.clone"><code class="docutils literal notranslate"><span class="pre">NumpyArrayChromosome.clone()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NumpyArrayChromosome.copy"><code class="docutils literal notranslate"><span class="pre">NumpyArrayChromosome.copy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NumpyArrayChromosome.cross"><code class="docutils literal notranslate"><span class="pre">NumpyArrayChromosome.cross()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NumpyArrayChromosome.cross2"><code class="docutils literal notranslate"><span class="pre">NumpyArrayChromosome.cross2()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#id13"><code class="docutils literal notranslate"><span class="pre">NumpyArrayChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NumpyArrayChromosome.elements"><code class="docutils literal notranslate"><span class="pre">NumpyArrayChromosome.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NumpyArrayChromosome.mutate"><code class="docutils literal notranslate"><span class="pre">NumpyArrayChromosome.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NumpyArrayChromosome.params"><code class="docutils literal notranslate"><span class="pre">NumpyArrayChromosome.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NumpyArrayChromosome.random"><code class="docutils literal notranslate"><span class="pre">NumpyArrayChromosome.random()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PermutationChromosome"><code class="docutils literal notranslate"><span class="pre">PermutationChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PermutationChromosome.alias"><code class="docutils literal notranslate"><span class="pre">PermutationChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PermutationChromosome.cross"><code class="docutils literal notranslate"><span class="pre">PermutationChromosome.cross()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PermutationChromosome.default_size"><code class="docutils literal notranslate"><span class="pre">PermutationChromosome.default_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PermutationChromosome.dual"><code class="docutils literal notranslate"><span class="pre">PermutationChromosome.dual()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PermutationChromosome.element_class"><code class="docutils literal notranslate"><span class="pre">PermutationChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PermutationChromosome.identity"><code class="docutils literal notranslate"><span class="pre">PermutationChromosome.identity()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PermutationChromosome.move_toward"><code class="docutils literal notranslate"><span class="pre">PermutationChromosome.move_toward()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PermutationChromosome.mutate"><code class="docutils literal notranslate"><span class="pre">PermutationChromosome.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PermutationChromosome.params"><code class="docutils literal notranslate"><span class="pre">PermutationChromosome.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PermutationChromosome.random"><code class="docutils literal notranslate"><span class="pre">PermutationChromosome.random()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PositiveChromosome"><code class="docutils literal notranslate"><span class="pre">PositiveChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PositiveChromosome.alias"><code class="docutils literal notranslate"><span class="pre">PositiveChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PositiveChromosome.normalize"><code class="docutils literal notranslate"><span class="pre">PositiveChromosome.normalize()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PositiveChromosome.params"><code class="docutils literal notranslate"><span class="pre">PositiveChromosome.params</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ProbabilityChromosome"><code class="docutils literal notranslate"><span class="pre">ProbabilityChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ProbabilityChromosome.alias"><code class="docutils literal notranslate"><span class="pre">ProbabilityChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ProbabilityChromosome.check"><code class="docutils literal notranslate"><span class="pre">ProbabilityChromosome.check()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ProbabilityChromosome.cross"><code class="docutils literal notranslate"><span class="pre">ProbabilityChromosome.cross()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ProbabilityChromosome.element_class"><code class="docutils literal notranslate"><span class="pre">ProbabilityChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ProbabilityChromosome.mutate"><code class="docutils literal notranslate"><span class="pre">ProbabilityChromosome.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ProbabilityChromosome.normalize"><code class="docutils literal notranslate"><span class="pre">ProbabilityChromosome.normalize()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ProbabilityChromosome.params"><code class="docutils literal notranslate"><span class="pre">ProbabilityChromosome.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ProbabilityChromosome.random"><code class="docutils literal notranslate"><span class="pre">ProbabilityChromosome.random()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ProbabilityChromosome.random_neighbour"><code class="docutils literal notranslate"><span class="pre">ProbabilityChromosome.random_neighbour()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.QuantumChromosome"><code class="docutils literal notranslate"><span class="pre">QuantumChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.QuantumChromosome.alias"><code class="docutils literal notranslate"><span class="pre">QuantumChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.QuantumChromosome.decode"><code class="docutils literal notranslate"><span class="pre">QuantumChromosome.decode()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.QuantumChromosome.measure"><code class="docutils literal notranslate"><span class="pre">QuantumChromosome.measure()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.QuantumChromosome.measure_result"><code class="docutils literal notranslate"><span class="pre">QuantumChromosome.measure_result</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.QuantumChromosome.params"><code class="docutils literal notranslate"><span class="pre">QuantumChromosome.params</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.StochasticMatrixChromosome"><code class="docutils literal notranslate"><span class="pre">StochasticMatrixChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.StochasticMatrixChromosome.alias"><code class="docutils literal notranslate"><span class="pre">StochasticMatrixChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.StochasticMatrixChromosome.normalize"><code class="docutils literal notranslate"><span class="pre">StochasticMatrixChromosome.normalize()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.StochasticMatrixChromosome.params"><code class="docutils literal notranslate"><span class="pre">StochasticMatrixChromosome.params</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.UnitFloatChromosome"><code class="docutils literal notranslate"><span class="pre">UnitFloatChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.UnitFloatChromosome.alias"><code class="docutils literal notranslate"><span class="pre">UnitFloatChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.UnitFloatChromosome.dual"><code class="docutils literal notranslate"><span class="pre">UnitFloatChromosome.dual()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.UnitFloatChromosome.element_class"><code class="docutils literal notranslate"><span class="pre">UnitFloatChromosome.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.UnitFloatChromosome.mutate"><code class="docutils literal notranslate"><span class="pre">UnitFloatChromosome.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.UnitFloatChromosome.normalize"><code class="docutils literal notranslate"><span class="pre">UnitFloatChromosome.normalize()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.UnitFloatChromosome.params"><code class="docutils literal notranslate"><span class="pre">UnitFloatChromosome.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.UnitFloatChromosome.tobinary"><code class="docutils literal notranslate"><span class="pre">UnitFloatChromosome.tobinary()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.VectorChromosome"><code class="docutils literal notranslate"><span class="pre">VectorChromosome</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.VectorChromosome.alias"><code class="docutils literal notranslate"><span class="pre">VectorChromosome.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.VectorChromosome.params"><code class="docutils literal notranslate"><span class="pre">VectorChromosome.params</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ArrayChromosome"><code class="docutils literal notranslate"><span class="pre">ArrayChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.BinaryChromosome"><code class="docutils literal notranslate"><span class="pre">BinaryChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.CircleChromosome"><code class="docutils literal notranslate"><span class="pre">CircleChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.DigitChromosome"><code class="docutils literal notranslate"><span class="pre">DigitChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.FloatChromosome"><code class="docutils literal notranslate"><span class="pre">FloatChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.FloatMatrixChromosome"><code class="docutils literal notranslate"><span class="pre">FloatMatrixChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ListChromosome"><code class="docutils literal notranslate"><span class="pre">ListChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.MatrixChromosome"><code class="docutils literal notranslate"><span class="pre">MatrixChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NaturalChromosome"><code class="docutils literal notranslate"><span class="pre">NaturalChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.NumpyArrayChromosome"><code class="docutils literal notranslate"><span class="pre">NumpyArrayChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PermutationChromosome"><code class="docutils literal notranslate"><span class="pre">PermutationChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.PositiveChromosome"><code class="docutils literal notranslate"><span class="pre">PositiveChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.ProbabilityChromosome"><code class="docutils literal notranslate"><span class="pre">ProbabilityChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.QuantumChromosome"><code class="docutils literal notranslate"><span class="pre">QuantumChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.StochasticMatrixChromosome"><code class="docutils literal notranslate"><span class="pre">StochasticMatrixChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.UnitFloatChromosome"><code class="docutils literal notranslate"><span class="pre">UnitFloatChromosome</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.VectorChromosome"><code class="docutils literal notranslate"><span class="pre">VectorChromosome</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.chromosome.random"><code class="docutils literal notranslate"><span class="pre">random()</span></code></a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.de">pyrimidine.de module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution.alias"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution.apply"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution.default_size"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution.default_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution.element_class"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution.elements"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution.init"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution.init()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution.isa"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution.move"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution.move()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution.n_elements"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution.params"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution.regester"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution.regester_map"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution.transition"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution.transition()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution1"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution1</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution1.alias"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution1.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution1.apply"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution1.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution1.elements"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution1.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution1.init"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution1.init()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution1.isa"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution1.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution1.move"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution1.move()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution1.n_elements"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution1.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution1.params"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution1.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution1.regester"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution1.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution1.regester_map"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution1.regester_map()</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.DifferentialEvolution1"><code class="docutils literal notranslate"><span class="pre">DifferentialEvolution1</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.de.random"><code class="docutils literal notranslate"><span class="pre">random()</span></code></a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#pyrimidine-deco-module">pyrimidine.deco module</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.deco.Regester"><code class="docutils literal notranslate"><span class="pre">Regester</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.deco.add_cache"><code class="docutils literal notranslate"><span class="pre">add_cache</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.deco.add_cache.attrs"><code class="docutils literal notranslate"><span class="pre">add_cache.attrs</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.deco.add_cache.methods"><code class="docutils literal notranslate"><span class="pre">add_cache.methods</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.deco.add_cache.cmd"><code class="docutils literal notranslate"><span class="pre">add_cache.cmd</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.deco.add_cache"><code class="docutils literal notranslate"><span class="pre">add_cache</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.deco.add_memory"><code class="docutils literal notranslate"><span class="pre">add_memory</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.deco.basic_memory"><code class="docutils literal notranslate"><span class="pre">basic_memory()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.deco.clear_cache"><code class="docutils literal notranslate"><span class="pre">clear_cache()</span></code></a></li>
@@ -419,53 +114,12 @@ <h1>pyrimidine<a class="headerlink" href="#pyrimidine" title="Link to this headi
 </li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#pyrimidine-aco-module">pyrimidine.aco module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.ep">pyrimidine.ep module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual.alias"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual.apply"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual.decode"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual.decode()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual.element_class"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual.elements"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual.isa"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual.mutate"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual.n_elements"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual.params"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual.regester"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual.regester_map"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual.variance"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual.variance</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.EvolutionProgramming"><code class="docutils literal notranslate"><span class="pre">EvolutionProgramming</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.EvolutionProgramming.alias"><code class="docutils literal notranslate"><span class="pre">EvolutionProgramming.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.EvolutionProgramming.apply"><code class="docutils literal notranslate"><span class="pre">EvolutionProgramming.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.EvolutionProgramming.element_class"><code class="docutils literal notranslate"><span class="pre">EvolutionProgramming.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.EvolutionProgramming.elements"><code class="docutils literal notranslate"><span class="pre">EvolutionProgramming.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.EvolutionProgramming.isa"><code class="docutils literal notranslate"><span class="pre">EvolutionProgramming.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.EvolutionProgramming.n_elements"><code class="docutils literal notranslate"><span class="pre">EvolutionProgramming.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.EvolutionProgramming.params"><code class="docutils literal notranslate"><span class="pre">EvolutionProgramming.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.EvolutionProgramming.regester"><code class="docutils literal notranslate"><span class="pre">EvolutionProgramming.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.EvolutionProgramming.regester_map"><code class="docutils literal notranslate"><span class="pre">EvolutionProgramming.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.EvolutionProgramming.select"><code class="docutils literal notranslate"><span class="pre">EvolutionProgramming.select()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.EvolutionProgramming.transition"><code class="docutils literal notranslate"><span class="pre">EvolutionProgramming.transition()</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.BaseEPIndividual"><code class="docutils literal notranslate"><span class="pre">BaseEPIndividual</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.ep.EvolutionProgramming"><code class="docutils literal notranslate"><span class="pre">EvolutionProgramming</span></code></a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.es">pyrimidine.es module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy.alias"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy.apply"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy.elements"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy.init"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy.init()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy.isa"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy.mate"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy.mate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy.n_elements"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy.params"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy.regester"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy.regester_map"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy.select_best_individuals"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy.select_best_individuals()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy.transition"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy.transition()</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.es.EvolutionStrategy"><code class="docutils literal notranslate"><span class="pre">EvolutionStrategy</span></code></a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.errors">pyrimidine.errors module</a><ul>
@@ -475,137 +129,24 @@ <h1>pyrimidine<a class="headerlink" href="#pyrimidine" title="Link to this headi
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.gene">pyrimidine.gene module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.BinaryGene"><code class="docutils literal notranslate"><span class="pre">BinaryGene</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.BinaryGene.random"><code class="docutils literal notranslate"><span class="pre">BinaryGene.random()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.CircleGene"><code class="docutils literal notranslate"><span class="pre">CircleGene</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.CircleGene.lb"><code class="docutils literal notranslate"><span class="pre">CircleGene.lb</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.CircleGene.period"><code class="docutils literal notranslate"><span class="pre">CircleGene.period</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.CircleGene.ub"><code class="docutils literal notranslate"><span class="pre">CircleGene.ub</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.BinaryGene"><code class="docutils literal notranslate"><span class="pre">BinaryGene</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.CircleGene"><code class="docutils literal notranslate"><span class="pre">CircleGene</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.DigitGene"><code class="docutils literal notranslate"><span class="pre">DigitGene</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.FloatGene"><code class="docutils literal notranslate"><span class="pre">FloatGene</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.FloatGene.lb"><code class="docutils literal notranslate"><span class="pre">FloatGene.lb</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.FloatGene.random"><code class="docutils literal notranslate"><span class="pre">FloatGene.random()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.FloatGene.ub"><code class="docutils literal notranslate"><span class="pre">FloatGene.ub</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.IntegerGene"><code class="docutils literal notranslate"><span class="pre">IntegerGene</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.IntegerGene.lb"><code class="docutils literal notranslate"><span class="pre">IntegerGene.lb</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.IntegerGene.random"><code class="docutils literal notranslate"><span class="pre">IntegerGene.random()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.IntegerGene.ub"><code class="docutils literal notranslate"><span class="pre">IntegerGene.ub</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.NaturalGene"><code class="docutils literal notranslate"><span class="pre">NaturalGene</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.NaturalGene.lb"><code class="docutils literal notranslate"><span class="pre">NaturalGene.lb</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.NaturalGene.random"><code class="docutils literal notranslate"><span class="pre">NaturalGene.random()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.NaturalGene.ub"><code class="docutils literal notranslate"><span class="pre">NaturalGene.ub</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.PeriodicGene"><code class="docutils literal notranslate"><span class="pre">PeriodicGene</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.PeriodicGene.period"><code class="docutils literal notranslate"><span class="pre">PeriodicGene.period</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.SemiCircleGene"><code class="docutils literal notranslate"><span class="pre">SemiCircleGene</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.SemiCircleGene.lb"><code class="docutils literal notranslate"><span class="pre">SemiCircleGene.lb</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.SemiCircleGene.ub"><code class="docutils literal notranslate"><span class="pre">SemiCircleGene.ub</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.FloatGene"><code class="docutils literal notranslate"><span class="pre">FloatGene</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.IntegerGene"><code class="docutils literal notranslate"><span class="pre">IntegerGene</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.NaturalGene"><code class="docutils literal notranslate"><span class="pre">NaturalGene</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.PeriodicGene"><code class="docutils literal notranslate"><span class="pre">PeriodicGene</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.SemiCircleGene"><code class="docutils literal notranslate"><span class="pre">SemiCircleGene</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.UnitFloatGene"><code class="docutils literal notranslate"><span class="pre">UnitFloatGene</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.UnitFloatGene"><code class="docutils literal notranslate"><span class="pre">UnitFloatGene</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.UnitFloatGene.lb"><code class="docutils literal notranslate"><span class="pre">UnitFloatGene.lb</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.gene.UnitFloatGene.ub"><code class="docutils literal notranslate"><span class="pre">UnitFloatGene.ub</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#pyrimidine-gsa-module">pyrimidine.gsa module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.individual">pyrimidine.individual module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.AgeIndividual"><code class="docutils literal notranslate"><span class="pre">AgeIndividual</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.AgeIndividual.alias"><code class="docutils literal notranslate"><span class="pre">AgeIndividual.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.AgeIndividual.apply"><code class="docutils literal notranslate"><span class="pre">AgeIndividual.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.AgeIndividual.elements"><code class="docutils literal notranslate"><span class="pre">AgeIndividual.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.AgeIndividual.isa"><code class="docutils literal notranslate"><span class="pre">AgeIndividual.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.AgeIndividual.n_elements"><code class="docutils literal notranslate"><span class="pre">AgeIndividual.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.AgeIndividual.params"><code class="docutils literal notranslate"><span class="pre">AgeIndividual.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.AgeIndividual.regester"><code class="docutils literal notranslate"><span class="pre">AgeIndividual.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.AgeIndividual.regester_map"><code class="docutils literal notranslate"><span class="pre">AgeIndividual.regester_map()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.GenderIndividual"><code class="docutils literal notranslate"><span class="pre">GenderIndividual</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.GenderIndividual.alias"><code class="docutils literal notranslate"><span class="pre">GenderIndividual.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.GenderIndividual.apply"><code class="docutils literal notranslate"><span class="pre">GenderIndividual.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.GenderIndividual.elements"><code class="docutils literal notranslate"><span class="pre">GenderIndividual.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.GenderIndividual.gender"><code class="docutils literal notranslate"><span class="pre">GenderIndividual.gender</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.GenderIndividual.isa"><code class="docutils literal notranslate"><span class="pre">GenderIndividual.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.GenderIndividual.n_elements"><code class="docutils literal notranslate"><span class="pre">GenderIndividual.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.GenderIndividual.params"><code class="docutils literal notranslate"><span class="pre">GenderIndividual.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.GenderIndividual.regester"><code class="docutils literal notranslate"><span class="pre">GenderIndividual.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.GenderIndividual.regester_map"><code class="docutils literal notranslate"><span class="pre">GenderIndividual.regester_map()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MixedIndividual"><code class="docutils literal notranslate"><span class="pre">MixedIndividual</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MixedIndividual.alias"><code class="docutils literal notranslate"><span class="pre">MixedIndividual.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MixedIndividual.apply"><code class="docutils literal notranslate"><span class="pre">MixedIndividual.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MixedIndividual.default_size"><code class="docutils literal notranslate"><span class="pre">MixedIndividual.default_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MixedIndividual.element_class"><code class="docutils literal notranslate"><span class="pre">MixedIndividual.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MixedIndividual.elements"><code class="docutils literal notranslate"><span class="pre">MixedIndividual.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MixedIndividual.isa"><code class="docutils literal notranslate"><span class="pre">MixedIndividual.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MixedIndividual.n_elements"><code class="docutils literal notranslate"><span class="pre">MixedIndividual.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MixedIndividual.params"><code class="docutils literal notranslate"><span class="pre">MixedIndividual.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MixedIndividual.random"><code class="docutils literal notranslate"><span class="pre">MixedIndividual.random()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MixedIndividual.regester"><code class="docutils literal notranslate"><span class="pre">MixedIndividual.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MixedIndividual.regester_map"><code class="docutils literal notranslate"><span class="pre">MixedIndividual.regester_map()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual"><code class="docutils literal notranslate"><span class="pre">MonoIndividual</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual.alias"><code class="docutils literal notranslate"><span class="pre">MonoIndividual.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual.apply"><code class="docutils literal notranslate"><span class="pre">MonoIndividual.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual.chromosome"><code class="docutils literal notranslate"><span class="pre">MonoIndividual.chromosome</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual.decode"><code class="docutils literal notranslate"><span class="pre">MonoIndividual.decode()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual.elements"><code class="docutils literal notranslate"><span class="pre">MonoIndividual.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual.isa"><code class="docutils literal notranslate"><span class="pre">MonoIndividual.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual.n_elements"><code class="docutils literal notranslate"><span class="pre">MonoIndividual.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual.params"><code class="docutils literal notranslate"><span class="pre">MonoIndividual.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual.random"><code class="docutils literal notranslate"><span class="pre">MonoIndividual.random()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual.regester"><code class="docutils literal notranslate"><span class="pre">MonoIndividual.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual.regester_map"><code class="docutils literal notranslate"><span class="pre">MonoIndividual.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual.set_size"><code class="docutils literal notranslate"><span class="pre">MonoIndividual.set_size()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MultiIndividual"><code class="docutils literal notranslate"><span class="pre">MultiIndividual</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MultiIndividual.alias"><code class="docutils literal notranslate"><span class="pre">MultiIndividual.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MultiIndividual.apply"><code class="docutils literal notranslate"><span class="pre">MultiIndividual.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MultiIndividual.elements"><code class="docutils literal notranslate"><span class="pre">MultiIndividual.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MultiIndividual.isa"><code class="docutils literal notranslate"><span class="pre">MultiIndividual.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MultiIndividual.n_elements"><code class="docutils literal notranslate"><span class="pre">MultiIndividual.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MultiIndividual.params"><code class="docutils literal notranslate"><span class="pre">MultiIndividual.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MultiIndividual.regester"><code class="docutils literal notranslate"><span class="pre">MultiIndividual.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MultiIndividual.regester_map"><code class="docutils literal notranslate"><span class="pre">MultiIndividual.regester_map()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.after_setter"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.after_setter()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.alias"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.apply"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.backup"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.backup()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.cache"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.cache</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.clear_cache"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.clear_cache()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.cleared"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.cleared()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.copy"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.copy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.elements"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.fitness"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.fitness</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.init"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.init()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.isa"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.n_elements"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.params"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.phantom"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.phantom</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.regester"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.regester_map"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual.set_cache"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual.set_cache()</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.AgeIndividual"><code class="docutils literal notranslate"><span class="pre">AgeIndividual</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.GenderIndividual"><code class="docutils literal notranslate"><span class="pre">GenderIndividual</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MixedIndividual"><code class="docutils literal notranslate"><span class="pre">MixedIndividual</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MonoIndividual"><code class="docutils literal notranslate"><span class="pre">MonoIndividual</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.MultiIndividual"><code class="docutils literal notranslate"><span class="pre">MultiIndividual</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PhantomIndividual"><code class="docutils literal notranslate"><span class="pre">PhantomIndividual</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.PolyIndividual"><code class="docutils literal notranslate"><span class="pre">PolyIndividual</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.binaryIndividual"><code class="docutils literal notranslate"><span class="pre">binaryIndividual()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.individual.makeBinaryIndividual"><code class="docutils literal notranslate"><span class="pre">makeBinaryIndividual()</span></code></a></li>
@@ -614,346 +155,70 @@ <h1>pyrimidine<a class="headerlink" href="#pyrimidine" title="Link to this headi
