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+  <section id="genetic-algorithm">
+<span id="bsk-rl-agents-genetic-algorithm"></span><h1>genetic_algorithm<a class="headerlink" href="#genetic-algorithm" title="Link to this heading"></a></h1>
+<p><code class="docutils literal notranslate"><span class="pre">bsk_rl.agents.genetic_algorithm</span></code></p>
+<div class="toctree-wrapper compound">
+</div>
+<dl class="py class" id="module-bsk_rl.agents.genetic_algorithm">
+<dt class="sig sig-object py" id="bsk_rl.agents.genetic_algorithm.env2opt_problem">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">env2opt_problem</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">env_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_conditions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/bsk_rl/agents/genetic_algorithm.html#env2opt_problem"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#bsk_rl.agents.genetic_algorithm.env2opt_problem" title="Link to this definition"></a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class provides a generic interface for recasting a gymnasium environment as a
+total reward maximization problem.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="bsk_rl.agents.genetic_algorithm.env2opt_problem.__init__">
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">env_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initial_conditions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/bsk_rl/agents/genetic_algorithm.html#env2opt_problem.__init__"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#bsk_rl.agents.genetic_algorithm.env2opt_problem.__init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="bsk_rl.agents.genetic_algorithm.env2opt_problem.evaluate">
+<span class="sig-name descname"><span class="pre">evaluate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">action_set</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/bsk_rl/agents/genetic_algorithm.html#env2opt_problem.evaluate"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#bsk_rl.agents.genetic_algorithm.env2opt_problem.evaluate" title="Link to this definition"></a></dt>
+<dd><p>Evaluates a full run of the environment given a list of actions.</p>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py function">
+<dt class="sig sig-object py" id="bsk_rl.agents.genetic_algorithm.mutUniformIntList">
+<span class="sig-name descname"><span class="pre">mutUniformIntList</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">individual</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_samples</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">low</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">up</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">5</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indpb</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.3</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/bsk_rl/agents/genetic_algorithm.html#mutUniformIntList"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#bsk_rl.agents.genetic_algorithm.mutUniformIntList" title="Link to this definition"></a></dt>
+<dd><p>This function is designed to mutate a list of integers, rather than a single
+integer.
+:param individual: The individual to be mutated
+:param num_samples: The number of samples to be mutated
+:param low: The lower bound for the mutation
+:param up: The upper bound for the mutation
+:param indpb: The probability of mutation
+:returns: A list of a single individual.</p>
+</dd></dl>
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