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  43. <li class="toctree-l1"><a class="reference internal" href="description.html">Description</a></li>
  44. <li class="toctree-l1 current"><a class="current reference internal" href="#">Documentation</a><ul>
  45. <li class="toctree-l2"><a class="reference internal" href="#macop">macop</a></li>
  46. <li class="toctree-l2"><a class="reference internal" href="#macop-algorithms">macop.algorithms</a><ul>
  47. <li class="toctree-l3"><a class="reference internal" href="macop/macop.algorithms.Algorithm.html">macop.algorithms.Algorithm</a></li>
  48. <li class="toctree-l3"><a class="reference internal" href="macop/macop.algorithms.mono.IteratedLocalSearch.html">macop.algorithms.mono.IteratedLocalSearch</a></li>
  49. <li class="toctree-l3"><a class="reference internal" href="macop/macop.algorithms.mono.HillClimberFirstImprovment.html">macop.algorithms.mono.HillClimberFirstImprovment</a></li>
  50. <li class="toctree-l3"><a class="reference internal" href="macop/macop.algorithms.mono.HillClimberBestImprovment.html">macop.algorithms.mono.HillClimberBestImprovment</a></li>
  51. <li class="toctree-l3"><a class="reference internal" href="macop/macop.algorithms.multi.MOEAD.html">macop.algorithms.multi.MOEAD</a></li>
  52. <li class="toctree-l3"><a class="reference internal" href="macop/macop.algorithms.multi.MOSubProblem.html">macop.algorithms.multi.MOSubProblem</a></li>
  53. </ul>
  54. </li>
  55. <li class="toctree-l2"><a class="reference internal" href="#macop-callbacks">macop.callbacks</a><ul>
  56. <li class="toctree-l3"><a class="reference internal" href="macop/macop.callbacks.BasicCheckpoint.html">macop.callbacks.BasicCheckpoint</a></li>
  57. <li class="toctree-l3"><a class="reference internal" href="macop/macop.callbacks.MultiCheckpoint.html">macop.callbacks.MultiCheckpoint</a></li>
  58. <li class="toctree-l3"><a class="reference internal" href="macop/macop.callbacks.ParetoCheckpoint.html">macop.callbacks.ParetoCheckpoint</a></li>
  59. <li class="toctree-l3"><a class="reference internal" href="macop/macop.callbacks.UCBCheckpoint.html">macop.callbacks.UCBCheckpoint</a></li>
  60. <li class="toctree-l3"><a class="reference internal" href="macop/macop.callbacks.Callback.html">macop.callbacks.Callback</a></li>
  61. </ul>
  62. </li>
  63. <li class="toctree-l2"><a class="reference internal" href="#macop-evaluators">macop.evaluators</a><ul>
  64. <li class="toctree-l3"><a class="reference internal" href="macop/macop.evaluators.EvaluatorExample.html">macop.evaluators.EvaluatorExample</a></li>
  65. </ul>
  66. </li>
  67. <li class="toctree-l2"><a class="reference internal" href="#macop-operators">macop.operators</a><ul>
  68. <li class="toctree-l3"><a class="reference internal" href="macop/macop.operators.crossovers.Crossover.html">macop.operators.crossovers.Crossover</a></li>
  69. <li class="toctree-l3"><a class="reference internal" href="macop/macop.operators.crossovers.RandomSplitCrossover.html">macop.operators.crossovers.RandomSplitCrossover</a></li>
  70. <li class="toctree-l3"><a class="reference internal" href="macop/macop.operators.crossovers.SimpleCrossover.html">macop.operators.crossovers.SimpleCrossover</a></li>
  71. <li class="toctree-l3"><a class="reference internal" href="macop/macop.operators.mutators.Mutation.html">macop.operators.mutators.Mutation</a></li>
  72. <li class="toctree-l3"><a class="reference internal" href="macop/macop.operators.mutators.SimpleBinaryMutation.html">macop.operators.mutators.SimpleBinaryMutation</a></li>
  73. <li class="toctree-l3"><a class="reference internal" href="macop/macop.operators.mutators.SimpleMutation.html">macop.operators.mutators.SimpleMutation</a></li>
  74. <li class="toctree-l3"><a class="reference internal" href="macop/macop.operators.policies.Policy.html">macop.operators.policies.Policy</a></li>
  75. <li class="toctree-l3"><a class="reference internal" href="macop/macop.operators.policies.RandomPolicy.html">macop.operators.policies.RandomPolicy</a></li>
  76. <li class="toctree-l3"><a class="reference internal" href="macop/macop.operators.policies.UCBPolicy.html">macop.operators.policies.UCBPolicy</a></li>
  77. <li class="toctree-l3"><a class="reference internal" href="macop/macop.operators.Operator.html">macop.operators.Operator</a></li>
  78. </ul>
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  80. <li class="toctree-l2"><a class="reference internal" href="#macop-solution">macop.solution</a><ul>
