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  87. <div class="section" id="module-macop.algorithms.multi.MOEAD">
  88. <span id="macop-algorithms-multi-moead"></span><h1>macop.algorithms.multi.MOEAD<a class="headerlink" href="#module-macop.algorithms.multi.MOEAD" title="Permalink to this headline">¶</a></h1>
  89. <p>Multi-Ojective Evolutionary Algorithm with Scalar Decomposition algorithm</p>
  90. <p class="rubric">Functions</p>
  91. <table class="longtable docutils align-default">
  92. <colgroup>
  93. <col style="width: 10%" />
  94. <col style="width: 90%" />
  95. </colgroup>
  96. <tbody>
  97. <tr class="row-odd"><td><p><code class="xref py py-obj docutils literal notranslate"><span class="pre">moEvaluator</span></code>(solution, evaluator, weights)</p></td>
  98. <td><p></p></td>
  99. </tr>
  100. </tbody>
  101. </table>
  102. <p class="rubric">Classes</p>
  103. <table class="longtable docutils align-default">
  104. <colgroup>
  105. <col style="width: 10%" />
  106. <col style="width: 90%" />
  107. </colgroup>
  108. <tbody>
  109. <tr class="row-odd"><td><p><a class="reference internal" href="#macop.algorithms.multi.MOEAD.MOEAD" title="macop.algorithms.multi.MOEAD.MOEAD"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MOEAD</span></code></a>(mu, T, initalizer, evaluator, …[, …])</p></td>
  110. <td><p>Multi-Ojective Evolutionary Algorithm with Scalar Decomposition</p></td>
  111. </tr>
  112. </tbody>
  113. </table>
  114. <dl class="class">
  115. <dt id="macop.algorithms.multi.MOEAD.MOEAD">
  116. <em class="property">class </em><code class="sig-prename descclassname">macop.algorithms.multi.MOEAD.</code><code class="sig-name descname">MOEAD</code><span class="sig-paren">(</span><em class="sig-param">mu</em>, <em class="sig-param">T</em>, <em class="sig-param">initalizer</em>, <em class="sig-param">evaluator</em>, <em class="sig-param">operators</em>, <em class="sig-param">policy</em>, <em class="sig-param">validator</em>, <em class="sig-param">maximise=True</em>, <em class="sig-param">parent=None</em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/multi/MOEAD.html#MOEAD"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD" title="Permalink to this definition">¶</a></dt>
  117. <dd><p>Multi-Ojective Evolutionary Algorithm with Scalar Decomposition</p>
  118. <dl class="attribute">
  119. <dt id="macop.algorithms.multi.MOEAD.MOEAD.mu">
  120. <code class="sig-name descname">mu</code><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.mu" title="Permalink to this definition">¶</a></dt>
  121. <dd><p>{int} – number of sub problems</p>
  122. </dd></dl>
  123. <dl class="attribute">
  124. <dt id="macop.algorithms.multi.MOEAD.MOEAD.T">
  125. <code class="sig-name descname">T</code><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.T" title="Permalink to this definition">¶</a></dt>
  126. <dd><p>{[float]} – number of neightbors for each sub problem</p>
  127. </dd></dl>
  128. <dl class="attribute">
  129. <dt id="macop.algorithms.multi.MOEAD.MOEAD.nObjectives">
  130. <code class="sig-name descname">nObjectives</code><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.nObjectives" title="Permalink to this definition">¶</a></dt>
  131. <dd><p>{int} – number of objectives (based of number evaluator)</p>
  132. </dd></dl>
  133. <dl class="attribute">
  134. <dt id="macop.algorithms.multi.MOEAD.MOEAD.initalizer">
  135. <code class="sig-name descname">initalizer</code><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.initalizer" title="Permalink to this definition">¶</a></dt>
  136. <dd><p>{function} – basic function strategy to initialize solution</p>
  137. </dd></dl>
  138. <dl class="attribute">
  139. <dt id="macop.algorithms.multi.MOEAD.MOEAD.evaluator">
  140. <code class="sig-name descname">evaluator</code><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.evaluator" title="Permalink to this definition">¶</a></dt>
  141. <dd><p>{[function]} – list of basic function in order to obtained fitness (multiple objectives)</p>
  142. </dd></dl>
  143. <dl class="attribute">
  144. <dt id="macop.algorithms.multi.MOEAD.MOEAD.operators">
  145. <code class="sig-name descname">operators</code><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.operators" title="Permalink to this definition">¶</a></dt>
  146. <dd><p>{[Operator]} – list of operator to use when launching algorithm</p>
  147. </dd></dl>
  148. <dl class="attribute">
  149. <dt id="macop.algorithms.multi.MOEAD.MOEAD.policy">
