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  87. <div class="section" id="module-macop.algorithms.Algorithm">
  88. <span id="macop-algorithms-algorithm"></span><h1>macop.algorithms.Algorithm<a class="headerlink" href="#module-macop.algorithms.Algorithm" title="Permalink to this headline">¶</a></h1>
  89. <p>Abstract Algorithm class used as basic algorithm implementation with some specific initialization</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.Algorithm.Algorithm" title="macop.algorithms.Algorithm.Algorithm"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Algorithm</span></code></a>(initalizer, evaluator, operators, …)</p></td>
  98. <td><p>Algorithm class used as basic algorithm</p></td>
  99. </tr>
  100. </tbody>
  101. </table>
  102. <dl class="class">
  103. <dt id="macop.algorithms.Algorithm.Algorithm">
  104. <em class="property">class </em><code class="sig-prename descclassname">macop.algorithms.Algorithm.</code><code class="sig-name descname">Algorithm</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/Algorithm.html#Algorithm"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm" title="Permalink to this definition">¶</a></dt>
  105. <dd><p>Algorithm class used as basic algorithm</p>
  106. <p>This class enables to manage some common usages of operation research algorithms:
  107. - initialization function of solution
  108. - validator function to check if solution is valid or not (based on some criteria)
  109. - evaluation function to give fitness score to a solution
  110. - operators used in order to update solution during search process
  111. - policy process applied when choosing next operator to apply
  112. - callbacks function in order to do some relative stuff every number of evaluation or reload algorithm state
  113. - parent algorithm associated to this new algorithm instance (hierarchy management)</p>
  114. <dl class="attribute">
  115. <dt id="macop.algorithms.Algorithm.Algorithm.initalizer">
  116. <code class="sig-name descname">initalizer</code><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.initalizer" title="Permalink to this definition">¶</a></dt>
  117. <dd><p>{function} – basic function strategy to initialize solution</p>
  118. </dd></dl>
  119. <dl class="attribute">
  120. <dt id="macop.algorithms.Algorithm.Algorithm.evaluator">
  121. <code class="sig-name descname">evaluator</code><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.evaluator" title="Permalink to this definition">¶</a></dt>
  122. <dd><p>{function} – basic function in order to obtained fitness (mono or multiple objectives)</p>
  123. </dd></dl>
  124. <dl class="attribute">
  125. <dt id="macop.algorithms.Algorithm.Algorithm.operators">
  126. <code class="sig-name descname">operators</code><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.operators" title="Permalink to this definition">¶</a></dt>
  127. <dd><p>{[Operator]} – list of operator to use when launching algorithm</p>
  128. </dd></dl>
  129. <dl class="attribute">
  130. <dt id="macop.algorithms.Algorithm.Algorithm.policy">
  131. <code class="sig-name descname">policy</code><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.policy" title="Permalink to this definition">¶</a></dt>
  132. <dd><p>{Policy} – Policy class implementation strategy to select operators</p>
  133. </dd></dl>
  134. <dl class="attribute">
  135. <dt id="macop.algorithms.Algorithm.Algorithm.validator">
  136. <code class="sig-name descname">validator</code><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.validator" title="Permalink to this definition">¶</a></dt>
  137. <dd><p>{function} – basic function to check if solution is valid or not under some constraints</p>
  138. </dd></dl>
  139. <dl class="attribute">
  140. <dt id="macop.algorithms.Algorithm.Algorithm.maximise">
  141. <code class="sig-name descname">maximise</code><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.maximise" title="Permalink to this definition">¶</a></dt>
  142. <dd><p>{bool} – specify kind of optimisation problem</p>
  143. </dd></dl>
  144. <dl class="attribute">
  145. <dt id="macop.algorithms.Algorithm.Algorithm.currentSolution">
  146. <code class="sig-name descname">currentSolution</code><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.currentSolution" title="Permalink to this definition">¶</a></dt>
  147. <dd><p>{Solution} – current solution managed for current evaluation comparison</p>
  148. </dd></dl>
  149. <dl class="attribute">
  150. <dt id="macop.algorithms.Algorithm.Algorithm.bestSolution">
  151. <code class="sig-name descname">bestSolution</code><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.bestSolution" title="Permalink to this definition">¶</a></dt>
  152. <dd><p>{Solution} – best solution found so far during running algorithm</p>