 </li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.meta">pyrimidine.meta module</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.MetaArray"><code class="docutils literal notranslate"><span class="pre">MetaArray</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.MetaContainer"><code class="docutils literal notranslate"><span class="pre">MetaContainer</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.MetaContainer.random"><code class="docutils literal notranslate"><span class="pre">MetaContainer.random()</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.MetaContainer"><code class="docutils literal notranslate"><span class="pre">MetaContainer</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.MetaHighContainer"><code class="docutils literal notranslate"><span class="pre">MetaHighContainer</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.MetaList"><code class="docutils literal notranslate"><span class="pre">MetaList</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.MetaSingle"><code class="docutils literal notranslate"><span class="pre">MetaSingle</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.MetaTuple"><code class="docutils literal notranslate"><span class="pre">MetaTuple</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.ParamType"><code class="docutils literal notranslate"><span class="pre">ParamType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.ParamType.mixin"><code class="docutils literal notranslate"><span class="pre">ParamType.mixin()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.ParamType.set"><code class="docutils literal notranslate"><span class="pre">ParamType.set()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.ParamType.set_params"><code class="docutils literal notranslate"><span class="pre">ParamType.set_params()</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.ParamType"><code class="docutils literal notranslate"><span class="pre">ParamType</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.System"><code class="docutils literal notranslate"><span class="pre">System</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.meta.inherit"><code class="docutils literal notranslate"><span class="pre">inherit()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#pyrimidine-multipopulation-module">pyrimidine.multipopulation module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation"><code class="docutils literal notranslate"><span class="pre">DualPopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.alias"><code class="docutils literal notranslate"><span class="pre">DualPopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.apply"><code class="docutils literal notranslate"><span class="pre">DualPopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.default_size"><code class="docutils literal notranslate"><span class="pre">DualPopulation.default_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.elements"><code class="docutils literal notranslate"><span class="pre">DualPopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.female_fitness"><code class="docutils literal notranslate"><span class="pre">DualPopulation.female_fitness</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.female_population"><code class="docutils literal notranslate"><span class="pre">DualPopulation.female_population</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.females"><code class="docutils literal notranslate"><span class="pre">DualPopulation.females</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.flatten"><code class="docutils literal notranslate"><span class="pre">DualPopulation.flatten()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.isa"><code class="docutils literal notranslate"><span class="pre">DualPopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.male_fitness"><code class="docutils literal notranslate"><span class="pre">DualPopulation.male_fitness</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.male_population"><code class="docutils literal notranslate"><span class="pre">DualPopulation.male_population</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.males"><code class="docutils literal notranslate"><span class="pre">DualPopulation.males</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.match"><code class="docutils literal notranslate"><span class="pre">DualPopulation.match()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.mate"><code class="docutils literal notranslate"><span class="pre">DualPopulation.mate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.merge"><code class="docutils literal notranslate"><span class="pre">DualPopulation.merge()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.mutate"><code class="docutils literal notranslate"><span class="pre">DualPopulation.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">DualPopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.params"><code class="docutils literal notranslate"><span class="pre">DualPopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.regester"><code class="docutils literal notranslate"><span class="pre">DualPopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">DualPopulation.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.select"><code class="docutils literal notranslate"><span class="pre">DualPopulation.select()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation.transition"><code class="docutils literal notranslate"><span class="pre">DualPopulation.transition()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.HybridPopulation"><code class="docutils literal notranslate"><span class="pre">HybridPopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.HybridPopulation.alias"><code class="docutils literal notranslate"><span class="pre">HybridPopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.HybridPopulation.apply"><code class="docutils literal notranslate"><span class="pre">HybridPopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.HybridPopulation.elements"><code class="docutils literal notranslate"><span class="pre">HybridPopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.HybridPopulation.flatten"><code class="docutils literal notranslate"><span class="pre">HybridPopulation.flatten()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.HybridPopulation.isa"><code class="docutils literal notranslate"><span class="pre">HybridPopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.HybridPopulation.migrate"><code class="docutils literal notranslate"><span class="pre">HybridPopulation.migrate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.HybridPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">HybridPopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.HybridPopulation.params"><code class="docutils literal notranslate"><span class="pre">HybridPopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.HybridPopulation.regester"><code class="docutils literal notranslate"><span class="pre">HybridPopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.HybridPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">HybridPopulation.regester_map()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.MultiPopulation"><code class="docutils literal notranslate"><span class="pre">MultiPopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.MultiPopulation.alias"><code class="docutils literal notranslate"><span class="pre">MultiPopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.MultiPopulation.apply"><code class="docutils literal notranslate"><span class="pre">MultiPopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.MultiPopulation.elements"><code class="docutils literal notranslate"><span class="pre">MultiPopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.MultiPopulation.flatten"><code class="docutils literal notranslate"><span class="pre">MultiPopulation.flatten()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.MultiPopulation.isa"><code class="docutils literal notranslate"><span class="pre">MultiPopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.MultiPopulation.mate"><code class="docutils literal notranslate"><span class="pre">MultiPopulation.mate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.MultiPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">MultiPopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.MultiPopulation.params"><code class="docutils literal notranslate"><span class="pre">MultiPopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.MultiPopulation.regester"><code class="docutils literal notranslate"><span class="pre">MultiPopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.MultiPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">MultiPopulation.regester_map()</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.multipopulation">pyrimidine.multipopulation module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.DualPopulation"><code class="docutils literal notranslate"><span class="pre">DualPopulation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.HybridPopulation"><code class="docutils literal notranslate"><span class="pre">HybridPopulation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.MultiPopulation"><code class="docutils literal notranslate"><span class="pre">MultiPopulation</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.multipopulation.random"><code class="docutils literal notranslate"><span class="pre">random()</span></code></a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.optimize">pyrimidine.optimize module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.optimize.Optimizer"><code class="docutils literal notranslate"><span class="pre">Optimizer</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.optimize.Optimizer.min_max"><code class="docutils literal notranslate"><span class="pre">Optimizer.min_max</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.optimize.Optimizer.Population"><code class="docutils literal notranslate"><span class="pre">Optimizer.Population</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.optimize.Optimizer"><code class="docutils literal notranslate"><span class="pre">Optimizer</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.optimize.de_minimize"><code class="docutils literal notranslate"><span class="pre">de_minimize()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.optimize.ga_minimize"><code class="docutils literal notranslate"><span class="pre">ga_minimize()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.optimize.ga_minimize_1d"><code class="docutils literal notranslate"><span class="pre">ga_minimize_1d()</span></code></a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.population">pyrimidine.population module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.AgePopulation"><code class="docutils literal notranslate"><span class="pre">AgePopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.AgePopulation.alias"><code class="docutils literal notranslate"><span class="pre">AgePopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.AgePopulation.apply"><code class="docutils literal notranslate"><span class="pre">AgePopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.AgePopulation.elements"><code class="docutils literal notranslate"><span class="pre">AgePopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.AgePopulation.eliminate"><code class="docutils literal notranslate"><span class="pre">AgePopulation.eliminate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.AgePopulation.isa"><code class="docutils literal notranslate"><span class="pre">AgePopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.AgePopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">AgePopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.AgePopulation.params"><code class="docutils literal notranslate"><span class="pre">AgePopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.AgePopulation.regester"><code class="docutils literal notranslate"><span class="pre">AgePopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.AgePopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">AgePopulation.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.AgePopulation.transition"><code class="docutils literal notranslate"><span class="pre">AgePopulation.transition()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.DualPopulation"><code class="docutils literal notranslate"><span class="pre">DualPopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.DualPopulation.alias"><code class="docutils literal notranslate"><span class="pre">DualPopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.DualPopulation.apply"><code class="docutils literal notranslate"><span class="pre">DualPopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.DualPopulation.dual"><code class="docutils literal notranslate"><span class="pre">DualPopulation.dual()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.DualPopulation.elements"><code class="docutils literal notranslate"><span class="pre">DualPopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.DualPopulation.isa"><code class="docutils literal notranslate"><span class="pre">DualPopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.DualPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">DualPopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.DualPopulation.params"><code class="docutils literal notranslate"><span class="pre">DualPopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.DualPopulation.regester"><code class="docutils literal notranslate"><span class="pre">DualPopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.DualPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">DualPopulation.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.DualPopulation.transition"><code class="docutils literal notranslate"><span class="pre">DualPopulation.transition()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.EliminationPopulation"><code class="docutils literal notranslate"><span class="pre">EliminationPopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.EliminationPopulation.alias"><code class="docutils literal notranslate"><span class="pre">EliminationPopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.EliminationPopulation.apply"><code class="docutils literal notranslate"><span class="pre">EliminationPopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.EliminationPopulation.elements"><code class="docutils literal notranslate"><span class="pre">EliminationPopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.EliminationPopulation.eliminate"><code class="docutils literal notranslate"><span class="pre">EliminationPopulation.eliminate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.EliminationPopulation.isa"><code class="docutils literal notranslate"><span class="pre">EliminationPopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.EliminationPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">EliminationPopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.EliminationPopulation.params"><code class="docutils literal notranslate"><span class="pre">EliminationPopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.EliminationPopulation.regester"><code class="docutils literal notranslate"><span class="pre">EliminationPopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.EliminationPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">EliminationPopulation.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.EliminationPopulation.transition"><code class="docutils literal notranslate"><span class="pre">EliminationPopulation.transition()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.GamogenesisPopulation"><code class="docutils literal notranslate"><span class="pre">GamogenesisPopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.GamogenesisPopulation.alias"><code class="docutils literal notranslate"><span class="pre">GamogenesisPopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.GamogenesisPopulation.apply"><code class="docutils literal notranslate"><span class="pre">GamogenesisPopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.GamogenesisPopulation.elements"><code class="docutils literal notranslate"><span class="pre">GamogenesisPopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.GamogenesisPopulation.get_homosex"><code class="docutils literal notranslate"><span class="pre">GamogenesisPopulation.get_homosex()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.GamogenesisPopulation.isa"><code class="docutils literal notranslate"><span class="pre">GamogenesisPopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.GamogenesisPopulation.mate"><code class="docutils literal notranslate"><span class="pre">GamogenesisPopulation.mate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.GamogenesisPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">GamogenesisPopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.GamogenesisPopulation.params"><code class="docutils literal notranslate"><span class="pre">GamogenesisPopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.GamogenesisPopulation.regester"><code class="docutils literal notranslate"><span class="pre">GamogenesisPopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.GamogenesisPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">GamogenesisPopulation.regester_map()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation"><code class="docutils literal notranslate"><span class="pre">HOFPopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.hall_of_fame"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.hall_of_fame</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.alias"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.apply"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.best_individual"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.best_individual</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.elements"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.init"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.init()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.isa"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.max_fitness"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.max_fitness</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.params"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.regester"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.transition"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.transition()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation.update_hall_of_fame"><code class="docutils literal notranslate"><span class="pre">HOFPopulation.update_hall_of_fame()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.LocalSearchPopulation"><code class="docutils literal notranslate"><span class="pre">LocalSearchPopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.LocalSearchPopulation.alias"><code class="docutils literal notranslate"><span class="pre">LocalSearchPopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.LocalSearchPopulation.apply"><code class="docutils literal notranslate"><span class="pre">LocalSearchPopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.LocalSearchPopulation.elements"><code class="docutils literal notranslate"><span class="pre">LocalSearchPopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.LocalSearchPopulation.isa"><code class="docutils literal notranslate"><span class="pre">LocalSearchPopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.LocalSearchPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">LocalSearchPopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.LocalSearchPopulation.params"><code class="docutils literal notranslate"><span class="pre">LocalSearchPopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.LocalSearchPopulation.regester"><code class="docutils literal notranslate"><span class="pre">LocalSearchPopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.LocalSearchPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">LocalSearchPopulation.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.LocalSearchPopulation.transition"><code class="docutils literal notranslate"><span class="pre">LocalSearchPopulation.transition()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.ModifiedPopulation"><code class="docutils literal notranslate"><span class="pre">ModifiedPopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.ModifiedPopulation.alias"><code class="docutils literal notranslate"><span class="pre">ModifiedPopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.ModifiedPopulation.apply"><code class="docutils literal notranslate"><span class="pre">ModifiedPopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.ModifiedPopulation.elements"><code class="docutils literal notranslate"><span class="pre">ModifiedPopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.ModifiedPopulation.isa"><code class="docutils literal notranslate"><span class="pre">ModifiedPopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.ModifiedPopulation.mutate"><code class="docutils literal notranslate"><span class="pre">ModifiedPopulation.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.ModifiedPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">ModifiedPopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.ModifiedPopulation.params"><code class="docutils literal notranslate"><span class="pre">ModifiedPopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.ModifiedPopulation.regester"><code class="docutils literal notranslate"><span class="pre">ModifiedPopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.ModifiedPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">ModifiedPopulation.regester_map()</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.AgePopulation"><code class="docutils literal notranslate"><span class="pre">AgePopulation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.DualPopulation"><code class="docutils literal notranslate"><span class="pre">DualPopulation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.EliminationPopulation"><code class="docutils literal notranslate"><span class="pre">EliminationPopulation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.GamogenesisPopulation"><code class="docutils literal notranslate"><span class="pre">GamogenesisPopulation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.HOFPopulation"><code class="docutils literal notranslate"><span class="pre">HOFPopulation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.LocalSearchPopulation"><code class="docutils literal notranslate"><span class="pre">LocalSearchPopulation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.ModifiedPopulation"><code class="docutils literal notranslate"><span class="pre">ModifiedPopulation</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.Population"><code class="docutils literal notranslate"><span class="pre">Population</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.StandardPopulation"><code class="docutils literal notranslate"><span class="pre">StandardPopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.StandardPopulation.alias"><code class="docutils literal notranslate"><span class="pre">StandardPopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.StandardPopulation.apply"><code class="docutils literal notranslate"><span class="pre">StandardPopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.StandardPopulation.elements"><code class="docutils literal notranslate"><span class="pre">StandardPopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.StandardPopulation.isa"><code class="docutils literal notranslate"><span class="pre">StandardPopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.StandardPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">StandardPopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.StandardPopulation.params"><code class="docutils literal notranslate"><span class="pre">StandardPopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.StandardPopulation.regester"><code class="docutils literal notranslate"><span class="pre">StandardPopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.StandardPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">StandardPopulation.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.StandardPopulation.transition"><code class="docutils literal notranslate"><span class="pre">StandardPopulation.transition()</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.StandardPopulation"><code class="docutils literal notranslate"><span class="pre">StandardPopulation</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.makeBinaryPopulation"><code class="docutils literal notranslate"><span class="pre">makeBinaryPopulation()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.population.random"><code class="docutils literal notranslate"><span class="pre">random()</span></code></a></li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.pso">pyrimidine.pso module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle"><code class="docutils literal notranslate"><span class="pre">BaseParticle</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.alias"><code class="docutils literal notranslate"><span class="pre">BaseParticle.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.apply"><code class="docutils literal notranslate"><span class="pre">BaseParticle.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.backup"><code class="docutils literal notranslate"><span class="pre">BaseParticle.backup()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.best_position"><code class="docutils literal notranslate"><span class="pre">BaseParticle.best_position</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.copy"><code class="docutils literal notranslate"><span class="pre">BaseParticle.copy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.decode"><code class="docutils literal notranslate"><span class="pre">BaseParticle.decode()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.default_size"><code class="docutils literal notranslate"><span class="pre">BaseParticle.default_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.element_class"><code class="docutils literal notranslate"><span class="pre">BaseParticle.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.elements"><code class="docutils literal notranslate"><span class="pre">BaseParticle.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.fitness"><code class="docutils literal notranslate"><span class="pre">BaseParticle.fitness</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.init"><code class="docutils literal notranslate"><span class="pre">BaseParticle.init()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.isa"><code class="docutils literal notranslate"><span class="pre">BaseParticle.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.memory"><code class="docutils literal notranslate"><span class="pre">BaseParticle.memory</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.move"><code class="docutils literal notranslate"><span class="pre">BaseParticle.move()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.n_elements"><code class="docutils literal notranslate"><span class="pre">BaseParticle.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.params"><code class="docutils literal notranslate"><span class="pre">BaseParticle.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.position"><code class="docutils literal notranslate"><span class="pre">BaseParticle.position</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.regester"><code class="docutils literal notranslate"><span class="pre">BaseParticle.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.regester_map"><code class="docutils literal notranslate"><span class="pre">BaseParticle.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.set_memory"><code class="docutils literal notranslate"><span class="pre">BaseParticle.set_memory()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.solution"><code class="docutils literal notranslate"><span class="pre">BaseParticle.solution</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.update_vilocity"><code class="docutils literal notranslate"><span class="pre">BaseParticle.update_vilocity()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle.velocity"><code class="docutils literal notranslate"><span class="pre">BaseParticle.velocity</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.DiscreteParticleSwarm"><code class="docutils literal notranslate"><span class="pre">DiscreteParticleSwarm</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.DiscreteParticleSwarm.alias"><code class="docutils literal notranslate"><span class="pre">DiscreteParticleSwarm.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.DiscreteParticleSwarm.apply"><code class="docutils literal notranslate"><span class="pre">DiscreteParticleSwarm.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.DiscreteParticleSwarm.elements"><code class="docutils literal notranslate"><span class="pre">DiscreteParticleSwarm.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.DiscreteParticleSwarm.isa"><code class="docutils literal notranslate"><span class="pre">DiscreteParticleSwarm.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.DiscreteParticleSwarm.move"><code class="docutils literal notranslate"><span class="pre">DiscreteParticleSwarm.move()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.DiscreteParticleSwarm.n_elements"><code class="docutils literal notranslate"><span class="pre">DiscreteParticleSwarm.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.DiscreteParticleSwarm.params"><code class="docutils literal notranslate"><span class="pre">DiscreteParticleSwarm.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.DiscreteParticleSwarm.regester"><code class="docutils literal notranslate"><span class="pre">DiscreteParticleSwarm.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.DiscreteParticleSwarm.regester_map"><code class="docutils literal notranslate"><span class="pre">DiscreteParticleSwarm.regester_map()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle"><code class="docutils literal notranslate"><span class="pre">Particle</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.alias"><code class="docutils literal notranslate"><span class="pre">Particle.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.apply"><code class="docutils literal notranslate"><span class="pre">Particle.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.default_size"><code class="docutils literal notranslate"><span class="pre">Particle.default_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.direction"><code class="docutils literal notranslate"><span class="pre">Particle.direction</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.element_class"><code class="docutils literal notranslate"><span class="pre">Particle.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.elements"><code class="docutils literal notranslate"><span class="pre">Particle.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.isa"><code class="docutils literal notranslate"><span class="pre">Particle.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.n_elements"><code class="docutils literal notranslate"><span class="pre">Particle.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.params"><code class="docutils literal notranslate"><span class="pre">Particle.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.position"><code class="docutils literal notranslate"><span class="pre">Particle.position</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.regester"><code class="docutils literal notranslate"><span class="pre">Particle.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.regester_map"><code class="docutils literal notranslate"><span class="pre">Particle.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.update_vilocity"><code class="docutils literal notranslate"><span class="pre">Particle.update_vilocity()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.update_vilocity_by_fame"><code class="docutils literal notranslate"><span class="pre">Particle.update_vilocity_by_fame()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle.velocity"><code class="docutils literal notranslate"><span class="pre">Particle.velocity</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.alias"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.apply"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.backup"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.backup()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.best_fitness"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.best_fitness</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.default_size"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.default_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.element_class"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.elements"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.init"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.init()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.isa"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.move"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.move()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.n_elements"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.params"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.regester"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.regester_map"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.transition"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.transition()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm.update_hall_of_fame"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm.update_hall_of_fame()</span></code></a></li>
-</ul>
-</li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.BaseParticle"><code class="docutils literal notranslate"><span class="pre">BaseParticle</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.DiscreteParticleSwarm"><code class="docutils literal notranslate"><span class="pre">DiscreteParticleSwarm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.Particle"><code class="docutils literal notranslate"><span class="pre">Particle</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.ParticleSwarm"><code class="docutils literal notranslate"><span class="pre">ParticleSwarm</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.pso.random"><code class="docutils literal notranslate"><span class="pre">random()</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.saga">pyrimidine.saga module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.alias"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.apply"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.desire"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual.desire</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.elements"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.isa"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.mate_prob"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual.mate_prob</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.mutate_prob"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual.mutate_prob</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.n_elements"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.params"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.regester"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual.regester_map"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual.regester_map()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.RankingIndividual"><code class="docutils literal notranslate"><span class="pre">RankingIndividual</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.RankingIndividual.alias"><code class="docutils literal notranslate"><span class="pre">RankingIndividual.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.RankingIndividual.apply"><code class="docutils literal notranslate"><span class="pre">RankingIndividual.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.RankingIndividual.elements"><code class="docutils literal notranslate"><span class="pre">RankingIndividual.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.RankingIndividual.isa"><code class="docutils literal notranslate"><span class="pre">RankingIndividual.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.RankingIndividual.n_elements"><code class="docutils literal notranslate"><span class="pre">RankingIndividual.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.RankingIndividual.params"><code class="docutils literal notranslate"><span class="pre">RankingIndividual.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.RankingIndividual.ranking"><code class="docutils literal notranslate"><span class="pre">RankingIndividual.ranking</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.RankingIndividual.regester"><code class="docutils literal notranslate"><span class="pre">RankingIndividual.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.RankingIndividual.regester_map"><code class="docutils literal notranslate"><span class="pre">RankingIndividual.regester_map()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation"><code class="docutils literal notranslate"><span class="pre">SSAPopulation</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.alias"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.apply"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.doom"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.doom()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.elements"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.is_crowd"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.is_crowd()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.isa"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.match"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.match()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.mate"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.mate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.params"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.regester"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.select"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.select()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation.transition"><code class="docutils literal notranslate"><span class="pre">SSAPopulation.transition()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.alias"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.apply"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.desire"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.desire</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.element_class"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.element_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.elements"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.isa"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.mate"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.mate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.mate_prob"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.mate_prob</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.mutate"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.mutate_prob"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.mutate_prob</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.n_elements"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.params"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.regester"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.regester_map"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual.trait"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual.trait</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.qga">pyrimidine.qga module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.qga.QuantumPopulation"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation</span></code></a></li>
 </ul>
 </li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.saga">pyrimidine.saga module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.BaseSelfAdaptiveIndividual"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.RankingIndividual"><code class="docutils literal notranslate"><span class="pre">RankingIndividual</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SSAPopulation"><code class="docutils literal notranslate"><span class="pre">SSAPopulation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.SelfAdaptiveIndividual"><code class="docutils literal notranslate"><span class="pre">SelfAdaptiveIndividual</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.lim"><code class="docutils literal notranslate"><span class="pre">lim()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.saga.random"><code class="docutils literal notranslate"><span class="pre">random()</span></code></a></li>
 </ul>
 </li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.studga">pyrimidine.studga module</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.studga.StudPopulation"><code class="docutils literal notranslate"><span class="pre">StudPopulation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.studga.random"><code class="docutils literal notranslate"><span class="pre">random()</span></code></a></li>
+</ul>
+</li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.html#module-pyrimidine.utils">pyrimidine.utils module</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.utils.boltzmann_select"><code class="docutils literal notranslate"><span class="pre">boltzmann_select()</span></code></a></li>
 <li class="toctree-l3"><a class="reference internal" href="pyrimidine.html#pyrimidine.utils.choice"><code class="docutils literal notranslate"><span class="pre">choice()</span></code></a></li>
@@ -1035,7 +300,7 @@ <h3>Navigation</h3>
           <a href="Media.html" title="Misc"
              >previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-        <li class="nav-item nav-item-this"><a href="">pyrimidine</a></li> 
+        <li class="nav-item nav-item-this"><a href="">Modules of <cite>pyrimidine</cite></a></li> 
       </ul>
     </div>
     <div class="footer" role="contentinfo">
diff --git a/docs/build/html/objects.inv b/docs/build/html/objects.inv
index 4285b03..24614d5 100644
Binary files a/docs/build/html/objects.inv and b/docs/build/html/objects.inv differ
diff --git a/docs/build/html/py-modindex.html b/docs/build/html/py-modindex.html
index f70792c..d7549e5 100644
--- a/docs/build/html/py-modindex.html
+++ b/docs/build/html/py-modindex.html
@@ -204,11 +204,21 @@ <h1>Python Module Index</h1>
        <td>&#160;&#160;&#160;
        <a href="pyrimidine.html#module-pyrimidine.pso"><code class="xref">pyrimidine.pso</code></a></td><td>
        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="pyrimidine.html#module-pyrimidine.qga"><code class="xref">pyrimidine.qga</code></a></td><td>
+       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;
        <a href="pyrimidine.html#module-pyrimidine.saga"><code class="xref">pyrimidine.saga</code></a></td><td>
        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="pyrimidine.html#module-pyrimidine.studga"><code class="xref">pyrimidine.studga</code></a></td><td>
+       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;
diff --git a/docs/build/html/pyrimidine.benchmarks.html b/docs/build/html/pyrimidine.benchmarks.html
index ec7d9b6..8d1c7d3 100644
--- a/docs/build/html/pyrimidine.benchmarks.html
+++ b/docs/build/html/pyrimidine.benchmarks.html
@@ -5,7 +5,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>pyrimidine.benchmarks package &#8212; pyrimidine 1.7 documentation</title>
+    <title>pyrimidine.benchmarks subpackage &#8212; pyrimidine 1.7 documentation</title>
     <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=4848ba22" />
     <link rel="stylesheet" type="text/css" href="_static/pyramid.css?v=310c80ee" />
     <script src="_static/documentation_options.js?v=392da36c"></script>
@@ -13,7 +13,7 @@
     <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="pyrimidine.learn package" href="pyrimidine.learn.html" />
+    <link rel="next" title="pyrimidine.learn subpackage" href="pyrimidine.learn.html" />
     <link rel="prev" title="pyrimidine package" href="pyrimidine.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Nobile:regular,italic,bold,bolditalic&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
@@ -33,15 +33,15 @@ <h3>Navigation</h3>
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
         <li class="right" >
-          <a href="pyrimidine.learn.html" title="pyrimidine.learn package"
+          <a href="pyrimidine.learn.html" title="pyrimidine.learn subpackage"
              accesskey="N">next</a> |</li>
         <li class="right" >
           <a href="pyrimidine.html" title="pyrimidine package"
              accesskey="P">previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-          <li class="nav-item nav-item-1"><a href="Modules.html" >pyrimidine</a> &#187;</li>
+          <li class="nav-item nav-item-1"><a href="Modules.html" >Modules of <cite>pyrimidine</cite></a> &#187;</li>
           <li class="nav-item nav-item-2"><a href="pyrimidine.html" accesskey="U">pyrimidine package</a> &#187;</li>
-        <li class="nav-item nav-item-this"><a href="">pyrimidine.benchmarks package</a></li> 
+        <li class="nav-item nav-item-this"><a href="">pyrimidine.benchmarks subpackage</a></li> 
       </ul>
     </div>  
 
