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<title>pyFTS.hyperparam package &#8212; pyFTS 1.4 documentation</title>
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<li><a class="reference internal" href="#">pyFTS.hyperparam package</a><ul>
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<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>
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<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
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<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">
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<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" />
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<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>conn</strong> – a sqlite3 database connection</td>
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<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body"></td>
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</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>
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<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>name</strong> – database filenem</td>
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<tr class="field-even field"><th class="field-name">Returns:</th><td class="field-body">a sqlite3 database connection</td>
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</dd></dl>
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<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>
Documentation update
2018-12-11 23:22:05 +04:00
<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>
Documentation update
2018-11-13 18:11:49 +04:00
<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>
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<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">
Documentation update
2018-12-11 23:22:05 +04:00
<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>
Documentation update
2018-11-13 18:11:49 +04:00
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