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bayesian-optimization · Feb 27, 2025 · 99f4954 · 99f4954
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diff --git a/master/.buildinfo b/master/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file records the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 4ce6e875dfc4d0056a20f852e4dddcae
+config: 284f2f692ff748ffb39b589ae0634c4b
 tags: 645f666f9bcd5a90fca523b33c5a78b7
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diff --git a/master/_static/fonts/ff47df30aa703f308b49f34c9f0e5b7c.ttf b/master/_static/fonts/ff47df30aa703f308b49f34c9f0e5b7c.ttf
diff --git a/master/_static/sphinx_immaterial_theme.02cb18745d09eea51.min.css b/master/_static/sphinx_immaterial_theme.02cb18745d09eea51.min.css
diff --git a/...immaterial_theme.f9d9eeeb247ace16c.min.js → ...immaterial_theme.48b1f36c1777f6fe9.min.js b/...immaterial_theme.f9d9eeeb247ace16c.min.js → ...immaterial_theme.48b1f36c1777f6fe9.min.js
diff --git a/master/_static/sphinx_immaterial_theme.4b4a8c74e2ff2ab5b.min.css b/master/_static/sphinx_immaterial_theme.4b4a8c74e2ff2ab5b.min.css
diff --git a/master/acquisition_functions.html b/master/acquisition_functions.html
diff --git a/master/advanced-tour.html b/master/advanced-tour.html
@@ -32,7 +32,7 @@
         <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
 
 
-        <link rel="stylesheet" type="text/css" href="_static/sphinx_immaterial_theme.4b4a8c74e2ff2ab5b.min.css?v=afa97f93" />
+        <link rel="stylesheet" type="text/css" href="_static/sphinx_immaterial_theme.02cb18745d09eea51.min.css?v=ff456132" />
         <link rel="stylesheet" type="text/css" href="_static/nbsphinx-code-cells.css?v=2aa19091" />
     <script>__md_scope=new URL("/",location),__md_hash=e=>[...e].reduce((e,_)=>(e<<5)-e+_.charCodeAt(0),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
 
@@ -762,7 +762,7 @@ <h1 id="Advanced-tour-of-the-Bayesian-Optimization-package">Advanced tour of the
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span><code>[1]:
 </code></pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="kn">from</span> <span class="nn">bayes_opt</span> <span class="kn">import</span> <span class="n">BayesianOptimization</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">bayes_opt</span><span class="w"> </span><span class="kn">import</span> <span class="n">BayesianOptimization</span>
 </code></pre></div>
 </div>
 </div>
@@ -774,7 +774,7 @@ <h2 id="1.-Suggest-Evaluate-Register-Paradigm">1. Suggest-Evaluate-Register Para
 </code></pre></div>
 </div>
 <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="c1"># Let&#39;s start by defining our function, bounds, and instantiating an optimization object.</span>
-<span class="k">def</span> <span class="nf">black_box_function</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
+<span class="k">def</span><span class="w"> </span><span class="nf">black_box_function</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
     <span class="k">return</span> <span class="o">-</span><span class="n">x</span> <span class="o">**</span> <span class="mi">2</span> <span class="o">-</span> <span class="p">(</span><span class="n">y</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span> <span class="o">+</span> <span class="mi">1</span>
 </code></pre></div>
 </div>
@@ -784,7 +784,7 @@ <h2 id="1.-Suggest-Evaluate-Register-Paradigm">1. Suggest-Evaluate-Register Para
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span><code>[3]:
 </code></pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="kn">from</span> <span class="nn">bayes_opt</span> <span class="kn">import</span> <span class="n">acquisition</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">bayes_opt</span><span class="w"> </span><span class="kn">import</span> <span class="n">acquisition</span>
 
 <span class="n">acq</span> <span class="o">=</span> <span class="n">acquisition</span><span class="o">.</span><span class="n">UpperConfidenceBound</span><span class="p">(</span><span class="n">kappa</span><span class="o">=</span><span class="mf">2.5</span><span class="p">)</span>
 </code></pre></div>
@@ -932,7 +932,7 @@ <h2 id="Observers-Continued">Observers Continued<a class="headerlink" href="#Obs
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span><code>[10]:
 </code></pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="kn">from</span> <span class="nn">bayes_opt.event</span> <span class="kn">import</span> <span class="n">DEFAULT_EVENTS</span><span class="p">,</span> <span class="n">Events</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">bayes_opt.event</span><span class="w"> </span><span class="kn">import</span> <span class="n">DEFAULT_EVENTS</span><span class="p">,</span> <span class="n">Events</span>
 </code></pre></div>
 </div>
 </div>
@@ -953,8 +953,8 @@ <h2 id="Observers-Continued">Observers Continued<a class="headerlink" href="#Obs
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span><code>[12]:
 </code></pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="k">class</span> <span class="nc">BasicObserver</span><span class="p">:</span>
-    <span class="k">def</span> <span class="nf">update</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">event</span><span class="p">,</span> <span class="n">instance</span><span class="p">):</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="k">class</span><span class="w"> </span><span class="nc">BasicObserver</span><span class="p">:</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">update</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">event</span><span class="p">,</span> <span class="n">instance</span><span class="p">):</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;Does whatever you want with the event and `BayesianOptimization` instance.&quot;&quot;&quot;</span>
         <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Event `</span><span class="si">{}</span><span class="s2">` was observed&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">event</span><span class="p">))</span>
 </code></pre></div>
@@ -979,7 +979,7 @@ <h2 id="Observers-Continued">Observers Continued<a class="headerlink" href="#Obs
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span><code>[14]:
 </code></pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="k">def</span> <span class="nf">my_callback</span><span class="p">(</span><span class="n">event</span><span class="p">,</span> <span class="n">instance</span><span class="p">):</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="k">def</span><span class="w"> </span><span class="nf">my_callback</span><span class="p">(</span><span class="n">event</span><span class="p">,</span> <span class="n">instance</span><span class="p">):</span>
     <span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Go nuts here!&quot;</span><span class="p">)</span>
 
 <span class="n">optimizer</span><span class="o">.</span><span class="n">subscribe</span><span class="p">(</span>
@@ -1095,7 +1095,7 @@ <h2 id="Observers-Continued">Observers Continued<a class="headerlink" href="#Obs
       <div class="md-copyright">
 
     <div class="md-footer-copyright__highlight">
-        &#169; Copyright 2024, Fernando Nogueira and the bayesian-optimization developers.
+        &#169; Copyright 2025, Fernando Nogueira and the bayesian-optimization developers.
 