@@ -50,11 +50,8 @@ <h3>Navigation</h3>
         <div class="bodywrapper">
           <div class="body" role="main">
             
-  <section id="pyrimidine-benchmarks-package">
-<h1>pyrimidine.benchmarks package<a class="headerlink" href="#pyrimidine-benchmarks-package" title="Link to this heading">¶</a></h1>
-<section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
-</section>
+  <section id="pyrimidine-benchmarks-subpackage">
+<h1>pyrimidine.benchmarks subpackage<a class="headerlink" href="#pyrimidine-benchmarks-subpackage" title="Link to this heading">¶</a></h1>
 <section id="module-pyrimidine.benchmarks.approximation">
 <span id="pyrimidine-benchmarks-approximation-module"></span><h2>pyrimidine.benchmarks.approximation module<a class="headerlink" href="#module-pyrimidine.benchmarks.approximation" title="Link to this heading">¶</a></h2>
 <dl class="py class">
@@ -377,8 +374,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
   <div>
     <h3><a href="index.html">Table of Contents</a></h3>
     <ul>
-<li><a class="reference internal" href="#">pyrimidine.benchmarks package</a><ul>
-<li><a class="reference internal" href="#submodules">Submodules</a></li>
+<li><a class="reference internal" href="#">pyrimidine.benchmarks subpackage</a><ul>
 <li><a class="reference internal" href="#module-pyrimidine.benchmarks.approximation">pyrimidine.benchmarks.approximation module</a><ul>
 <li><a class="reference internal" href="#pyrimidine.benchmarks.approximation.Function1DApproximation"><code class="docutils literal notranslate"><span class="pre">Function1DApproximation</span></code></a></li>
 <li><a class="reference internal" href="#pyrimidine.benchmarks.approximation.lin_comb"><code class="docutils literal notranslate"><span class="pre">lin_comb()</span></code></a></li>
@@ -494,7 +490,7 @@ <h4>Previous topic</h4>
   <div>
     <h4>Next topic</h4>
     <p class="topless"><a href="pyrimidine.learn.html"
-                          title="next chapter">pyrimidine.learn package</a></p>
+                          title="next chapter">pyrimidine.learn subpackage</a></p>
   </div>
   <div role="note" aria-label="source link">
     <h3>This Page</h3>
@@ -527,15 +523,15 @@ <h3>Navigation</h3>
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
         <li class="right" >
-          <a href="pyrimidine.learn.html" title="pyrimidine.learn package"
+          <a href="pyrimidine.learn.html" title="pyrimidine.learn subpackage"
              >next</a> |</li>
         <li class="right" >
           <a href="pyrimidine.html" title="pyrimidine package"
              >previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-          <li class="nav-item nav-item-1"><a href="Modules.html" >pyrimidine</a> &#187;</li>
+          <li class="nav-item nav-item-1"><a href="Modules.html" >Modules of <cite>pyrimidine</cite></a> &#187;</li>
           <li class="nav-item nav-item-2"><a href="pyrimidine.html" >pyrimidine package</a> &#187;</li>
-        <li class="nav-item nav-item-this"><a href="">pyrimidine.benchmarks package</a></li> 
+        <li class="nav-item nav-item-this"><a href="">pyrimidine.benchmarks subpackage</a></li> 
       </ul>
     </div>
     <div class="footer" role="contentinfo">
diff --git a/docs/build/html/pyrimidine.html b/docs/build/html/pyrimidine.html
index c0c0f26..3c1a10a 100644
--- a/docs/build/html/pyrimidine.html
+++ b/docs/build/html/pyrimidine.html
@@ -13,8 +13,8 @@
     <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="pyrimidine.benchmarks package" href="pyrimidine.benchmarks.html" />
-    <link rel="prev" title="pyrimidine" href="Modules.html" />
+    <link rel="next" title="pyrimidine.benchmarks subpackage" href="pyrimidine.benchmarks.html" />
+    <link rel="prev" title="Modules of pyrimidine" href="Modules.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Nobile:regular,italic,bold,bolditalic&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
 <!--[if lte IE 6]>
@@ -33,13 +33,13 @@ <h3>Navigation</h3>
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
         <li class="right" >
-          <a href="pyrimidine.benchmarks.html" title="pyrimidine.benchmarks package"
+          <a href="pyrimidine.benchmarks.html" title="pyrimidine.benchmarks subpackage"
              accesskey="N">next</a> |</li>
         <li class="right" >
-          <a href="Modules.html" title="pyrimidine"
+          <a href="Modules.html" title="Modules of pyrimidine"
              accesskey="P">previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-          <li class="nav-item nav-item-1"><a href="Modules.html" accesskey="U">pyrimidine</a> &#187;</li>
+          <li class="nav-item nav-item-1"><a href="Modules.html" accesskey="U">Modules of <cite>pyrimidine</cite></a> &#187;</li>
         <li class="nav-item nav-item-this"><a href="">pyrimidine package</a></li> 
       </ul>
     </div>  
@@ -51,225 +51,37 @@ <h3>Navigation</h3>
             