  153. </dd></dl>
  154. <dl class="attribute">
  155. <dt id="macop.algorithms.Algorithm.Algorithm.callbacks">
  156. <code class="sig-name descname">callbacks</code><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.callbacks" title="Permalink to this definition">¶</a></dt>
  157. <dd><p>{[Callback]} – list of Callback class implementation to do some instructions every number of evaluations and <cite>load</cite> when initializing algorithm</p>
  158. </dd></dl>
  159. <dl class="attribute">
  160. <dt id="macop.algorithms.Algorithm.Algorithm.parent">
  161. <code class="sig-name descname">parent</code><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.parent" title="Permalink to this definition">¶</a></dt>
  162. <dd><p>{Algorithm} – parent algorithm reference in case of inner Algorithm instance (optional)</p>
  163. </dd></dl>
  164. <dl class="method">
  165. <dt id="macop.algorithms.Algorithm.Algorithm.addCallback">
  166. <code class="sig-name descname">addCallback</code><span class="sig-paren">(</span><em class="sig-param">_callback</em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/Algorithm.html#Algorithm.addCallback"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.addCallback" title="Permalink to this definition">¶</a></dt>
  167. <dd><p>Add new callback to algorithm specifying usefull parameters</p>
  168. <dl class="field-list simple">
  169. <dt class="field-odd">Parameters</dt>
  170. <dd class="field-odd"><p><strong>_callback</strong> – {Callback} – specific Callback instance</p>
  171. </dd>
  172. </dl>
  173. </dd></dl>
  174. <dl class="method">
  175. <dt id="macop.algorithms.Algorithm.Algorithm.end">
  176. <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/Algorithm.html#Algorithm.end"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.end" title="Permalink to this definition">¶</a></dt>
  177. <dd><p>Display end message into <cite>run</cite> method</p>
  178. </dd></dl>
  179. <dl class="method">
  180. <dt id="macop.algorithms.Algorithm.Algorithm.evaluate">
  181. <code class="sig-name descname">evaluate</code><span class="sig-paren">(</span><em class="sig-param">_solution</em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/Algorithm.html#Algorithm.evaluate"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.evaluate" title="Permalink to this definition">¶</a></dt>
  182. <dd><p>Evaluate a solution using evaluator passed when intialize algorithm</p>
  183. <dl class="field-list simple">
  184. <dt class="field-odd">Parameters</dt>
  185. <dd class="field-odd"><p><strong>solution</strong> – {Solution} – solution to evaluate</p>
  186. </dd>
  187. <dt class="field-even">Returns</dt>
  188. <dd class="field-even"><p>fitness score of solution which is not already evaluated or changed</p>
  189. </dd>
  190. </dl>
  191. <div class="admonition note">
  192. <p class="admonition-title">Note</p>
  193. <p>if multi-objective problem this method can be updated using array of <cite>evaluator</cite></p>
  194. </div>
  195. </dd></dl>
  196. <dl class="method">
  197. <dt id="macop.algorithms.Algorithm.Algorithm.getGlobalEvaluation">
  198. <code class="sig-name descname">getGlobalEvaluation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/Algorithm.html#Algorithm.getGlobalEvaluation"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.getGlobalEvaluation" title="Permalink to this definition">¶</a></dt>
  199. <dd><p>Get the global number of evaluation (if inner algorithm)</p>
  200. <dl class="field-list simple">
  201. <dt class="field-odd">Returns</dt>
  202. <dd class="field-odd"><p>{int} – current global number of evaluation</p>
  203. </dd>
  204. </dl>
  205. </dd></dl>
  206. <dl class="method">
  207. <dt id="macop.algorithms.Algorithm.Algorithm.getGlobalMaxEvaluation">
  208. <code class="sig-name descname">getGlobalMaxEvaluation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/Algorithm.html#Algorithm.getGlobalMaxEvaluation"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.getGlobalMaxEvaluation" title="Permalink to this definition">¶</a></dt>
  209. <dd><p>Get the global max number of evaluation (if inner algorithm)</p>
  210. <dl class="field-list simple">
  211. <dt class="field-odd">Returns</dt>
  212. <dd class="field-odd"><p>{int} – current global max number of evaluation</p>
  213. </dd>
  214. </dl>
  215. </dd></dl>
  216. <dl class="method">
  217. <dt id="macop.algorithms.Algorithm.Algorithm.getParent">
  218. <code class="sig-name descname">getParent</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/Algorithm.html#Algorithm.getParent"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.getParent" title="Permalink to this definition">¶</a></dt>
