il y a 3 ans · 31cf8352f0
--- a/docs/build/doctrees/environment.pickle
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--- a/docs/build/doctrees/macop.doctree
+++ b/docs/build/doctrees/macop.doctree
--- a/docs/build/doctrees/macop/macop.algorithms.multi.MOEAD.doctree
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--- a/docs/build/doctrees/macop/macop.algorithms.multi.MOSubProblem.doctree
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--- a/docs/build/doctrees/macop/macop.callbacks.BasicCheckpoint.doctree
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--- a/docs/build/doctrees/macop/macop.callbacks.Callback.doctree
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--- a/docs/build/doctrees/macop/macop.callbacks.MultiCheckpoint.doctree
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--- a/docs/build/doctrees/macop/macop.callbacks.ParetoCheckpoint.doctree
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--- a/docs/build/doctrees/macop/macop.callbacks.UCBCheckpoint.doctree
+++ b/docs/build/doctrees/macop/macop.callbacks.UCBCheckpoint.doctree
--- a/docs/build/doctrees/macop/macop.evaluators.EvaluatorExample.doctree
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--- a/docs/build/doctrees/macop/macop.operators.crossovers.RandomSplitCrossover.doctree
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--- a/docs/build/doctrees/macop/macop.operators.crossovers.SimpleCrossover.doctree
+++ b/docs/build/doctrees/macop/macop.operators.crossovers.SimpleCrossover.doctree
--- a/docs/build/doctrees/macop/macop.operators.mutators.Mutation.doctree
+++ b/docs/build/doctrees/macop/macop.operators.mutators.Mutation.doctree
--- a/docs/build/doctrees/macop/macop.operators.mutators.SimpleBinaryMutation.doctree
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--- a/docs/build/doctrees/macop/macop.operators.mutators.SimpleMutation.doctree
+++ b/docs/build/doctrees/macop/macop.operators.mutators.SimpleMutation.doctree
--- a/docs/build/doctrees/macop/macop.operators.policies.Policy.doctree
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--- a/docs/build/doctrees/macop/macop.operators.policies.RandomPolicy.doctree
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--- a/docs/build/doctrees/macop/macop.operators.policies.UCBPolicy.doctree
+++ b/docs/build/doctrees/macop/macop.operators.policies.UCBPolicy.doctree
--- a/docs/build/doctrees/macop/macop.solutions.BinarySolution.doctree
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--- a/docs/build/doctrees/macop/macop.solutions.CombinatoryIntegerSolution.doctree
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--- a/docs/build/doctrees/macop/macop.solutions.IntegerSolution.doctree
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--- a/docs/build/doctrees/macop/macop.solutions.Solution.doctree
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				+      <li>macop.callbacks.BasicCheckpoint</li>
			
 
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				+  <h1>Source code for macop.callbacks.BasicCheckpoint</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Basic Checkpoint class implementation</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+
			
 
				+<span class="c1"># main imports</span>
			
 
				+<span class="kn">import</span> <span class="nn">os</span>
			
 
				+<span class="kn">import</span> <span class="nn">logging</span>
			
 
				+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
			
 
				+
			
 
				+<span class="c1"># module imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">.Callback</span> <span class="kn">import</span> <span class="n">Callback</span>
			
 
				+<span class="kn">from</span> <span class="nn">..utils.color</span> <span class="kn">import</span> <span class="n">macop_text</span><span class="p">,</span> <span class="n">macop_line</span>
			
 
				+
			
 
				+
			
 
				+<div class="viewcode-block" id="BasicCheckpoint"><a class="viewcode-back" href="../../../macop/macop.callbacks.BasicCheckpoint.html#macop.callbacks.BasicCheckpoint.BasicCheckpoint">[docs]</a><span class="k">class</span> <span class="nc">BasicCheckpoint</span><span class="p">(</span><span class="n">Callback</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">    BasicCheckpoint is used for loading previous computations and start again after loading checkpoint</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        algo: {Algorithm} -- main algorithm instance reference</span>
			
 
				+<span class="sd">        every: {int} -- checkpoint frequency used (based on number of evaluations)</span>
			
 
				+<span class="sd">        filepath: {str} -- file path where checkpoints will be saved</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+<div class="viewcode-block" id="BasicCheckpoint.run"><a class="viewcode-back" href="../../../macop/macop.callbacks.BasicCheckpoint.html#macop.callbacks.BasicCheckpoint.BasicCheckpoint.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Check if necessary to do backup based on `every` variable</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="c1"># get current best solution</span>
			
 
				+        <span class="n">solution</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_bestSolution</span>
			
 
				+
			
 
				+        <span class="n">currentEvaluation</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">algo</span><span class="o">.</span><span class="n">getGlobalEvaluation</span><span class="p">()</span>
			
 
				+
			
 
				+        <span class="c1"># backup if necessary</span>
			
 
				+        <span class="k">if</span> <span class="n">currentEvaluation</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">_every</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
			
 
				+
			
 
				+            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Checkpoint is done into &quot;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">)</span>
			
 
				+
			
 
				+            <span class="n">solutionData</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
			
 
				+            <span class="n">solutionSize</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">solution</span><span class="o">.</span><span class="n">data</span><span class="p">)</span>
			
 
				+
			
 
				+            <span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">solution</span><span class="o">.</span><span class="n">data</span><span class="p">):</span>
			
 
				+                <span class="n">solutionData</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
			
 
				+
			
 
				+                <span class="k">if</span> <span class="n">index</span> <span class="o">&lt;</span> <span class="n">solutionSize</span> <span class="o">-</span> <span class="mi">1</span><span class="p">:</span>
			
 
				+                    <span class="n">solutionData</span> <span class="o">+=</span> <span class="s1">&#39; &#39;</span>
			
 
				+
			
 
				+            <span class="n">line</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">currentEvaluation</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;;&#39;</span> <span class="o">+</span> <span class="n">solutionData</span> <span class="o">+</span> <span class="s1">&#39;;&#39;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span>
			
 
				+                <span class="n">solution</span><span class="o">.</span><span class="n">fitness</span><span class="p">())</span> <span class="o">+</span> <span class="s1">&#39;;</span><span class="se">\n</span><span class="s1">&#39;</span>
			
 
				+
			
 
				+            <span class="c1"># check if file exists</span>
			
 
				+            <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">):</span>
			
 
				+                <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
			
 
				+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">line</span><span class="p">)</span>
			
 
				+            <span class="k">else</span><span class="p">:</span>
			
 
				+                <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">,</span> <span class="s1">&#39;a&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
			
 
				+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">line</span><span class="p">)</span></div>
			
 
				+
			
 
				+<div class="viewcode-block" id="BasicCheckpoint.load"><a class="viewcode-back" href="../../../macop/macop.callbacks.BasicCheckpoint.html#macop.callbacks.BasicCheckpoint.BasicCheckpoint.load">[docs]</a>    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Load last backup line of solution and set algorithm state (best solution and evaluations) at this backup</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">):</span>
			
 
				+
			
 
				+            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Load best solution from last checkpoint&#39;</span><span class="p">)</span>
			
 
				+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
			
 
				+
			
 
				+                <span class="c1"># get last line and read data</span>
			
 
				+                <span class="n">lastline</span> <span class="o">=</span> <span class="n">f</span><span class="o">.</span><span class="n">readlines</span><span class="p">()[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span>
			
 
				+                <span class="n">data</span> <span class="o">=</span> <span class="n">lastline</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;;&#39;</span><span class="p">)</span>
			
 
				+
			
 
				+                <span class="c1"># get evaluation  information</span>
			
 
				+                <span class="n">globalEvaluation</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
			
 
				+
			
 
				+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">getParent</span><span class="p">()</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
			
 
				+                    <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">getParent</span><span class="p">()</span><span class="o">.</span><span class="n">numberOfEvaluations</span> <span class="o">=</span> <span class="n">globalEvaluation</span>
			
 
				+                <span class="k">else</span><span class="p">:</span>
			
 
				+                    <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_numberOfEvaluations</span> <span class="o">=</span> <span class="n">globalEvaluation</span>
			
 
				+
			
 
				+                <span class="c1"># get best solution data information</span>
			
 
				+                <span class="n">solutionData</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="n">data</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">)))</span>
			
 
				+
			
 
				+                <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_bestSolution</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span>
			
 
				+                    <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_bestSolution</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">initializer</span><span class="p">()</span>
			
 
				+
			
 
				+                <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_bestSolution</span><span class="o">.</span><span class="n">data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">solutionData</span><span class="p">)</span>
			
 
				+                <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_bestSolution</span><span class="o">.</span><span class="n">score</span> <span class="o">=</span> <span class="nb">float</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="mi">2</span><span class="p">])</span>
			
 
				+
			
 
				+            <span class="nb">print</span><span class="p">(</span><span class="n">macop_line</span><span class="p">())</span>
			
 
				+            <span class="nb">print</span><span class="p">(</span>
			
 
				+                <span class="n">macop_text</span><span class="p">(</span><span class="s1">&#39;Checkpoint found from `</span><span class="si">{}</span><span class="s1">` file.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
			
 
				+                    <span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">)))</span>
			
 
				+
			
 
				+            <span class="nb">print</span><span class="p">(</span>
			
 
				+                <span class="n">macop_text</span><span class="p">(</span><span class="s1">&#39;Restart algorithm from evaluation </span><span class="si">{}</span><span class="s1">.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span>
			
 
				+                    <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_numberOfEvaluations</span><span class="p">)))</span>
			
 
				+
			
 
				+        <span class="k">else</span><span class="p">:</span>
			
 
				+            <span class="nb">print</span><span class="p">(</span>
			
 
				+                <span class="n">macop_text</span><span class="p">(</span>
			
 
				+                    <span class="s1">&#39;No backup found... Start running algorithm from evaluation 0.&#39;</span>
			
 
				+                <span class="p">))</span>
			
 
				+            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span>
			
 
				+                <span class="s2">&quot;Can&#39;t load backup... Backup filepath not valid in Checkpoint&quot;</span><span class="p">)</span>
			
 
				+
			
 
				+        <span class="nb">print</span><span class="p">(</span><span class="n">macop_line</span><span class="p">())</span></div></div>
			
 
				+</pre></div>
			
 
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				+      <li>macop.callbacks.Callback</li>
			
 
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				+  <h1>Source code for macop.callbacks.Callback</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Abstract Checkpoint class</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="c1"># main imports</span>
			
 
				+<span class="kn">import</span> <span class="nn">os</span>
			
 
				+<span class="kn">import</span> <span class="nn">logging</span>
			
 
				+<span class="kn">from</span> <span class="nn">abc</span> <span class="kn">import</span> <span class="n">abstractmethod</span>
			
 
				+
			
 
				+
			
 
				+<div class="viewcode-block" id="Callback"><a class="viewcode-back" href="../../../macop/macop.callbacks.Callback.html#macop.callbacks.Callback.Callback">[docs]</a><span class="k">class</span> <span class="nc">Callback</span><span class="p">():</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">    Callback abstract class in order to compute some instruction every evaluation</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        algo: {Algorithm} -- main algorithm instance reference</span>
			
 
				+<span class="sd">        every: {int} -- checkpoint frequency used (based on number of evaluations)</span>
			
 
				+<span class="sd">        filepath: {str} -- file path where checkpoints will be saved</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">every</span><span class="p">,</span> <span class="n">filepath</span><span class="p">):</span>
			
 
				+
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span> <span class="o">=</span> <span class="kc">None</span>
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_every</span> <span class="o">=</span> <span class="n">every</span>
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span> <span class="o">=</span> <span class="n">filepath</span>
			
 
				+
			
 
				+        <span class="c1"># build path if not already exists</span>
			
 
				+        <span class="n">head</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">)</span>
			
 
				+
			
 
				+        <span class="k">if</span> <span class="ow">not</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="n">head</span><span class="p">):</span>
			
 
				+            <span class="n">os</span><span class="o">.</span><span class="n">makedirs</span><span class="p">(</span><span class="n">head</span><span class="p">)</span>
			
 
				+
			
 
				+<div class="viewcode-block" id="Callback.setAlgo"><a class="viewcode-back" href="../../../macop/macop.callbacks.Callback.html#macop.callbacks.Callback.Callback.setAlgo">[docs]</a>    <span class="k">def</span> <span class="nf">setAlgo</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">algo</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;Specify the main algorithm instance reference</span>
			
 
				+
			
 
				+<span class="sd">        Args:</span>
			
 
				+<span class="sd">            algo: {Algorithm} -- main algorithm instance reference</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span> <span class="o">=</span> <span class="n">algo</span></div>
			
 
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				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Check if necessary to do backup based on `every` variable</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="k">pass</span></div>
			
 
				+
			
 
				+<div class="viewcode-block" id="Callback.load"><a class="viewcode-back" href="../../../macop/macop.callbacks.Callback.html#macop.callbacks.Callback.Callback.load">[docs]</a>    <span class="nd">@abstractmethod</span>
			
 
				+    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Load last backup line of solution and set algorithm state at this backup</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="k">pass</span></div></div>
			
 
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				+      <li>macop.callbacks.MultiCheckpoint</li>
			
 
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				+            
			
 
				+  <h1>Source code for macop.callbacks.MultiCheckpoint</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Multi Checkpoint class implementation</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+
			