   <section id="pyrimidine-package">
 <h1>pyrimidine package<a class="headerlink" href="#pyrimidine-package" title="Link to this heading">¶</a></h1>
+<p>pyrimidine is a competitive framework for genetic algorithms</p>
 <section id="subpackages">
 <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading">¶</a></h2>
 <div class="toctree-wrapper compound">
+<p class="caption" role="heading"><span class="caption-text">Submodules</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="pyrimidine.benchmarks.html">pyrimidine.benchmarks package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.approximation">pyrimidine.benchmarks.approximation module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.approximation.Function1DApproximation"><code class="docutils literal notranslate"><span class="pre">Function1DApproximation</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.approximation.lin_comb"><code class="docutils literal notranslate"><span class="pre">lin_comb()</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="pyrimidine.benchmarks.html">pyrimidine.benchmarks subpackage</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.approximation">pyrimidine.benchmarks.approximation module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.cluster">pyrimidine.benchmarks.cluster module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.fitting">pyrimidine.benchmarks.fitting module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.linear_model">pyrimidine.benchmarks.linear_model module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.matrix">pyrimidine.benchmarks.matrix module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.neural_network">pyrimidine.benchmarks.neural_network module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.optimization">pyrimidine.benchmarks.optimization module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.others">pyrimidine.benchmarks.others module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.special">pyrimidine.benchmarks.special module</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.cluster">pyrimidine.benchmarks.cluster module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.cluster.KMeans"><code class="docutils literal notranslate"><span class="pre">KMeans</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.cluster.KMeans.random"><code class="docutils literal notranslate"><span class="pre">KMeans.random()</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="pyrimidine.learn.html">pyrimidine.learn subpackage</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.learn.html#module-pyrimidine.learn.linear_regression">pyrimidine.learn.linear_regression module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.learn.html#module-pyrimidine.learn.neural_network">pyrimidine.learn.neural_network module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.learn.html#module-pyrimidine.learn.cluster">pyrimidine.learn.cluster module</a></li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="pyrimidine.local_search.html">pyrimidine.local_search subpackage</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.local_search.html#module-pyrimidine.local_search.random_walk">pyrimidine.local_search.random_walk module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.local_search.html#module-pyrimidine.local_search.simulated_annealing">pyrimidine.local_search.simulated_annealing module</a></li>
+<li class="toctree-l2"><a class="reference internal" href="pyrimidine.local_search.html#module-pyrimidine.local_search.tabu_search">pyrimidine.local_search.tabu_search module</a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.fitting">pyrimidine.benchmarks.fitting module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.fitting.CurveFitting"><code class="docutils literal notranslate"><span class="pre">CurveFitting</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.fitting.CurveFitting.fit"><code class="docutils literal notranslate"><span class="pre">CurveFitting.fit()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.fitting.Fitting"><code class="docutils literal notranslate"><span class="pre">Fitting</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.fitting.Fitting.fit"><code class="docutils literal notranslate"><span class="pre">Fitting.fit()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.fitting.Fitting.random"><code class="docutils literal notranslate"><span class="pre">Fitting.random()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.fitting.Painting"><code class="docutils literal notranslate"><span class="pre">Painting</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.fitting.Painting.fit"><code class="docutils literal notranslate"><span class="pre">Painting.fit()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.fitting.Painting.toimage"><code class="docutils literal notranslate"><span class="pre">Painting.toimage()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.fitting.basis"><code class="docutils literal notranslate"><span class="pre">basis()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.linear_model">pyrimidine.benchmarks.linear_model module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.linear_model.fun"><code class="docutils literal notranslate"><span class="pre">fun()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.linear_model.lsq"><code class="docutils literal notranslate"><span class="pre">lsq()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.matrix">pyrimidine.benchmarks.matrix module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.matrix.NMF"><code class="docutils literal notranslate"><span class="pre">NMF</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.matrix.NMF.random"><code class="docutils literal notranslate"><span class="pre">NMF.random()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.neural_network">pyrimidine.benchmarks.neural_network module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.neural_network.MLP"><code class="docutils literal notranslate"><span class="pre">MLP</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.neural_network.MLP.random"><code class="docutils literal notranslate"><span class="pre">MLP.random()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.neural_network.RNN"><code class="docutils literal notranslate"><span class="pre">RNN</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.neural_network.RNN.random"><code class="docutils literal notranslate"><span class="pre">RNN.random()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.optimization">pyrimidine.benchmarks.optimization module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.CurvePath"><code class="docutils literal notranslate"><span class="pre">CurvePath</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.FacilityLayout"><code class="docutils literal notranslate"><span class="pre">FacilityLayout</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.FacilityLayout.random"><code class="docutils literal notranslate"><span class="pre">FacilityLayout.random()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.Knapsack"><code class="docutils literal notranslate"><span class="pre">Knapsack</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.Knapsack.argsort"><code class="docutils literal notranslate"><span class="pre">Knapsack.argsort()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.Knapsack.example"><code class="docutils literal notranslate"><span class="pre">Knapsack.example()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.Knapsack.n_bags"><code class="docutils literal notranslate"><span class="pre">Knapsack.n_bags</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.Knapsack.random"><code class="docutils literal notranslate"><span class="pre">Knapsack.random()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.Knapsack.sorted"><code class="docutils literal notranslate"><span class="pre">Knapsack.sorted</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.MLE"><code class="docutils literal notranslate"><span class="pre">MLE</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.MLE.random"><code class="docutils literal notranslate"><span class="pre">MLE.random()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.MinSpanningTree"><code class="docutils literal notranslate"><span class="pre">MinSpanningTree</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.MixMLE"><code class="docutils literal notranslate"><span class="pre">MixMLE</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.MixMLE.logpdf"><code class="docutils literal notranslate"><span class="pre">MixMLE.logpdf()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.MixMLE.random"><code class="docutils literal notranslate"><span class="pre">MixMLE.random()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.MultiKnapsack"><code class="docutils literal notranslate"><span class="pre">MultiKnapsack</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.MultiKnapsack.argsort"><code class="docutils literal notranslate"><span class="pre">MultiKnapsack.argsort()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.MultiKnapsack.random"><code class="docutils literal notranslate"><span class="pre">MultiKnapsack.random()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.ShortestPath"><code class="docutils literal notranslate"><span class="pre">ShortestPath</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.optimization.ShortestPath.random"><code class="docutils literal notranslate"><span class="pre">ShortestPath.random()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.others">pyrimidine.benchmarks.others module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.others.Kantorovich"><code class="docutils literal notranslate"><span class="pre">Kantorovich</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.benchmarks.html#module-pyrimidine.benchmarks.special">pyrimidine.benchmarks.special module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.special.alpine"><code class="docutils literal notranslate"><span class="pre">alpine()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.special.griewangk"><code class="docutils literal notranslate"><span class="pre">griewangk()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.special.hansen"><code class="docutils literal notranslate"><span class="pre">hansen()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.special.michalewiez"><code class="docutils literal notranslate"><span class="pre">michalewiez()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.special.rastrigrin"><code class="docutils literal notranslate"><span class="pre">rastrigrin()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.special.rosenbrock"><code class="docutils literal notranslate"><span class="pre">rosenbrock()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.benchmarks.html#pyrimidine.benchmarks.special.schaffer"><code class="docutils literal notranslate"><span class="pre">schaffer()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="pyrimidine.learn.html">pyrimidine.learn package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.learn.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine-learn-linear-regression-module">pyrimidine.learn.linear_regression module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.linear_regression.GALinearRegression"><code class="docutils literal notranslate"><span class="pre">GALinearRegression</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.linear_regression.GALinearRegression.config"><code class="docutils literal notranslate"><span class="pre">GALinearRegression.config()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.linear_regression.GALinearRegression.create_model"><code class="docutils literal notranslate"><span class="pre">GALinearRegression.create_model()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.linear_regression.GALinearRegression.estimated_params"><code class="docutils literal notranslate"><span class="pre">GALinearRegression.estimated_params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.linear_regression.GALinearRegression.set_fit_request"><code class="docutils literal notranslate"><span class="pre">GALinearRegression.set_fit_request()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.linear_regression.GALinearRegression.set_score_request"><code class="docutils literal notranslate"><span class="pre">GALinearRegression.set_score_request()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine-learn-neural-network-module">pyrimidine.learn.neural_network module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.neural_network.GAMLPRegressor"><code class="docutils literal notranslate"><span class="pre">GAMLPRegressor</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.neural_network.GAMLPRegressor.config"><code class="docutils literal notranslate"><span class="pre">GAMLPRegressor.config()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.neural_network.GAMLPRegressor.create_model"><code class="docutils literal notranslate"><span class="pre">GAMLPRegressor.create_model()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.neural_network.GAMLPRegressor.estimated_params"><code class="docutils literal notranslate"><span class="pre">GAMLPRegressor.estimated_params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.neural_network.GAMLPRegressor.hidden_dim"><code class="docutils literal notranslate"><span class="pre">GAMLPRegressor.hidden_dim</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.neural_network.GAMLPRegressor.max_iter"><code class="docutils literal notranslate"><span class="pre">GAMLPRegressor.max_iter</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.neural_network.GAMLPRegressor.n_layers"><code class="docutils literal notranslate"><span class="pre">GAMLPRegressor.n_layers</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.neural_network.GAMLPRegressor.set_fit_request"><code class="docutils literal notranslate"><span class="pre">GAMLPRegressor.set_fit_request()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.neural_network.GAMLPRegressor.set_score_request"><code class="docutils literal notranslate"><span class="pre">GAMLPRegressor.set_score_request()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.learn.html#module-pyrimidine.learn.cluster">pyrimidine.learn.cluster module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.cluster.GAKmeans"><code class="docutils literal notranslate"><span class="pre">GAKmeans</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.cluster.GAKmeans.config"><code class="docutils literal notranslate"><span class="pre">GAKmeans.config()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.cluster.GAKmeans.create_model"><code class="docutils literal notranslate"><span class="pre">GAKmeans.create_model()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.cluster.GAKmeans.estimated_params"><code class="docutils literal notranslate"><span class="pre">GAKmeans.estimated_params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.cluster.GAKmeans.set_fit_request"><code class="docutils literal notranslate"><span class="pre">GAKmeans.set_fit_request()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.learn.html#pyrimidine.learn.cluster.GAKmeans.set_score_request"><code class="docutils literal notranslate"><span class="pre">GAKmeans.set_score_request()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="pyrimidine.local_search.html">pyrimidine.local_search package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.local_search.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.local_search.html#module-pyrimidine.local_search.random_walk">pyrimidine.local_search.random_walk module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.random_walk.RandomWalk"><code class="docutils literal notranslate"><span class="pre">RandomWalk</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.random_walk.RandomWalk.mutate"><code class="docutils literal notranslate"><span class="pre">RandomWalk.mutate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.random_walk.RandomWalk.params"><code class="docutils literal notranslate"><span class="pre">RandomWalk.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.random_walk.RandomWalk.transit"><code class="docutils literal notranslate"><span class="pre">RandomWalk.transit()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.local_search.html#module-pyrimidine.local_search.simulated_annealing">pyrimidine.local_search.simulated_annealing module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.simulated_annealing.SimulatedAnnealing"><code class="docutils literal notranslate"><span class="pre">SimulatedAnnealing</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.simulated_annealing.SimulatedAnnealing.params"><code class="docutils literal notranslate"><span class="pre">SimulatedAnnealing.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.simulated_annealing.SimulatedAnnealing.alias"><code class="docutils literal notranslate"><span class="pre">SimulatedAnnealing.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.simulated_annealing.SimulatedAnnealing.apply"><code class="docutils literal notranslate"><span class="pre">SimulatedAnnealing.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.simulated_annealing.SimulatedAnnealing.elements"><code class="docutils literal notranslate"><span class="pre">SimulatedAnnealing.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.simulated_annealing.SimulatedAnnealing.isa"><code class="docutils literal notranslate"><span class="pre">SimulatedAnnealing.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.simulated_annealing.SimulatedAnnealing.move"><code class="docutils literal notranslate"><span class="pre">SimulatedAnnealing.move()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.simulated_annealing.SimulatedAnnealing.n_elements"><code class="docutils literal notranslate"><span class="pre">SimulatedAnnealing.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#id0"><code class="docutils literal notranslate"><span class="pre">SimulatedAnnealing.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.simulated_annealing.SimulatedAnnealing.regester"><code class="docutils literal notranslate"><span class="pre">SimulatedAnnealing.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.simulated_annealing.SimulatedAnnealing.regester_map"><code class="docutils literal notranslate"><span class="pre">SimulatedAnnealing.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.simulated_annealing.SimulatedAnnealing.transition"><code class="docutils literal notranslate"><span class="pre">SimulatedAnnealing.transition()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.local_search.html#module-pyrimidine.local_search.tabu_search">pyrimidine.local_search.tabu_search module</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.alias"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.apply"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.backup"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.backup()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.copy"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.copy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.elements"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.fitness"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.fitness</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.get_neighbour"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.get_neighbour()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.init"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.init()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.isa"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.memory"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.memory</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.n_elements"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.params"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.regester"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.regester_map"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.regester_map()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.set_memory"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.set_memory()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.solution"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.solution</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.transition"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.transition()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.BaseTabuSearch.update_tabu_list"><code class="docutils literal notranslate"><span class="pre">BaseTabuSearch.update_tabu_list()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.SimpleTabuSearch"><code class="docutils literal notranslate"><span class="pre">SimpleTabuSearch</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.SimpleTabuSearch.alias"><code class="docutils literal notranslate"><span class="pre">SimpleTabuSearch.alias</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.SimpleTabuSearch.apply"><code class="docutils literal notranslate"><span class="pre">SimpleTabuSearch.apply()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.SimpleTabuSearch.elements"><code class="docutils literal notranslate"><span class="pre">SimpleTabuSearch.elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.SimpleTabuSearch.get_neighbour"><code class="docutils literal notranslate"><span class="pre">SimpleTabuSearch.get_neighbour()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.SimpleTabuSearch.isa"><code class="docutils literal notranslate"><span class="pre">SimpleTabuSearch.isa()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.SimpleTabuSearch.n_elements"><code class="docutils literal notranslate"><span class="pre">SimpleTabuSearch.n_elements</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.SimpleTabuSearch.params"><code class="docutils literal notranslate"><span class="pre">SimpleTabuSearch.params</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.SimpleTabuSearch.regester"><code class="docutils literal notranslate"><span class="pre">SimpleTabuSearch.regester()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.SimpleTabuSearch.regester_map"><code class="docutils literal notranslate"><span class="pre">SimpleTabuSearch.regester_map()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="pyrimidine.local_search.html#pyrimidine.local_search.tabu_search.random"><code class="docutils literal notranslate"><span class="pre">random()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="pyrimidine.misc.html">pyrimidine.misc package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="pyrimidine.misc.html#submodules">Submodules</a></li>
+<li class="toctree-l1"><a class="reference internal" href="pyrimidine.misc.html">pyrimidine.misc subpackage</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.misc.html#pyrimidine-misc-aco-module">pyrimidine.misc.aco module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.misc.html#pyrimidine-misc-ba-module">pyrimidine.misc.ba module</a></li>
 <li class="toctree-l2"><a class="reference internal" href="pyrimidine.misc.html#pyrimidine-misc-fa-module">pyrimidine.misc.fa module</a></li>
@@ -2336,7 +2148,7 @@ <h2>pyrimidine.aco module<a class="headerlink" href="#pyrimidine-aco-module" tit
 <span id="pyrimidine-es-module"></span><h2>pyrimidine.es module<a class="headerlink" href="#module-pyrimidine.es" title="Link to this heading">¶</a></h2>
 <p>(mu + lambda) - Evolution Strategy</p>
 <p><em>References</em>
-Rechenberg, I. 1973. Evolutionsstrategie – Optimierung technischer Systeme nach Prinzipien der biologischen Evolution, Frommann-Holzboog.</p>
+Rechenberg, I. 1973. Evolutions strategie – Optimierung technischer Systeme nach Prinzipien der biologischen Evolution, Frommann-Holzboog.</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="pyrimidine.es.EvolutionStrategy">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyrimidine.es.</span></span><span class="sig-name descname"><span class="pre">EvolutionStrategy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.es.EvolutionStrategy" title="Link to this definition">¶</a></dt>
@@ -2582,9 +2394,6 @@ <h2>pyrimidine.aco module<a class="headerlink" href="#pyrimidine-aco-module" tit
 
