v0.2.30

docs

Author: bartzbeielstein

docs/01_spot_intro.html

@@ -268,11 +268,17 @@
   <a href="./24_spot_torch_regression.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">14</span>&nbsp; <span class="chapter-title">Hyperparameter Tuning for PyTorch With <code>spotPython</code>: Regression</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./25_spot_torch_vbdp.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">15</span>&nbsp; <span class="chapter-title">Hyperparameter Tuning: VBDP</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./99_spot_doc.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">15</span>&nbsp; <span class="chapter-title">Documentation of the Sequential Parameter Optimization</span></span></a>
+ <span class="menu-text"><span class="chapter-number">16</span>&nbsp; <span class="chapter-title">Documentation of the Sequential Parameter Optimization</span></span></a>
   </div>
 </li>
         <li class="sidebar-item">
@@ -410,7 +416,7 @@ <h3 data-number="1.3.1" class="anchored" data-anchor-id="the-objective-function-
 <div class="cell" data-execution_count="5">
 <div class="sourceCode cell-code" id="cb5"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>spot_0.run()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-display" data-execution_count="5">
-<pre><code>&lt;spotPython.spot.spot.Spot at 0x293adbb20&gt;</code></pre>
+<pre><code>&lt;spotPython.spot.spot.Spot at 0x16c96bc10&gt;</code></pre>
 </div>
 </div>
 <div class="cell" data-execution_count="6">
@@ -462,7 +468,7 @@ <h2 data-number="1.4" class="anchored" data-anchor-id="spot-parameters-fun_evals
 <p><img src="01_spot_intro_files/figure-html/cell-10-output-2.png" width="600" height="449"></p>
 </div>
 <div class="cell-output cell-output-display" data-execution_count="9">
-<pre><code>&lt;spotPython.spot.spot.Spot at 0x293bf5870&gt;</code></pre>
+<pre><code>&lt;spotPython.spot.spot.Spot at 0x16cacfdf0&gt;</code></pre>
 </div>
 </div>
 </section>

docs/02_spot_multidim.html

@@ -249,11 +249,17 @@
   <a href="./24_spot_torch_regression.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">14</span>&nbsp; <span class="chapter-title">Hyperparameter Tuning for PyTorch With <code>spotPython</code>: Regression</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./25_spot_torch_vbdp.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">15</span>&nbsp; <span class="chapter-title">Hyperparameter Tuning: VBDP</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./99_spot_doc.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">15</span>&nbsp; <span class="chapter-title">Documentation of the Sequential Parameter Optimization</span></span></a>
+ <span class="menu-text"><span class="chapter-number">16</span>&nbsp; <span class="chapter-title">Documentation of the Sequential Parameter Optimization</span></span></a>
   </div>
 </li>
         <li class="sidebar-item">
@@ -367,7 +373,7 @@ <h3 data-number="2.1.1" class="anchored" data-anchor-id="the-objective-function-
 </code></pre>
 </div>
 <div class="cell-output cell-output-display" data-execution_count="3">
-<pre><code>&lt;spotPython.spot.spot.Spot at 0x10415c040&gt;</code></pre>
+<pre><code>&lt;spotPython.spot.spot.Spot at 0x10601a050&gt;</code></pre>
 </div>
 </div>
 </section>

docs/03_spot_anisotropic.html

@@ -248,11 +248,17 @@
   <a href="./24_spot_torch_regression.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">14</span>&nbsp; <span class="chapter-title">Hyperparameter Tuning for PyTorch With <code>spotPython</code>: Regression</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./25_spot_torch_vbdp.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">15</span>&nbsp; <span class="chapter-title">Hyperparameter Tuning: VBDP</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./99_spot_doc.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">15</span>&nbsp; <span class="chapter-title">Documentation of the Sequential Parameter Optimization</span></span></a>
+ <span class="menu-text"><span class="chapter-number">16</span>&nbsp; <span class="chapter-title">Documentation of the Sequential Parameter Optimization</span></span></a>
   </div>
 </li>
         <li class="sidebar-item">
@@ -344,7 +350,7 @@ <h3 data-number="3.1.1" class="anchored" data-anchor-id="the-objective-function-
 <span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a></span>
 <span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a>spot_2.run()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-display" data-execution_count="3">
-<pre><code>&lt;spotPython.spot.spot.Spot at 0x17f85f880&gt;</code></pre>
+<pre><code>&lt;spotPython.spot.spot.Spot at 0x1515d3d30&gt;</code></pre>
 </div>
 </div>
 </section>
@@ -385,7 +391,7 @@ <h2 data-number="3.2" class="anchored" data-anchor-id="example-with-anisotropic-
 <span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a>                   surrogate_control<span class="op">=</span>{<span class="st">"n_theta"</span>: <span class="dv">2</span>})</span>
 <span id="cb9-5"><a href="#cb9-5" aria-hidden="true" tabindex="-1"></a>spot_2_anisotropic.run()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-display" data-execution_count="6">
-<pre><code>&lt;spotPython.spot.spot.Spot at 0x17fca8bb0&gt;</code></pre>
+<pre><code>&lt;spotPython.spot.spot.Spot at 0x1517581c0&gt;</code></pre>
 </div>
 </div>
 <section id="taking-a-look-at-the-theta-values" class="level3" data-number="3.2.1">

