245 lines
14 KiB
HTML
245 lines
14 KiB
HTML
|
||
|
||
<!doctype html>
|
||
|
||
<html xmlns="http://www.w3.org/1999/xhtml">
|
||
<head>
|
||
<meta http-equiv="X-UA-Compatible" content="IE=Edge" />
|
||
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" /><script type="text/javascript">
|
||
|
||
var _gaq = _gaq || [];
|
||
_gaq.push(['_setAccount', 'UA-55120145-3']);
|
||
_gaq.push(['_trackPageview']);
|
||
|
||
(function() {
|
||
var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;
|
||
ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
|
||
var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
|
||
})();
|
||
</script>
|
||
<title>pyFTS.hyperparam package — pyFTS 1.4 documentation</title>
|
||
<link rel="stylesheet" href="_static/bizstyle.css" type="text/css" />
|
||
<link rel="stylesheet" href="_static/pygments.css" type="text/css" />
|
||
<script type="text/javascript" src="_static/documentation_options.js"></script>
|
||
<script type="text/javascript" src="_static/jquery.js"></script>
|
||
<script type="text/javascript" src="_static/underscore.js"></script>
|
||
<script type="text/javascript" src="_static/doctools.js"></script>
|
||
<script type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.1/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script>
|
||
<script type="text/javascript" src="_static/bizstyle.js"></script>
|
||
<link rel="index" title="Index" href="genindex.html" />
|
||
<link rel="search" title="Search" href="search.html" />
|
||
<link rel="next" title="pyFTS.models package" href="pyFTS.models.html" />
|
||
<link rel="prev" title="pyFTS.distributed package" href="pyFTS.distributed.html" />
|
||
<meta name="viewport" content="width=device-width,initial-scale=1.0">
|
||
<!--[if lt IE 9]>
|
||
<script type="text/javascript" src="_static/css3-mediaqueries.js"></script>
|
||
<![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="pyFTS.models.html" title="pyFTS.models package"
|
||
accesskey="N">next</a> |</li>
|
||
<li class="right" >
|
||
<a href="pyFTS.distributed.html" title="pyFTS.distributed package"
|
||
accesskey="P">previous</a> |</li>
|
||
<li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.4 documentation</a> »</li>
|
||
<li class="nav-item nav-item-1"><a href="modules.html" >pyFTS</a> »</li>
|
||
<li class="nav-item nav-item-2"><a href="pyFTS.html" accesskey="U">pyFTS package</a> »</li>
|
||
</ul>
|
||
</div>
|
||
<div class="sphinxsidebar" role="navigation" aria-label="main navigation">
|
||
<div class="sphinxsidebarwrapper">
|
||
<p class="logo"><a href="index.html">
|
||
<img class="logo" src="_static/logo_heading2.png" alt="Logo"/>
|
||
</a></p>
|
||
<h3><a href="index.html">Table Of Contents</a></h3>
|
||
<ul>
|
||
<li><a class="reference internal" href="#">pyFTS.hyperparam package</a><ul>
|
||
<li><a class="reference internal" href="#module-pyFTS.hyperparam">Module contents</a></li>
|
||
<li><a class="reference internal" href="#submodules">Submodules</a></li>
|
||
<li><a class="reference internal" href="#module-pyFTS.hyperparam.Util">pyFTS.hyperparam.Util module</a></li>
|
||
<li><a class="reference internal" href="#module-pyFTS.hyperparam.GridSearch">pyFTS.hyperparam.GridSearch module</a></li>
|
||
<li><a class="reference internal" href="#pyfts-hyperparam-evolutionary-module">pyFTS.hyperparam.Evolutionary module</a></li>
|
||
</ul>
|
||
</li>
|
||
</ul>
|
||
|
||
<h4>Previous topic</h4>
|
||
<p class="topless"><a href="pyFTS.distributed.html"
|
||
title="previous chapter">pyFTS.distributed package</a></p>
|
||
<h4>Next topic</h4>
|
||
<p class="topless"><a href="pyFTS.models.html"
|
||
title="next chapter">pyFTS.models package</a></p>
|
||
<div role="note" aria-label="source link">
|
||
<h3>This Page</h3>
|
||
<ul class="this-page-menu">
|
||
<li><a href="_sources/pyFTS.hyperparam.rst.txt"
|
||
rel="nofollow">Show Source</a></li>
|
||
</ul>
|
||
</div>
|
||
<div id="searchbox" style="display: none" role="search">
|
||
<h3>Quick search</h3>
|
||
<div class="searchformwrapper">
|
||
<form class="search" action="search.html" method="get">
|
||
<input type="text" name="q" />
|
||
<input type="submit" value="Go" />
|
||