 </dd></dl>
 
-</section>
-<section id="pyrimidine-gsa-module">
-<h2>pyrimidine.gsa module<a class="headerlink" href="#pyrimidine-gsa-module" title="Link to this heading">¶</a></h2>
 </section>
 <section id="module-pyrimidine.individual">
 <span id="pyrimidine-individual-module"></span><h2>pyrimidine.individual module<a class="headerlink" href="#module-pyrimidine.individual" title="Link to this heading">¶</a></h2>
@@ -3240,9 +3049,9 @@ <h2>pyrimidine.gsa module<a class="headerlink" href="#pyrimidine-gsa-module" tit
 </dd></dl>
 
 </section>
-<section id="pyrimidine-multipopulation-module">
-<h2>pyrimidine.multipopulation module<a class="headerlink" href="#pyrimidine-multipopulation-module" title="Link to this heading">¶</a></h2>
-<dl class="py class" id="module-pyrimidine.multipopulation">
+<section id="module-pyrimidine.multipopulation">
+<span id="pyrimidine-multipopulation-module"></span><h2>pyrimidine.multipopulation module<a class="headerlink" href="#module-pyrimidine.multipopulation" title="Link to this heading">¶</a></h2>
+<dl class="py class">
 <dt class="sig sig-object py" id="pyrimidine.multipopulation.DualPopulation">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyrimidine.multipopulation.</span></span><span class="sig-name descname"><span class="pre">DualPopulation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.multipopulation.DualPopulation" title="Link to this definition">¶</a></dt>
 <dd><p>Bases: <a class="reference internal" href="#pyrimidine.multipopulation.MultiPopulation" title="pyrimidine.multipopulation.MultiPopulation"><code class="xref py py-class docutils literal notranslate"><span class="pre">MultiPopulation</span></code></a></p>
@@ -3486,7 +3295,7 @@ <h2>pyrimidine.multipopulation module<a class="headerlink" href="#pyrimidine-mul
 </section>
 <section id="module-pyrimidine.optimize">
 <span id="pyrimidine-optimize-module"></span><h2>pyrimidine.optimize module<a class="headerlink" href="#module-pyrimidine.optimize" title="Link to this heading">¶</a></h2>
-<p>Optimization Helpers for GA.</p>
+<p>Helpers for the optimization based on GA.</p>
 <p>Users can use the following example to optimize a multivariate function by GA directly
 without encoding the solutions to chromosomes or individuals.</p>
 <p class="rubric">Example</p>
@@ -3528,7 +3337,7 @@ <h2>pyrimidine.multipopulation module<a class="headerlink" href="#pyrimidine-mul
 <li><p><strong>{function}</strong> (<em>func</em>) – objective function defined on R^n</p></li>
 <li><p><strong>xlim</strong> – the intervals of xi</p></li>
 <li><p><strong>decode</strong> – transform a binary sequence to a real number
-(‘0-1’ sequence, lower_bound, upper_bound) <a href="#id20"><span class="problematic" id="id21">|</span></a>-&gt; xi</p></li>
+(‘0-1’ sequence, lower_bound, upper_bound) mapsto xi</p></li>
 <li><p><strong>population_size</strong> – size of the population</p></li>
 <li><p><strong>size</strong> – the length of the encoding of xi</p></li>
 </ul>
@@ -3548,7 +3357,7 @@ <h2>pyrimidine.multipopulation module<a class="headerlink" href="#pyrimidine-mul
 <li><p><strong>{function}</strong> (<em>func</em>) – objective function defined on R^n</p></li>
 <li><p><strong>pairs}</strong> (<em>xlim {tuple</em><em> of </em><em>number</em>) – the intervals of xi</p></li>
 <li><p><strong>{mapping}</strong> (<em>decode</em>) – transform a binary sequence to a real number
-(‘0-1’ sequence, lower_bound, upper_bound) <a href="#id22"><span class="problematic" id="id23">|</span></a>-&gt; xi</p></li>
+(‘0-1’ sequence, lower_bound, upper_bound) mapsto xi</p></li>
 <li><p><strong>{int}</strong> (<em>population_size</em>) – size of the population</p></li>
 <li><p><strong>int}</strong> (<em>size {int</em><em> or </em><em>tuple of</em>) – the length of the encoding of xi</p></li>
 </ul>
@@ -3568,7 +3377,7 @@ <h2>pyrimidine.multipopulation module<a class="headerlink" href="#pyrimidine-mul
 <li><p><strong>func</strong> – objective function defined on R</p></li>
 <li><p><strong>numbers}</strong> (<em>xlim {pair of</em>) – the interval of x</p></li>
 <li><p><strong>decode</strong> – transform a binary sequence to a real number
-(‘0-1’ sequence, lower_bound, upper_bound) <a href="#id24"><span class="problematic" id="id25">|</span></a>-&gt; xi</p></li>
+(‘0-1’ sequence, lower_bound, upper_bound) mapsto xi</p></li>
 <li><p><strong>{int}</strong> (<em>size</em>) – size of the population</p></li>
 <li><p><strong>{int}</strong> – the length of the encoding of x</p></li>
 </ul>
@@ -4523,6 +4332,78 @@ <h2>pyrimidine.multipopulation module<a class="headerlink" href="#pyrimidine-mul
 <span class="sig-prename descclassname"><span class="pre">pyrimidine.pso.</span></span><span class="sig-name descname"><span class="pre">random</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">x</span> <span class="pre">in</span> <span class="pre">the</span> <span class="pre">interval</span> <span class="pre">[0,</span> <span class="pre">1).</span></span></span><a class="headerlink" href="#pyrimidine.pso.random" title="Link to this definition">¶</a></dt>
 <dd></dd></dl>
 
+</section>
+<section id="module-pyrimidine.qga">
+<span id="pyrimidine-qga-module"></span><h2>pyrimidine.qga module<a class="headerlink" href="#module-pyrimidine.qga" title="Link to this heading">¶</a></h2>
+<dl class="py class">
+<dt class="sig sig-object py" id="pyrimidine.qga.QuantumPopulation">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyrimidine.qga.</span></span><span class="sig-name descname"><span class="pre">QuantumPopulation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.qga.QuantumPopulation" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#pyrimidine.population.HOFPopulation" title="pyrimidine.population.HOFPopulation"><code class="xref py py-class docutils literal notranslate"><span class="pre">HOFPopulation</span></code></a></p>
+<p>Population for quantum QA</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="pyrimidine.qga.QuantumPopulation.alias">
+<span class="sig-name descname"><span class="pre">alias</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'best_individuals':</span> <span class="pre">'best_elements',</span> <span class="pre">'get_best_individual':</span> <span class="pre">'get_best_element',</span> <span class="pre">'get_best_individuals':</span> <span class="pre">'get_best_elements',</span> <span class="pre">'hof':</span> <span class="pre">'hall_of_fame',</span> <span class="pre">'individuals':</span> <span class="pre">'elements',</span> <span class="pre">'n_individuals':</span> <span class="pre">'n_elements',</span> <span class="pre">'worst_individual':</span> <span class="pre">'worst_element'}</span></em><a class="headerlink" href="#pyrimidine.qga.QuantumPopulation.alias" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="pyrimidine.qga.QuantumPopulation.apply">
+<span class="sig-name descname"><span class="pre">apply</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">f</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.qga.QuantumPopulation.apply" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="pyrimidine.qga.QuantumPopulation.backup">
+<span class="sig-name descname"><span class="pre">backup</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.qga.QuantumPopulation.backup" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="pyrimidine.qga.QuantumPopulation.default_size">
+<span class="sig-name descname"><span class="pre">default_size</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">20</span></em><a class="headerlink" href="#pyrimidine.qga.QuantumPopulation.default_size" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="pyrimidine.qga.QuantumPopulation.element_class">
+<span class="sig-name descname"><span class="pre">element_class</span></span><a class="headerlink" href="#pyrimidine.qga.QuantumPopulation.element_class" title="Link to this definition">¶</a></dt>
+<dd><p>alias of <code class="xref py py-class docutils literal notranslate"><span class="pre">_Individual</span></code></p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="pyrimidine.qga.QuantumPopulation.elements">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">elements</span></span><a class="headerlink" href="#pyrimidine.qga.QuantumPopulation.elements" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="pyrimidine.qga.QuantumPopulation.isa">
+<span class="sig-name descname"><span class="pre">isa</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cls</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.qga.QuantumPopulation.isa" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="pyrimidine.qga.QuantumPopulation.n_elements">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">n_elements</span></span><a class="headerlink" href="#pyrimidine.qga.QuantumPopulation.n_elements" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="pyrimidine.qga.QuantumPopulation.params">
+<span class="sig-name descname"><span class="pre">params</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'hof_size':</span> <span class="pre">2,</span> <span class="pre">'mate_prob':</span> <span class="pre">0.75,</span> <span class="pre">'max_iter':</span> <span class="pre">100,</span> <span class="pre">'mutate_prob':</span> <span class="pre">0.2,</span> <span class="pre">'tourn_size':</span> <span class="pre">5}</span></em><a class="headerlink" href="#pyrimidine.qga.QuantumPopulation.params" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="pyrimidine.qga.QuantumPopulation.regester">
+<span class="sig-name descname"><span class="pre">regester</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">force</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.qga.QuantumPopulation.regester" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="pyrimidine.qga.QuantumPopulation.regester_map">
+<span class="sig-name descname"><span class="pre">regester_map</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">force</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.qga.QuantumPopulation.regester_map" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="pyrimidine.qga.QuantumPopulation.update_hall_of_fame">
+<span class="sig-name descname"><span class="pre">update_hall_of_fame</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.qga.QuantumPopulation.update_hall_of_fame" title="Link to this definition">¶</a></dt>
+<dd><p>Update the <cite>hall_of_fame</cite> after each step of evolution</p>
+</dd></dl>
+
+</dd></dl>
+
 </section>
 <section id="module-pyrimidine.saga">
 <span id="pyrimidine-saga-module"></span><h2>pyrimidine.saga module<a class="headerlink" href="#module-pyrimidine.saga" title="Link to this heading">¶</a></h2>
@@ -4832,6 +4713,70 @@ <h2>pyrimidine.multipopulation module<a class="headerlink" href="#pyrimidine-mul
 <span class="sig-prename descclassname"><span class="pre">pyrimidine.saga.</span></span><span class="sig-name descname"><span class="pre">random</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">x</span> <span class="pre">in</span> <span class="pre">the</span> <span class="pre">interval</span> <span class="pre">[0,</span> <span class="pre">1).</span></span></span><a class="headerlink" href="#pyrimidine.saga.random" title="Link to this definition">¶</a></dt>
 <dd></dd></dl>
 
+</section>
+<section id="module-pyrimidine.studga">
+<span id="pyrimidine-studga-module"></span><h2>pyrimidine.studga module<a class="headerlink" href="#module-pyrimidine.studga" title="Link to this heading">¶</a></h2>
+<p>The Stud GA</p>
+<p>References:
+Khatib, Wael and Peter John Fleming. “The Stud GA: A Mini Revolution?” Parallel Problem Solving from Nature (1998).</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="pyrimidine.studga.StudPopulation">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyrimidine.studga.</span></span><span class="sig-name descname"><span class="pre">StudPopulation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.studga.StudPopulation" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#pyrimidine.population.HOFPopulation" title="pyrimidine.population.HOFPopulation"><code class="xref py py-class docutils literal notranslate"><span class="pre">HOFPopulation</span></code></a></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="pyrimidine.studga.StudPopulation.alias">
+<span class="sig-name descname"><span class="pre">alias</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'best_individuals':</span> <span class="pre">'best_elements',</span> <span class="pre">'get_best_individual':</span> <span class="pre">'get_best_element',</span> <span class="pre">'get_best_individuals':</span> <span class="pre">'get_best_elements',</span> <span class="pre">'hof':</span> <span class="pre">'hall_of_fame',</span> <span class="pre">'individuals':</span> <span class="pre">'elements',</span> <span class="pre">'n_individuals':</span> <span class="pre">'n_elements',</span> <span class="pre">'worst_individual':</span> <span class="pre">'worst_element'}</span></em><a class="headerlink" href="#pyrimidine.studga.StudPopulation.alias" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="pyrimidine.studga.StudPopulation.apply">
+<span class="sig-name descname"><span class="pre">apply</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">f</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.studga.StudPopulation.apply" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="pyrimidine.studga.StudPopulation.elements">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">elements</span></span><a class="headerlink" href="#pyrimidine.studga.StudPopulation.elements" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="pyrimidine.studga.StudPopulation.isa">
+<span class="sig-name descname"><span class="pre">isa</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cls</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.studga.StudPopulation.isa" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="pyrimidine.studga.StudPopulation.mate">
+<span class="sig-name descname"><span class="pre">mate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">mate_prob</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.studga.StudPopulation.mate" title="Link to this definition">¶</a></dt>
+<dd><p>Mating in studGA</p>
+<p>individuals only mate with individuals in the hall of fame</p>
+</dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="pyrimidine.studga.StudPopulation.n_elements">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">n_elements</span></span><a class="headerlink" href="#pyrimidine.studga.StudPopulation.n_elements" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="pyrimidine.studga.StudPopulation.params">
+<span class="sig-name descname"><span class="pre">params</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'fame_size':</span> <span class="pre">2,</span> <span class="pre">'hof_size':</span> <span class="pre">2,</span> <span class="pre">'mate_prob':</span> <span class="pre">0.75,</span> <span class="pre">'max_iter':</span> <span class="pre">100,</span> <span class="pre">'mutate_prob':</span> <span class="pre">0.2,</span> <span class="pre">'tourn_size':</span> <span class="pre">5}</span></em><a class="headerlink" href="#pyrimidine.studga.StudPopulation.params" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="pyrimidine.studga.StudPopulation.regester">
+<span class="sig-name descname"><span class="pre">regester</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">force</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.studga.StudPopulation.regester" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="pyrimidine.studga.StudPopulation.regester_map">
+<span class="sig-name descname"><span class="pre">regester_map</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">force</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.studga.StudPopulation.regester_map" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="pyrimidine.studga.random">
+<span class="sig-prename descclassname"><span class="pre">pyrimidine.studga.</span></span><span class="sig-name descname"><span class="pre">random</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">x</span> <span class="pre">in</span> <span class="pre">the</span> <span class="pre">interval</span> <span class="pre">[0,</span> <span class="pre">1).</span></span></span><a class="headerlink" href="#pyrimidine.studga.random" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
 </section>
 <section id="module-pyrimidine.utils">
 <span id="pyrimidine-utils-module"></span><h2>pyrimidine.utils module<a class="headerlink" href="#module-pyrimidine.utils" title="Link to this heading">¶</a></h2>
@@ -4933,7 +4878,7 @@ <h2>pyrimidine.multipopulation module<a class="headerlink" href="#pyrimidine-mul
 </dl>
 <p class="rubric">Example</p>
 <p>&gt;&gt; pattern([[0,1,0], [1,0,0]])
-&gt;&gt; <a href="#id26"><span class="problematic" id="id27">**</span></a>0</p>
+&gt;&gt; <a href="#id20"><span class="problematic" id="id21">**</span></a>0</p>
 </dd></dl>
 
