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  87. <div class="section" id="module-macop.algorithms.mono.HillClimberBestImprovment">
  88. <span id="macop-algorithms-mono-hillclimberbestimprovment"></span><h1>macop.algorithms.mono.HillClimberBestImprovment<a class="headerlink" href="#module-macop.algorithms.mono.HillClimberBestImprovment" title="Permalink to this headline">¶</a></h1>
  89. <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>
  90. <p class="rubric">Classes</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><a class="reference internal" href="#macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment" title="macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HillClimberBestImprovment</span></code></a>(initalizer, …[, …])</p></td>
  98. <td><p>Hill Climber Best Improvment used as exploitation optimisation algorithm</p></td>
  99. </tr>
  100. </tbody>
  101. </table>
  102. <dl class="class">
  103. <dt id="macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment">
  104. <em class="property">class </em><code class="sig-prename descclassname">macop.algorithms.mono.HillClimberBestImprovment.</code><code class="sig-name descname">HillClimberBestImprovment</code><span class="sig-paren">(</span><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/mono/HillClimberBestImprovment.html#HillClimberBestImprovment"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment" title="Permalink to this definition">¶</a></dt>
  105. <dd><p>Hill Climber Best Improvment used as exploitation optimisation algorithm</p>
  106. <p>This algorithm do a neighborhood exploration of a new generated solution (by doing operation on the current solution obtained) in order to find the best solution from the neighborhood space.
  107. Then replace the best solution found from the neighbordhood space as current solution to use.
  108. Do these steps until a number of evaluation (stopping criterion) is reached.</p>
  109. <dl class="attribute">
  110. <dt id="macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.initalizer">
  111. <code class="sig-name descname">initalizer</code><a class="headerlink" href="#macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.initalizer" title="Permalink to this definition">¶</a></dt>
  112. <dd><p>{function} – basic function strategy to initialize solution</p>
  113. </dd></dl>
  114. <dl class="attribute">
  115. <dt id="macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.evaluator">
  116. <code class="sig-name descname">evaluator</code><a class="headerlink" href="#macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.evaluator" title="Permalink to this definition">¶</a></dt>
  117. <dd><p>{function} – basic function in order to obtained fitness (mono or multiple objectives)</p>
  118. </dd></dl>
  119. <dl class="attribute">
  120. <dt id="macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.operators">
  121. <code class="sig-name descname">operators</code><a class="headerlink" href="#macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.operators" title="Permalink to this definition">¶</a></dt>
  122. <dd><p>{[Operator]} – list of operator to use when launching algorithm</p>
  123. </dd></dl>
  124. <dl class="attribute">
  125. <dt id="macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.policy">
  126. <code class="sig-name descname">policy</code><a class="headerlink" href="#macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.policy" title="Permalink to this definition">¶</a></dt>
  127. <dd><p>{Policy} – Policy class implementation strategy to select operators</p>
  128. </dd></dl>
  129. <dl class="attribute">
  130. <dt id="macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.validator">
  131. <code class="sig-name descname">validator</code><a class="headerlink" href="#macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.validator" title="Permalink to this definition">¶</a></dt>
  132. <dd><p>{function} – basic function to check if solution is valid or not under some constraints</p>
  133. </dd></dl>
  134. <dl class="attribute">
  135. <dt id="macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.maximise">
  136. <code class="sig-name descname">maximise</code><a class="headerlink" href="#macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.maximise" title="Permalink to this definition">¶</a></dt>
  137. <dd><p>{bool} – specify kind of optimisation problem</p>
  138. </dd></dl>
  139. <dl class="attribute">
  140. <dt id="macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.currentSolution">
  141. <code class="sig-name descname">currentSolution</code><a class="headerlink" href="#macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.currentSolution" title="Permalink to this definition">¶</a></dt>
  142. <dd><p>{Solution} – current solution managed for current evaluation</p>
  143. </dd></dl>
  144. <dl class="attribute">
  145. <dt id="macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.bestSolution">
  146. <code class="sig-name descname">bestSolution</code><a class="headerlink" href="#macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.bestSolution" title="Permalink to this definition">¶</a></dt>
  147. <dd><p>{Solution} – best solution found so far during running algorithm</p>
  148. </dd></dl>
  149. <dl class="attribute">
  150. <dt id="macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.callbacks">
  151. <code class="sig-name descname">callbacks</code><a class="headerlink" href="#macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.callbacks" title="Permalink to this definition">¶</a></dt>
  152. <dd><p>{[Callback]} – list of Callback class implementation to do some instructions every number of evaluations and <cite>load</cite> when initializing algorithm</p>
  153. </dd></dl>
  154. <dl class="method">
  155. <dt id="macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.run">
  156. <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/mono/HillClimberBestImprovment.html#HillClimberBestImprovment.run"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.mono.HillClimberBestImprovment.HillClimberBestImprovment.run" title="Permalink to this definition">¶</a></dt>
  157. <dd><p>Run the local search algorithm</p>
  158. <dl class="field-list simple">
  159. <dt class="field-odd">Parameters</dt>
  160. <dd class="field-odd"><p><strong>evaluations</strong> – {int} – number of Local search evaluations</p>
  161. </dd>
  162. <dt class="field-even">Returns</dt>
  163. <dd class="field-even"><p>{Solution} – best solution found</p>
  164. </dd>
  165. </dl>
  166. </dd></dl>
  167. </dd></dl>
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