 
				+<span class="c1"># main imports</span>
			
 
				+<span class="kn">import</span> <span class="nn">os</span>
			
 
				+<span class="kn">import</span> <span class="nn">logging</span>
			
 
				+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
			
 
				+
			
 
				+<span class="c1"># module imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">.Callback</span> <span class="kn">import</span> <span class="n">Callback</span>
			
 
				+<span class="kn">from</span> <span class="nn">..utils.color</span> <span class="kn">import</span> <span class="n">macop_text</span><span class="p">,</span> <span class="n">macop_line</span>
			
 
				+
			
 
				+
			
 
				+<div class="viewcode-block" id="MultiCheckpoint"><a class="viewcode-back" href="../../../macop/macop.callbacks.MultiCheckpoint.html#macop.callbacks.MultiCheckpoint.MultiCheckpoint">[docs]</a><span class="k">class</span> <span class="nc">MultiCheckpoint</span><span class="p">(</span><span class="n">Callback</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">    MultiCheckpoint is used for loading previous computations and start again after loading checkpoint</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        algo: {Algorithm} -- main algorithm instance reference</span>
			
 
				+<span class="sd">        every: {int} -- checkpoint frequency used (based on number of evaluations)</span>
			
 
				+<span class="sd">        filepath: {str} -- file path where checkpoints will be saved</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+<div class="viewcode-block" id="MultiCheckpoint.run"><a class="viewcode-back" href="../../../macop/macop.callbacks.MultiCheckpoint.html#macop.callbacks.MultiCheckpoint.MultiCheckpoint.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Check if necessary to do backup based on `every` variable</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="c1"># get current population</span>
			
 
				+        <span class="n">population</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_population</span>
			
 
				+
			
 
				+        <span class="n">currentEvaluation</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">getGlobalEvaluation</span><span class="p">()</span>
			
 
				+
			
 
				+        <span class="c1"># backup if necessary</span>
			
 
				+        <span class="k">if</span> <span class="n">currentEvaluation</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">_every</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
			
 
				+
			
 
				+            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Checkpoint is done into &quot;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">)</span>
			
 
				+
			
 
				+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
			
 
				+
			
 
				+                <span class="k">for</span> <span class="n">solution</span> <span class="ow">in</span> <span class="n">population</span><span class="p">:</span>
			
 
				+                    <span class="n">solutionData</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
			
 
				+                    <span class="n">solutionSize</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">solution</span><span class="o">.</span><span class="n">_data</span><span class="p">)</span>
			
 
				+
			
 
				+                    <span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">solution</span><span class="o">.</span><span class="n">_data</span><span class="p">):</span>
			
 
				+                        <span class="n">solutionData</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
			
 
				+
			
 
				+                        <span class="k">if</span> <span class="n">index</span> <span class="o">&lt;</span> <span class="n">solutionSize</span> <span class="o">-</span> <span class="mi">1</span><span class="p">:</span>
			
 
				+                            <span class="n">solutionData</span> <span class="o">+=</span> <span class="s1">&#39; &#39;</span>
			
 
				+
			
 
				+                    <span class="n">line</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">currentEvaluation</span><span class="p">)</span> <span class="o">+</span> <span class="s1">&#39;;&#39;</span>
			
 
				+
			
 
				+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_evaluator</span><span class="p">)):</span>
			
 
				+                        <span class="n">line</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">solution</span><span class="o">.</span><span class="n">_scores</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39;;&#39;</span>
			
 
				+
			
 
				+                    <span class="n">line</span> <span class="o">+=</span> <span class="n">solutionData</span> <span class="o">+</span> <span class="s1">&#39;;</span><span class="se">\n</span><span class="s1">&#39;</span>
			
 
				+
			
 
				+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">line</span><span class="p">)</span></div>
			
 
				+
			
 
				+<div class="viewcode-block" id="MultiCheckpoint.load"><a class="viewcode-back" href="../../../macop/macop.callbacks.MultiCheckpoint.html#macop.callbacks.MultiCheckpoint.MultiCheckpoint.load">[docs]</a>    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Load backup lines as population and set algorithm state (population and pareto front) at this backup</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">):</span>
			
 
				+
			
 
				+            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Load best solution from last checkpoint&#39;</span><span class="p">)</span>
			
 
				+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
			
 
				+
			
 
				+                <span class="c1"># read data for each line</span>
			
 
				+                <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">line</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">f</span><span class="o">.</span><span class="n">readlines</span><span class="p">()):</span>
			
 
				+
			
 
				+                    <span class="n">data</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;;&#39;</span><span class="p">)</span>
			
 
				+
			
 
				+                    <span class="c1"># only the first time</span>
			
 
				+                    <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
			
 
				+                        <span class="c1"># get evaluation  information</span>
			
 
				+                        <span class="n">globalEvaluation</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">data</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
			
 
				+
			
 
				+                        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">getParent</span><span class="p">()</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
			
 
				+                            <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">getParen</span><span class="p">()</span><span class="o">.</span><span class="n">_numberOfEvaluations</span> <span class="o">=</span> <span class="n">globalEvaluation</span>
			
 
				+                        <span class="k">else</span><span class="p">:</span>
			
 
				+                            <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_numberOfEvaluations</span> <span class="o">=</span> <span class="n">globalEvaluation</span>
			
 
				+
			
 
				+                    <span class="n">nObjectives</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_evaluator</span><span class="p">)</span>
			
 
				+                    <span class="n">scores</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">data</span><span class="p">[</span><span class="mi">1</span><span class="p">:</span><span class="n">nObjectives</span> <span class="o">+</span> <span class="mi">1</span><span class="p">]]</span>
			
 
				+
			
 
				+                    <span class="c1"># get best solution data information</span>
			
 
				+                    <span class="n">solutionData</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="n">data</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">)))</span>
			
 
				+
			
 
				+                    <span class="c1"># initialize and fill with data</span>
			
 
				+                    <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_population</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_initializer</span><span class="p">()</span>
			
 
				+                    <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_population</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">_data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">solutionData</span><span class="p">)</span>
			
 
				+                    <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_population</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">_scores</span> <span class="o">=</span> <span class="n">scores</span>
			
 
				+
			
 
				+                    <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_pfPop</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_population</span><span class="p">[</span><span class="n">i</span><span class="p">])</span>
			
 
				+
			
 
				+            <span class="nb">print</span><span class="p">(</span><span class="n">macop_line</span><span class="p">())</span>
			
 
				+            <span class="nb">print</span><span class="p">(</span><span class="n">macop_text</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Load of available population from `</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="si">}</span><span class="s1">`&#39;</span><span class="p">))</span>
			
 
				+            <span class="nb">print</span><span class="p">(</span><span class="n">macop_text</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Restart algorithm from evaluation </span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_numberOfEvaluations</span><span class="si">}</span><span class="s1">.&#39;</span><span class="p">))</span>
			
 
				+
			
 
				+        <span class="k">else</span><span class="p">:</span>
			
 
				+            <span class="nb">print</span><span class="p">(</span><span class="n">macop_text</span><span class="p">(</span><span class="s1">&#39;No backup found... Start running algorithm from evaluation 0.&#39;</span><span class="p">))</span>
			
 
				+            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Can&#39;t load backup... Backup filepath not valid in Checkpoint&quot;</span><span class="p">)</span>
			
 
				+
			
 
				+        <span class="nb">print</span><span class="p">(</span><span class="n">macop_line</span><span class="p">())</span></div></div>
			
 
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				+      <li>macop.callbacks.ParetoCheckpoint</li>
			
 
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				+  <h1>Source code for macop.callbacks.ParetoCheckpoint</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Pareto front Checkpoint class implementation</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+
			
 
				+<span class="c1"># main imports</span>
			
 
				+<span class="kn">import</span> <span class="nn">os</span>
			
 
				+<span class="kn">import</span> <span class="nn">logging</span>
			
 
				+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
			
 
				+<span class="kn">import</span> <span class="nn">sys</span>
			
 
				+
			
 
				+<span class="c1"># module imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">.Callback</span> <span class="kn">import</span> <span class="n">Callback</span>
			
 
				+<span class="kn">from</span> <span class="nn">..utils.color</span> <span class="kn">import</span> <span class="n">macop_text</span><span class="p">,</span> <span class="n">macop_line</span>
			
 
				+<span class="kn">from</span> <span class="nn">..utils.modules</span> <span class="kn">import</span> <span class="n">load_class</span>
			
 
				+
			
 
				+
			
 
				+<div class="viewcode-block" id="ParetoCheckpoint"><a class="viewcode-back" href="../../../macop/macop.callbacks.ParetoCheckpoint.html#macop.callbacks.ParetoCheckpoint.ParetoCheckpoint">[docs]</a><span class="k">class</span> <span class="nc">ParetoCheckpoint</span><span class="p">(</span><span class="n">Callback</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">    Pareto checkpoint is used for loading previous computations and start again after loading checkpoint</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        algo: {Algorithm} -- main algorithm instance reference</span>
			
 
				+<span class="sd">        every: {int} -- checkpoint frequency used (based on number of evaluations)</span>
			
 
				+<span class="sd">        filepath: {str} -- file path where checkpoints will be saved</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+<div class="viewcode-block" id="ParetoCheckpoint.run"><a class="viewcode-back" href="../../../macop/macop.callbacks.ParetoCheckpoint.html#macop.callbacks.ParetoCheckpoint.ParetoCheckpoint.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Check if necessary to do backup based on `every` variable</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="c1"># get current population</span>
			
 
				+        <span class="n">pfPop</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_pfPop</span>
			
 
				+
			
 
				+        <span class="n">currentEvaluation</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">getGlobalEvaluation</span><span class="p">()</span>
			
 
				+
			
 
				+        <span class="c1"># backup if necessary</span>
			
 
				+        <span class="k">if</span> <span class="n">currentEvaluation</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">_every</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
			
 
				+
			
 
				+            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;Checkpoint is done into &quot;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">)</span>
			
 
				+
			
 
				+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
			
 
				+
			
 
				+                <span class="k">for</span> <span class="n">solution</span> <span class="ow">in</span> <span class="n">pfPop</span><span class="p">:</span>
			
 
				+                    <span class="n">solutionData</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
			
 
				+                    <span class="n">solutionSize</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">solution</span><span class="o">.</span><span class="n">_data</span><span class="p">)</span>
			
 
				+
			
 
				+                    <span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">solution</span><span class="o">.</span><span class="n">_data</span><span class="p">):</span>
			
 
				+                        <span class="n">solutionData</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">val</span><span class="p">)</span>
			
 
				+
			
 
				+                        <span class="k">if</span> <span class="n">index</span> <span class="o">&lt;</span> <span class="n">solutionSize</span> <span class="o">-</span> <span class="mi">1</span><span class="p">:</span>
			
 
				+                            <span class="n">solutionData</span> <span class="o">+=</span> <span class="s1">&#39; &#39;</span>
			
 
				+
			
 
				+                    <span class="n">line</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
			
 
				+
			
 
				+                    <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_evaluator</span><span class="p">)):</span>
			
 
				+                        <span class="n">line</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">solution</span><span class="o">.</span><span class="n">_scores</span><span class="p">[</span><span class="n">i</span><span class="p">])</span> <span class="o">+</span> <span class="s1">&#39;;&#39;</span>
			
 
				+
			
 
				+                    <span class="n">line</span> <span class="o">+=</span> <span class="n">solutionData</span> <span class="o">+</span> <span class="s1">&#39;;</span><span class="se">\n</span><span class="s1">&#39;</span>
			
 
				+
			
 
				+                    <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">line</span><span class="p">)</span></div>
			
 
				+
			
 
				+<div class="viewcode-block" id="ParetoCheckpoint.load"><a class="viewcode-back" href="../../../macop/macop.callbacks.ParetoCheckpoint.html#macop.callbacks.ParetoCheckpoint.ParetoCheckpoint.load">[docs]</a>    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Load backup lines as population and set algorithm state (population and pareto front) at this backup</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">):</span>
			
 
				+
			
 
				+            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Load best solution from last checkpoint&#39;</span><span class="p">)</span>
			
 
				+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
			
 
				+
			
 
				+                <span class="c1"># reinit pf population</span>
			
 
				+                <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_pfPop</span> <span class="o">=</span> <span class="p">[]</span>
			
 
				+
			
 
				+                <span class="c1"># retrieve class name from algo</span>
			
 
				+                <span class="n">class_name</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_population</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span><span class="o">.</span><span class="vm">__name__</span>
			
 
				+
			
 
				+                <span class="c1"># dynamically load solution class if unknown</span>
			
 
				+                <span class="k">if</span> <span class="n">class_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">sys</span><span class="o">.</span><span class="n">modules</span><span class="p">:</span>
			
 
				+                    <span class="n">load_class</span><span class="p">(</span><span class="n">class_name</span><span class="p">,</span> <span class="nb">globals</span><span class="p">())</span>
			
 
				+
			
 
				+                <span class="c1"># read data for each line</span>
			
 
				+                <span class="k">for</span> <span class="n">line</span> <span class="ow">in</span> <span class="n">f</span><span class="o">.</span><span class="n">readlines</span><span class="p">():</span>
			
 
				+
			
 
				+                    <span class="n">data</span> <span class="o">=</span> <span class="n">line</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;;&#39;</span><span class="p">)</span>
			
 
				+
			
 
				+                    <span class="n">nObjectives</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_evaluator</span><span class="p">)</span>
			