     </div>
 
@@ -1148,7 +1148,7 @@ <h2 id="Observers-Continued">Observers Continued<a class="headerlink" href="#Obs
     <script id="__config" type="application/json">{"base": ".", "features": ["navigation.expand", "navigation.sections", "navigation.top", "search.share", "toc.follow", "toc.sticky", "content.tabs.link", "announce.dismiss"], "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.config.lang": "en", "search.config.pipeline": "trimmer, stopWordFilter", "search.config.separator": "[\\s\\-]+", "search.placeholder": "Search", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version.title": "Select version"}, "version": {"provider": "mike", "staticVersions": null, "versionPath": "../versions.json"}}</script>
 
 
-        <script src="_static/sphinx_immaterial_theme.f9d9eeeb247ace16c.min.js?v=8ec58cb5"></script>
+        <script src="_static/sphinx_immaterial_theme.48b1f36c1777f6fe9.min.js?v=64a73510"></script>
         <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
         <script>window.MathJax = {"tex": {"inlineMath": [["$", "$"], ["\\(", "\\)"]], "processEscapes": true}, "options": {"ignoreHtmlClass": "tex2jax_ignore|mathjax_ignore|document", "processHtmlClass": "tex2jax_process|mathjax_process|math|output_area"}}</script>
         <script id="MathJax-script" src="_static/mathjax/tex-mml-chtml.js?v=cadf963e"></script>

diff --git a/master/basic-tour.html b/master/basic-tour.html
@@ -32,7 +32,7 @@
         <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
 
 
-        <link rel="stylesheet" type="text/css" href="_static/sphinx_immaterial_theme.4b4a8c74e2ff2ab5b.min.css?v=afa97f93" />
+        <link rel="stylesheet" type="text/css" href="_static/sphinx_immaterial_theme.02cb18745d09eea51.min.css?v=ff456132" />
         <link rel="stylesheet" type="text/css" href="_static/nbsphinx-code-cells.css?v=2aa19091" />
     <script>__md_scope=new URL("/",location),__md_hash=e=>[...e].reduce((e,_)=>(e<<5)-e+_.charCodeAt(0),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
 
@@ -784,7 +784,7 @@ <h2 id="1.-Specifying-the-function-to-be-optimized">1. Specifying the function t
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span><code>[1]:
 </code></pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="k">def</span> <span class="nf">black_box_function</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="k">def</span><span class="w"> </span><span class="nf">black_box_function</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Function with unknown internals we wish to maximize.</span>
 
 <span class="sd">    This is just serving as an example, for all intents and</span>
@@ -801,7 +801,7 @@ <h2 id="2.-Getting-Started">2. Getting Started<a class="headerlink" href="#2.-Ge
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span><code>[2]:
 </code></pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="kn">from</span> <span class="nn">bayes_opt</span> <span class="kn">import</span> <span class="n">BayesianOptimization</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">bayes_opt</span><span class="w"> </span><span class="kn">import</span> <span class="n">BayesianOptimization</span>
 </code></pre></div>
 </div>
 </div>
@@ -1008,8 +1008,8 @@ <h3 id="4.1-Saving-progress">4.1 Saving progress<a class="headerlink" href="#4.1
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span><code>[14]:
 </code></pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="kn">from</span> <span class="nn">bayes_opt.logger</span> <span class="kn">import</span> <span class="n">JSONLogger</span>
-<span class="kn">from</span> <span class="nn">bayes_opt.event</span> <span class="kn">import</span> <span class="n">Events</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">bayes_opt.logger</span><span class="w"> </span><span class="kn">import</span> <span class="n">JSONLogger</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">bayes_opt.event</span><span class="w"> </span><span class="kn">import</span> <span class="n">Events</span>
 </code></pre></div>
 </div>
 </div>
@@ -1061,7 +1061,7 @@ <h3 id="4.2-Loading-progress">4.2 Loading progress<a class="headerlink" href="#4
 <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span><code>[17]:
 </code></pre></div>
 </div>
-<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="kn">from</span> <span class="nn">bayes_opt.util</span> <span class="kn">import</span> <span class="n">load_logs</span>
+<div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><code><span class="kn">from</span><span class="w"> </span><span class="nn">bayes_opt.util</span><span class="w"> </span><span class="kn">import</span> <span class="n">load_logs</span>
 </code></pre></div>
 </div>
 </div>
@@ -1212,7 +1212,7 @@ <h2 id="Next-Steps">Next Steps<a class="headerlink" href="#Next-Steps" title="Li
       <div class="md-copyright">
 
     <div class="md-footer-copyright__highlight">
-        &#169; Copyright 2024, Fernando Nogueira and the bayesian-optimization developers.
+        &#169; Copyright 2025, Fernando Nogueira and the bayesian-optimization developers.
 
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@@ -1265,7 +1265,7 @@ <h2 id="Next-Steps">Next Steps<a class="headerlink" href="#Next-Steps" title="Li
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