  150. <code class="sig-name descname">policy</code><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.policy" title="Permalink to this definition">¶</a></dt>
  151. <dd><p>{Policy} – Policy class implementation strategy to select operators</p>
  152. </dd></dl>
  153. <dl class="attribute">
  154. <dt id="macop.algorithms.multi.MOEAD.MOEAD.validator">
  155. <code class="sig-name descname">validator</code><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.validator" title="Permalink to this definition">¶</a></dt>
  156. <dd><p>{function} – basic function to check if solution is valid or not under some constraints</p>
  157. </dd></dl>
  158. <dl class="attribute">
  159. <dt id="macop.algorithms.multi.MOEAD.MOEAD.maximise">
  160. <code class="sig-name descname">maximise</code><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.maximise" title="Permalink to this definition">¶</a></dt>
  161. <dd><p>{bool} – specify kind of optimisation problem</p>
  162. </dd></dl>
  163. <dl class="attribute">
  164. <dt id="macop.algorithms.multi.MOEAD.MOEAD.population">
  165. <code class="sig-name descname">population</code><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.population" title="Permalink to this definition">¶</a></dt>
  166. <dd><p>[{Solution}] – population of solution, one for each sub problem</p>
  167. </dd></dl>
  168. <dl class="attribute">
  169. <dt id="macop.algorithms.multi.MOEAD.MOEAD.pfPop">
  170. <code class="sig-name descname">pfPop</code><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.pfPop" title="Permalink to this definition">¶</a></dt>
  171. <dd><p>[{Solution}] – pareto front population</p>
  172. </dd></dl>
  173. <dl class="attribute">
  174. <dt id="macop.algorithms.multi.MOEAD.MOEAD.weights">
  175. <code class="sig-name descname">weights</code><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.weights" title="Permalink to this definition">¶</a></dt>
  176. <dd><p>[[{float}]] – random weights used for custom mu sub problems</p>
  177. </dd></dl>
  178. <dl class="attribute">
  179. <dt id="macop.algorithms.multi.MOEAD.MOEAD.callbacks">
  180. <code class="sig-name descname">callbacks</code><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.callbacks" title="Permalink to this definition">¶</a></dt>
  181. <dd><p>{[Callback]} – list of Callback class implementation to do some instructions every number of evaluations and <cite>load</cite> when initializing algorithm</p>
  182. </dd></dl>
  183. <dl class="method">
  184. <dt id="macop.algorithms.multi.MOEAD.MOEAD.end">
  185. <code class="sig-name descname">end</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/multi/MOEAD.html#MOEAD.end"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.end" title="Permalink to this definition">¶</a></dt>
  186. <dd><p>Display end message into <cite>run</cite> method</p>
  187. </dd></dl>
  188. <dl class="method">
  189. <dt id="macop.algorithms.multi.MOEAD.MOEAD.initRun">
  190. <code class="sig-name descname">initRun</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/multi/MOEAD.html#MOEAD.initRun"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.initRun" title="Permalink to this definition">¶</a></dt>
  191. <dd><p>Method which initialiazes or re-initializes the whole algorithm context specifically for MOEAD</p>
  192. </dd></dl>
  193. <dl class="method">
  194. <dt id="macop.algorithms.multi.MOEAD.MOEAD.progress">
  195. <code class="sig-name descname">progress</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/multi/MOEAD.html#MOEAD.progress"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.progress" title="Permalink to this definition">¶</a></dt>
  196. <dd><p>Log progress and apply callbacks if necessary</p>
  197. </dd></dl>
  198. <dl class="method">
  199. <dt id="macop.algorithms.multi.MOEAD.MOEAD.run">
  200. <code class="sig-name descname">run</code><span class="sig-paren">(</span><em class="sig-param">evaluations</em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/multi/MOEAD.html#MOEAD.run"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.multi.MOEAD.MOEAD.run" title="Permalink to this definition">¶</a></dt>
  201. <dd><p>Run the local search algorithm</p>
  202. <dl class="field-list simple">
  203. <dt class="field-odd">Parameters</dt>
  204. <dd class="field-odd"><p><strong>evaluations</strong> – {int} – number of Local search evaluations</p>
  205. </dd>
  206. <dt class="field-even">Returns</dt>
  207. <dd class="field-even"><p>{Solution} – best solution found</p>
  208. </dd>
  209. </dl>
  210. </dd></dl>
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