 <dl class="py function">
@@ -5471,7 +5416,6 @@ <h3><a href="index.html">Table of Contents</a></h3>
 </li>
 </ul>
 </li>
-<li><a class="reference internal" href="#pyrimidine-gsa-module">pyrimidine.gsa module</a></li>
 <li><a class="reference internal" href="#module-pyrimidine.individual">pyrimidine.individual module</a><ul>
 <li><a class="reference internal" href="#pyrimidine.individual.AgeIndividual"><code class="docutils literal notranslate"><span class="pre">AgeIndividual</span></code></a><ul>
 <li><a class="reference internal" href="#pyrimidine.individual.AgeIndividual.alias"><code class="docutils literal notranslate"><span class="pre">AgeIndividual.alias</span></code></a></li>
@@ -5583,7 +5527,7 @@ <h3><a href="index.html">Table of Contents</a></h3>
 <li><a class="reference internal" href="#pyrimidine.meta.inherit"><code class="docutils literal notranslate"><span class="pre">inherit()</span></code></a></li>
 </ul>
 </li>
-<li><a class="reference internal" href="#pyrimidine-multipopulation-module">pyrimidine.multipopulation module</a><ul>
+<li><a class="reference internal" href="#module-pyrimidine.multipopulation">pyrimidine.multipopulation module</a><ul>
 <li><a class="reference internal" href="#pyrimidine.multipopulation.DualPopulation"><code class="docutils literal notranslate"><span class="pre">DualPopulation</span></code></a><ul>
 <li><a class="reference internal" href="#pyrimidine.multipopulation.DualPopulation.alias"><code class="docutils literal notranslate"><span class="pre">DualPopulation.alias</span></code></a></li>
 <li><a class="reference internal" href="#pyrimidine.multipopulation.DualPopulation.apply"><code class="docutils literal notranslate"><span class="pre">DualPopulation.apply()</span></code></a></li>
@@ -5839,6 +5783,24 @@ <h3><a href="index.html">Table of Contents</a></h3>
 <li><a class="reference internal" href="#pyrimidine.pso.random"><code class="docutils literal notranslate"><span class="pre">random()</span></code></a></li>
 </ul>
 </li>
+<li><a class="reference internal" href="#module-pyrimidine.qga">pyrimidine.qga module</a><ul>
+<li><a class="reference internal" href="#pyrimidine.qga.QuantumPopulation"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation</span></code></a><ul>
+<li><a class="reference internal" href="#pyrimidine.qga.QuantumPopulation.alias"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation.alias</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.qga.QuantumPopulation.apply"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation.apply()</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.qga.QuantumPopulation.backup"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation.backup()</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.qga.QuantumPopulation.default_size"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation.default_size</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.qga.QuantumPopulation.element_class"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation.element_class</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.qga.QuantumPopulation.elements"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation.elements</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.qga.QuantumPopulation.isa"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation.isa()</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.qga.QuantumPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation.n_elements</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.qga.QuantumPopulation.params"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation.params</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.qga.QuantumPopulation.regester"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation.regester()</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.qga.QuantumPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation.regester_map()</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.qga.QuantumPopulation.update_hall_of_fame"><code class="docutils literal notranslate"><span class="pre">QuantumPopulation.update_hall_of_fame()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
 <li><a class="reference internal" href="#module-pyrimidine.saga">pyrimidine.saga module</a><ul>
 <li><a class="reference internal" href="#pyrimidine.saga.BaseSelfAdaptiveIndividual"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual</span></code></a><ul>
 <li><a class="reference internal" href="#pyrimidine.saga.BaseSelfAdaptiveIndividual.alias"><code class="docutils literal notranslate"><span class="pre">BaseSelfAdaptiveIndividual.alias</span></code></a></li>
@@ -5905,6 +5867,22 @@ <h3><a href="index.html">Table of Contents</a></h3>
 <li><a class="reference internal" href="#pyrimidine.saga.random"><code class="docutils literal notranslate"><span class="pre">random()</span></code></a></li>
 </ul>
 </li>
+<li><a class="reference internal" href="#module-pyrimidine.studga">pyrimidine.studga module</a><ul>
+<li><a class="reference internal" href="#pyrimidine.studga.StudPopulation"><code class="docutils literal notranslate"><span class="pre">StudPopulation</span></code></a><ul>
+<li><a class="reference internal" href="#pyrimidine.studga.StudPopulation.alias"><code class="docutils literal notranslate"><span class="pre">StudPopulation.alias</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.studga.StudPopulation.apply"><code class="docutils literal notranslate"><span class="pre">StudPopulation.apply()</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.studga.StudPopulation.elements"><code class="docutils literal notranslate"><span class="pre">StudPopulation.elements</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.studga.StudPopulation.isa"><code class="docutils literal notranslate"><span class="pre">StudPopulation.isa()</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.studga.StudPopulation.mate"><code class="docutils literal notranslate"><span class="pre">StudPopulation.mate()</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.studga.StudPopulation.n_elements"><code class="docutils literal notranslate"><span class="pre">StudPopulation.n_elements</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.studga.StudPopulation.params"><code class="docutils literal notranslate"><span class="pre">StudPopulation.params</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.studga.StudPopulation.regester"><code class="docutils literal notranslate"><span class="pre">StudPopulation.regester()</span></code></a></li>
+<li><a class="reference internal" href="#pyrimidine.studga.StudPopulation.regester_map"><code class="docutils literal notranslate"><span class="pre">StudPopulation.regester_map()</span></code></a></li>
+</ul>
+</li>
+<li><a class="reference internal" href="#pyrimidine.studga.random"><code class="docutils literal notranslate"><span class="pre">random()</span></code></a></li>
+</ul>
+</li>
 <li><a class="reference internal" href="#module-pyrimidine.utils">pyrimidine.utils module</a><ul>
 <li><a class="reference internal" href="#pyrimidine.utils.boltzmann_select"><code class="docutils literal notranslate"><span class="pre">boltzmann_select()</span></code></a></li>
 <li><a class="reference internal" href="#pyrimidine.utils.choice"><code class="docutils literal notranslate"><span class="pre">choice()</span></code></a></li>
@@ -5934,12 +5912,12 @@ <h3><a href="index.html">Table of Contents</a></h3>
   <div>
     <h4>Previous topic</h4>
     <p class="topless"><a href="Modules.html"
-                          title="previous chapter">pyrimidine</a></p>
+                          title="previous chapter">Modules of <cite>pyrimidine</cite></a></p>
   </div>
   <div>
     <h4>Next topic</h4>
     <p class="topless"><a href="pyrimidine.benchmarks.html"
-                          title="next chapter">pyrimidine.benchmarks package</a></p>
+                          title="next chapter">pyrimidine.benchmarks subpackage</a></p>
   </div>
   <div role="note" aria-label="source link">
     <h3>This Page</h3>
@@ -5972,13 +5950,13 @@ <h3>Navigation</h3>
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
         <li class="right" >
-          <a href="pyrimidine.benchmarks.html" title="pyrimidine.benchmarks package"
+          <a href="pyrimidine.benchmarks.html" title="pyrimidine.benchmarks subpackage"
              >next</a> |</li>
         <li class="right" >
-          <a href="Modules.html" title="pyrimidine"
+          <a href="Modules.html" title="Modules of pyrimidine"
              >previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-          <li class="nav-item nav-item-1"><a href="Modules.html" >pyrimidine</a> &#187;</li>
+          <li class="nav-item nav-item-1"><a href="Modules.html" >Modules of <cite>pyrimidine</cite></a> &#187;</li>
         <li class="nav-item nav-item-this"><a href="">pyrimidine package</a></li> 
       </ul>
     </div>
diff --git a/docs/build/html/pyrimidine.learn.html b/docs/build/html/pyrimidine.learn.html
index 1565743..ab31183 100644
--- a/docs/build/html/pyrimidine.learn.html
+++ b/docs/build/html/pyrimidine.learn.html
@@ -5,7 +5,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>pyrimidine.learn package &#8212; pyrimidine 1.7 documentation</title>
+    <title>pyrimidine.learn subpackage &#8212; pyrimidine 1.7 documentation</title>
     <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=4848ba22" />
     <link rel="stylesheet" type="text/css" href="_static/pyramid.css?v=310c80ee" />
     <script src="_static/documentation_options.js?v=392da36c"></script>
@@ -13,6 +13,8 @@
     <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="pyrimidine.local_search subpackage" href="pyrimidine.local_search.html" />
+    <link rel="prev" title="pyrimidine.benchmarks subpackage" href="pyrimidine.benchmarks.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Nobile:regular,italic,bold,bolditalic&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
 <!--[if lte IE 6]>
@@ -30,8 +32,16 @@ <h3>Navigation</h3>
         <li class="right" >
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
+        <li class="right" >
+          <a href="pyrimidine.local_search.html" title="pyrimidine.local_search subpackage"
+             accesskey="N">next</a> |</li>
+        <li class="right" >
+          <a href="pyrimidine.benchmarks.html" title="pyrimidine.benchmarks subpackage"
+             accesskey="P">previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-        <li class="nav-item nav-item-this"><a href="">pyrimidine.learn package</a></li> 
+          <li class="nav-item nav-item-1"><a href="Modules.html" >Modules of <cite>pyrimidine</cite></a> &#187;</li>
+          <li class="nav-item nav-item-2"><a href="pyrimidine.html" accesskey="U">pyrimidine package</a> &#187;</li>
+        <li class="nav-item nav-item-this"><a href="">pyrimidine.learn subpackage</a></li> 
       </ul>
     </div>  
 
@@ -40,14 +50,11 @@ <h3>Navigation</h3>
         <div class="bodywrapper">
           <div class="body" role="main">
             
-  <section id="pyrimidine-learn-package">
-<h1>pyrimidine.learn package<a class="headerlink" href="#pyrimidine-learn-package" title="Link to this heading">¶</a></h1>
-<section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
-</section>
-<section id="pyrimidine-learn-linear-regression-module">
-<h2>pyrimidine.learn.linear_regression module<a class="headerlink" href="#pyrimidine-learn-linear-regression-module" title="Link to this heading">¶</a></h2>
-<p id="module-pyrimidine.learn.linear_regression">GA for linear regression</p>
+  <section id="pyrimidine-learn-subpackage">
+<h1>pyrimidine.learn subpackage<a class="headerlink" href="#pyrimidine-learn-subpackage" title="Link to this heading">¶</a></h1>
+<section id="module-pyrimidine.learn.linear_regression">
+<span id="pyrimidine-learn-linear-regression-module"></span><h2>pyrimidine.learn.linear_regression module<a class="headerlink" href="#module-pyrimidine.learn.linear_regression" title="Link to this heading">¶</a></h2>
+<p>GA for linear regression</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="pyrimidine.learn.linear_regression.GALinearRegression">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyrimidine.learn.linear_regression.</span></span><span class="sig-name descname"><span class="pre">GALinearRegression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fit_intercept</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">copy_X</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_jobs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">positive</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.learn.linear_regression.GALinearRegression" title="Link to this definition">¶</a></dt>
@@ -169,9 +176,9 @@ <h2>pyrimidine.learn.linear_regression module<a class="headerlink" href="#pyrimi
 </dd></dl>
 
 </section>
-<section id="pyrimidine-learn-neural-network-module">
-<h2>pyrimidine.learn.neural_network module<a class="headerlink" href="#pyrimidine-learn-neural-network-module" title="Link to this heading">¶</a></h2>
-<p id="module-pyrimidine.learn.neural_network">GA for optimization of neural networks</p>
+<section id="module-pyrimidine.learn.neural_network">
+<span id="pyrimidine-learn-neural-network-module"></span><h2>pyrimidine.learn.neural_network module<a class="headerlink" href="#module-pyrimidine.learn.neural_network" title="Link to this heading">¶</a></h2>
+<p>GA for optimization of neural networks</p>
 <dl class="py class">
 <dt class="sig sig-object py" id="pyrimidine.learn.neural_network.GAMLPRegressor">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">pyrimidine.learn.neural_network.</span></span><span class="sig-name descname"><span class="pre">GAMLPRegressor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#pyrimidine.learn.neural_network.GAMLPRegressor" title="Link to this definition">¶</a></dt>
@@ -438,9 +445,8 @@ <h2>pyrimidine.learn.neural_network module<a class="headerlink" href="#pyrimidin
   <div>
     <h3><a href="index.html">Table of Contents</a></h3>
     <ul>
-<li><a class="reference internal" href="#">pyrimidine.learn package</a><ul>
-<li><a class="reference internal" href="#submodules">Submodules</a></li>
-<li><a class="reference internal" href="#pyrimidine-learn-linear-regression-module">pyrimidine.learn.linear_regression module</a><ul>
+<li><a class="reference internal" href="#">pyrimidine.learn subpackage</a><ul>
+<li><a class="reference internal" href="#module-pyrimidine.learn.linear_regression">pyrimidine.learn.linear_regression module</a><ul>
 <li><a class="reference internal" href="#pyrimidine.learn.linear_regression.GALinearRegression"><code class="docutils literal notranslate"><span class="pre">GALinearRegression</span></code></a><ul>
 <li><a class="reference internal" href="#pyrimidine.learn.linear_regression.GALinearRegression.config"><code class="docutils literal notranslate"><span class="pre">GALinearRegression.config()</span></code></a></li>
 <li><a class="reference internal" href="#pyrimidine.learn.linear_regression.GALinearRegression.create_model"><code class="docutils literal notranslate"><span class="pre">GALinearRegression.create_model()</span></code></a></li>
@@ -451,7 +457,7 @@ <h3><a href="index.html">Table of Contents</a></h3>
 </li>
 </ul>
 </li>
-<li><a class="reference internal" href="#pyrimidine-learn-neural-network-module">pyrimidine.learn.neural_network module</a><ul>
+<li><a class="reference internal" href="#module-pyrimidine.learn.neural_network">pyrimidine.learn.neural_network module</a><ul>
 <li><a class="reference internal" href="#pyrimidine.learn.neural_network.GAMLPRegressor"><code class="docutils literal notranslate"><span class="pre">GAMLPRegressor</span></code></a><ul>
 <li><a class="reference internal" href="#pyrimidine.learn.neural_network.GAMLPRegressor.config"><code class="docutils literal notranslate"><span class="pre">GAMLPRegressor.config()</span></code></a></li>
 <li><a class="reference internal" href="#pyrimidine.learn.neural_network.GAMLPRegressor.create_model"><code class="docutils literal notranslate"><span class="pre">GAMLPRegressor.create_model()</span></code></a></li>
@@ -481,6 +487,16 @@ <h3><a href="index.html">Table of Contents</a></h3>
 </ul>
 
   </div>
+  <div>
+    <h4>Previous topic</h4>
+    <p class="topless"><a href="pyrimidine.benchmarks.html"
+                          title="previous chapter">pyrimidine.benchmarks subpackage</a></p>
+  </div>
+  <div>
+    <h4>Next topic</h4>
+    <p class="topless"><a href="pyrimidine.local_search.html"
+                          title="next chapter">pyrimidine.local_search subpackage</a></p>
+  </div>
   <div role="note" aria-label="source link">
     <h3>This Page</h3>
     <ul class="this-page-menu">
@@ -511,8 +527,16 @@ <h3>Navigation</h3>
         <li class="right" >
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
+        <li class="right" >
+          <a href="pyrimidine.local_search.html" title="pyrimidine.local_search subpackage"
+             >next</a> |</li>
+        <li class="right" >
+          <a href="pyrimidine.benchmarks.html" title="pyrimidine.benchmarks subpackage"
+             >previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-        <li class="nav-item nav-item-this"><a href="">pyrimidine.learn package</a></li> 
+          <li class="nav-item nav-item-1"><a href="Modules.html" >Modules of <cite>pyrimidine</cite></a> &#187;</li>
+          <li class="nav-item nav-item-2"><a href="pyrimidine.html" >pyrimidine package</a> &#187;</li>
+        <li class="nav-item nav-item-this"><a href="">pyrimidine.learn subpackage</a></li> 
       </ul>
     </div>
     <div class="footer" role="contentinfo">
diff --git a/docs/build/html/pyrimidine.local_search.html b/docs/build/html/pyrimidine.local_search.html
index b6bbb41..478c03b 100644
--- a/docs/build/html/pyrimidine.local_search.html
+++ b/docs/build/html/pyrimidine.local_search.html
@@ -5,7 +5,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>pyrimidine.local_search package &#8212; pyrimidine 1.7 documentation</title>
+    <title>pyrimidine.local_search subpackage &#8212; pyrimidine 1.7 documentation</title>
     <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=4848ba22" />
     <link rel="stylesheet" type="text/css" href="_static/pyramid.css?v=310c80ee" />
     <script src="_static/documentation_options.js?v=392da36c"></script>
@@ -13,8 +13,8 @@
     <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="pyrimidine.misc package" href="pyrimidine.misc.html" />
-    <link rel="prev" title="pyrimidine.learn package" href="pyrimidine.learn.html" />
+    <link rel="next" title="pyrimidine.misc subpackage" href="pyrimidine.misc.html" />
+    <link rel="prev" title="pyrimidine.learn subpackage" href="pyrimidine.learn.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Nobile:regular,italic,bold,bolditalic&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
 <!--[if lte IE 6]>
@@ -33,15 +33,15 @@ <h3>Navigation</h3>
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
         <li class="right" >
-          <a href="pyrimidine.misc.html" title="pyrimidine.misc package"
+          <a href="pyrimidine.misc.html" title="pyrimidine.misc subpackage"
              accesskey="N">next</a> |</li>
         <li class="right" >
-          <a href="pyrimidine.learn.html" title="pyrimidine.learn package"
+          <a href="pyrimidine.learn.html" title="pyrimidine.learn subpackage"
              accesskey="P">previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-          <li class="nav-item nav-item-1"><a href="Modules.html" >pyrimidine</a> &#187;</li>
+          <li class="nav-item nav-item-1"><a href="Modules.html" >Modules of <cite>pyrimidine</cite></a> &#187;</li>
           <li class="nav-item nav-item-2"><a href="pyrimidine.html" accesskey="U">pyrimidine package</a> &#187;</li>
-        <li class="nav-item nav-item-this"><a href="">pyrimidine.local_search package</a></li> 
+        <li class="nav-item nav-item-this"><a href="">pyrimidine.local_search subpackage</a></li> 
       </ul>
     </div>  
 
@@ -50,11 +50,8 @@ <h3>Navigation</h3>
         <div class="bodywrapper">
           <div class="body" role="main">
             