<input type="hidden" name="check_keywords" value="yes" />
|
||
<input type="hidden" name="area" value="default" />
|
||
</form>
|
||
</div>
|
||
</div>
|
||
<script type="text/javascript">$('#searchbox').show(0);</script>
|
||
</div>
|
||
</div>
|
||
|
||
<div class="document">
|
||
<div class="documentwrapper">
|
||
<div class="bodywrapper">
|
||
<div class="body" role="main">
|
||
|
||
<div class="section" id="pyfts-hyperparam-package">
|
||
<h1>pyFTS.hyperparam package<a class="headerlink" href="#pyfts-hyperparam-package" title="Permalink to this headline">¶</a></h1>
|
||
<div class="section" id="module-pyFTS.hyperparam">
|
||
<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-pyFTS.hyperparam" title="Permalink to this headline">¶</a></h2>
|
||
</div>
|
||
<div class="section" id="submodules">
|
||
<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline">¶</a></h2>
|
||
</div>
|
||
<div class="section" id="module-pyFTS.hyperparam.Util">
|
||
<span id="pyfts-hyperparam-util-module"></span><h2>pyFTS.hyperparam.Util module<a class="headerlink" href="#module-pyFTS.hyperparam.Util" title="Permalink to this headline">¶</a></h2>
|
||
<p>Common facilities for hyperparameter tunning</p>
|
||
<dl class="function">
|
||
<dt id="pyFTS.hyperparam.Util.create_hyperparam_tables">
|
||
<code class="descclassname">pyFTS.hyperparam.Util.</code><code class="descname">create_hyperparam_tables</code><span class="sig-paren">(</span><em>conn</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/hyperparam/Util.html#create_hyperparam_tables"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.hyperparam.Util.create_hyperparam_tables" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Create a sqlite3 table designed to store benchmark results.</p>
|
||
<table class="docutils field-list" frame="void" rules="none">
|
||
<col class="field-name" />
|
||
<col class="field-body" />
|
||
<tbody valign="top">
|
||
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>conn</strong> – a sqlite3 database connection</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</dd></dl>
|
||
|
||
<dl class="function">
|
||
<dt id="pyFTS.hyperparam.Util.insert_hyperparam">
|
||
<code class="descclassname">pyFTS.hyperparam.Util.</code><code class="descname">insert_hyperparam</code><span class="sig-paren">(</span><em>data</em>, <em>conn</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/hyperparam/Util.html#insert_hyperparam"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.hyperparam.Util.insert_hyperparam" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Insert benchmark data on database</p>
|
||
<table class="docutils field-list" frame="void" rules="none">
|
||
<col class="field-name" />
|
||
<col class="field-body" />
|
||
<tbody valign="top">
|
||
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>data</strong> – a tuple with the benchmark data with format:</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
<p>Dataset: Identify on which dataset the dataset was performed
|
||
Tag: a user defined word that indentify a benchmark set
|
||
Model: FTS model
|
||
Transformation: The name of data transformation, if one was used
|
||
mf: membership function
|
||
Order: the order of the FTS method
|
||
Partitioner: UoD partitioning scheme
|
||
Partitions: Number of partitions
|
||
alpha: alpha cut
|
||
lags: lags
|
||
Measure: accuracy measure
|
||
Value: the measure value</p>
|
||
<table class="docutils field-list" frame="void" rules="none">
|
||
<col class="field-name" />
|
||
<col class="field-body" />
|
||
<tbody valign="top">
|
||
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>conn</strong> – a sqlite3 database connection</td>
|
||
</tr>
|
||
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"></td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</dd></dl>
|
||
|
||
<dl class="function">
|
||
<dt id="pyFTS.hyperparam.Util.open_hyperparam_db">
|
||
<code class="descclassname">pyFTS.hyperparam.Util.</code><code class="descname">open_hyperparam_db</code><span class="sig-paren">(</span><em>name</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/hyperparam/Util.html#open_hyperparam_db"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.hyperparam.Util.open_hyperparam_db" title="Permalink to this definition">¶</a></dt>