  81. <li class="toctree-l3"><a class="reference internal" href="macop/macop.solutions.BinarySolution.html">macop.solutions.BinarySolution</a></li>
  82. <li class="toctree-l3"><a class="reference internal" href="macop/macop.solutions.CombinatoryIntegerSolution.html">macop.solutions.CombinatoryIntegerSolution</a></li>
  83. <li class="toctree-l3"><a class="reference internal" href="macop/macop.solutions.IntegerSolution.html">macop.solutions.IntegerSolution</a></li>
  84. <li class="toctree-l3"><a class="reference internal" href="macop/macop.solutions.Solution.html">macop.solutions.Solution</a></li>
  85. </ul>
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  88. </li>
  89. <li class="toctree-l1"><a class="reference internal" href="examples.html">Some examples</a></li>
  90. <li class="toctree-l1"><a class="reference internal" href="contributing.html">Contributing</a></li>
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  114. <div class="section" id="documentation">
  115. <h1>Documentation<a class="headerlink" href="#documentation" title="Permalink to this headline">¶</a></h1>
  116. <div class="section" id="macop">
  117. <h2>macop<a class="headerlink" href="#macop" title="Permalink to this headline">¶</a></h2>
  118. </div>
  119. <div class="section" id="macop-algorithms">
  120. <h2>macop.algorithms<a class="headerlink" href="#macop-algorithms" title="Permalink to this headline">¶</a></h2>
  121. <table class="longtable docutils align-default">
  122. <colgroup>
  123. <col style="width: 10%" />
  124. <col style="width: 90%" />
  125. </colgroup>
  126. <tbody>
  127. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.algorithms.Algorithm.html#module-macop.algorithms.Algorithm" title="macop.algorithms.Algorithm"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.algorithms.Algorithm</span></code></a></p></td>
  128. <td><p>Abstract Algorithm class used as basic algorithm implementation with some specific initialization</p></td>
  129. </tr>
  130. <tr class="row-even"><td><p><a class="reference internal" href="macop/macop.algorithms.mono.IteratedLocalSearch.html#module-macop.algorithms.mono.IteratedLocalSearch" title="macop.algorithms.mono.IteratedLocalSearch"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.algorithms.mono.IteratedLocalSearch</span></code></a></p></td>
  131. <td><p>Iterated Local Search Algorithm implementation</p></td>
  132. </tr>
  133. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.algorithms.mono.HillClimberFirstImprovment.html#module-macop.algorithms.mono.HillClimberFirstImprovment" title="macop.algorithms.mono.HillClimberFirstImprovment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.algorithms.mono.HillClimberFirstImprovment</span></code></a></p></td>
  134. <td><p>Hill Climber First Improvment algorithm starting from new solution and explore using neighborhood and loop over the best one obtained from neighborhood search space</p></td>
  135. </tr>
  136. <tr class="row-even"><td><p><a class="reference internal" href="macop/macop.algorithms.mono.HillClimberBestImprovment.html#module-macop.algorithms.mono.HillClimberBestImprovment" title="macop.algorithms.mono.HillClimberBestImprovment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.algorithms.mono.HillClimberBestImprovment</span></code></a></p></td>
  137. <td><p>Hill Climber Best Improvment algorithm starting from new solution and explore using neighborhood and loop over the best one obtained from neighborhood search space</p></td>
  138. </tr>
  139. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.algorithms.multi.MOEAD.html#module-macop.algorithms.multi.MOEAD" title="macop.algorithms.multi.MOEAD"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.algorithms.multi.MOEAD</span></code></a></p></td>
  140. <td><p>Multi-Ojective Evolutionary Algorithm with Scalar Decomposition algorithm</p></td>
  141. </tr>
  142. <tr class="row-even"><td><p><a class="reference internal" href="macop/macop.algorithms.multi.MOSubProblem.html#module-macop.algorithms.multi.MOSubProblem" title="macop.algorithms.multi.MOSubProblem"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.algorithms.multi.MOSubProblem</span></code></a></p></td>
  143. <td><p>MOEAD sub problem algorithm class</p></td>
  144. </tr>
  145. </tbody>
  146. </table>
  147. </div>
  148. <div class="section" id="macop-callbacks">
  149. <h2>macop.callbacks<a class="headerlink" href="#macop-callbacks" title="Permalink to this headline">¶</a></h2>
  150. <table class="longtable docutils align-default">
  151. <colgroup>