  219. <dd><p>Recursively find the main parent algorithm attached of the current algorithm</p>
  220. <dl class="field-list simple">
  221. <dt class="field-odd">Returns</dt>
  222. <dd class="field-odd"><p>{Algorithm} – main algorithm set for this algorithm</p>
  223. </dd>
  224. </dl>
  225. </dd></dl>
  226. <dl class="method">
  227. <dt id="macop.algorithms.Algorithm.Algorithm.increaseEvaluation">
  228. <code class="sig-name descname">increaseEvaluation</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/Algorithm.html#Algorithm.increaseEvaluation"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.increaseEvaluation" title="Permalink to this definition">¶</a></dt>
  229. <dd><p>Increase number of evaluation once a solution is evaluated for each dependant algorithm (parents hierarchy)</p>
  230. </dd></dl>
  231. <dl class="method">
  232. <dt id="macop.algorithms.Algorithm.Algorithm.initRun">
  233. <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/Algorithm.html#Algorithm.initRun"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.initRun" title="Permalink to this definition">¶</a></dt>
  234. <dd><p>Initialize the current solution and best solution using the <cite>initialiser</cite> function</p>
  235. </dd></dl>
  236. <dl class="method">
  237. <dt id="macop.algorithms.Algorithm.Algorithm.isBetter">
  238. <code class="sig-name descname">isBetter</code><span class="sig-paren">(</span><em class="sig-param">_solution</em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/Algorithm.html#Algorithm.isBetter"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.isBetter" title="Permalink to this definition">¶</a></dt>
  239. <dd><p>Check if solution is better than best found</p>
  240. <dl class="field-list simple">
  241. <dt class="field-odd">Parameters</dt>
  242. <dd class="field-odd"><p><strong>solution</strong> – {Solution} – solution to compare with best one</p>
  243. </dd>
  244. <dt class="field-even">Returns</dt>
  245. <dd class="field-even"><p>{bool} – <cite>True</cite> if better</p>
  246. </dd>
  247. </dl>
  248. </dd></dl>
  249. <dl class="method">
  250. <dt id="macop.algorithms.Algorithm.Algorithm.progress">
  251. <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/Algorithm.html#Algorithm.progress"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.progress" title="Permalink to this definition">¶</a></dt>
  252. <dd><p>Log progress and apply callbacks if necessary</p>
  253. </dd></dl>
  254. <dl class="method">
  255. <dt id="macop.algorithms.Algorithm.Algorithm.resume">
  256. <code class="sig-name descname">resume</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/Algorithm.html#Algorithm.resume"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.resume" title="Permalink to this definition">¶</a></dt>
  257. <dd><p>Resume algorithm using Callback instances</p>
  258. </dd></dl>
  259. <dl class="method">
  260. <dt id="macop.algorithms.Algorithm.Algorithm.run">
  261. <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/Algorithm.html#Algorithm.run"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.run" title="Permalink to this definition">¶</a></dt>
  262. <dd><p>Run the specific algorithm following number of evaluations to find optima</p>
  263. </dd></dl>
  264. <dl class="method">
  265. <dt id="macop.algorithms.Algorithm.Algorithm.stop">
  266. <code class="sig-name descname">stop</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/Algorithm.html#Algorithm.stop"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.stop" title="Permalink to this definition">¶</a></dt>
  267. <dd><p>Global stopping criteria (check for parents algorithm hierarchy too)</p>
  268. </dd></dl>
  269. <dl class="method">
  270. <dt id="macop.algorithms.Algorithm.Algorithm.update">
  271. <code class="sig-name descname">update</code><span class="sig-paren">(</span><em class="sig-param">_solution</em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/macop/algorithms/Algorithm.html#Algorithm.update"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#macop.algorithms.Algorithm.Algorithm.update" title="Permalink to this definition">¶</a></dt>
  272. <dd><p>Apply update function to solution using specific <cite>policy</cite>
  273. Check if solution is valid after modification and returns it</p>
  274. <dl class="field-list simple">
  275. <dt class="field-odd">Parameters</dt>
  276. <dd class="field-odd"><p><strong>solution</strong> – {Solution} – solution to update using current policy</p>
  277. </dd>
  278. <dt class="field-even">Returns</dt>
  279. <dd class="field-even"><p>{Solution} – updated solution obtained by the selected operator</p>
  280. </dd>
  281. </dl>
  282. </dd></dl>
  283. </dd></dl>
  284. </div>
  285. </div>
  286. </div>
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