 
				+                    <span class="n">scores</span> <span class="o">=</span> <span class="p">[</span><span class="nb">float</span><span class="p">(</span><span class="n">s</span><span class="p">)</span> <span class="k">for</span> <span class="n">s</span> <span class="ow">in</span> <span class="n">data</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="n">nObjectives</span><span class="p">]]</span>
			
 
				+
			
 
				+                    <span class="c1"># get best solution data information</span>
			
 
				+                    <span class="n">solutionData</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="n">data</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="p">)))</span>
			
 
				+
			
 
				+                    <span class="n">newSolution</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span>
			
 
				+                        <span class="nb">globals</span><span class="p">()[</span><span class="s1">&#39;macop.solutions.&#39;</span> <span class="o">+</span> <span class="n">class_name</span><span class="p">],</span>
			
 
				+                        <span class="n">class_name</span><span class="p">)(</span><span class="n">solutionData</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">solutionData</span><span class="p">))</span>
			
 
				+                    <span class="n">newSolution</span><span class="o">.</span><span class="n">_scores</span> <span class="o">=</span> <span class="n">scores</span>
			
 
				+
			
 
				+                    <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_pfPop</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">newSolution</span><span class="p">)</span>
			
 
				+
			
 
				+            <span class="nb">print</span><span class="p">(</span>
			
 
				+                <span class="n">macop_text</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Load of available pareto front backup from `</span><span class="si">{</span> <span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="si">}</span><span class="s1">`&#39;</span><span class="p">))</span>
			
 
				+
			
 
				+        <span class="k">else</span><span class="p">:</span>
			
 
				+            <span class="nb">print</span><span class="p">(</span><span class="n">macop_text</span><span class="p">(</span><span class="s1">&#39;No pareto front found... Start running algorithm with new pareto front population.&#39;</span><span class="p">))</span>
			
 
				+            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;No pareto front backup used...&quot;</span><span class="p">)</span>
			
 
				+
			
 
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				+  <h1>Source code for macop.callbacks.UCBCheckpoint</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;UCB policy Checkpoint class implementation</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+
			
 
				+<span class="c1"># main imports</span>
			
 
				+<span class="kn">import</span> <span class="nn">os</span>
			
 
				+<span class="kn">import</span> <span class="nn">logging</span>
			
 
				+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
			
 
				+<span class="kn">import</span> <span class="nn">pkgutil</span>
			
 
				+
			
 
				+<span class="c1"># module imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">.Callback</span> <span class="kn">import</span> <span class="n">Callback</span>
			
 
				+<span class="kn">from</span> <span class="nn">..utils.color</span> <span class="kn">import</span> <span class="n">macop_text</span><span class="p">,</span> <span class="n">macop_line</span>
			
 
				+
			
 
				+
			
 
				+<div class="viewcode-block" id="UCBCheckpoint"><a class="viewcode-back" href="../../../macop/macop.callbacks.UCBCheckpoint.html#macop.callbacks.UCBCheckpoint.UCBCheckpoint">[docs]</a><span class="k">class</span> <span class="nc">UCBCheckpoint</span><span class="p">(</span><span class="n">Callback</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">    UCB checkpoint is used for loading previous UCB data and start again after loading checkpoint</span>
			
 
				+<span class="sd">    Need to be the same operators used during previous run</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        algo: {Algorithm} -- main algorithm instance reference</span>
			
 
				+<span class="sd">        every: {int} -- checkpoint frequency used (based on number of evaluations)</span>
			
 
				+<span class="sd">        filepath: {str} -- file path where checkpoints will be saved</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+<div class="viewcode-block" id="UCBCheckpoint.run"><a class="viewcode-back" href="../../../macop/macop.callbacks.UCBCheckpoint.html#macop.callbacks.UCBCheckpoint.UCBCheckpoint.run">[docs]</a>    <span class="k">def</span> <span class="nf">run</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Check if necessary to do backup based on `every` variable</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="c1"># get current population</span>
			
 
				+        <span class="n">currentEvaluation</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">getGlobalEvaluation</span><span class="p">()</span>
			
 
				+
			
 
				+        <span class="c1"># backup if necessary</span>
			
 
				+        <span class="k">if</span> <span class="n">currentEvaluation</span> <span class="o">%</span> <span class="bp">self</span><span class="o">.</span><span class="n">_every</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
			
 
				+
			
 
				+            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;UCB Checkpoint is done into &quot;</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">)</span>
			
 
				+
			
 
				+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">,</span> <span class="s1">&#39;w&#39;</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
			
 
				+
			
 
				+                <span class="n">rewardsLine</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
			
 
				+
			
 
				+                <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">r</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_policy</span><span class="o">.</span><span class="n">_rewards</span><span class="p">):</span>
			
 
				+                    <span class="n">rewardsLine</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">r</span><span class="p">)</span>
			
 
				+
			
 
				+                    <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_policy</span><span class="o">.</span><span class="n">_rewards</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">:</span>
			
 
				+                        <span class="n">rewardsLine</span> <span class="o">+=</span> <span class="s1">&#39;;&#39;</span>
			
 
				+
			
 
				+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">rewardsLine</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span>
			
 
				+
			
 
				+                <span class="n">occurrencesLine</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
			
 
				+
			
 
				+                <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">o</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_policy</span><span class="o">.</span><span class="n">_occurrences</span><span class="p">):</span>
			
 
				+                    <span class="n">occurrencesLine</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">o</span><span class="p">)</span>
			
 
				+
			
 
				+                    <span class="k">if</span> <span class="n">i</span> <span class="o">!=</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_policy</span><span class="o">.</span><span class="n">_occurrences</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">:</span>
			
 
				+                        <span class="n">occurrencesLine</span> <span class="o">+=</span> <span class="s1">&#39;;&#39;</span>
			
 
				+
			
 
				+                <span class="n">f</span><span class="o">.</span><span class="n">write</span><span class="p">(</span><span class="n">occurrencesLine</span> <span class="o">+</span> <span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">)</span></div>
			
 
				+
			
 
				+<div class="viewcode-block" id="UCBCheckpoint.load"><a class="viewcode-back" href="../../../macop/macop.callbacks.UCBCheckpoint.html#macop.callbacks.UCBCheckpoint.UCBCheckpoint.load">[docs]</a>    <span class="k">def</span> <span class="nf">load</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Load backup lines as rewards and occurrences for UCB</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="k">if</span> <span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">exists</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">):</span>
			
 
				+
			
 
				+            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">&#39;Load UCB data&#39;</span><span class="p">)</span>
			
 
				+            <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="p">)</span> <span class="k">as</span> <span class="n">f</span><span class="p">:</span>
			
 
				+
			
 
				+                <span class="n">lines</span> <span class="o">=</span> <span class="n">f</span><span class="o">.</span><span class="n">readlines</span><span class="p">()</span>
			
 
				+                <span class="c1"># read data for each line</span>
			
 
				+                <span class="n">rewardsLine</span> <span class="o">=</span> <span class="n">lines</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
			
 
				+                <span class="n">occurrencesLine</span> <span class="o">=</span> <span class="n">lines</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span> <span class="s1">&#39;&#39;</span><span class="p">)</span>
			
 
				+
			
 
				+                <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_policy</span><span class="o">.</span><span class="n">_rewards</span> <span class="o">=</span> <span class="p">[</span>
			
 
				+                    <span class="nb">float</span><span class="p">(</span><span class="n">f</span><span class="p">)</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">rewardsLine</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;;&#39;</span><span class="p">)</span>
			
 
				+                <span class="p">]</span>
			
 
				+                <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_policy</span><span class="o">.</span><span class="n">_occurrences</span> <span class="o">=</span> <span class="p">[</span>
			
 
				+                    <span class="nb">float</span><span class="p">(</span><span class="n">f</span><span class="p">)</span> <span class="k">for</span> <span class="n">f</span> <span class="ow">in</span> <span class="n">occurrencesLine</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">&#39;;&#39;</span><span class="p">)</span>
			
 
				+                <span class="p">]</span>
			
 
				+
			
 
				+            <span class="nb">print</span><span class="p">(</span>
			
 
				+                <span class="n">macop_text</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Load of available UCB policy data from `</span><span class="si">{</span><span class="bp">self</span><span class="o">.</span><span class="n">_filepath</span><span class="si">}</span><span class="s1">`&#39;</span><span class="p">))</span>
			
 
				+
			
 
				+        <span class="k">else</span><span class="p">:</span>
			
 
				+            <span class="nb">print</span><span class="p">(</span><span class="n">macop_text</span><span class="p">(</span><span class="s1">&#39;No UCB data found, use default UCB policy&#39;</span><span class="p">))</span>
			
 
				+            <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;No UCB data found...&quot;</span><span class="p">)</span>
			
 
				+
			
 
				+        <span class="nb">print</span><span class="p">(</span><span class="n">macop_line</span><span class="p">())</span></div></div>
			
 
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				+  <h1>Source code for macop.evaluators.EvaluatorExample</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Python evaluator function example</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+
			
 
				+<span class="kn">import</span> <span class="nn">random</span>
			
 
				+
			
 
				+<span class="n">elements_score</span> <span class="o">=</span> <span class="p">[</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">20</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">30</span><span class="p">)]</span>
			
 
				+
			
 
				+
			
 
				+<span class="c1"># evaluator example</span>
			
 
				+<div class="viewcode-block" id="evaluatorExample"><a class="viewcode-back" href="../../../macop/macop.evaluators.EvaluatorExample.html#macop.evaluators.EvaluatorExample.evaluatorExample">[docs]</a><span class="k">def</span> <span class="nf">evaluatorExample</span><span class="p">(</span><span class="n">solution</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">    Evaluator&#39;s example of solution to compute fitness</span>
			
 
				+
			
 
				+<span class="sd">    Args:</span>
			
 
				+<span class="sd">        solution: {Solution} -- solution to evaluate</span>
			
 
				+
			
 
				+<span class="sd">    Returns:</span>
			
 
				+<span class="sd">        {float} -- fitness score of solution</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+    <span class="n">fitness</span> <span class="o">=</span> <span class="mi">0</span>
			
 
				+    <span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">elem</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">solution</span><span class="o">.</span><span class="n">data</span><span class="p">):</span>
			
 
				+        <span class="n">fitness</span> <span class="o">+=</span> <span class="n">elements_score</span><span class="p">[</span><span class="n">index</span><span class="p">]</span> <span class="o">*</span> <span class="n">elem</span>
			
 
				+
			
 
				+    <span class="k">return</span> <span class="n">fitness</span></div>
			
 
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				+  <h1>Source code for macop.operators.Operator</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Abstract Operator class</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="c1"># main imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">enum</span> <span class="kn">import</span> <span class="n">Enum</span>
			
 
				+<span class="kn">from</span> <span class="nn">abc</span> <span class="kn">import</span> <span class="n">abstractmethod</span>
			
 
				+
			
 
				+
			
 
				+<span class="c1"># enumeration which stores kind of operator</span>
			
 
				+<div class="viewcode-block" id="KindOperator"><a class="viewcode-back" href="../../../macop/macop.operators.Operator.html#macop.operators.Operator.KindOperator">[docs]</a><span class="k">class</span> <span class="nc">KindOperator</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;Enum in order to recognize kind of operators</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+    <span class="n">MUTATOR</span> <span class="o">=</span> <span class="mi">1</span>
			
 
				+    <span class="n">CROSSOVER</span> <span class="o">=</span> <span class="mi">2</span></div>
			
 
				+
			
 
				+
			
 
				+<div class="viewcode-block" id="Operator"><a class="viewcode-back" href="../../../macop/macop.operators.Operator.html#macop.operators.Operator.Operator">[docs]</a><span class="k">class</span> <span class="nc">Operator</span><span class="p">():</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;Abstract Operator class which enables to update solution applying operator (computation)</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+    <span class="nd">@abstractmethod</span>
			
 
				+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="k">pass</span>
			
 
				+
			
 
				+<div class="viewcode-block" id="Operator.apply"><a class="viewcode-back" href="../../../macop/macop.operators.Operator.html#macop.operators.Operator.Operator.apply">[docs]</a>    <span class="nd">@abstractmethod</span>
			
 
				+    <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">solution</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;Apply the current operator transformation</span>
			
 
				+
			
 
				+<span class="sd">        Args:</span>
			
 
				+<span class="sd">            solution: {Solution} -- Solution instance</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="k">pass</span></div>
			
 
				+
			
 
				+<div class="viewcode-block" id="Operator.setAlgo"><a class="viewcode-back" href="../../../macop/macop.operators.Operator.html#macop.operators.Operator.Operator.setAlgo">[docs]</a>    <span class="k">def</span> <span class="nf">setAlgo</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">algo</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;Keep into operator reference of the whole algorithm</span>
			
 
				+<span class="sd">           The reason is to better manage operator instance</span>
			
 
				+
			
 
				+<span class="sd">        Args:</span>
			
 
				+<span class="sd">            algo: {Algorithm} -- the algorithm reference runned</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span> <span class="o">=</span> <span class="n">algo</span></div></div>
			
 
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				+      <li>macop.operators.crossovers.Crossover</li>
			
 
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				+  <h1>Source code for macop.operators.crossovers.Crossover</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Abstract Crossover class</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="c1"># module imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">..Operator</span> <span class="kn">import</span> <span class="n">KindOperator</span><span class="p">,</span> <span class="n">Operator</span>
			