  152. <col style="width: 10%" />
  153. <col style="width: 90%" />
  154. </colgroup>
  155. <tbody>
  156. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.callbacks.BasicCheckpoint.html#module-macop.callbacks.BasicCheckpoint" title="macop.callbacks.BasicCheckpoint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.callbacks.BasicCheckpoint</span></code></a></p></td>
  157. <td><p>Basic Checkpoint class implementation</p></td>
  158. </tr>
  159. <tr class="row-even"><td><p><a class="reference internal" href="macop/macop.callbacks.MultiCheckpoint.html#module-macop.callbacks.MultiCheckpoint" title="macop.callbacks.MultiCheckpoint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.callbacks.MultiCheckpoint</span></code></a></p></td>
  160. <td><p>Multi Checkpoint class implementation</p></td>
  161. </tr>
  162. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.callbacks.ParetoCheckpoint.html#module-macop.callbacks.ParetoCheckpoint" title="macop.callbacks.ParetoCheckpoint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.callbacks.ParetoCheckpoint</span></code></a></p></td>
  163. <td><p>Pareto front Checkpoint class implementation</p></td>
  164. </tr>
  165. <tr class="row-even"><td><p><a class="reference internal" href="macop/macop.callbacks.UCBCheckpoint.html#module-macop.callbacks.UCBCheckpoint" title="macop.callbacks.UCBCheckpoint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.callbacks.UCBCheckpoint</span></code></a></p></td>
  166. <td><p>UCB policy Checkpoint class implementation</p></td>
  167. </tr>
  168. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.callbacks.Callback.html#module-macop.callbacks.Callback" title="macop.callbacks.Callback"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.callbacks.Callback</span></code></a></p></td>
  169. <td><p>Abstract Checkpoint class</p></td>
  170. </tr>
  171. </tbody>
  172. </table>
  173. </div>
  174. <div class="section" id="macop-evaluators">
  175. <h2>macop.evaluators<a class="headerlink" href="#macop-evaluators" title="Permalink to this headline">¶</a></h2>
  176. <table class="longtable docutils align-default">
  177. <colgroup>
  178. <col style="width: 10%" />
  179. <col style="width: 90%" />
  180. </colgroup>
  181. <tbody>
  182. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.evaluators.EvaluatorExample.html#module-macop.evaluators.EvaluatorExample" title="macop.evaluators.EvaluatorExample"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.evaluators.EvaluatorExample</span></code></a></p></td>
  183. <td><p>Python evaluator function example</p></td>
  184. </tr>
  185. </tbody>
  186. </table>
  187. </div>
  188. <div class="section" id="macop-operators">
  189. <h2>macop.operators<a class="headerlink" href="#macop-operators" title="Permalink to this headline">¶</a></h2>
  190. <table class="longtable docutils align-default">
  191. <colgroup>
  192. <col style="width: 10%" />
  193. <col style="width: 90%" />
  194. </colgroup>
  195. <tbody>
  196. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.operators.crossovers.Crossover.html#module-macop.operators.crossovers.Crossover" title="macop.operators.crossovers.Crossover"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.operators.crossovers.Crossover</span></code></a></p></td>
  197. <td><p>Abstract Crossover class</p></td>
  198. </tr>
  199. <tr class="row-even"><td><p><a class="reference internal" href="macop/macop.operators.crossovers.RandomSplitCrossover.html#module-macop.operators.crossovers.RandomSplitCrossover" title="macop.operators.crossovers.RandomSplitCrossover"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.operators.crossovers.RandomSplitCrossover</span></code></a></p></td>
  200. <td><p>Crossover implementation which generated new solution by randomly splitting best solution and current solution</p></td>
  201. </tr>
  202. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.operators.crossovers.SimpleCrossover.html#module-macop.operators.crossovers.SimpleCrossover" title="macop.operators.crossovers.SimpleCrossover"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.operators.crossovers.SimpleCrossover</span></code></a></p></td>
  203. <td><p>Crossover implementation which generated new solution by splitting at mean size best solution and current solution</p></td>
  204. </tr>
  205. <tr class="row-even"><td><p><a class="reference internal" href="macop/macop.operators.mutators.Mutation.html#module-macop.operators.mutators.Mutation" title="macop.operators.mutators.Mutation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.operators.mutators.Mutation</span></code></a></p></td>
