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‎README.md‎

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<img src=docs/source/_static/NSGAII-ZDT1.png width=450 alt="Pareto front approximation">
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## Features
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The current release of jMetalPy (v1.8.0) contains the following components:
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The current release of jMetalPy (v1.9.0) contains the following components:
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* Algorithms: local search, genetic algorithm, evolution strategy, simulated annealing, random search, NSGA-II, NSGA-III, SMPSO, OMOPSO, MOEA/D, SMS-EMOA, MOEA/D-DRA, MOEA/D-IEpsilon, GDE3, SPEA2, HYPE, IBEA. Preference articulation-based algorithms (G-NSGA-II, G-GDE3, G-SPEA2, SMPSO/RP); Dynamic versions of NSGA-II, SMPSO, and GDE3.
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* Parallel computing based on Apache Spark and Dask.
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## Changelog
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* [Current]
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* [1.9.0]
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* Add RE benchmark
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* Refactor algorithm SPEA2
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* Refactor classes Solution, BinarySolution, and FloatSolution

‎docs/_modules/jmetal/algorithm/multiobjective/gde3.html‎

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<ul>
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<li class="toctree-l1"><a class="reference internal" href="../../../../tutorials.html">Getting started</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../multiobjective.algorithms.html">Multi-objective algorithms</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../singleobjective.algorithms.html">Single-objective algorithms</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../operators.html">Operators</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../problems.html">Problems</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../getting-started.html">Getting Started</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../user-guide.html">User Guide</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../api-reference.html">API Reference</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../advanced-topics.html">Advanced Topics</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../contributing.html">Contributing</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../about.html">About</a></li>
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</ul>
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<span class="kn">from</span><span class="w"> </span><span class="nn">jmetal.core.problem</span><span class="w"> </span><span class="kn">import</span> <span class="n">DynamicProblem</span><span class="p">,</span> <span class="n">Problem</span>
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<span class="kn">from</span><span class="w"> </span><span class="nn">jmetal.core.solution</span><span class="w"> </span><span class="kn">import</span> <span class="n">FloatSolution</span>
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<span class="kn">from</span><span class="w"> </span><span class="nn">jmetal.operator.crossover</span><span class="w"> </span><span class="kn">import</span> <span class="n">DifferentialEvolutionCrossover</span>
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<span class="kn">from</span><span class="w"> </span><span class="nn">jmetal.operator.selection</span><span class="w"> </span><span class="kn">import</span> <span class="n">DifferentialEvolutionSelection</span>
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<span class="kn">from</span><span class="w"> </span><span class="nn">jmetal.operator.selection</span><span class="w"> </span><span class="kn">import</span> <span class="n">DifferentialEvolutionSelection</span><span class="p">,</span> <span class="n">RankingAndCrowdingDistanceSelection</span>
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<span class="kn">from</span><span class="w"> </span><span class="nn">jmetal.util.comparator</span><span class="w"> </span><span class="kn">import</span> <span class="n">Comparator</span><span class="p">,</span> <span class="n">DominanceComparator</span>
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<span class="kn">from</span><span class="w"> </span><span class="nn">jmetal.util.evaluator</span><span class="w"> </span><span class="kn">import</span> <span class="n">Evaluator</span>
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<span class="kn">from</span><span class="w"> </span><span class="nn">jmetal.util.generator</span><span class="w"> </span><span class="kn">import</span> <span class="n">Generator</span>

‎docs/_modules/jmetal/algorithm/multiobjective/hype.html‎

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<ul>
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<li class="toctree-l1"><a class="reference internal" href="../../../../tutorials.html">Getting started</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../multiobjective.algorithms.html">Multi-objective algorithms</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../singleobjective.algorithms.html">Single-objective algorithms</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../operators.html">Operators</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../problems.html">Problems</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../getting-started.html">Getting Started</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../user-guide.html">User Guide</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../api-reference.html">API Reference</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../advanced-topics.html">Advanced Topics</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../contributing.html">Contributing</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../about.html">About</a></li>
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</ul>

‎docs/_modules/jmetal/algorithm/multiobjective/ibea.html‎

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<ul>
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<li class="toctree-l1"><a class="reference internal" href="../../../../tutorials.html">Getting started</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../multiobjective.algorithms.html">Multi-objective algorithms</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../singleobjective.algorithms.html">Single-objective algorithms</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../operators.html">Operators</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../problems.html">Problems</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../getting-started.html">Getting Started</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../user-guide.html">User Guide</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../api-reference.html">API Reference</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../advanced-topics.html">Advanced Topics</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../contributing.html">Contributing</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../about.html">About</a></li>
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‎docs/_modules/jmetal/algorithm/multiobjective/moead.html‎

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<ul>
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<li class="toctree-l1"><a class="reference internal" href="../../../../tutorials.html">Getting started</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../multiobjective.algorithms.html">Multi-objective algorithms</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../singleobjective.algorithms.html">Single-objective algorithms</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../operators.html">Operators</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../problems.html">Problems</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../getting-started.html">Getting Started</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../user-guide.html">User Guide</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../api-reference.html">API Reference</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../advanced-topics.html">Advanced Topics</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../contributing.html">Contributing</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../about.html">About</a></li>
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</ul>

‎docs/_modules/jmetal/algorithm/multiobjective/nsgaii.html‎

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<ul>
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<li class="toctree-l1"><a class="reference internal" href="../../../../tutorials.html">Getting started</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../multiobjective.algorithms.html">Multi-objective algorithms</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../singleobjective.algorithms.html">Single-objective algorithms</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../operators.html">Operators</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../problems.html">Problems</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../getting-started.html">Getting Started</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../user-guide.html">User Guide</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../api-reference.html">API Reference</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../advanced-topics.html">Advanced Topics</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../contributing.html">Contributing</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../about.html">About</a></li>
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<span class="kn">from</span><span class="w"> </span><span class="nn">jmetal.util.density_estimator</span><span class="w"> </span><span class="kn">import</span> <span class="n">CrowdingDistanceDensityEstimator</span>
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<span class="kn">from</span><span class="w"> </span><span class="nn">jmetal.util.evaluator</span><span class="w"> </span><span class="kn">import</span> <span class="n">Evaluator</span>
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<span class="kn">from</span><span class="w"> </span><span class="nn">jmetal.util.ranking</span><span class="w"> </span><span class="kn">import</span> <span class="n">FastNonDominatedRanking</span>
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<span class="kn">from</span><span class="w"> </span><span class="nn">jmetal.util.replacement</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
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<span class="kn">from</span><span class="w"> </span><span class="nn">jmetal.operator.replacement</span><span class="w"> </span><span class="kn">import</span> <span class="p">(</span>
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<span class="n">RankingAndDensityEstimatorReplacement</span><span class="p">,</span>
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<span class="n">RemovalPolicyType</span><span class="p">,</span>
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<span class="p">)</span>

‎docs/_modules/jmetal/algorithm/multiobjective/nsgaiii.html‎

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<ul>
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<li class="toctree-l1"><a class="reference internal" href="../../../../tutorials.html">Getting started</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../multiobjective.algorithms.html">Multi-objective algorithms</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../singleobjective.algorithms.html">Single-objective algorithms</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../operators.html">Operators</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../problems.html">Problems</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../getting-started.html">Getting Started</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../user-guide.html">User Guide</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../api-reference.html">API Reference</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../advanced-topics.html">Advanced Topics</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../contributing.html">Contributing</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../../../about.html">About</a></li>
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</ul>

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