 
				+
			
 
				+
			
 
				+<span class="c1"># main mutation class</span>
			
 
				+<div class="viewcode-block" id="Crossover"><a class="viewcode-back" href="../../../../macop/macop.operators.crossovers.Crossover.html#macop.operators.crossovers.Crossover.Crossover">[docs]</a><span class="k">class</span> <span class="nc">Crossover</span><span class="p">(</span><span class="n">Operator</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;Abstract crossover extend from Operator</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        kind: {KindOperator} -- specify the kind of operator</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_kind</span> <span class="o">=</span> <span class="n">KindOperator</span><span class="o">.</span><span class="n">CROSSOVER</span>
			
 
				+
			
 
				+<div class="viewcode-block" id="Crossover.apply"><a class="viewcode-back" href="../../../../macop/macop.operators.crossovers.Crossover.html#macop.operators.crossovers.Crossover.Crossover.apply">[docs]</a>    <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">solution</span><span class="p">):</span>
			
 
				+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div></div>
			
 
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				+      <li>macop.operators.crossovers.RandomSplitCrossover</li>
			
 
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				+  <h1>Source code for macop.operators.crossovers.RandomSplitCrossover</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Crossover implementation which generated new solution by randomly splitting best solution and current solution</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="c1"># main imports</span>
			
 
				+<span class="kn">import</span> <span class="nn">random</span>
			
 
				+<span class="kn">import</span> <span class="nn">sys</span>
			
 
				+<span class="kn">import</span> <span class="nn">pkgutil</span>
			
 
				+
			
 
				+<span class="c1"># module imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">.Crossover</span> <span class="kn">import</span> <span class="n">Crossover</span>
			
 
				+<span class="kn">from</span> <span class="nn">...utils.modules</span> <span class="kn">import</span> <span class="n">load_class</span>
			
 
				+
			
 
				+
			
 
				+<div class="viewcode-block" id="RandomSplitCrossover"><a class="viewcode-back" href="../../../../macop/macop.operators.crossovers.RandomSplitCrossover.html#macop.operators.crossovers.RandomSplitCrossover.RandomSplitCrossover">[docs]</a><span class="k">class</span> <span class="nc">RandomSplitCrossover</span><span class="p">(</span><span class="n">Crossover</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;Crossover implementation which generated new solution by randomly splitting best solution and current solution</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        kind: {KindOperator} -- specify the kind of operator</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+<div class="viewcode-block" id="RandomSplitCrossover.apply"><a class="viewcode-back" href="../../../../macop/macop.operators.crossovers.RandomSplitCrossover.html#macop.operators.crossovers.RandomSplitCrossover.RandomSplitCrossover.apply">[docs]</a>    <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">solution</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;Create new solution based on best solution found and solution passed as parameter</span>
			
 
				+
			
 
				+<span class="sd">        Args:</span>
			
 
				+<span class="sd">            solution: {Solution} -- the solution to use for generating new solution</span>
			
 
				+
			
 
				+<span class="sd">        Returns:</span>
			
 
				+<span class="sd">            {Solution} -- new generated solution</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="n">size</span> <span class="o">=</span> <span class="n">solution</span><span class="o">.</span><span class="n">_size</span>
			
 
				+
			
 
				+        <span class="c1"># copy data of solution</span>
			
 
				+        <span class="n">firstData</span> <span class="o">=</span> <span class="n">solution</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
			
 
				+        <span class="c1"># get best solution from current algorithm</span>
			
 
				+        <span class="n">secondData</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_bestSolution</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
			
 
				+
			
 
				+        <span class="n">splitIndex</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">secondData</span><span class="p">))</span>
			
 
				+
			
 
				+        <span class="k">if</span> <span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mf">0.5</span><span class="p">:</span>
			
 
				+            <span class="n">firstData</span><span class="p">[</span><span class="n">splitIndex</span><span class="p">:(</span><span class="n">size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)]</span> <span class="o">=</span> <span class="n">firstData</span><span class="p">[</span><span class="n">splitIndex</span><span class="p">:(</span><span class="n">size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)]</span>
			
 
				+            <span class="n">currentData</span> <span class="o">=</span> <span class="n">firstData</span>
			
 
				+        <span class="k">else</span><span class="p">:</span>
			
 
				+            <span class="n">secondData</span><span class="p">[</span><span class="n">splitIndex</span><span class="p">:(</span><span class="n">size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)]</span> <span class="o">=</span> <span class="n">firstData</span><span class="p">[</span><span class="n">splitIndex</span><span class="p">:(</span><span class="n">size</span> <span class="o">-</span>
			
 
				+                                                                      <span class="mi">1</span><span class="p">)]</span>
			
 
				+            <span class="n">currentData</span> <span class="o">=</span> <span class="n">secondData</span>
			
 
				+
			
 
				+        <span class="c1"># create solution of same kind with new data</span>
			
 
				+        <span class="n">class_name</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">solution</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span>
			
 
				+
			
 
				+        <span class="c1"># dynamically load solution class if unknown</span>
			
 
				+        <span class="k">if</span> <span class="n">class_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">sys</span><span class="o">.</span><span class="n">modules</span><span class="p">:</span>
			
 
				+            <span class="n">load_class</span><span class="p">(</span><span class="n">class_name</span><span class="p">,</span> <span class="nb">globals</span><span class="p">())</span>
			
 
				+
			
 
				+        <span class="k">return</span> <span class="nb">getattr</span><span class="p">(</span><span class="nb">globals</span><span class="p">()[</span><span class="s1">&#39;macop.solutions.&#39;</span> <span class="o">+</span> <span class="n">class_name</span><span class="p">],</span>
			
 
				+                       <span class="n">class_name</span><span class="p">)(</span><span class="n">currentData</span><span class="p">,</span> <span class="n">size</span><span class="p">)</span></div></div>
			
 
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				+  <h1>Source code for macop.operators.crossovers.SimpleCrossover</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Crossover implementation which generated new solution by splitting at mean size best solution and current solution</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="c1"># main imports</span>
			
 
				+<span class="kn">import</span> <span class="nn">random</span>
			
 
				+<span class="kn">import</span> <span class="nn">sys</span>
			
 
				+<span class="kn">import</span> <span class="nn">pkgutil</span>
			
 
				+
			
 
				+<span class="c1"># module imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">.Crossover</span> <span class="kn">import</span> <span class="n">Crossover</span>
			
 
				+<span class="kn">from</span> <span class="nn">...utils.modules</span> <span class="kn">import</span> <span class="n">load_class</span>
			
 
				+
			
 
				+<span class="c1"># import all available solutions</span>
			
 
				+<span class="c1"># for loader, module_name, is_pkg in pkgutil.walk_packages(</span>
			
 
				+<span class="c1">#         path=[</span>
			
 
				+<span class="c1">#             str(pathlib.Path(__file__).parent.absolute()) + &#39;/../../solutions&#39;</span>
			
 
				+<span class="c1">#         ],</span>
			
 
				+<span class="c1">#         prefix=&#39;macop.solutions.&#39;):</span>
			
 
				+<span class="c1">#     _module = loader.find_module(module_name).load_module(module_name)</span>
			
 
				+<span class="c1">#     globals()[module_name] = _module</span>
			
 
				+
			
 
				+
			
 
				+<div class="viewcode-block" id="SimpleCrossover"><a class="viewcode-back" href="../../../../macop/macop.operators.crossovers.SimpleCrossover.html#macop.operators.crossovers.SimpleCrossover.SimpleCrossover">[docs]</a><span class="k">class</span> <span class="nc">SimpleCrossover</span><span class="p">(</span><span class="n">Crossover</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;Crossover implementation which generated new solution by splitting at mean size best solution and current solution</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        kind: {Algorithm} -- specify the kind of operator</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+<div class="viewcode-block" id="SimpleCrossover.apply"><a class="viewcode-back" href="../../../../macop/macop.operators.crossovers.SimpleCrossover.html#macop.operators.crossovers.SimpleCrossover.SimpleCrossover.apply">[docs]</a>    <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">solution</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;Create new solution based on best solution found and solution passed as parameter</span>
			
 
				+
			
 
				+<span class="sd">        Args:</span>
			
 
				+<span class="sd">            solution: {Solution} -- the solution to use for generating new solution</span>
			
 
				+
			
 
				+<span class="sd">        Returns:</span>
			
 
				+<span class="sd">            {Solution} -- new generated solution</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+
			
 
				+        <span class="n">size</span> <span class="o">=</span> <span class="n">solution</span><span class="o">.</span><span class="n">_size</span>
			
 
				+
			
 
				+        <span class="c1"># copy data of solution</span>
			
 
				+        <span class="n">firstData</span> <span class="o">=</span> <span class="n">solution</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
			
 
				+
			
 
				+        <span class="c1"># get best solution from current algorithm</span>
			
 
				+        <span class="n">secondData</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_bestSolution</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
			
 
				+
			
 
				+        <span class="n">splitIndex</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">size</span> <span class="o">/</span> <span class="mi">2</span><span class="p">)</span>
			
 
				+
			
 
				+        <span class="k">if</span> <span class="n">random</span><span class="o">.</span><span class="n">uniform</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mf">0.5</span><span class="p">:</span>
			
 
				+            <span class="n">firstData</span><span class="p">[</span><span class="n">splitIndex</span><span class="p">:(</span><span class="n">size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)]</span> <span class="o">=</span> <span class="n">firstData</span><span class="p">[</span><span class="n">splitIndex</span><span class="p">:(</span><span class="n">size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)]</span>
			
 
				+            <span class="n">currentData</span> <span class="o">=</span> <span class="n">firstData</span>
			
 
				+        <span class="k">else</span><span class="p">:</span>
			
 
				+            <span class="n">secondData</span><span class="p">[</span><span class="n">splitIndex</span><span class="p">:(</span><span class="n">size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)]</span> <span class="o">=</span> <span class="n">firstData</span><span class="p">[</span><span class="n">splitIndex</span><span class="p">:(</span><span class="n">size</span> <span class="o">-</span>
			
 
				+                                                                      <span class="mi">1</span><span class="p">)]</span>
			
 
				+            <span class="n">currentData</span> <span class="o">=</span> <span class="n">secondData</span>
			
 
				+
			
 
				+        <span class="c1"># create solution of same kind with new data</span>
			
 
				+        <span class="n">class_name</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">solution</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span>
			
 
				+
			
 
				+        <span class="c1"># dynamically load solution class if unknown</span>
			
 
				+        <span class="k">if</span> <span class="n">class_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">sys</span><span class="o">.</span><span class="n">modules</span><span class="p">:</span>
			
 
				+            <span class="n">load_class</span><span class="p">(</span><span class="n">class_name</span><span class="p">,</span> <span class="nb">globals</span><span class="p">())</span>
			
 
				+
			
 
				+        <span class="k">return</span> <span class="nb">getattr</span><span class="p">(</span><span class="nb">globals</span><span class="p">()[</span><span class="s1">&#39;macop.solutions.&#39;</span> <span class="o">+</span> <span class="n">class_name</span><span class="p">],</span>
			
 
				+                       <span class="n">class_name</span><span class="p">)(</span><span class="n">currentData</span><span class="p">,</span> <span class="n">size</span><span class="p">)</span></div></div>
			
 
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				+      <li>macop.operators.mutators.Mutation</li>
			
 
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				+  <h1>Source code for macop.operators.mutators.Mutation</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Abstract Mutation class</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="c1"># module imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">..Operator</span> <span class="kn">import</span> <span class="n">KindOperator</span><span class="p">,</span> <span class="n">Operator</span>
			
 
				+
			
 
				+
			
 
				+<span class="c1"># main mutation class</span>
			
 
				+<div class="viewcode-block" id="Mutation"><a class="viewcode-back" href="../../../../macop/macop.operators.mutators.Mutation.html#macop.operators.mutators.Mutation.Mutation">[docs]</a><span class="k">class</span> <span class="nc">Mutation</span><span class="p">(</span><span class="n">Operator</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;Abstract Mutation extend from Operator</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        kind: {KindOperator} -- specify the kind of operator</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_kind</span> <span class="o">=</span> <span class="n">KindOperator</span><span class="o">.</span><span class="n">MUTATOR</span>
			
 
				+
			
 
				+<div class="viewcode-block" id="Mutation.apply"><a class="viewcode-back" href="../../../../macop/macop.operators.mutators.Mutation.html#macop.operators.mutators.Mutation.Mutation.apply">[docs]</a>    <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">solution</span><span class="p">):</span>
			
 
				+        <span class="k">raise</span> <span class="ne">NotImplementedError</span></div></div>
			
 
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				+      <li>macop.operators.mutators.SimpleBinaryMutation</li>
			
 
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				+  <h1>Source code for macop.operators.mutators.SimpleBinaryMutation</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Mutation implementation for binary solution, swap bit randomly from solution</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="c1"># main imports</span>
			
 
				+<span class="kn">import</span> <span class="nn">random</span>
			
 
				+<span class="kn">import</span> <span class="nn">sys</span>
			
 
				+
			
 
				+<span class="c1"># module imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">.Mutation</span> <span class="kn">import</span> <span class="n">Mutation</span>
			
 
				+<span class="kn">from</span> <span class="nn">...utils.modules</span> <span class="kn">import</span> <span class="n">load_class</span>
			