-  <section id="pyrimidine-local-search-package">
-<h1>pyrimidine.local_search package<a class="headerlink" href="#pyrimidine-local-search-package" title="Link to this heading">¶</a></h1>
-<section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
-</section>
+  <section id="pyrimidine-local-search-subpackage">
+<h1>pyrimidine.local_search subpackage<a class="headerlink" href="#pyrimidine-local-search-subpackage" title="Link to this heading">¶</a></h1>
 <section id="module-pyrimidine.local_search.random_walk">
 <span id="pyrimidine-local-search-random-walk-module"></span><h2>pyrimidine.local_search.random_walk module<a class="headerlink" href="#module-pyrimidine.local_search.random_walk" title="Link to this heading">¶</a></h2>
 <dl class="py class">
@@ -365,8 +362,7 @@ <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this headi
   <div>
     <h3><a href="index.html">Table of Contents</a></h3>
     <ul>
-<li><a class="reference internal" href="#">pyrimidine.local_search package</a><ul>
-<li><a class="reference internal" href="#submodules">Submodules</a></li>
+<li><a class="reference internal" href="#">pyrimidine.local_search subpackage</a><ul>
 <li><a class="reference internal" href="#module-pyrimidine.local_search.random_walk">pyrimidine.local_search.random_walk module</a><ul>
 <li><a class="reference internal" href="#pyrimidine.local_search.random_walk.RandomWalk"><code class="docutils literal notranslate"><span class="pre">RandomWalk</span></code></a><ul>
 <li><a class="reference internal" href="#pyrimidine.local_search.random_walk.RandomWalk.mutate"><code class="docutils literal notranslate"><span class="pre">RandomWalk.mutate()</span></code></a></li>
@@ -438,12 +434,12 @@ <h3><a href="index.html">Table of Contents</a></h3>
   <div>
     <h4>Previous topic</h4>
     <p class="topless"><a href="pyrimidine.learn.html"
-                          title="previous chapter">pyrimidine.learn package</a></p>
+                          title="previous chapter">pyrimidine.learn subpackage</a></p>
   </div>
   <div>
     <h4>Next topic</h4>
     <p class="topless"><a href="pyrimidine.misc.html"
-                          title="next chapter">pyrimidine.misc package</a></p>
+                          title="next chapter">pyrimidine.misc subpackage</a></p>
   </div>
   <div role="note" aria-label="source link">
     <h3>This Page</h3>
@@ -476,15 +472,15 @@ <h3>Navigation</h3>
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
         <li class="right" >
-          <a href="pyrimidine.misc.html" title="pyrimidine.misc package"
+          <a href="pyrimidine.misc.html" title="pyrimidine.misc subpackage"
              >next</a> |</li>
         <li class="right" >
-          <a href="pyrimidine.learn.html" title="pyrimidine.learn package"
+          <a href="pyrimidine.learn.html" title="pyrimidine.learn subpackage"
              >previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-          <li class="nav-item nav-item-1"><a href="Modules.html" >pyrimidine</a> &#187;</li>
+          <li class="nav-item nav-item-1"><a href="Modules.html" >Modules of <cite>pyrimidine</cite></a> &#187;</li>
           <li class="nav-item nav-item-2"><a href="pyrimidine.html" >pyrimidine package</a> &#187;</li>
-        <li class="nav-item nav-item-this"><a href="">pyrimidine.local_search package</a></li> 
+        <li class="nav-item nav-item-this"><a href="">pyrimidine.local_search subpackage</a></li> 
       </ul>
     </div>
     <div class="footer" role="contentinfo">
diff --git a/docs/build/html/pyrimidine.misc.html b/docs/build/html/pyrimidine.misc.html
index 4834177..8d449ad 100644
--- a/docs/build/html/pyrimidine.misc.html
+++ b/docs/build/html/pyrimidine.misc.html
@@ -5,7 +5,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
 
-    <title>pyrimidine.misc package &#8212; pyrimidine 1.7 documentation</title>
+    <title>pyrimidine.misc subpackage &#8212; pyrimidine 1.7 documentation</title>
     <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=4848ba22" />
     <link rel="stylesheet" type="text/css" href="_static/pyramid.css?v=310c80ee" />
     <script src="_static/documentation_options.js?v=392da36c"></script>
@@ -13,7 +13,7 @@
     <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="prev" title="pyrimidine.local_search package" href="pyrimidine.local_search.html" />
+    <link rel="prev" title="pyrimidine.local_search subpackage" href="pyrimidine.local_search.html" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Neuton&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
 <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Nobile:regular,italic,bold,bolditalic&amp;subset=latin" type="text/css" media="screen" charset="utf-8" />
 <!--[if lte IE 6]>
@@ -32,12 +32,12 @@ <h3>Navigation</h3>
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
         <li class="right" >
-          <a href="pyrimidine.local_search.html" title="pyrimidine.local_search package"
+          <a href="pyrimidine.local_search.html" title="pyrimidine.local_search subpackage"
              accesskey="P">previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-          <li class="nav-item nav-item-1"><a href="Modules.html" >pyrimidine</a> &#187;</li>
+          <li class="nav-item nav-item-1"><a href="Modules.html" >Modules of <cite>pyrimidine</cite></a> &#187;</li>
           <li class="nav-item nav-item-2"><a href="pyrimidine.html" accesskey="U">pyrimidine package</a> &#187;</li>
-        <li class="nav-item nav-item-this"><a href="">pyrimidine.misc package</a></li> 
+        <li class="nav-item nav-item-this"><a href="">pyrimidine.misc subpackage</a></li> 
       </ul>
     </div>  
 
@@ -46,11 +46,8 @@ <h3>Navigation</h3>
         <div class="bodywrapper">
           <div class="body" role="main">
             
-  <section id="pyrimidine-misc-package">
-<h1>pyrimidine.misc package<a class="headerlink" href="#pyrimidine-misc-package" title="Link to this heading">¶</a></h1>
-<section id="submodules">
-<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
-</section>
+  <section id="pyrimidine-misc-subpackage">
+<h1>pyrimidine.misc subpackage<a class="headerlink" href="#pyrimidine-misc-subpackage" title="Link to this heading">¶</a></h1>
 <section id="pyrimidine-misc-aco-module">
 <h2>pyrimidine.misc.aco module<a class="headerlink" href="#pyrimidine-misc-aco-module" title="Link to this heading">¶</a></h2>
 </section>
@@ -81,8 +78,7 @@ <h2>pyrimidine.misc.ssa module<a class="headerlink" href="#pyrimidine-misc-ssa-m
   <div>
     <h3><a href="index.html">Table of Contents</a></h3>
     <ul>
-<li><a class="reference internal" href="#">pyrimidine.misc package</a><ul>
-<li><a class="reference internal" href="#submodules">Submodules</a></li>
+<li><a class="reference internal" href="#">pyrimidine.misc subpackage</a><ul>
 <li><a class="reference internal" href="#pyrimidine-misc-aco-module">pyrimidine.misc.aco module</a></li>
 <li><a class="reference internal" href="#pyrimidine-misc-ba-module">pyrimidine.misc.ba module</a></li>
 <li><a class="reference internal" href="#pyrimidine-misc-fa-module">pyrimidine.misc.fa module</a></li>
@@ -97,7 +93,7 @@ <h3><a href="index.html">Table of Contents</a></h3>
   <div>
     <h4>Previous topic</h4>
     <p class="topless"><a href="pyrimidine.local_search.html"
-                          title="previous chapter">pyrimidine.local_search package</a></p>
+                          title="previous chapter">pyrimidine.local_search subpackage</a></p>
   </div>
   <div role="note" aria-label="source link">
     <h3>This Page</h3>
@@ -130,12 +126,12 @@ <h3>Navigation</h3>
           <a href="py-modindex.html" title="Python Module Index"
              >modules</a> |</li>
         <li class="right" >
-          <a href="pyrimidine.local_search.html" title="pyrimidine.local_search package"
+          <a href="pyrimidine.local_search.html" title="pyrimidine.local_search subpackage"
              >previous</a> |</li>
         <li class="nav-item nav-item-0"><a href="index.html">pyrimidine 1.7 documentation</a> &#187;</li>
-          <li class="nav-item nav-item-1"><a href="Modules.html" >pyrimidine</a> &#187;</li>
+          <li class="nav-item nav-item-1"><a href="Modules.html" >Modules of <cite>pyrimidine</cite></a> &#187;</li>
           <li class="nav-item nav-item-2"><a href="pyrimidine.html" >pyrimidine package</a> &#187;</li>
-        <li class="nav-item nav-item-this"><a href="">pyrimidine.misc package</a></li> 
+        <li class="nav-item nav-item-this"><a href="">pyrimidine.misc subpackage</a></li> 
       </ul>
     </div>
     <div class="footer" role="contentinfo">
diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js
index 1886db0..19561db 100644
--- a/docs/build/html/searchindex.js
+++ b/docs/build/html/searchindex.js
@@ -1 +1 @@
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\ No newline at end of file
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false]], "n_elements (pyrimidine.base.basemultipopulation property)": [[11, "pyrimidine.base.BaseMultiPopulation.n_elements", false]], "n_elements (pyrimidine.base.basepopulation property)": [[11, "pyrimidine.base.BasePopulation.n_elements", false]], "n_elements (pyrimidine.de.differentialevolution property)": [[11, "pyrimidine.de.DifferentialEvolution.n_elements", false]], "n_elements (pyrimidine.de.differentialevolution1 property)": [[11, "pyrimidine.de.DifferentialEvolution1.n_elements", false]], "n_elements (pyrimidine.ep.baseepindividual property)": [[11, "pyrimidine.ep.BaseEPIndividual.n_elements", false]], "n_elements (pyrimidine.ep.evolutionprogramming property)": [[11, "pyrimidine.ep.EvolutionProgramming.n_elements", false]], "n_elements (pyrimidine.es.evolutionstrategy property)": [[11, "pyrimidine.es.EvolutionStrategy.n_elements", false]], "n_elements (pyrimidine.individual.ageindividual property)": [[11, "pyrimidine.individual.AgeIndividual.n_elements", false]], "n_elements 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false]], "n_elements (pyrimidine.population.standardpopulation property)": [[11, "pyrimidine.population.StandardPopulation.n_elements", false]], "n_elements (pyrimidine.pso.baseparticle property)": [[11, "pyrimidine.pso.BaseParticle.n_elements", false]], "n_elements (pyrimidine.pso.discreteparticleswarm property)": [[11, "pyrimidine.pso.DiscreteParticleSwarm.n_elements", false]], "n_elements (pyrimidine.pso.particle property)": [[11, "pyrimidine.pso.Particle.n_elements", false]], "n_elements (pyrimidine.pso.particleswarm property)": [[11, "pyrimidine.pso.ParticleSwarm.n_elements", false]], "n_elements (pyrimidine.qga.quantumpopulation property)": [[11, "pyrimidine.qga.QuantumPopulation.n_elements", false]], "n_elements (pyrimidine.saga.baseselfadaptiveindividual property)": [[11, "pyrimidine.saga.BaseSelfAdaptiveIndividual.n_elements", false]], "n_elements (pyrimidine.saga.rankingindividual property)": [[11, "pyrimidine.saga.RankingIndividual.n_elements", false]], "n_elements 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(pyrimidine.saga.rankingindividual attribute)": [[11, "pyrimidine.saga.RankingIndividual.params", false]], "params (pyrimidine.saga.selfadaptiveindividual attribute)": [[11, "pyrimidine.saga.SelfAdaptiveIndividual.params", false]], "params (pyrimidine.saga.ssapopulation attribute)": [[11, "pyrimidine.saga.SSAPopulation.params", false]], "params (pyrimidine.studga.studpopulation attribute)": [[11, "pyrimidine.studga.StudPopulation.params", false]], "paramtype (class in pyrimidine.meta)": [[11, "pyrimidine.meta.ParamType", false]], "particle (class in pyrimidine.pso)": [[11, "pyrimidine.pso.Particle", false]], "particleswarm (class in pyrimidine.pso)": [[11, "pyrimidine.pso.ParticleSwarm", false]], "pattern() (in module pyrimidine.utils)": [[11, "pyrimidine.utils.pattern", false]], "period (pyrimidine.gene.circlegene attribute)": [[11, "pyrimidine.gene.CircleGene.period", false]], "period (pyrimidine.gene.periodicgene property)": [[11, "pyrimidine.gene.PeriodicGene.period", false]], 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"set_fit": [3, 8, 11], "set_fit_request": 13, "set_memori": [11, 14], "set_param": [1, 3, 11], "set_score_request": 13, "set_siz": 11, "set_titl": [1, 3, 4], "set_xlabel": [1, 3, 4], "set_ylabel": [1, 3, 4], "sever": [0, 3], "short": 0, "shortag": 5, "shortestpath": 12, "should": [3, 5, 11, 13], "show": [1, 3, 4], "side": [4, 5, 11], "side_effect": [5, 8, 11], "sigma": [11, 14], "significantli": 5, "simon": 5, "simpl": [0, 11], "simpletabusearch": 14, "simul": [0, 1, 5, 11, 14], "simulated_ann": 11, "simulatedann": [1, 14], "sin": 12, "sinc": 1, "singl": [1, 5, 11], "size": [1, 3, 11, 12], "skelton": 1, "skeuomorph": 0, "sklearn": 13, "sklearn_api": 5, "sma": 11, "so": [3, 4, 5], "softwar": 5, "solut": [0, 1, 3, 4, 5, 6, 9, 11, 14], "solv": [7, 9, 11], "some": [0, 3, 5, 9, 11, 13], "song": 2, "sort": [0, 1, 12], "sourc": 5, "sp": 3, "space": 11, "spcical": 12, "special": [1, 3, 11], "specif": [1, 11], "specifi": [0, 5], "speed": 4, "sqrt": 11, "src": 7, "ssa": 11, "ssapopul": [8, 11], "stachost": 11, "stand": 6, "standard": [0, 1, 3, 5, 11], "standardpopul": [0, 3, 4, 8, 11], "start": [0, 10], "stat": [1, 3, 4], "state": [11, 14], "statement": [1, 3, 10], "static": 12, "statist": [3, 6], "std": 0, "std_fit": [0, 3], "step": [3, 4, 11], "stochasticmatrixchromosom": [8, 11], "stone": 3, "store": [1, 4, 5, 11, 14], "storn": 11, "str": [11, 13], "strategi": [10, 11], "strictli": 1, "string": 11, "structur": 5, "stud": 11, "studga": 8, "studpopul": [8, 11], "style": [1, 3, 5, 11], "sub": [11, 13], "subclass": [0, 1, 3, 11], "submodul": 8, "subpackag": 8, "suffici": 5, "suit": 1, "sum": [3, 11], "sum_": [3, 12], "sum_c": 12, "sum_i": 12, "sum_ij": 12, "sum_j": 12, "supasil": 5, "super": [0, 1, 3, 4, 11], "suppos": [1, 4], "suppress": 11, "sure": [3, 11], "surround": 11, "swarm": [0, 1, 5, 6, 11], "symbol": 5, "system": [0, 1, 5, 8, 11], "sz": 11, "t": [1, 3, 11, 12, 14], "t_i": 3, "tabu": 14, "tabu_list": [1, 14], "tabu_s": [1, 14], "tabu_search": 11, "take": [1, 11], "tan": 12, "task": [0, 3], "techniqu": 4, "technisch": [1, 11], "tediou": 5, "temperatur": [1, 11, 14], "termin": 1, "termt": [1, 14], "test": [1, 9, 10], "test_individu": 1, "thei": [1, 5], "them": [0, 3, 11], "thi": [1, 4, 5, 11, 13, 14], "think": 3, "third": 5, "three": 1, "threshold": 3, "through": 3, "ti": [3, 11], "time": 11, "tobinari": 11, "toc": [2, 3, 4], "toimag": 12, "tol": 13, "tool": 5, "tourn_siz": 11, "tournament": 11, "toward": 11, "tpot": 5, "tradit": 3, "trait": 11, "transform": [3, 11], "transit": [0, 1, 3, 11, 14], "translat": 11, "tree": 11, "trick": 10, "true": [1, 3, 4, 11, 13, 14], "truncat": 11, "tsp": 7, "tupl": [5, 11], "tutori": 10, "twinx": 3, "two": [1, 3, 4, 5, 11], "type": [0, 1, 3, 5, 10, 11, 13, 14], "type_": [3, 4, 11], "typic": 5, "u": [5, 6, 11], "ub": [11, 12], "uchromosom": 3, "ufunc": 12, "unavalibleattributeerror": [8, 11], "unchang": 13, "uncorrect": 4, "under": 0, "undergon": 5, "underli": 5, "understand": 5, "unextens": 5, "unifrom": 11, "unit": [0, 11], "unitfloatchromosom": [8, 11], "unitfloatgen": [8, 11], "unitintervalconvert": 3, "univers": 10, "unix": 6, "unknownsizeerror": [8, 11], "unlik": [5, 11], "unselect": 3, "up": [4, 11], "updat": [3, 4, 9, 11, 13], "update_hall_of_fam": [3, 4, 11], "update_tabu_list": [1, 14], "update_viloc": 11, "update_vilocity_by_fam": 11, "upload": 5, "upper": [3, 11], "upper_bound": 11, "url": 7, "us": [0, 1, 4, 5, 6, 9, 11, 13], "usag": 3, "user": [0, 3, 6, 11, 13], "userstr": 11, "usr": [1, 3, 4], "usual": 3, "usual_side_effect": 11, "util": [0, 1, 3, 5, 8, 13], "v": [0, 11], "v1": 10, "valid": [0, 11], "valu": [1, 11, 14], "vari": 11, "variabl": [11, 12], "varianc": 11, "variant": 11, "varieti": 5, "variou": 5, "vecchi": 14, "vectorchromosom": [8, 11], "veloc": [1, 11], "verbos": [3, 13], "veri": 5, "versatil": [5, 6], "version": [0, 1, 6, 9, 13], "video": 10, "view": [0, 5], "visual": [5, 6], "w": [12, 14], "wa": 14, "wael": 11, "wai": 9, "walk": 14, "wang": 5, "want": [0, 4], "warm_start": 13, "we": [1, 3, 4, 5, 11], "weight": 12, "well": [0, 3, 5], "what": [0, 3, 11], "when": 11, "where": [1, 3, 5, 9, 11, 12, 14], "whether": [11, 14], "which": [0, 5, 6, 11], "while": [0, 1, 3, 11], "whitespac": 11, "whole": 11, "whose": [0, 11], "why": 10, "wi": 12, "wide": [5, 6], "width": 7, "wij": 12, "william": 2, "window": 6, "winner": 3, "within": [1, 5], "without": [3, 11], "work": [4, 13], "worst": 11, "worst_el": 11, "worst_individu": 11, "worst_popul": 11, "would": 0, "wrap": 0, "wrapper": 11, "write": 7, "x": [3, 4, 11, 12, 13, 14], "x0": 1, "x1": [1, 11], "x2": [1, 11], "x_1": 4, "x_2": 4, "xi": [11, 12], "xij": 12, "xlim": 11, "xx": 1, "y": [3, 11, 12, 13], "yet": 1, "you": [0, 1, 4, 5, 11, 13], "your": [1, 6, 11], "yourdata": [3, 4], "yourindividu": [3, 4], "yourpop": [3, 4], "yourpopul": [3, 4], "youtu": 7, "yt": 12, "zero": [3, 11], "zip": [1, 3, 11], "zt": 12}, "titles": ["API Design", "Customization", "Developers", "Examples and Comparison of Algorithms", "Helpers", "pyrimidine: a universal framework for genetic algorithm", "Installation and Getting Started", "Misc", "Modules of <cite>pyrimidine</cite>", "Release History", "Welcome to pyrimidine\u2019s world of genetic algorithm", "pyrimidine package", "pyrimidine.benchmarks subpackage", "pyrimidine.learn subpackage", "pyrimidine.local_search subpackage", "pyrimidine.misc subpackage"], "titleterms": {"": 10, "1": 3, "2": 3, "3": 3, "4": 3, "5": [3, 9], "6": [3, 9], "7": 9, "A": 3, "about": [0, 10], "aco": [11, 15], "algebra": 5, "algorithm": [0, 3, 5, 10], "alia": 0, "anoth": 3, "api": 0, "approxim": 12, "argument": 0, "attribut": 0, "ba": 15, "base": 11, "basic": 0, "befor": 9, "benchmark": 12, "cach": 4, "chromosom": [0, 11], "class": 0, "cluster": [12, 13], "code": 3, "commun": 0, "comparison": 3, "content": [10, 11], "creat": 3, "custom": 1, "de": 11, "de_minim": 4, "deco": 11, "decor": 4, "design": 0, "develop": 2, "differenti": 1, "download": 5, "e": 11, "effect": 0, "element": 0, "environ": 0, "ep": 11, "error": 11, "evolut": [1, 3], "evolutionari": 1, "exampl": 3, "exmapl": 3, "fa": 15, "first": 6, "fit": [0, 5, 12], "framework": 5, "ga": [1, 3], "ga_minim": 4, "game": 3, "gene": 11, "genet": [0, 5, 10], "get": 6, "gsa": 15, "hack": 1, "helper": 4, "histori": 9, "hybrid": 3, "idea": 5, "indic": 10, "individu": [0, 11], "inspir": 5, "instal": 6, "iter": 0, "knapsack": 3, "learn": 13, "like": 0, "linear_model": 12, "linear_regress": 13, "list": 0, "local": 1, "local_search": 14, "matrix": 12, "memori": 4, "meta": 11, "metaclass": 0, "method": 0, "misc": [7, 15], "mixin": 0, "model": 0, "modul": [0, 8, 10, 11, 12, 13, 14, 15], "multi": 0, "multipopul": [3, 11], "need": 5, "neural_network": [12, 13], "oper": 0, "optim": [4, 11, 12], "other": [0, 12], "packag": 11, "param": 0, "paramet": 0, "philosophi": 2, "pictur": 7, "popul": [0, 3, 11], "principl": 1, "problem": 3, "pso": 11, "pure": 0, "pyrimidin": [5, 6, 8, 10, 11, 12, 13, 14, 15], "qga": 11, "quantum": 3, "quantumchromosom": 3, "random_walk": 14, "releas": 9, "requir": 6, "saga": 11, "search": 1, "side": 0, "side_effect": 4, "simpl": 3, "simulated_ann": 14, "sma": 15, "sourc": 3, "special": 12, "ssa": 15, "start": 6, "statement": 5, "strategi": [1, 3], "studga": 11, "submodul": 11, "subpackag": [11, 12, 13, 14, 15], "tabu": 1, "tabu_search": 14, "test": 6, "trick": 1, "tutori": 7, "univers": 5, "us": 3, "util": 11, "v1": 9, "video": 7, "visual": 3, "welcom": 10, "why": 5, "world": 10}})
\ No newline at end of file
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 787610e..06178e5 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -14,7 +14,7 @@ Welcome to pyrimidine's world of genetic algorithm
 
