Merge branch 'dev'

Author: geoffreyp

docs/_static/custom_theme.css

@@ -13,3 +13,7 @@
 .wy-body-for-nav .wy-nav-content-wrap a:visited {
     color: #2980B9;
 }
+
+.wy-menu-vertical li.current a, .wy-menu-vertical li.toctree-l2.current > a{
+    padding: .4045em 1.427em;
+}

docs/html/_static/custom_theme.css

@@ -13,3 +13,7 @@
 .wy-body-for-nav .wy-nav-content-wrap a:visited {
     color: #2980B9;
 }
+
+.wy-menu-vertical li.current a, .wy-menu-vertical li.toctree-l2.current > a{
+    padding: .4045em 1.427em;
+}

docs/html/documentation.html

@@ -174,6 +174,7 @@ <h1>Welcome to Moead-Framework’s documentation!<a class="headerlink" href="#we
 <li class="toctree-l1"><a class="reference internal" href="tuto.html">Tutorials</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="tuto.html#implement-your-own-problem">Implement your own problem</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tuto.html#implement-your-own-algorithm">Implement your own algorithm</a></li>
+<li class="toctree-l2"><a class="reference internal" href="tuto.html#manage-the-reproducibility-of-results">Manage the reproducibility of results</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tuto.html#save-data-with-the-framework">Save data with the framework</a></li>
 </ul>
 </li>

docs/html/index.html

@@ -86,6 +86,7 @@
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Tutorials</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#implement-your-own-problem">Implement your own problem</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#implement-your-own-algorithm">Implement your own algorithm</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#manage-the-reproducibility-of-results">Manage the reproducibility of results</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#save-data-with-the-framework">Save data with the framework</a></li>
 </ul>
 </li>
@@ -240,6 +241,28 @@ <h2>Implement your own algorithm<a class="headerlink" href="#implement-your-own-
 <p>For example with the implementation of MOEA/D-DE <a class="bibtex reference internal" href="references.html#moead-de" id="id1">[LZ09]</a> in the class <code class="xref py py-class docutils literal notranslate"><span class="pre">moead_framework.algorithm.combinatorial.moead_delta_nr</span></code> that extends <strong>Moead</strong> to rewrite the
 function update_solutions() and add two new parameters.</p>
 </div>
+<div class="section" id="manage-the-reproducibility-of-results">
+<h2>Manage the reproducibility of results<a class="headerlink" href="#manage-the-reproducibility-of-results" title="Permalink to this headline">¶</a></h2>
+<p>Reproducibility of results is a major principle for scientific research.
+The feature used here is not specific to the framework but
+can be used for every python project that uses the random and numpy modules.</p>
+<p>Because the framework uses the random and numpy modules, you can be sure
+to have the same results by running the same script several times if you
+add the following instructions before initializing problems or algorithms:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">random</span>
+<span class="kn">import</span> <span class="nn">numpy</span>
+
+<span class="n">seed</span> <span class="o">=</span> <span class="mi">0</span>
+<span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="n">seed</span><span class="p">)</span>
+<span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="n">seed</span><span class="p">)</span>
+</pre></div>
+</div>
+<p>You can find more information with the following links:</p>
+<ul class="simple">
+<li><p><a class="reference external" href="https://docs.python.org/3/library/random.html">https://docs.python.org/3/library/random.html</a></p></li>
+<li><p><a class="reference external" href="https://numpy.org/doc/stable/reference/random/generated/numpy.random.seed.html">https://numpy.org/doc/stable/reference/random/generated/numpy.random.seed.html</a></p></li>
+</ul>
+</div>
 <div class="section" id="save-data-with-the-framework">
 <h2>Save data with the framework<a class="headerlink" href="#save-data-with-the-framework" title="Permalink to this headline">¶</a></h2>
 <p>You can easily save a set of solutions by using the function <code class="code docutils literal notranslate"><span class="pre">save_population(&quot;population.txt&quot;,</span> <span class="pre">population)</span></code>.

docs/html/searchindex.js

@@ -93,6 +93,33 @@ For example with the implementation of MOEA/D-DE :cite:`moead_de` in the class :
 function update_solutions() and add two new parameters. 
 
 
+Manage the reproducibility of results
+--------------------------------------------------------------------
+
+Reproducibility of results is a major principle for scientific research.
+The feature used here is not specific to the framework but
+can be used for every python project that uses the random and numpy modules.
+
+Because the framework uses the random and numpy modules, you can be sure
+to have the same results by running the same script several times if you
+add the following instructions before initializing problems or algorithms:
+
+.. code-block:: python
+
+    import random
+    import numpy
+
+    seed = 0
+    random.seed(seed)
+    np.random.seed(seed)
+
+
+You can find more information with the following links:
+
+- https://docs.python.org/3/library/random.html
+- https://numpy.org/doc/stable/reference/random/generated/numpy.random.seed.html
+
+
 Save data with the framework
 --------------------------------------------------------------------