 
				+
			
 
				+
			
 
				+<div class="viewcode-block" id="SimpleBinaryMutation"><a class="viewcode-back" href="../../../../macop/macop.operators.mutators.SimpleBinaryMutation.html#macop.operators.mutators.SimpleBinaryMutation.SimpleBinaryMutation">[docs]</a><span class="k">class</span> <span class="nc">SimpleBinaryMutation</span><span class="p">(</span><span class="n">Mutation</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;Mutation implementation for binary solution, swap bit randomly from solution</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        kind: {KindOperator} -- specify the kind of operator</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+<div class="viewcode-block" id="SimpleBinaryMutation.apply"><a class="viewcode-back" href="../../../../macop/macop.operators.mutators.SimpleBinaryMutation.html#macop.operators.mutators.SimpleBinaryMutation.SimpleBinaryMutation.apply">[docs]</a>    <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">solution</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;Create new solution based on solution passed as parameter</span>
			
 
				+
			
 
				+<span class="sd">        Args:</span>
			
 
				+<span class="sd">            solution: {Solution} -- the solution to use for generating new solution</span>
			
 
				+
			
 
				+<span class="sd">        Returns:</span>
			
 
				+<span class="sd">            {Solution} -- new generated solution</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+
			
 
				+        <span class="n">size</span> <span class="o">=</span> <span class="n">solution</span><span class="o">.</span><span class="n">_size</span>
			
 
				+
			
 
				+        <span class="n">cell</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
			
 
				+
			
 
				+        <span class="c1"># copy data of solution</span>
			
 
				+        <span class="n">currentData</span> <span class="o">=</span> <span class="n">solution</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
			
 
				+
			
 
				+        <span class="c1"># swicth values</span>
			
 
				+        <span class="k">if</span> <span class="n">currentData</span><span class="p">[</span><span class="n">cell</span><span class="p">]:</span>
			
 
				+            <span class="n">currentData</span><span class="p">[</span><span class="n">cell</span><span class="p">]</span> <span class="o">=</span> <span class="mi">0</span>
			
 
				+        <span class="k">else</span><span class="p">:</span>
			
 
				+            <span class="n">currentData</span><span class="p">[</span><span class="n">cell</span><span class="p">]</span> <span class="o">=</span> <span class="mi">1</span>
			
 
				+
			
 
				+        <span class="c1"># create solution of same kind with new data</span>
			
 
				+        <span class="n">class_name</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">solution</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span>
			
 
				+
			
 
				+        <span class="c1"># dynamically load solution class if unknown</span>
			
 
				+        <span class="k">if</span> <span class="n">class_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">sys</span><span class="o">.</span><span class="n">modules</span><span class="p">:</span>
			
 
				+            <span class="n">load_class</span><span class="p">(</span><span class="n">class_name</span><span class="p">,</span> <span class="nb">globals</span><span class="p">())</span>
			
 
				+
			
 
				+        <span class="k">return</span> <span class="nb">getattr</span><span class="p">(</span><span class="nb">globals</span><span class="p">()[</span><span class="s1">&#39;macop.solutions.&#39;</span> <span class="o">+</span> <span class="n">class_name</span><span class="p">],</span>
			
 
				+                       <span class="n">class_name</span><span class="p">)(</span><span class="n">currentData</span><span class="p">,</span> <span class="n">size</span><span class="p">)</span></div></div>
			
 
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				+      <li>macop.operators.mutators.SimpleMutation</li>
			
 
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				+            
			
 
				+  <h1>Source code for macop.operators.mutators.SimpleMutation</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Mutation implementation for binary solution, swap two bits randomly from solution</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="c1"># main imports</span>
			
 
				+<span class="kn">import</span> <span class="nn">random</span>
			
 
				+<span class="kn">import</span> <span class="nn">sys</span>
			
 
				+
			
 
				+<span class="c1"># module imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">.Mutation</span> <span class="kn">import</span> <span class="n">Mutation</span>
			
 
				+<span class="kn">from</span> <span class="nn">...utils.modules</span> <span class="kn">import</span> <span class="n">load_class</span>
			
 
				+
			
 
				+
			
 
				+<div class="viewcode-block" id="SimpleMutation"><a class="viewcode-back" href="../../../../macop/macop.operators.mutators.SimpleMutation.html#macop.operators.mutators.SimpleMutation.SimpleMutation">[docs]</a><span class="k">class</span> <span class="nc">SimpleMutation</span><span class="p">(</span><span class="n">Mutation</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;Mutation implementation for binary solution, swap two bits randomly from solution</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        kind: {KindOperator} -- specify the kind of operator</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+<div class="viewcode-block" id="SimpleMutation.apply"><a class="viewcode-back" href="../../../../macop/macop.operators.mutators.SimpleMutation.html#macop.operators.mutators.SimpleMutation.SimpleMutation.apply">[docs]</a>    <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">solution</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;Create new solution based on solution passed as parameter</span>
			
 
				+
			
 
				+<span class="sd">        Args:</span>
			
 
				+<span class="sd">            solution: {Solution} -- the solution to use for generating new solution</span>
			
 
				+
			
 
				+<span class="sd">        Returns:</span>
			
 
				+<span class="sd">            {Solution} -- new generated solution</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+
			
 
				+        <span class="n">size</span> <span class="o">=</span> <span class="n">solution</span><span class="o">.</span><span class="n">_size</span>
			
 
				+
			
 
				+        <span class="n">firstCell</span> <span class="o">=</span> <span class="mi">0</span>
			
 
				+        <span class="n">secondCell</span> <span class="o">=</span> <span class="mi">0</span>
			
 
				+
			
 
				+        <span class="c1"># copy data of solution</span>
			
 
				+        <span class="n">currentData</span> <span class="o">=</span> <span class="n">solution</span><span class="o">.</span><span class="n">_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
			
 
				+
			
 
				+        <span class="k">while</span> <span class="n">firstCell</span> <span class="o">==</span> <span class="n">secondCell</span><span class="p">:</span>
			
 
				+            <span class="n">firstCell</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
			
 
				+            <span class="n">secondCell</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">size</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
			
 
				+
			
 
				+        <span class="n">temp</span> <span class="o">=</span> <span class="n">currentData</span><span class="p">[</span><span class="n">firstCell</span><span class="p">]</span>
			
 
				+
			
 
				+        <span class="c1"># swicth values</span>
			
 
				+        <span class="n">currentData</span><span class="p">[</span><span class="n">firstCell</span><span class="p">]</span> <span class="o">=</span> <span class="n">currentData</span><span class="p">[</span><span class="n">secondCell</span><span class="p">]</span>
			
 
				+        <span class="n">currentData</span><span class="p">[</span><span class="n">secondCell</span><span class="p">]</span> <span class="o">=</span> <span class="n">temp</span>
			
 
				+
			
 
				+        <span class="c1"># create solution of same kind with new data</span>
			
 
				+        <span class="n">class_name</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">solution</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span>
			
 
				+
			
 
				+        <span class="c1"># dynamically load solution class if unknown</span>
			
 
				+        <span class="k">if</span> <span class="n">class_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">sys</span><span class="o">.</span><span class="n">modules</span><span class="p">:</span>
			
 
				+            <span class="n">load_class</span><span class="p">(</span><span class="n">class_name</span><span class="p">,</span> <span class="nb">globals</span><span class="p">())</span>
			
 
				+
			
 
				+        <span class="k">return</span> <span class="nb">getattr</span><span class="p">(</span><span class="nb">globals</span><span class="p">()[</span><span class="s1">&#39;macop.solutions.&#39;</span> <span class="o">+</span> <span class="n">class_name</span><span class="p">],</span>
			
 
				+                       <span class="n">class_name</span><span class="p">)(</span><span class="n">currentData</span><span class="p">,</span> <span class="n">size</span><span class="p">)</span></div></div>
			
 
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@@ -0,0 +1,255 @@
 
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				+      <li>macop.operators.policies.Policy</li>
			
 
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				+  <h1>Source code for macop.operators.policies.Policy</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Abstract class which is used for applying strategy when selecting and applying operator </span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="kn">import</span> <span class="nn">logging</span>
			
 
				+<span class="kn">from</span> <span class="nn">abc</span> <span class="kn">import</span> <span class="n">abstractmethod</span>
			
 
				+
			
 
				+
			
 
				+<span class="c1"># define policy to choose `operator` function at current iteration</span>
			
 
				+<div class="viewcode-block" id="Policy"><a class="viewcode-back" href="../../../../macop/macop.operators.policies.Policy.html#macop.operators.policies.Policy.Policy">[docs]</a><span class="k">class</span> <span class="nc">Policy</span><span class="p">():</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;Abstract class which is used for applying strategy when selecting and applying operator </span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        operators: {[Operator]} -- list of selected operators for the algorithm</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">operators</span><span class="p">):</span>
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_operators</span> <span class="o">=</span> <span class="n">operators</span>
			
 
				+
			
 
				+<div class="viewcode-block" id="Policy.select"><a class="viewcode-back" href="../../../../macop/macop.operators.policies.Policy.html#macop.operators.policies.Policy.Policy.select">[docs]</a>    <span class="nd">@abstractmethod</span>
			
 
				+    <span class="k">def</span> <span class="nf">select</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Select specific operator</span>
			
 
				+
			
 
				+<span class="sd">        Returns:</span>
			
 
				+<span class="sd">            {Operator} -- selected operator</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="k">pass</span></div>
			
 
				+
			
 
				+<div class="viewcode-block" id="Policy.apply"><a class="viewcode-back" href="../../../../macop/macop.operators.policies.Policy.html#macop.operators.policies.Policy.Policy.apply">[docs]</a>    <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">solution</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Apply specific operator chosen to create new solution, computes its fitness and returns solution</span>
			
 
				+<span class="sd">        </span>
			
 
				+<span class="sd">        Args:</span>
			
 
				+<span class="sd">            _solution: {Solution} -- the solution to use for generating new solution</span>
			
 
				+
			
 
				+<span class="sd">        Returns:</span>
			
 
				+<span class="sd">            {Solution} -- new generated solution</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+
			
 
				+        <span class="n">operator</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">select</span><span class="p">()</span>
			
 
				+
			
 
				+        <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;---- Applying </span><span class="si">%s</span><span class="s2"> on </span><span class="si">%s</span><span class="s2">&quot;</span> <span class="o">%</span>
			
 
				+                     <span class="p">(</span><span class="nb">type</span><span class="p">(</span><span class="n">operator</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> <span class="n">solution</span><span class="p">))</span>
			
 
				+
			
 
				+        <span class="c1"># apply operator on solution</span>
			
 
				+        <span class="n">newSolution</span> <span class="o">=</span> <span class="n">operator</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="n">solution</span><span class="p">)</span>
			
 
				+
			
 
				+        <span class="c1"># compute fitness of new solution</span>
			
 
				+        <span class="n">newSolution</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="o">.</span><span class="n">_evaluator</span><span class="p">)</span>
			
 
				+
			
 
				+        <span class="n">logging</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s2">&quot;---- Obtaining </span><span class="si">%s</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="n">solution</span><span class="p">))</span>
			
 
				+
			
 
				+        <span class="k">return</span> <span class="n">newSolution</span></div>
			
 
				+
			
 
				+<div class="viewcode-block" id="Policy.setAlgo"><a class="viewcode-back" href="../../../../macop/macop.operators.policies.Policy.html#macop.operators.policies.Policy.Policy.setAlgo">[docs]</a>    <span class="k">def</span> <span class="nf">setAlgo</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">algo</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;Keep into policy reference of the whole algorithm</span>
			
 
				+<span class="sd">           The reason is to better manage the operator choices (use of rewards as example)</span>
			
 
				+
			
 
				+<span class="sd">        Args:</span>
			
 
				+<span class="sd">            algo: {Algorithm} -- the algorithm reference runned</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_algo</span> <span class="o">=</span> <span class="n">algo</span></div></div>
			
 
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				+      <li>macop.operators.policies.RandomPolicy</li>
			
 
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				+  <h1>Source code for macop.operators.policies.RandomPolicy</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Policy class implementation which is used for selecting operator randomly</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="c1"># main imports</span>
			
 
				+<span class="kn">import</span> <span class="nn">random</span>
			
 
				+
			
 
				+<span class="c1"># module imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">.Policy</span> <span class="kn">import</span> <span class="n">Policy</span>
			
 
				+
			
 
				+
			
 
				+<div class="viewcode-block" id="RandomPolicy"><a class="viewcode-back" href="../../../../macop/macop.operators.policies.RandomPolicy.html#macop.operators.policies.RandomPolicy.RandomPolicy">[docs]</a><span class="k">class</span> <span class="nc">RandomPolicy</span><span class="p">(</span><span class="n">Policy</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;Policy class implementation which is used for select operator randomly</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        operators: {[Operator]} -- list of selected operators for the algorithm</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+<div class="viewcode-block" id="RandomPolicy.select"><a class="viewcode-back" href="../../../../macop/macop.operators.policies.RandomPolicy.html#macop.operators.policies.RandomPolicy.RandomPolicy.select">[docs]</a>    <span class="k">def</span> <span class="nf">select</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;Select randomly the next operator to use</span>
			
 
				+
			
 
				+<span class="sd">        Returns:</span>
			
 
				+<span class="sd">            {Operator}: the selected operator</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+        <span class="c1"># choose operator randomly</span>
			
 
				+        <span class="n">index</span> <span class="o">=</span> <span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_operators</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">)</span>
			
 
				+        <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_operators</span><span class="p">[</span><span class="n">index</span><span class="p">]</span></div></div>
			