|
||
<dd><p>Open a connection with a Sqlite database designed to store benchmark results.</p>
|
||
<table class="docutils field-list" frame="void" rules="none">
|
||
<col class="field-name" />
|
||
<col class="field-body" />
|
||
<tbody valign="top">
|
||
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>name</strong> – database filenem</td>
|
||
</tr>
|
||
<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body">a sqlite3 database connection</td>
|
||
</tr>
|
||
</tbody>
|
||
</table>
|
||
</dd></dl>
|
||
|
||
</div>
|
||
<div class="section" id="module-pyFTS.hyperparam.GridSearch">
|
||
<span id="pyfts-hyperparam-gridsearch-module"></span><h2>pyFTS.hyperparam.GridSearch module<a class="headerlink" href="#module-pyFTS.hyperparam.GridSearch" title="Permalink to this headline">¶</a></h2>
|
||
<dl class="function">
|
||
<dt id="pyFTS.hyperparam.GridSearch.cluster_method">
|
||
<code class="descclassname">pyFTS.hyperparam.GridSearch.</code><code class="descname">cluster_method</code><span class="sig-paren">(</span><em>individual</em>, <em>train</em>, <em>test</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/hyperparam/GridSearch.html#cluster_method"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.hyperparam.GridSearch.cluster_method" title="Permalink to this definition">¶</a></dt>
|
||
<dd></dd></dl>
|
||
|
||
<dl class="function">
|
||
<dt id="pyFTS.hyperparam.GridSearch.dict_individual">
|
||
<code class="descclassname">pyFTS.hyperparam.GridSearch.</code><code class="descname">dict_individual</code><span class="sig-paren">(</span><em>mf</em>, <em>partitioner</em>, <em>partitions</em>, <em>order</em>, <em>lags</em>, <em>alpha_cut</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/hyperparam/GridSearch.html#dict_individual"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.hyperparam.GridSearch.dict_individual" title="Permalink to this definition">¶</a></dt>
|
||
<dd></dd></dl>
|
||
|
||
<dl class="function">
|
||
<dt id="pyFTS.hyperparam.GridSearch.execute">
|
||
<code class="descclassname">pyFTS.hyperparam.GridSearch.</code><code class="descname">execute</code><span class="sig-paren">(</span><em>hyperparams</em>, <em>datasetname</em>, <em>train</em>, <em>test</em>, <em>**kwargs</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/hyperparam/GridSearch.html#execute"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.hyperparam.GridSearch.execute" title="Permalink to this definition">¶</a></dt>
|
||
<dd></dd></dl>
|
||
|
||
<dl class="function">
|
||
<dt id="pyFTS.hyperparam.GridSearch.process_jobs">
|
||
<code class="descclassname">pyFTS.hyperparam.GridSearch.</code><code class="descname">process_jobs</code><span class="sig-paren">(</span><em>jobs</em>, <em>datasetname</em>, <em>conn</em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/hyperparam/GridSearch.html#process_jobs"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.hyperparam.GridSearch.process_jobs" title="Permalink to this definition">¶</a></dt>
|
||
<dd></dd></dl>
|
||
|
||
</div>
|
||
<div class="section" id="pyfts-hyperparam-evolutionary-module">
|
||
<h2>pyFTS.hyperparam.Evolutionary module<a class="headerlink" href="#pyfts-hyperparam-evolutionary-module" title="Permalink to this headline">¶</a></h2>
|
||
</div>
|
||
</div>
|
||
|
||
|
||
</div>
|
||
</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="pyFTS.models.html" title="pyFTS.models package"
|
||
>next</a> |</li>
|
||
<li class="right" >
|
||
<a href="pyFTS.distributed.html" title="pyFTS.distributed package"
|
||
>previous</a> |</li>
|
||
<li class="nav-item nav-item-0"><a href="index.html">pyFTS 1.4 documentation</a> »</li>
|
||
<li class="nav-item nav-item-1"><a href="modules.html" >pyFTS</a> »</li>
|
||
<li class="nav-item nav-item-2"><a href="pyFTS.html" >pyFTS package</a> »</li>
|
||
</ul>
|
||
</div>
|
||
<div class="footer" role="contentinfo">
|
||
© Copyright 2018, Machine Intelligence and Data Science Laboratory - UFMG - Brazil.
|
||
Created using <a href="http://sphinx-doc.org/">Sphinx</a> 1.7.2.
|
||
</div>
|
||
</body>
|
||
</html> |