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Sarah Segel: Merge pull request #92 from automl/development
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<!DOCTYPE html>

<html lang="en">
<html lang="en" data-content_root="../../../../">
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>deepcave.evaluators.epm.fanova_forest &#8212; DeepCAVE Documentation 1.1.2 documentation</title>
<title>deepcave.evaluators.epm.fanova_forest &#8212; DeepCAVE Documentation 1.1.3 documentation</title>

<link href="../../../../_static/css/theme.css" rel="stylesheet">
<link href="../../../../_static/css/index.ac9c05f7c49ca1e1f876c6e36360ea26.css" rel="stylesheet">
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Expand Down Expand Up @@ -690,7 +690,9 @@ <h1>Source code for deepcave.evaluators.epm.fanova_forest</h1><div class="highli
<span class="kn">from</span> <span class="nn">deepcave.evaluators.epm.random_forest</span> <span class="kn">import</span> <span class="n">RandomForest</span>


<div class="viewcode-block" id="FanovaForest"><a class="viewcode-back" href="../../../../api/deepcave.evaluators.epm.fanova_forest.html#deepcave.evaluators.epm.fanova_forest.FanovaForest">[docs]</a><span class="k">class</span> <span class="nc">FanovaForest</span><span class="p">(</span><span class="n">RandomForest</span><span class="p">):</span>
<div class="viewcode-block" id="FanovaForest">
<a class="viewcode-back" href="../../../../api/deepcave.evaluators.epm.fanova_forest.html#deepcave.evaluators.epm.fanova_forest.FanovaForest">[docs]</a>
<span class="k">class</span> <span class="nc">FanovaForest</span><span class="p">(</span><span class="n">RandomForest</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> A fanova forest wrapper for pyrfr.</span>
<span class="sd"> &quot;&quot;&quot;</span>
Expand All @@ -709,7 +711,7 @@ <h1>Source code for deepcave.evaluators.epm.fanova_forest</h1><div class="highli
<span class="n">instance_features</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">pca_components</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="mi">2</span><span class="p">,</span>
<span class="n">cutoffs</span><span class="p">:</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">float</span><span class="p">,</span> <span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="o">-</span><span class="n">np</span><span class="o">.</span><span class="n">inf</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">inf</span><span class="p">),</span>
<span class="n">seed</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>
<span class="n">seed</span><span class="p">:</span> <span class="nb">int</span> <span class="o">=</span> <span class="mi">0</span><span class="p">,</span>
<span class="p">):</span>
<span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span>
<span class="n">configspace</span><span class="o">=</span><span class="n">configspace</span><span class="p">,</span>
Expand Down Expand Up @@ -802,7 +804,9 @@ <h1>Source code for deepcave.evaluators.epm.fanova_forest</h1><div class="highli
<span class="c1"># recompute the trees&#39; total variance</span>
<span class="bp">self</span><span class="o">.</span><span class="n">trees_total_variance</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_model</span><span class="o">.</span><span class="n">get_trees_total_variances</span><span class="p">()</span>

<div class="viewcode-block" id="FanovaForest.compute_marginals"><a class="viewcode-back" href="../../../../api/deepcave.evaluators.epm.fanova_forest.html#deepcave.evaluators.epm.fanova_forest.FanovaForest.compute_marginals">[docs]</a> <span class="k">def</span> <span class="nf">compute_marginals</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hp_ids</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">depth</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
<div class="viewcode-block" id="FanovaForest.compute_marginals">
<a class="viewcode-back" href="../../../../api/deepcave.evaluators.epm.fanova_forest.html#deepcave.evaluators.epm.fanova_forest.FanovaForest.compute_marginals">[docs]</a>
<span class="k">def</span> <span class="nf">compute_marginals</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hp_ids</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="nb">int</span><span class="p">],</span> <span class="n">depth</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span>
<span class="w"> </span><span class="sd">&quot;&quot;&quot;</span>
<span class="sd"> Returns the marginal of selected parameters.</span>

Expand Down Expand Up @@ -875,7 +879,9 @@ <h1>Source code for deepcave.evaluators.epm.fanova_forest</h1><div class="highli
<span class="bp">self</span><span class="o">.</span><span class="n">V_U_individual</span><span class="p">[</span><span class="n">hp_ids</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">V_U_individual</span><span class="p">)</span>
<span class="bp">self</span><span class="o">.</span><span class="n">V_U_total</span><span class="p">[</span><span class="n">hp_ids</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">V_U_total</span><span class="p">)</span>

<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">V_U_individual</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">V_U_total</span></div></div>
<span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">V_U_individual</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">V_U_total</span></div>
</div>

</pre></div>

</div>
Expand Down Expand Up @@ -904,7 +910,7 @@ <h1>Source code for deepcave.evaluators.epm.fanova_forest</h1><div class="highli
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