 
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				+      <li>macop.solutions.BinarySolution</li>
			
 
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				+  <h1>Source code for macop.solutions.BinarySolution</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Binary solution class implementation</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
			
 
				+
			
 
				+<span class="c1"># modules imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">.Solution</span> <span class="kn">import</span> <span class="n">Solution</span>
			
 
				+
			
 
				+
			
 
				+<span class="c1"># Solution which stores solution data as binary array</span>
			
 
				+<div class="viewcode-block" id="BinarySolution"><a class="viewcode-back" href="../../../macop/macop.solutions.BinarySolution.html#macop.solutions.BinarySolution.BinarySolution">[docs]</a><span class="k">class</span> <span class="nc">BinarySolution</span><span class="p">(</span><span class="n">Solution</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">    Binary integer solution class</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        data: {ndarray} --  array of binary values</span>
			
 
				+<span class="sd">        size: {int} -- size of binary array values</span>
			
 
				+<span class="sd">        score: {float} -- fitness score value</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">size</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Initialize binary solution using specific data</span>
			
 
				+
			
 
				+<span class="sd">        Args:</span>
			
 
				+<span class="sd">            data: {ndarray} --  array of binary values</span>
			
 
				+<span class="sd">            size: {int} -- size of binary array values</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span> <span class="o">=</span> <span class="n">data</span>
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_size</span> <span class="o">=</span> <span class="n">size</span>
			
 
				+
			
 
				+<div class="viewcode-block" id="BinarySolution.random"><a class="viewcode-back" href="../../../macop/macop.solutions.BinarySolution.html#macop.solutions.BinarySolution.BinarySolution.random">[docs]</a>    <span class="k">def</span> <span class="nf">random</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">validator</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Intialize binary array with use of validator to generate valid random solution</span>
			
 
				+
			
 
				+<span class="sd">        Args:</span>
			
 
				+<span class="sd">            validator: {function} -- specific function which validates or not a solution</span>
			
 
				+
			
 
				+<span class="sd">        Returns:</span>
			
 
				+<span class="sd">            {BinarySolution} -- new generated binary solution</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_size</span><span class="p">)</span>
			
 
				+
			
 
				+        <span class="k">while</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">isValid</span><span class="p">(</span><span class="n">validator</span><span class="p">):</span>
			
 
				+            <span class="bp">self</span><span class="o">.</span><span class="n">_data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">randint</span><span class="p">(</span><span class="mi">2</span><span class="p">,</span> <span class="n">size</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_size</span><span class="p">)</span>
			
 
				+
			
 
				+        <span class="k">return</span> <span class="bp">self</span></div>
			
 
				+
			
 
				+    <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="k">return</span> <span class="s2">&quot;Binary solution </span><span class="si">%s</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">)</span></div>
			
 
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				+      <li>macop.solutions.CombinatoryIntegerSolution</li>
			
 
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				+  <h1>Source code for macop.solutions.CombinatoryIntegerSolution</h1><div class="highlight"><pre>
			
 
				+<span></span><span class="sd">&quot;&quot;&quot;Combinatory integer solution class implementation</span>
			
 
				+<span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="c1"># main imports</span>
			
 
				+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
			
 
				+
			
 
				+<span class="c1"># modules imports</span>
			
 
				+<span class="kn">from</span> <span class="nn">.Solution</span> <span class="kn">import</span> <span class="n">Solution</span>
			
 
				+
			
 
				+
			
 
				+<span class="c1"># Solution which stores solution data as combinatory integer array</span>
			
 
				+<div class="viewcode-block" id="CombinatoryIntegerSolution"><a class="viewcode-back" href="../../../macop/macop.solutions.CombinatoryIntegerSolution.html#macop.solutions.CombinatoryIntegerSolution.CombinatoryIntegerSolution">[docs]</a><span class="k">class</span> <span class="nc">CombinatoryIntegerSolution</span><span class="p">(</span><span class="n">Solution</span><span class="p">):</span>
			
 
				+    <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">    Combinatory integer solution class</span>
			
 
				+
			
 
				+<span class="sd">    Attributes:</span>
			
 
				+<span class="sd">        data: {ndarray} --  array of binary values</span>
			
 
				+<span class="sd">        size: {int} -- size of binary array values</span>
			
 
				+<span class="sd">        score: {float} -- fitness score value</span>
			
 
				+<span class="sd">    &quot;&quot;&quot;</span>
			
 
				+    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">size</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Initialize binary solution using specific data</span>
			
 
				+
			
 
				+<span class="sd">        Args:</span>
			
 
				+<span class="sd">            data: {ndarray} --  array of binary values</span>
			
 
				+<span class="sd">            size: {int} -- size of binary array values</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span> <span class="o">=</span> <span class="n">data</span>
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_size</span> <span class="o">=</span> <span class="n">size</span>
			
 
				+
			
 
				+<div class="viewcode-block" id="CombinatoryIntegerSolution.random"><a class="viewcode-back" href="../../../macop/macop.solutions.CombinatoryIntegerSolution.html#macop.solutions.CombinatoryIntegerSolution.CombinatoryIntegerSolution.random">[docs]</a>    <span class="k">def</span> <span class="nf">random</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">validator</span><span class="p">):</span>
			
 
				+        <span class="sd">&quot;&quot;&quot;</span>
			
 
				+<span class="sd">        Intialize combinatory integer array with use of validator to generate valid random solution</span>
			
 
				+
			
 
				+<span class="sd">        Args:</span>
			
 
				+<span class="sd">            validator: {function} -- specific function which validates or not a solution</span>
			
 
				+
			
 
				+<span class="sd">        Returns:</span>
			
 
				+<span class="sd">            {CombinatoryIntegerSolution} -- new generated combinatory integer solution</span>
			
 
				+<span class="sd">        &quot;&quot;&quot;</span>
			
 
				+
			
 
				+        <span class="bp">self</span><span class="o">.</span><span class="n">_data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_size</span><span class="p">))</span>
			
 
				+
			
 
				+        <span class="k">while</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">isValid</span><span class="p">(</span><span class="n">validator</span><span class="p">):</span>
			
 
				+            <span class="bp">self</span><span class="o">.</span><span class="n">_data</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_size</span><span class="p">))</span>
			
 
				+
			
 
				+        <span class="k">return</span> <span class="bp">self</span></div>
			
 
				+
			
 
				+    <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
			
 
				+        <span class="k">return</span> <span class="s2">&quot;Combinatory integer solution </span><span class="si">%s</span><span class="s2">&quot;</span> <span class="o">%</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_data</span><span class="p">)</span></div>
			
 
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				+
			
 
				+</body>
			
 
				+</html>
			
--- a/docs/build/html/_modules/macop/solutions/IntegerSolution.html
+++ b/docs/build/html/_modules/macop/solutions/IntegerSolution.html
--- a/docs/build/html/_sources/contributing.rst.txt
+++ b/docs/build/html/_sources/contributing.rst.txt
@@ -0,0 +1,17 @@
 
				+Contributing
			
 
				+=====================================
			
 
				+
			
 
				+.. image:: _static/logo_macop.png
			
 
				+   :width: 350 px
			
 
				+   :align: center
			
 
				+
			
 
				+Using GitHub
			
 
				+------------
			
 
				+
			
 
				+This git project uses git-flow_ implementation. You are free to contribute to it.
			
 
				+
			
 
				+.. _git-flow: https://danielkummer.github.io/git-flow-cheatsheet/
			
 
				+
			
 
				+Please refer to the guidelines_ file if you want more information about process!
			
 
				+
			
 
				+.. _guidelines: https://github.com/prise-3d/macop/blob/master/CONTRIBUTING.md 
			
--- a/docs/build/html/_sources/description.rst.txt
+++ b/docs/build/html/_sources/description.rst.txt
@@ -0,0 +1,21 @@
 
				+Description
			
 
				+=====================================
			
 
				+
			
 
				+.. image:: _static/logo_macop.png
			
 
				+   :width: 350 px
			
 
				+   :align: center
			
 
				+
			
 
				+
			
 
				+Context
			
 
				+------------
			
 
				+
			
 
				+`macop` is an optimisation Python package which not implement the whole available algorithms in the literature but let you the possibility to quickly develop and test your own algorithm and strategies. The main objective of this package is to be the most flexible as possible and hence, to offer a maximum of implementation possibilities.
			
 
				+
			
 
				+Installation
			
 
				+------------
			
 
				+
			
 
				+Just install package using `pip` Python package manager: 
			
 
				+
			
 
				+.. code:: bash
			
 
				+   
			
 
				+   pip install macop
			
--- a/docs/build/html/_sources/examples.rst.txt
+++ b/docs/build/html/_sources/examples.rst.txt
--- a/docs/build/html/_sources/index.rst.txt
+++ b/docs/build/html/_sources/index.rst.txt
@@ -0,0 +1,27 @@
 
				+Minimalist And Customisable Optimisation Package
			
 
				+================================================
			
 
				+
			
 
				+.. image:: _static/logo_macop.png
			
 
				+   :width: 450 px
			
 
				+   :align: center
			
 
				+
			
 
				+What's `macop` ?
			
 
				+=================
			
 
				+
			
 
				+`macop` is an optimisation Python package which not implement the whole available algorithms in the literature but let you the possibility to quickly develop and test your own algorithm and strategies. The main objective of this package is to be the most flexible as possible and hence, to offer a maximum of implementation possibilities.
			
 
				+
			
 
				+.. toctree::
			
 
				+   :maxdepth: 1
			
 
				+   :caption: Contents:
			
 
				+
			
 
				+   description
			
 
				+   macop
			
 
				+   examples
			
 
				+   contributing
			
 
				+
			
 
				+Indices and tables
			
 
				+==================
			
 
				+
			
 
				+* :ref:`genindex`
			
 
				+* :ref:`modindex`
			
 
				+* :ref:`search`
			
--- a/docs/build/html/_sources/macop.rst.txt
+++ b/docs/build/html/_sources/macop.rst.txt
@@ -0,0 +1,69 @@
 
				+Documentation
			
 
				+=============
			
 
				+
			
 
				+macop
			
 
				+-------------------
			
 
				+
			
 
				+macop.algorithms
			
 
				+-------------------
			
 
				+
			
 
				+.. autosummary::
			
 
				+   :toctree: macop
			
 
				+   
			
 
				+   macop.algorithms.Algorithm
			
 
				+   macop.algorithms.mono.IteratedLocalSearch
			
 
				+   macop.algorithms.mono.HillClimberFirstImprovment
			
 
				+   macop.algorithms.mono.HillClimberBestImprovment
			
 
				+   macop.algorithms.multi.MOEAD
			
 
				+   macop.algorithms.multi.MOSubProblem
			
 
				+
			
 
				+macop.callbacks
			
 
				+-------------------
			
 
				+
			
 
				+.. autosummary::
			
 
				+   :toctree: macop
			
 
				+   
			
 
				+   macop.callbacks.BasicCheckpoint
			
 
				+   macop.callbacks.MultiCheckpoint
			
 
				+   macop.callbacks.ParetoCheckpoint
			
 
				+   macop.callbacks.UCBCheckpoint
			
 
				+   macop.callbacks.Callback
			
 
				+
			
 
				+macop.evaluators
			
 
				+-------------------
			
 
				+
			
 
				+.. autosummary::
			
 
				+   :toctree: macop
			
 
				+   
			
 
				+   macop.evaluators.EvaluatorExample
			
 
				+
			
 
				+macop.operators
			
 
				+-------------------
			
 
				+
			
 
				+.. autosummary::
			
 
				+   :toctree: macop
			
 
				+   
			
 
				+   macop.operators.crossovers.Crossover
			
 
				+   macop.operators.crossovers.RandomSplitCrossover
			
 
				+   macop.operators.crossovers.SimpleCrossover
			
 
				+
			
 
				+   macop.operators.mutators.Mutation
			
 
				+   macop.operators.mutators.SimpleBinaryMutation
			
 
				+   macop.operators.mutators.SimpleMutation
			
 
				+
			
 
				+   macop.operators.policies.Policy
			
 
				+   macop.operators.policies.RandomPolicy
			
 
				+   macop.operators.policies.UCBPolicy
			
 
				+   
			
 
				+   macop.operators.Operator
			
 
				+
			
 
				+macop.solution
			
 
				+-------------------
			
 
				+
			
 
				+.. autosummary::
			
 
				+   :toctree: macop
			
 
				+
			
 
				+   macop.solutions.BinarySolution
			
 
				+   macop.solutions.CombinatoryIntegerSolution
			
 
				+   macop.solutions.IntegerSolution
			
 
				+   macop.solutions.Solution
			
--- a/docs/build/html/_sources/macop/macop.algorithms.Algorithm.rst.txt
+++ b/docs/build/html/_sources/macop/macop.algorithms.Algorithm.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.algorithms.Algorithm
			
 
				+==========================
			
 
				+
			
 
				+.. automodule:: macop.algorithms.Algorithm
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      Algorithm
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.algorithms.mono.HillClimberBestImprovment.rst.txt
+++ b/docs/build/html/_sources/macop/macop.algorithms.mono.HillClimberBestImprovment.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.algorithms.mono.HillClimberBestImprovment
			
 
				+===============================================
			
 
				+
			
 
				+.. automodule:: macop.algorithms.mono.HillClimberBestImprovment
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      HillClimberBestImprovment
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.algorithms.mono.HillClimberFirstImprovment.rst.txt
+++ b/docs/build/html/_sources/macop/macop.algorithms.mono.HillClimberFirstImprovment.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.algorithms.mono.HillClimberFirstImprovment
			
