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TM_test.html
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<!DOCTYPE html>
<html>
<head><meta charset="utf-8" />
<title>TM_test</title>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
<style type="text/css">
/*!
*
* Twitter Bootstrap
*
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<h4 id="[-HOME--]=====--How-to-compute-like-a-brain-=====[-Programming--]">[ <a href="http://ifni.co">HOME</a> ]===== How to compute like a brain =====[ <a href="http://ifni.co/toc/programming">Programming</a> ]<a class="anchor-link" href="#[-HOME--]=====--How-to-compute-like-a-brain-=====[-Programming--]">¶</a></h4><h2 id="TEST-wrapper">TEST wrapper<a class="anchor-link" href="#TEST-wrapper">¶</a></h2><p>This is very simple tests wrapper, with which you can run many tests compare results, draw plots, calculate metrics.</p>
<p>Nothing fancy but does the work ...</p>
<p>Use it mainly in your python shell.</p>
<p>You can also use DataTest as example of how to initialize and connect Encoder and TM.</p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="kn">import</span> <span class="nn">sys</span>
<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">'../lib'</span><span class="p">)</span>
<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">'../lib/test'</span><span class="p">)</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="kn">as</span> <span class="nn">np</span>
<span class="kn">from</span> <span class="nn">utils</span> <span class="kn">import</span> <span class="o">*</span>
<span class="kn">from</span> <span class="nn">data_test</span> <span class="kn">import</span> <span class="o">*</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">DataSet</span><span class="o">.</span><span class="n">list_datasets</span><span class="p">()</span>
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<pre>['hot-gym', 'ny', 'sine', 'dollar']</pre>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">dt</span> <span class="o">=</span> <span class="n">DataTest</span><span class="p">(</span><span class="n">data_set</span><span class="o">=</span><span class="s1">'ny'</span><span class="p">)</span>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">dt</span><span class="o">.</span><span class="n">new_test</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s1">'5x300'</span><span class="p">,</span> <span class="n">data_size</span><span class="o">=</span><span class="mi">300</span><span class="p">,</span> <span class="n">nrows</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span>
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<pre>sc> building classification map ...
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">dt</span><span class="o">.</span><span class="n">run_test</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="s1">'5x300'</span><span class="p">,</span> <span class="n">begin</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">end</span><span class="o">=</span><span class="mi">1000</span><span class="p">)</span>
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<pre>Adding data metrics with name : 5x300
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">dt</span><span class="o">.</span><span class="n">results</span><span class="o">.</span><span class="n">metrics</span>
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<pre>{'5x300': {'avg_fill': 0.027104,
'fill': 0.027104,
'mae': 2506.9769999999999,
'mape': 0.17050835420385166,
'max-fill': 0.094,
'nll': 1.495726981091561,
'r2': 0.5512082101100626,
'rmse': 4477.3462467180261}}</pre>
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<p><strong>!! NLL (negactive log likelihood score uses 1000 bins for calulation by default)</strong></p>
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<div class=" highlight hl-ipython2"><pre><span></span><span class="n">dt</span><span class="o">.</span><span class="n">tests</span><span class="p">[</span><span class="s1">'5x300'</span><span class="p">]</span><span class="o">.</span><span class="n">plot_data</span><span class="p">()</span>
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