 .. toctree::
    :maxdepth: 2
-   :caption: Contents:
+   :caption: Contents
 
    Home
    Install
diff --git a/docs/source/modules.rst b/docs/source/modules.rst
index 0bc89b2..bf606b9 100644
--- a/docs/source/modules.rst
+++ b/docs/source/modules.rst
@@ -1,7 +1,7 @@
-pyrimidine
-==========
+Modules of `pyrimidine`
+=======================
 
 .. toctree::
-   :maxdepth: 4
+   :maxdepth: 3
 
    pyrimidine
diff --git a/docs/source/pyrimidine.benchmarks.rst b/docs/source/pyrimidine.benchmarks.rst
index 7ea0220..23e5233 100644
--- a/docs/source/pyrimidine.benchmarks.rst
+++ b/docs/source/pyrimidine.benchmarks.rst
@@ -1,9 +1,6 @@
-pyrimidine.benchmarks package
+pyrimidine.benchmarks subpackage
 =============================
 
-Submodules
-----------
-
 pyrimidine.benchmarks.approximation module
 ------------------------------------------
 
diff --git a/docs/source/pyrimidine.learn.rst b/docs/source/pyrimidine.learn.rst
index 869089d..35accf1 100644
--- a/docs/source/pyrimidine.learn.rst
+++ b/docs/source/pyrimidine.learn.rst
@@ -1,19 +1,16 @@
-pyrimidine.learn package
+pyrimidine.learn subpackage
 ========================
 
-Submodules
-----------
-
-pyrimidine.learn.linear_regression module
----------------------------------------
+pyrimidine.learn.linear\_regression module
+------------------------------------------
 
 .. automodule:: pyrimidine.learn.linear_regression
    :members:
    :undoc-members:
    :show-inheritance:
 
-pyrimidine.learn.neural_network module
-----------------------------------
+pyrimidine.learn.neural\_network module
+---------------------------------------
 
 .. automodule:: pyrimidine.learn.neural_network
    :members:
diff --git a/docs/source/pyrimidine.local_search.rst b/docs/source/pyrimidine.local_search.rst
index 63ea991..bfc79f3 100644
--- a/docs/source/pyrimidine.local_search.rst
+++ b/docs/source/pyrimidine.local_search.rst
@@ -1,9 +1,6 @@
-pyrimidine.local\_search package
+pyrimidine.local\_search subpackage
 ================================
 
-Submodules
-----------
-
 pyrimidine.local\_search.random\_walk module
 --------------------------------------------
 
diff --git a/docs/source/pyrimidine.misc.rst b/docs/source/pyrimidine.misc.rst
index f31aac2..8ae4aae 100644
--- a/docs/source/pyrimidine.misc.rst
+++ b/docs/source/pyrimidine.misc.rst
@@ -1,9 +1,6 @@
-pyrimidine.misc package
+pyrimidine.misc subpackage
 ================================
 
-Submodules
-----------
-
 pyrimidine.misc.aco module
 --------------------------------------------
 
diff --git a/docs/source/pyrimidine.rst b/docs/source/pyrimidine.rst
index 70c8f0b..8fe56fe 100644
--- a/docs/source/pyrimidine.rst
+++ b/docs/source/pyrimidine.rst
@@ -1,17 +1,21 @@
 pyrimidine package
 ==================
 
+pyrimidine is a competitive framework for genetic algorithms
+
 Subpackages
 -----------
 
 .. toctree::
-   :maxdepth: 4
+   :maxdepth: 2
+   :caption: Submodules
 
    pyrimidine.benchmarks
    pyrimidine.learn
    pyrimidine.local_search
    pyrimidine.misc
 
+
 Submodules
 ----------
 
@@ -87,14 +91,6 @@ pyrimidine.gene module
    :undoc-members:
    :show-inheritance:
 
-pyrimidine.gsa module
----------------------
-
-.. automodule:: pyrimidine.gsa
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
 pyrimidine.individual module
 ----------------------------
 
@@ -112,7 +108,7 @@ pyrimidine.meta module
    :show-inheritance:
 
 pyrimidine.multipopulation module
-----------------------
+---------------------------------
 
 .. automodule:: pyrimidine.multipopulation
    :members:
@@ -143,6 +139,14 @@ pyrimidine.pso module
    :undoc-members:
    :show-inheritance:
 
+pyrimidine.qga module
+---------------------
+
+.. automodule:: pyrimidine.qga
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 pyrimidine.saga module
 ---------------------------
 
@@ -151,6 +155,14 @@ pyrimidine.saga module
    :undoc-members:
    :show-inheritance:
 
+pyrimidine.studga module
+---------------------------
+
+.. automodule:: pyrimidine.studga
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
 pyrimidine.utils module
 -----------------------
 
diff --git a/pyrimidine/local_search/__pycache__/random_walk.cpython-312.pyc b/pyrimidine/local_search/__pycache__/random_walk.cpython-312.pyc
index d88bfdf..7d3ed15 100644
Binary files a/pyrimidine/local_search/__pycache__/random_walk.cpython-312.pyc and b/pyrimidine/local_search/__pycache__/random_walk.cpython-312.pyc differ
diff --git a/pyrimidine/local_search/__pycache__/simulated_annealing.cpython-312.pyc b/pyrimidine/local_search/__pycache__/simulated_annealing.cpython-312.pyc
index 2ac0afc..0402d8f 100644
Binary files a/pyrimidine/local_search/__pycache__/simulated_annealing.cpython-312.pyc and b/pyrimidine/local_search/__pycache__/simulated_annealing.cpython-312.pyc differ
diff --git a/pyrimidine/local_search/__pycache__/tabu_search.cpython-312.pyc b/pyrimidine/local_search/__pycache__/tabu_search.cpython-312.pyc
index 1187789..f48686f 100644
Binary files a/pyrimidine/local_search/__pycache__/tabu_search.cpython-312.pyc and b/pyrimidine/local_search/__pycache__/tabu_search.cpython-312.pyc differ
diff --git a/pyrimidine/local_search/simulated_annealing.py b/pyrimidine/local_search/simulated_annealing.py
index b070d34..d999dcf 100755
--- a/pyrimidine/local_search/simulated_annealing.py
+++ b/pyrimidine/local_search/simulated_annealing.py
@@ -9,8 +9,8 @@
 """
 
 
-from .. import PhantomIndividual
-from .. import metropolis_rule
+from ..individual import PhantomIndividual
+from ..utils import metropolis_rule
 
 
 class SimulatedAnnealing(PhantomIndividual):
diff --git a/pyrimidine/meta.py b/pyrimidine/meta.py
index 2af5441..167f8ec 100644
--- a/pyrimidine/meta.py
+++ b/pyrimidine/meta.py
@@ -1,6 +1,5 @@
 #!/usr/bin/env python3
 
-
 """
 Metaclasses
 """
diff --git a/pyrimidine/misc/__pycache__/aco.cpython-312.pyc b/pyrimidine/misc/__pycache__/aco.cpython-312.pyc
new file mode 100644
index 0000000..1bb6905
Binary files /dev/null and b/pyrimidine/misc/__pycache__/aco.cpython-312.pyc differ
diff --git a/pyrimidine/misc/__pycache__/ba.cpython-312.pyc b/pyrimidine/misc/__pycache__/ba.cpython-312.pyc
new file mode 100644
index 0000000..8cbc728
Binary files /dev/null and b/pyrimidine/misc/__pycache__/ba.cpython-312.pyc differ
diff --git a/pyrimidine/misc/aco.py b/pyrimidine/misc/aco.py
index 143e377..2a5bd77 100644
--- a/pyrimidine/misc/aco.py
+++ b/pyrimidine/misc/aco.py
@@ -8,8 +8,8 @@
 
 
 import numpy as np
-from .base import FitnessMixin, PopulationMixin
-from .meta import MetaContainer
+from ..base import FitnessMixin, PopulationMixin
+from ..meta import MetaContainer
 from scipy.stats import rv_discrete
 
 from random import random
@@ -109,7 +109,7 @@ def from_distances(cls, n_ants=10, distances=None):
 
     def transition(self, *args, **kwargs):
 
-        for _ in range(self.local_max_iter)
+        for _ in range(self.local_max_iter):
             self.move(n_steps=self.n_steps)
             self.update_pheromone()
             if not any(ant.move_flag for ant in self):
diff --git a/pyrimidine/misc/ba.py b/pyrimidine/misc/ba.py
index 34ff4d4..379cdc1 100644
--- a/pyrimidine/misc/ba.py
+++ b/pyrimidine/misc/ba.py
@@ -19,8 +19,8 @@
 
 import numpy as np
 
-from . import BaseIndividual, BasePopulation, FloatChromosome
-from .pso import BaseParticle
+from ..base import BaseIndividual, BasePopulation, FloatChromosome
+from ..pso import BaseParticle
 
 
 class Bat(BaseParticle):
diff --git a/pyrimidine/misc/fa.py b/pyrimidine/misc/fa.py
index df61a1e..9b60a2d 100755
--- a/pyrimidine/misc/fa.py
+++ b/pyrimidine/misc/fa.py
@@ -12,10 +12,10 @@
 import numpy as np
 from scipy.spatial.distance import pdist, squareform
 
-from .base import PopulationMixin
-from .chromosome import FloatChromosome
+from ..base import PopulationMixin
+from ..chromosome import FloatChromosome
 
-from .pso import BaseParticle
+from ..pso import BaseParticle
 
 
 class BaseFirefly(BaseParticle):
diff --git a/pyrimidine/misc/gsa.py b/pyrimidine/misc/gsa.py
index 6eeed23..b8d8b95 100644
--- a/pyrimidine/misc/gsa.py
+++ b/pyrimidine/misc/gsa.py
@@ -11,11 +11,11 @@
 """
 
 from scipy.spatial.distance import pdist, squareform
-from .base import PopulationMixin
-from .chromosome import FloatChromosome
-from .pso import BaseParticle
-from .utils import euclidean, random, exp, metropolis_rule
-from .deco import side_effect
+from ..mixin import PopulationMixin
+from ..chromosome import FloatChromosome
+from ..pso import BaseParticle
+from ..utils import euclidean, random, exp, metropolis_rule
+from ..deco import side_effect
 
 import numpy as np
 
diff --git a/pyrimidine/misc/sma.py b/pyrimidine/misc/sma.py
index c3f42b6..57dc1eb 100755
--- a/pyrimidine/misc/sma.py
+++ b/pyrimidine/misc/sma.py
@@ -3,21 +3,21 @@
 """Slime Mould Algorithm
 """
 
+from random import random
+
 from scipy.spatial.distance import pdist, squareform
 import numpy as np
 
-from .base import BaseIndividual
-from .mixin import PopulationMixin, FitnessMixin
-from .chromosome import FloatChromosome
-from .population import HOFPopulation
-from random import random
+from ..base import BaseIndividual
+from ..chromosome import FloatChromosome
+from ..population import HOFPopulation
 
-from .deco import basic_memory
-from .utils import randint2
+from ..deco import basic_memory
+from ..utils import randint2
 
 
 @basic_memory
-class SlimyMaterial(FitnessMixin):
+class SlimyMaterial(BaseIndividual):
 
     def approach_food(self, fame, direction, p, vb, vc):
         if random() < p:
diff --git a/pyrimidine/misc/ssa.py b/pyrimidine/misc/ssa.py
index 2098bbc..05ff1a2 100644
--- a/pyrimidine/misc/ssa.py
+++ b/pyrimidine/misc/ssa.py
@@ -32,9 +32,9 @@
 import numpy as np
 from scipy.spatial.distance import pdist, squareform
 
-from .mixin import PopulationMixin
-from .chromosome import FloatChromosome
-from .individual import PolyIndividual
+from ..mixin import PopulationMixin
+from ..chromosome import FloatChromosome
+from ..individual import PolyIndividual
 
 
 @basic_memory
diff --git a/pyrimidine/optimize.py b/pyrimidine/optimize.py
index ac4d942..ac3412a 100644
--- a/pyrimidine/optimize.py
+++ b/pyrimidine/optimize.py
@@ -81,7 +81,7 @@ def ga_minimize(func, *xlim, decode=_decode, population_size=20, size=8, **kwarg
         func {function}: objective function defined on R^n
         xlim {tuple of number pairs}: the intervals of xi
         decode {mapping}: transform a binary sequence to a real number
-            ('0-1' sequence, lower_bound, upper_bound) |-> xi
+            ('0-1' sequence, lower_bound, upper_bound) mapsto xi
         population_size {int}: size of the population
         size {int or tuple of int}: the length of the encoding of xi
 
@@ -108,7 +108,7 @@ def de_minimize(func, *xlim, decode=_decode, population_size=20, size=8, **kwarg
         func {function}: objective function defined on R^n
         xlim: the intervals of xi
         decode: transform a binary sequence to a real number
-            ('0-1' sequence, lower_bound, upper_bound) |-> xi
+            ('0-1' sequence, lower_bound, upper_bound) mapsto xi
         population_size: size of the population
         size: the length of the encoding of xi
 
@@ -133,7 +133,7 @@ def ga_minimize_1d(func, xlim, decode=_decode, population_size=20, size=8, *args
         func: objective function defined on R
         xlim {pair of numbers}: the interval of x
         decode: transform a binary sequence to a real number
-            ('0-1' sequence, lower_bound, upper_bound) |-> xi
+            ('0-1' sequence, lower_bound, upper_bound) mapsto xi
         population_size {int}: size of the population
         size {int}: the length of the encoding of x
 
diff --git a/pyrimidine/qga.py b/pyrimidine/qga.py
index 2051f5f..c44a32b 100755
--- a/pyrimidine/qga.py
+++ b/pyrimidine/qga.py
@@ -2,13 +2,19 @@
 
 
 from .chromosome import QuantumChromosome
+from .population import HOFPopulation
 
 from .deco import basic_memory
 
+
 @basic_memory
 class _Individual(QuantumChromosome):
+    """
+    Chromosome/Individual for quantum QA
+    """
 
     def mutate(self):
+        # no mutation operation
         pass
 
     def cross(self, other):
@@ -16,6 +22,9 @@ def cross(self, other):
 
 
 class QuantumPopulation(HOFPopulation):
+    """
+    Population for quantum QA
+    """
 
     element_class = _Individual
     default_size = 20