 
				+================================================
			
 
				+
			
 
				+.. automodule:: macop.algorithms.mono.HillClimberFirstImprovment
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      HillClimberFirstImprovment
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.algorithms.mono.IteratedLocalSearch.rst.txt
+++ b/docs/build/html/_sources/macop/macop.algorithms.mono.IteratedLocalSearch.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.algorithms.mono.IteratedLocalSearch
			
 
				+=========================================
			
 
				+
			
 
				+.. automodule:: macop.algorithms.mono.IteratedLocalSearch
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      IteratedLocalSearch
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.algorithms.multi.MOEAD.rst.txt
+++ b/docs/build/html/_sources/macop/macop.algorithms.multi.MOEAD.rst.txt
@@ -0,0 +1,28 @@
 
				+macop.algorithms.multi.MOEAD
			
 
				+============================
			
 
				+
			
 
				+.. automodule:: macop.algorithms.multi.MOEAD
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Functions
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      moEvaluator
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      MOEAD
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.algorithms.multi.MOSubProblem.rst.txt
+++ b/docs/build/html/_sources/macop/macop.algorithms.multi.MOSubProblem.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.algorithms.multi.MOSubProblem
			
 
				+===================================
			
 
				+
			
 
				+.. automodule:: macop.algorithms.multi.MOSubProblem
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      MOSubProblem
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.callbacks.BasicCheckpoint.rst.txt
+++ b/docs/build/html/_sources/macop/macop.callbacks.BasicCheckpoint.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.callbacks.BasicCheckpoint
			
 
				+===============================
			
 
				+
			
 
				+.. automodule:: macop.callbacks.BasicCheckpoint
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      BasicCheckpoint
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.callbacks.Callback.rst.txt
+++ b/docs/build/html/_sources/macop/macop.callbacks.Callback.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.callbacks.Callback
			
 
				+========================
			
 
				+
			
 
				+.. automodule:: macop.callbacks.Callback
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      Callback
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.callbacks.MultiCheckpoint.rst.txt
+++ b/docs/build/html/_sources/macop/macop.callbacks.MultiCheckpoint.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.callbacks.MultiCheckpoint
			
 
				+===============================
			
 
				+
			
 
				+.. automodule:: macop.callbacks.MultiCheckpoint
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      MultiCheckpoint
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.callbacks.ParetoCheckpoint.rst.txt
+++ b/docs/build/html/_sources/macop/macop.callbacks.ParetoCheckpoint.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.callbacks.ParetoCheckpoint
			
 
				+================================
			
 
				+
			
 
				+.. automodule:: macop.callbacks.ParetoCheckpoint
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      ParetoCheckpoint
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.callbacks.UCBCheckpoint.rst.txt
+++ b/docs/build/html/_sources/macop/macop.callbacks.UCBCheckpoint.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.callbacks.UCBCheckpoint
			
 
				+=============================
			
 
				+
			
 
				+.. automodule:: macop.callbacks.UCBCheckpoint
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      UCBCheckpoint
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.evaluators.EvaluatorExample.rst.txt
+++ b/docs/build/html/_sources/macop/macop.evaluators.EvaluatorExample.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.evaluators.EvaluatorExample
			
 
				+=================================
			
 
				+
			
 
				+.. automodule:: macop.evaluators.EvaluatorExample
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Functions
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      evaluatorExample
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.operators.Operator.rst.txt
+++ b/docs/build/html/_sources/macop/macop.operators.Operator.rst.txt
@@ -0,0 +1,23 @@
 
				+macop.operators.Operator
			
 
				+========================
			
 
				+
			
 
				+.. automodule:: macop.operators.Operator
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      KindOperator
			
 
				+      Operator
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.operators.crossovers.Crossover.rst.txt
+++ b/docs/build/html/_sources/macop/macop.operators.crossovers.Crossover.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.operators.crossovers.Crossover
			
 
				+====================================
			
 
				+
			
 
				+.. automodule:: macop.operators.crossovers.Crossover
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      Crossover
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.operators.crossovers.RandomSplitCrossover.rst.txt
+++ b/docs/build/html/_sources/macop/macop.operators.crossovers.RandomSplitCrossover.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.operators.crossovers.RandomSplitCrossover
			
 
				+===============================================
			
 
				+
			
 
				+.. automodule:: macop.operators.crossovers.RandomSplitCrossover
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      RandomSplitCrossover
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.operators.crossovers.SimpleCrossover.rst.txt
+++ b/docs/build/html/_sources/macop/macop.operators.crossovers.SimpleCrossover.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.operators.crossovers.SimpleCrossover
			
 
				+==========================================
			
 
				+
			
 
				+.. automodule:: macop.operators.crossovers.SimpleCrossover
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      SimpleCrossover
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.operators.mutators.Mutation.rst.txt
+++ b/docs/build/html/_sources/macop/macop.operators.mutators.Mutation.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.operators.mutators.Mutation
			
 
				+=================================
			
 
				+
			
 
				+.. automodule:: macop.operators.mutators.Mutation
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      Mutation
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.operators.mutators.SimpleBinaryMutation.rst.txt
+++ b/docs/build/html/_sources/macop/macop.operators.mutators.SimpleBinaryMutation.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.operators.mutators.SimpleBinaryMutation
			
 
				+=============================================
			
 
				+
			
 
				+.. automodule:: macop.operators.mutators.SimpleBinaryMutation
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      SimpleBinaryMutation
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.operators.mutators.SimpleMutation.rst.txt
+++ b/docs/build/html/_sources/macop/macop.operators.mutators.SimpleMutation.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.operators.mutators.SimpleMutation
			
 
				+=======================================
			
 
				+
			
 
				+.. automodule:: macop.operators.mutators.SimpleMutation
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      SimpleMutation
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.operators.policies.Policy.rst.txt
+++ b/docs/build/html/_sources/macop/macop.operators.policies.Policy.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.operators.policies.Policy
			
 
				+===============================
			
 
				+
			
 
				+.. automodule:: macop.operators.policies.Policy
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      Policy
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.operators.policies.RandomPolicy.rst.txt
+++ b/docs/build/html/_sources/macop/macop.operators.policies.RandomPolicy.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.operators.policies.RandomPolicy
			
 
				+=====================================
			
 
				+
			
 
				+.. automodule:: macop.operators.policies.RandomPolicy
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      RandomPolicy
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.operators.policies.UCBPolicy.rst.txt
+++ b/docs/build/html/_sources/macop/macop.operators.policies.UCBPolicy.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.operators.policies.UCBPolicy
			
 
				+==================================
			
 
				+
			
 
				+.. automodule:: macop.operators.policies.UCBPolicy
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      UCBPolicy
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.solutions.BinarySolution.rst.txt
+++ b/docs/build/html/_sources/macop/macop.solutions.BinarySolution.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.solutions.BinarySolution
			
 
				+==============================
			
 
				+
			
 
				+.. automodule:: macop.solutions.BinarySolution
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      BinarySolution
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.solutions.CombinatoryIntegerSolution.rst.txt
+++ b/docs/build/html/_sources/macop/macop.solutions.CombinatoryIntegerSolution.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.solutions.CombinatoryIntegerSolution
			
 
				+==========================================
			
 
				+
			
 
				+.. automodule:: macop.solutions.CombinatoryIntegerSolution
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      CombinatoryIntegerSolution
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.solutions.IntegerSolution.rst.txt
+++ b/docs/build/html/_sources/macop/macop.solutions.IntegerSolution.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.solutions.IntegerSolution
			
 
				+===============================
			
 
				+
			
 
				+.. automodule:: macop.solutions.IntegerSolution
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      IntegerSolution
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
--- a/docs/build/html/_sources/macop/macop.solutions.Solution.rst.txt
+++ b/docs/build/html/_sources/macop/macop.solutions.Solution.rst.txt
@@ -0,0 +1,22 @@
 
				+macop.solutions.Solution
			
 
				+========================
			
 
				+
			
 
				+.. automodule:: macop.solutions.Solution
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   .. rubric:: Classes
			
 
				+
			
 
				+   .. autosummary::
			
 
				+   
			
 
				+      Solution
			
 
				+   
			
 
				+   
			
 
				+
			
 
				+   
			
 
				+   
			
 
				+   
			
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				+    background-color: transparent;
			
 
				+}
			
 
				+
			
 
				+code.xref, a code {
			
 
				+    background-color: transparent;
			
 
				+    font-weight: bold;
			
 
				+}
			
 
				+
			
 
				+h1 code, h2 code, h3 code, h4 code, h5 code, h6 code {
			
 
				+    background-color: transparent;
			
 
				+}
			
 
				+
			
 
				+.viewcode-link {
			
 
				+    float: right;
			
 
				+}
			
 
				+
			
 
				+.viewcode-back {
			
 
				+    float: right;
			
 
				+    font-family: sans-serif;
			
 
				+}
			
 
				+
			
 
				+div.viewcode-block:target {
			
 
				+    margin: -1px -10px;
			
 
				+    padding: 0 10px;
			
 
				+}
			
 
				+
			
 
				+/* -- math display ---------------------------------------------------------- */
			
 
				+
			
 
				+img.math {
			
 
				+    vertical-align: middle;
			
 
				+}
			
 
				+
			
 
				+div.body div.math p {
			
 
				+    text-align: center;
			
 
				+}
			
 
				+
			
 
				+span.eqno {
			
 
				+    float: right;
			
 
				+}
			
 
				+
			
 
				+span.eqno a.headerlink {
			
 
				+    position: relative;
			
 
				+    left: 0px;
			
 
				+    z-index: 1;
			
 
				+}
			
 
				+
			
 
				+div.math:hover a.headerlink {
			
 
				+    visibility: visible;
			
 
				+}
			
 
				+
			
 
				+/* -- printout stylesheet --------------------------------------------------- */
			
 
				+
			
 
				+@media print {
			
 
				+    div.document,
			
 
				+    div.documentwrapper,
			
 
				+    div.bodywrapper {
			
 
				+        margin: 0 !important;
			
 
				+        width: 100%;
			
 
				+    }
			
 
				+
			
 
				+    div.sphinxsidebar,
			
 
				+    div.related,
			
 
				+    div.footer,
			
 
				+    #top-link {
			
 
				+        display: none;
			
 
				+    }
			
 
				+}
			
--- a/docs/build/html/_static/css/badge_only.css
+++ b/docs/build/html/_static/css/badge_only.css
--- a/docs/build/html/_static/css/theme.css
+++ b/docs/build/html/_static/css/theme.css
--- a/docs/build/html/_static/doctools.js
+++ b/docs/build/html/_static/doctools.js
@@ -0,0 +1,314 @@
 
				+/*
			
 
				+ * doctools.js
			
 
				+ * ~~~~~~~~~~~
			
 
				+ *
			
 
				+ * Sphinx JavaScript utilities for all documentation.
			
 
				+ *
			
 
				+ * :copyright: Copyright 2007-2019 by the Sphinx team, see AUTHORS.
			
 
				+ * :license: BSD, see LICENSE for details.
			
 
				+ *
			
 
				+ */
			
 
				+
			
 
				+/**
			
 
				+ * select a different prefix for underscore
			
 
				+ */
			
 
				+$u = _.noConflict();
			
 
				+
			
 
				+/**
			
 
				+ * make the code below compatible with browsers without
			
 
				+ * an installed firebug like debugger
			
 
				+if (!window.console || !console.firebug) {
			
 
				+  var names = ["log", "debug", "info", "warn", "error", "assert", "dir",
			
 
				+    "dirxml", "group", "groupEnd", "time", "timeEnd", "count", "trace",
			
 
				+    "profile", "profileEnd"];
			
 
				+  window.console = {};
			
 
				+  for (var i = 0; i < names.length; ++i)
			
 
				+    window.console[names[i]] = function() {};
			
 
				+}
			
 
				+ */
			
 
				+
			
 
				+/**
			
 
				+ * small helper function to urldecode strings
			
 
				+ */
			
 
				+jQuery.urldecode = function(x) {
			
 
				+  return decodeURIComponent(x).replace(/\+/g, ' ');
			
 
				+};
			
 
				+
			
 
				+/**
			
 
				+ * small helper function to urlencode strings
			
 
				+ */
			
 
				+jQuery.urlencode = encodeURIComponent;
			
 
				+
			
 
				+/**
			
 
				+ * This function returns the parsed url parameters of the
			
 
				+ * current request. Multiple values per key are supported,
			
 
				+ * it will always return arrays of strings for the value parts.
			
 
				+ */
			
 
				+jQuery.getQueryParameters = function(s) {
			
 
				+  if (typeof s === 'undefined')
			
 
				+    s = document.location.search;
			
 
				+  var parts = s.substr(s.indexOf('?') + 1).split('&');
			
 
				+  var result = {};
			
 
				+  for (var i = 0; i < parts.length; i++) {
			
 
				+    var tmp = parts[i].split('=', 2);
			
 
				+    var key = jQuery.urldecode(tmp[0]);
			
 
				+    var value = jQuery.urldecode(tmp[1]);
			
 
				+    if (key in result)
			
 
				+      result[key].push(value);
			
 
				+    else
			
 
				+      result[key] = [value];
			
 
				+  }
			
 
				+  return result;
			
 
				+};
			
 
				+
			
 
				+/**
			
 
				+ * highlight a given string on a jquery object by wrapping it in
			
 
				+ * span elements with the given class name.
			
