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  70. <h1>Source code for macop.callbacks.multi</h1><div class="highlight"><pre>
  71. <span></span><span class="sd">&quot;&quot;&quot;Multi-objective Checkpoints classes implementations</span>
  72. <span class="sd">&quot;&quot;&quot;</span>
  73. <span class="c1"># main imports</span>
  74. <span class="kn">import</span> <span class="nn">os</span>
  75. <span class="kn">import</span> <span class="nn">logging</span>
  76. <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
  77. <span class="c1"># module imports</span>
  78. <span class="kn">from</span> <span class="nn">.base</span> <span class="kn">import</span> <span class="n">Callback</span>
  79. <span class="kn">from</span> <span class="nn">..utils.progress</span> <span class="kn">import</span> <span class="n">macop_text</span><span class="p">,</span> <span class="n">macop_line</span>
  80. <div class="viewcode-block" id="MultiCheckpoint"><a class="viewcode-back" href="../../../macop/macop.callbacks.multi.html#macop.callbacks.multi.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>
  81. <span class="sd">&quot;&quot;&quot;</span>
  82. <span class="sd"> MultiCheckpoint is used for loading previous computations and start again after loading checkpoint</span>
  83. <span class="sd"> Attributes:</span>
  84. <span class="sd"> algo: {Algorithm} -- main algorithm instance reference</span>
  85. <span class="sd"> every: {int} -- checkpoint frequency used (based on number of evaluations)</span>
  86. <span class="sd"> filepath: {str} -- file path where checkpoints will be saved</span>
  87. <span class="sd"> &quot;&quot;&quot;</span>
  88. <div class="viewcode-block" id="MultiCheckpoint.run"><a class="viewcode-back" href="../../../macop/macop.callbacks.multi.html#macop.callbacks.multi.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>
  89. <span class="sd">&quot;&quot;&quot;</span>
  90. <span class="sd"> Check if necessary to do backup based on `every` variable</span>
  91. <span class="sd"> &quot;&quot;&quot;</span>
  92. <span class="c1"># get current population</span>
  93. <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>
  94. <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>
  95. <span class="c1"># backup if necessary</span>
  96. <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>
  97. <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>
  98. <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>
  99. <span class="k">for</span> <span class="n">solution</span> <span class="ow">in</span> <span class="n">population</span><span class="p">:</span>
  100. <span class="n">solutionData</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
  101. <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>
  102. <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>
  103. <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>
  104. <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>
  105. <span class="n">solutionData</span> <span class="o">+=</span> <span class="s1">&#39; &#39;</span>
  106. <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>
  107. <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>
  108. <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>
  109. <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>
  110. <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>
  111. <div class="viewcode-block" id="MultiCheckpoint.load"><a class="viewcode-back" href="../../../macop/macop.callbacks.multi.html#macop.callbacks.multi.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>
  112. <span class="sd">&quot;&quot;&quot;</span>
  113. <span class="sd"> Load backup lines as population and set algorithm state (population and pareto front) at this backup</span>
  114. <span class="sd"> &quot;&quot;&quot;</span>
  115. <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>
  116. <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>
  117. <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>
  118. <span class="c1"># read data for each line</span>
  119. <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>
  120. <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>
  121. <span class="c1"># only the first time</span>
  122. <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span>
  123. <span class="c1"># get evaluation information</span>
  124. <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>
  125. <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>
  126. <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>
  127. <span class="k">else</span><span class="p">:</span>
  128. <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>
  129. <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>
  130. <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>
  131. <span class="c1"># get best solution data information</span>
  132. <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>
  133. <span class="c1"># initialize and fill with data</span>
  134. <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>
  135. <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>
  136. <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>
  137. <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>
  138. <span class="n">macop_line</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="p">)</span>
  139. <span class="n">macop_text</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</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>
  140. <span class="n">macop_text</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</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>
  141. <span class="k">else</span><span class="p">:</span>
  142. <span class="n">macop_text</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="p">,</span> <span class="s1">&#39;No backup found... Start running algorithm from evaluation 0.&#39;</span><span class="p">)</span>
  143. <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>
  144. <span class="n">macop_line</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="p">)</span></div></div>
  145. <div class="viewcode-block" id="ParetoCheckpoint"><a class="viewcode-back" href="../../../macop/macop.callbacks.multi.html#macop.callbacks.multi.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>
  146. <span class="sd">&quot;&quot;&quot;</span>
  147. <span class="sd"> Pareto checkpoint is used for loading previous computations and start again after loading checkpoint</span>
  148. <span class="sd"> Attributes:</span>
  149. <span class="sd"> algo: {Algorithm} -- main algorithm instance reference</span>
  150. <span class="sd"> every: {int} -- checkpoint frequency used (based on number of evaluations)</span>
  151. <span class="sd"> filepath: {str} -- file path where checkpoints will be saved</span>
  152. <span class="sd"> &quot;&quot;&quot;</span>
  153. <div class="viewcode-block" id="ParetoCheckpoint.run"><a class="viewcode-back" href="../../../macop/macop.callbacks.multi.html#macop.callbacks.multi.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>
  154. <span class="sd">&quot;&quot;&quot;</span>
  155. <span class="sd"> Check if necessary to do backup based on `every` variable</span>
  156. <span class="sd"> &quot;&quot;&quot;</span>
  157. <span class="c1"># get current population</span>
  158. <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>
  159. <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>
  160. <span class="c1"># backup if necessary</span>
  161. <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>
  162. <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>
  163. <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>
  164. <span class="k">for</span> <span class="n">solution</span> <span class="ow">in</span> <span class="n">pfPop</span><span class="p">:</span>
  165. <span class="n">solutionData</span> <span class="o">=</span> <span class="s2">&quot;&quot;</span>
  166. <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>
  167. <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>
  168. <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>
  169. <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>
  170. <span class="n">solutionData</span> <span class="o">+=</span> <span class="s1">&#39; &#39;</span>
  171. <span class="n">line</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
  172. <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>
  173. <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>
  174. <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>
  175. <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>
  176. <div class="viewcode-block" id="ParetoCheckpoint.load"><a class="viewcode-back" href="../../../macop/macop.callbacks.multi.html#macop.callbacks.multi.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>
  177. <span class="sd">&quot;&quot;&quot;</span>
  178. <span class="sd"> Load backup lines as population and set algorithm state (population and pareto front) at this backup</span>
  179. <span class="sd"> &quot;&quot;&quot;</span>
  180. <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>
  181. <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>
  182. <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>
  183. <span class="c1"># read data for each line</span>
  184. <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>
  185. <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>
  186. <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>
  187. <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>
  188. <span class="c1"># get best solution data information</span>
  189. <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>
  190. <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="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">solutionData</span>
  191. <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="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>
  192. <span class="n">macop_text</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</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>
  193. <span class="k">else</span><span class="p">:</span>
  194. <span class="n">macop_text</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</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>
  195. <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>
  196. <span class="n">macop_line</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_algo</span><span class="p">)</span></div></div>
  197. </pre></div>
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