  206. <td><p>Abstract Mutation class</p></td>
  207. </tr>
  208. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.operators.mutators.SimpleBinaryMutation.html#module-macop.operators.mutators.SimpleBinaryMutation" title="macop.operators.mutators.SimpleBinaryMutation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.operators.mutators.SimpleBinaryMutation</span></code></a></p></td>
  209. <td><p>Mutation implementation for binary solution, swap bit randomly from solution</p></td>
  210. </tr>
  211. <tr class="row-even"><td><p><a class="reference internal" href="macop/macop.operators.mutators.SimpleMutation.html#module-macop.operators.mutators.SimpleMutation" title="macop.operators.mutators.SimpleMutation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.operators.mutators.SimpleMutation</span></code></a></p></td>
  212. <td><p>Mutation implementation for binary solution, swap two bits randomly from solution</p></td>
  213. </tr>
  214. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.operators.policies.Policy.html#module-macop.operators.policies.Policy" title="macop.operators.policies.Policy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.operators.policies.Policy</span></code></a></p></td>
  215. <td><p>Abstract class which is used for applying strategy when selecting and applying operator</p></td>
  216. </tr>
  217. <tr class="row-even"><td><p><a class="reference internal" href="macop/macop.operators.policies.RandomPolicy.html#module-macop.operators.policies.RandomPolicy" title="macop.operators.policies.RandomPolicy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.operators.policies.RandomPolicy</span></code></a></p></td>
  218. <td><p>Policy class implementation which is used for selecting operator randomly</p></td>
  219. </tr>
  220. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.operators.policies.UCBPolicy.html#module-macop.operators.policies.UCBPolicy" title="macop.operators.policies.UCBPolicy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.operators.policies.UCBPolicy</span></code></a></p></td>
  221. <td><p>Policy class implementation which is used for selecting operator using Upper Confidence Bound</p></td>
  222. </tr>
  223. <tr class="row-even"><td><p><a class="reference internal" href="macop/macop.operators.Operator.html#module-macop.operators.Operator" title="macop.operators.Operator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.operators.Operator</span></code></a></p></td>
  224. <td><p>Abstract Operator class</p></td>
  225. </tr>
  226. </tbody>
  227. </table>
  228. </div>
  229. <div class="section" id="macop-solution">
  230. <h2>macop.solution<a class="headerlink" href="#macop-solution" title="Permalink to this headline">¶</a></h2>
  231. <table class="longtable docutils align-default">
  232. <colgroup>
  233. <col style="width: 10%" />
  234. <col style="width: 90%" />
  235. </colgroup>
  236. <tbody>
  237. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.solutions.BinarySolution.html#module-macop.solutions.BinarySolution" title="macop.solutions.BinarySolution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.solutions.BinarySolution</span></code></a></p></td>
  238. <td><p>Binary solution class implementation</p></td>
  239. </tr>
  240. <tr class="row-even"><td><p><a class="reference internal" href="macop/macop.solutions.CombinatoryIntegerSolution.html#module-macop.solutions.CombinatoryIntegerSolution" title="macop.solutions.CombinatoryIntegerSolution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.solutions.CombinatoryIntegerSolution</span></code></a></p></td>
  241. <td><p>Combinatory integer solution class implementation</p></td>
  242. </tr>
  243. <tr class="row-odd"><td><p><a class="reference internal" href="macop/macop.solutions.IntegerSolution.html#module-macop.solutions.IntegerSolution" title="macop.solutions.IntegerSolution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.solutions.IntegerSolution</span></code></a></p></td>
  244. <td><p>Integer solution class implementation</p></td>
  245. </tr>
  246. <tr class="row-even"><td><p><a class="reference internal" href="macop/macop.solutions.Solution.html#module-macop.solutions.Solution" title="macop.solutions.Solution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">macop.solutions.Solution</span></code></a></p></td>
  247. <td><p>Abstract solution class</p></td>
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