 
				+ */
			
 
				+jQuery.fn.highlightText = function(text, className) {
			
 
				+  function highlight(node, addItems) {
			
 
				+    if (node.nodeType === 3) {
			
 
				+      var val = node.nodeValue;
			
 
				+      var pos = val.toLowerCase().indexOf(text);
			
 
				+      if (pos >= 0 &&
			
 
				+          !jQuery(node.parentNode).hasClass(className) &&
			
 
				+          !jQuery(node.parentNode).hasClass("nohighlight")) {
			
 
				+        var span;
			
 
				+        var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
			
 
				+        if (isInSVG) {
			
 
				+          span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
			
 
				+        } else {
			
 
				+          span = document.createElement("span");
			
 
				+          span.className = className;
			
 
				+        }
			
 
				+        span.appendChild(document.createTextNode(val.substr(pos, text.length)));
			
 
				+        node.parentNode.insertBefore(span, node.parentNode.insertBefore(
			
 
				+          document.createTextNode(val.substr(pos + text.length)),
			
 
				+          node.nextSibling));
			
 
				+        node.nodeValue = val.substr(0, pos);
			
 
				+        if (isInSVG) {
			
 
				+          var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
			
 
				+          var bbox = node.parentElement.getBBox();
			
 
				+          rect.x.baseVal.value = bbox.x;
			
 
				+          rect.y.baseVal.value = bbox.y;
			
 
				+          rect.width.baseVal.value = bbox.width;
			
 
				+          rect.height.baseVal.value = bbox.height;
			
 
				+          rect.setAttribute('class', className);
			
 
				+          addItems.push({
			
 
				+              "parent": node.parentNode,
			
 
				+              "target": rect});
			
 
				+        }
			
 
				+      }
			
 
				+    }
			
 
				+    else if (!jQuery(node).is("button, select, textarea")) {
			
 
				+      jQuery.each(node.childNodes, function() {
			
 
				+        highlight(this, addItems);
			
 
				+      });
			
 
				+    }
			
 
				+  }
			
 
				+  var addItems = [];
			
 
				+  var result = this.each(function() {
			
 
				+    highlight(this, addItems);
			
 
				+  });
			
 
				+  for (var i = 0; i < addItems.length; ++i) {
			
 
				+    jQuery(addItems[i].parent).before(addItems[i].target);
			
 
				+  }
			
 
				+  return result;
			
 
				+};
			
 
				+
			
 
				+/*
			
 
				+ * backward compatibility for jQuery.browser
			
 
				+ * This will be supported until firefox bug is fixed.
			
 
				+ */
			
 
				+if (!jQuery.browser) {
			
 
				+  jQuery.uaMatch = function(ua) {
			
 
				+    ua = ua.toLowerCase();
			
 
				+
			
 
				+    var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
			
 
				+      /(webkit)[ \/]([\w.]+)/.exec(ua) ||
			
 
				+      /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
			
 
				+      /(msie) ([\w.]+)/.exec(ua) ||
			
 
				+      ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
			
 
				+      [];
			
 
				+
			
 
				+    return {
			
 
				+      browser: match[ 1 ] || "",
			
 
				+      version: match[ 2 ] || "0"
			
 
				+    };
			
 
				+  };
			
 
				+  jQuery.browser = {};
			
 
				+  jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
			
 
				+}
			
 
				+
			
 
				+/**
			
 
				+ * Small JavaScript module for the documentation.
			
 
				+ */
			
 
				+var Documentation = {
			
 
				+
			
 
				+  init : function() {
			
 
				+    this.fixFirefoxAnchorBug();
			
 
				+    this.highlightSearchWords();
			
 
				+    this.initIndexTable();
			
 
				+    if (DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) {
			
 
				+      this.initOnKeyListeners();
			
 
				+    }
			
 
				+  },
			
 
				+
			
 
				+  /**
			
 
				+   * i18n support
			
 
				+   */
			
 
				+  TRANSLATIONS : {},
			
 
				+  PLURAL_EXPR : function(n) { return n === 1 ? 0 : 1; },
			
 
				+  LOCALE : 'unknown',
			
 
				+
			
 
				+  // gettext and ngettext don't access this so that the functions
			
 
				+  // can safely bound to a different name (_ = Documentation.gettext)
			
 
				+  gettext : function(string) {
			
 
				+    var translated = Documentation.TRANSLATIONS[string];
			
 
				+    if (typeof translated === 'undefined')
			
 
				+      return string;
			
 
				+    return (typeof translated === 'string') ? translated : translated[0];
			
 
				+  },
			
 
				+
			
 
				+  ngettext : function(singular, plural, n) {
			
 
				+    var translated = Documentation.TRANSLATIONS[singular];
			
 
				+    if (typeof translated === 'undefined')
			
 
				+      return (n == 1) ? singular : plural;
			
 
				+    return translated[Documentation.PLURALEXPR(n)];
			
 
				+  },
			
 
				+
			
 
				+  addTranslations : function(catalog) {
			
 
				+    for (var key in catalog.messages)
			
 
				+      this.TRANSLATIONS[key] = catalog.messages[key];
			
 
				+    this.PLURAL_EXPR = new Function('n', 'return +(' + catalog.plural_expr + ')');
			
 
				+    this.LOCALE = catalog.locale;
			
 
				+  },
			
 
				+
			
 
				+  /**
			
 
				+   * add context elements like header anchor links
			
 
				+   */
			
 
				+  addContextElements : function() {
			
 
				+    $('div[id] > :header:first').each(function() {
			
 
				+      $('<a class="headerlink">\u00B6</a>').
			
 
				+      attr('href', '#' + this.id).
			
 
				+      attr('title', _('Permalink to this headline')).
			
 
				+      appendTo(this);
			
 
				+    });
			
 
				+    $('dt[id]').each(function() {
			
 
				+      $('<a class="headerlink">\u00B6</a>').
			
 
				+      attr('href', '#' + this.id).
			
 
				+      attr('title', _('Permalink to this definition')).
			
 
				+      appendTo(this);
			
 
				+    });
			
 
				+  },
			
 
				+
			
 
				+  /**
			
 
				+   * workaround a firefox stupidity
			
 
				+   * see: https://bugzilla.mozilla.org/show_bug.cgi?id=645075
			
 
				+   */
			
 
				+  fixFirefoxAnchorBug : function() {
			
 
				+    if (document.location.hash && $.browser.mozilla)
			
 
				+      window.setTimeout(function() {
			
 
				+        document.location.href += '';
			
 
				+      }, 10);
			
 
				+  },
			
 
				+
			
 
				+  /**
			
 
				+   * highlight the search words provided in the url in the text
			
 
				+   */
			
 
				+  highlightSearchWords : function() {
			
 
				+    var params = $.getQueryParameters();
			
 
				+    var terms = (params.highlight) ? params.highlight[0].split(/\s+/) : [];
			
 
				+    if (terms.length) {
			
 
				+      var body = $('div.body');
			
 
				+      if (!body.length) {
			
 
				+        body = $('body');
			
 
				+      }
			
 
				+      window.setTimeout(function() {
			
 
				+        $.each(terms, function() {
			
 
				+          body.highlightText(this.toLowerCase(), 'highlighted');
			
 
				+        });
			
 
				+      }, 10);
			
 
				+      $('<p class="highlight-link"><a href="javascript:Documentation.' +
			
 
				+        'hideSearchWords()">' + _('Hide Search Matches') + '</a></p>')
			
 
				+          .appendTo($('#searchbox'));
			
 
				+    }
			
 
				+  },
			
 
				+
			
 
				+  /**
			
 
				+   * init the domain index toggle buttons
			
 
				+   */
			
 
				+  initIndexTable : function() {
			
 
				+    var togglers = $('img.toggler').click(function() {
			
 
				+      var src = $(this).attr('src');
			
 
				+      var idnum = $(this).attr('id').substr(7);
			
 
				+      $('tr.cg-' + idnum).toggle();
			
 
				+      if (src.substr(-9) === 'minus.png')
			
 
				+        $(this).attr('src', src.substr(0, src.length-9) + 'plus.png');
			
 
				+      else
			
 
				+        $(this).attr('src', src.substr(0, src.length-8) + 'minus.png');
			
 
				+    }).css('display', '');
			
 
				+    if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) {
			
 
				+        togglers.click();
			
 
				+    }
			
 
				+  },
			
 
				+
			
 
				+  /**
			
 
				+   * helper function to hide the search marks again
			
 
				+   */
			
 
				+  hideSearchWords : function() {
			
 
				+    $('#searchbox .highlight-link').fadeOut(300);
			
 
				+    $('span.highlighted').removeClass('highlighted');
			
 
				+  },
			
 
				+
			
 
				+  /**
			
 
				+   * make the url absolute
			
 
				+   */
			
 
				+  makeURL : function(relativeURL) {
			
 
				+    return DOCUMENTATION_OPTIONS.URL_ROOT + '/' + relativeURL;
			
 
				+  },
			
 
				+
			
 
				+  /**
			
 
				+   * get the current relative url
			
 
				+   */
			
 
				+  getCurrentURL : function() {
			
 
				+    var path = document.location.pathname;
			
 
				+    var parts = path.split(/\//);
			
 
				+    $.each(DOCUMENTATION_OPTIONS.URL_ROOT.split(/\//), function() {
			
 
				+      if (this === '..')
			
 
				+        parts.pop();
			
 
				+    });
			
 
				+    var url = parts.join('/');
			
 
				+    return path.substring(url.lastIndexOf('/') + 1, path.length - 1);
			
 
				+  },
			
 
				+
			
 
				+  initOnKeyListeners: function() {
			
 
				+    $(document).keyup(function(event) {
			
 
				+      var activeElementType = document.activeElement.tagName;
			
 
				+      // don't navigate when in search box or textarea
			
 
				+      if (activeElementType !== 'TEXTAREA' && activeElementType !== 'INPUT' && activeElementType !== 'SELECT') {
			
 
				+        switch (event.keyCode) {
			
 
				+          case 37: // left
			
 
				+            var prevHref = $('link[rel="prev"]').prop('href');
			
 
				+            if (prevHref) {
			
 
				+              window.location.href = prevHref;
			
 
				+              return false;
			
 
				+            }
			
 
				+          case 39: // right
			
 
				+            var nextHref = $('link[rel="next"]').prop('href');
			
 
				+            if (nextHref) {
			
 
				+              window.location.href = nextHref;
			
 
				+              return false;
			
 
				+            }
			
 
				+        }
			
 
				+      }
			
 
				+    });
			
 
				+  }
			
 
				+};
			
 
				+
			
 
				+// quick alias for translations
			
 
				+_ = Documentation.gettext;
			
 
				+
			
 
				+$(document).ready(function() {
			
 
				+  Documentation.init();
			
 
				+});
			
--- a/docs/build/html/_static/documentation_options.js
+++ b/docs/build/html/_static/documentation_options.js
@@ -0,0 +1,10 @@
 
				+var DOCUMENTATION_OPTIONS = {
			
 
				+    URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
			
 
				+    VERSION: 'v1.0.0',
			
 
				+    LANGUAGE: 'None',
			
 
				+    COLLAPSE_INDEX: false,
			
 
				+    FILE_SUFFIX: '.html',
			
 
				+    HAS_SOURCE: true,
			
 
				+    SOURCELINK_SUFFIX: '.txt',
			
 
				+    NAVIGATION_WITH_KEYS: false
			
 
				+};
			
--- a/docs/build/html/_static/file.png
+++ b/docs/build/html/_static/file.png
--- a/docs/build/html/_static/fonts/Inconsolata-Bold.ttf
+++ b/docs/build/html/_static/fonts/Inconsolata-Bold.ttf
--- a/docs/build/html/_static/fonts/Inconsolata-Regular.ttf
+++ b/docs/build/html/_static/fonts/Inconsolata-Regular.ttf
--- a/docs/build/html/_static/fonts/Inconsolata.ttf
+++ b/docs/build/html/_static/fonts/Inconsolata.ttf
--- a/docs/build/html/_static/fonts/Lato-Bold.ttf
+++ b/docs/build/html/_static/fonts/Lato-Bold.ttf
--- a/docs/build/html/_static/fonts/Lato-Regular.ttf
+++ b/docs/build/html/_static/fonts/Lato-Regular.ttf
--- a/docs/build/html/_static/fonts/Lato/lato-bold.eot
+++ b/docs/build/html/_static/fonts/Lato/lato-bold.eot
--- a/docs/build/html/_static/fonts/Lato/lato-bold.ttf
+++ b/docs/build/html/_static/fonts/Lato/lato-bold.ttf
--- a/docs/build/html/_static/fonts/Lato/lato-bold.woff
+++ b/docs/build/html/_static/fonts/Lato/lato-bold.woff
--- a/docs/build/html/_static/fonts/Lato/lato-bold.woff2
+++ b/docs/build/html/_static/fonts/Lato/lato-bold.woff2
--- a/docs/build/html/_static/fonts/Lato/lato-bolditalic.eot
+++ b/docs/build/html/_static/fonts/Lato/lato-bolditalic.eot
--- a/docs/build/html/_static/fonts/Lato/lato-bolditalic.ttf
+++ b/docs/build/html/_static/fonts/Lato/lato-bolditalic.ttf