docs/04_spot_sklearn_surrogate.html

@@ -247,11 +247,17 @@
   <a href="./24_spot_torch_regression.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">14</span>&nbsp; <span class="chapter-title">Hyperparameter Tuning for PyTorch With <code>spotPython</code>: Regression</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./25_spot_torch_vbdp.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">15</span>&nbsp; <span class="chapter-title">Hyperparameter Tuning: VBDP</span></span></a>
+  </div>
 </li>
         <li class="sidebar-item">
   <div class="sidebar-item-container"> 
   <a href="./99_spot_doc.html" class="sidebar-item-text sidebar-link">
- <span class="menu-text"><span class="chapter-number">15</span>&nbsp; <span class="chapter-title">Documentation of the Sequential Parameter Optimization</span></span></a>
+ <span class="menu-text"><span class="chapter-number">16</span>&nbsp; <span class="chapter-title">Documentation of the Sequential Parameter Optimization</span></span></a>
   </div>
 </li>
         <li class="sidebar-item">
@@ -365,7 +371,7 @@ <h3 data-number="4.1.2" class="anchored" data-anchor-id="running-the-surrogate-m
 <div class="cell" data-execution_count="5">
 <div class="sourceCode cell-code" id="cb7"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a>spot_2.run()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-display" data-execution_count="5">
-<pre><code>&lt;spotPython.spot.spot.Spot at 0x107e5d9f0&gt;</code></pre>
+<pre><code>&lt;spotPython.spot.spot.Spot at 0x103e4c0a0&gt;</code></pre>
 </div>
 </div>
 </section>
@@ -471,7 +477,7 @@ <h3 data-number="4.2.1" class="anchored" data-anchor-id="gaussianprocessregresso
 <span id="cb22-8"><a href="#cb22-8" aria-hidden="true" tabindex="-1"></a>                   surrogate <span class="op">=</span> S_GP)</span>
 <span id="cb22-9"><a href="#cb22-9" aria-hidden="true" tabindex="-1"></a>spot_2_GP.run()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-display" data-execution_count="15">
-<pre><code>&lt;spotPython.spot.spot.Spot at 0x28f62c670&gt;</code></pre>
+<pre><code>&lt;spotPython.spot.spot.Spot at 0x28ca9c100&gt;</code></pre>
 </div>
 </div>
 <div class="cell" data-execution_count="16">
@@ -483,12 +489,12 @@ <h3 data-number="4.2.1" class="anchored" data-anchor-id="gaussianprocessregresso
 <div class="cell" data-execution_count="17">
 <div class="sourceCode cell-code" id="cb25"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a>spot_2_GP.print_results()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
-<pre><code>min y: 0.39826889030254087
-x0: 3.1497250104170402
-x1: 2.2766674107764246</code></pre>
+<pre><code>min y: 0.39849269895514894
+x0: 3.149390667141969
+x1: 2.2866294742318978</code></pre>
 </div>
 <div class="cell-output cell-output-display" data-execution_count="17">
-<pre><code>[['x0', 3.1497250104170402], ['x1', 2.2766674107764246]]</code></pre>
+<pre><code>[['x0', 3.149390667141969], ['x1', 2.2866294742318978]]</code></pre>
 </div>
 </div>
 </section>
@@ -543,7 +549,7 @@ <h1 data-number="5"><span class="header-section-number">5</span> Example: One-di
 <p><img src="04_spot_sklearn_surrogate_files/figure-html/cell-20-output-8.png" width="604" height="449"></p>
 </div>
 <div class="cell-output cell-output-display" data-execution_count="19">
-<pre><code>&lt;spotPython.spot.spot.Spot at 0x28f67d0f0&gt;</code></pre>
+<pre><code>&lt;spotPython.spot.spot.Spot at 0x28ca9c790&gt;</code></pre>
 </div>
 </div>
 <section id="results" class="level3" data-number="5.0.1">
@@ -617,17 +623,17 @@ <h2 data-number="5.1" class="anchored" data-anchor-id="example-sklearn-model-gau
 <p><img src="04_spot_sklearn_surrogate_files/figure-html/cell-24-output-8.png" width="604" height="449"></p>
 </div>
 <div class="cell-output cell-output-display" data-execution_count="23">
-<pre><code>&lt;spotPython.spot.spot.Spot at 0x28f2f5150&gt;</code></pre>
+<pre><code>&lt;spotPython.spot.spot.Spot at 0x28cac7730&gt;</code></pre>
 </div>
 </div>
 <div class="cell" data-execution_count="24">
 <div class="sourceCode cell-code" id="cb38"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb38-1"><a href="#cb38-1" aria-hidden="true" tabindex="-1"></a>spot_1_GP.print_results()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
 <div class="cell-output cell-output-stdout">
-<pre><code>min y: 1.6537115989082514e-09
-x0: -4.066585298390102e-05</code></pre>
+<pre><code>min y: 3.751414374998725e-09
+x0: -6.124879080438017e-05</code></pre>
 </div>
 <div class="cell-output cell-output-display" data-execution_count="24">
-<pre><code>[['x0', -4.066585298390102e-05]]</code></pre>
+<pre><code>[['x0', -6.124879080438017e-05]]</code></pre>
 </div>
 </div>
 <div class="cell" data-execution_count="25">