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<title>inspyred: Bio-inspired Algorithms in Python — inspyred 1.0.1 documentation</title>
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<h1>inspyred: Bio-inspired Algorithms in Python<a class="headerlink" href="#inspyred-bio-inspired-algorithms-in-python" title="Permalink to this headline">¶</a></h1>
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<li class="toctree-l1"><a class="reference internal" href="overview.html">Overview</a><ul>
<li class="toctree-l2"><a class="reference internal" href="overview.html#bio-inspired-computation">Bio-inspired Computation</a></li>
<li class="toctree-l2"><a class="reference internal" href="overview.html#design-methodology">Design Methodology</a></li>
<li class="toctree-l2"><a class="reference internal" href="overview.html#installation">Installation</a></li>
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<li class="toctree-l2"><a class="reference internal" href="tutorial.html#the-rastrigin-function">The Rastrigin Function</a><ul>
<li class="toctree-l3"><a class="reference internal" href="tutorial.html#the-generator">The Generator</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial.html#the-evaluator">The Evaluator</a></li>
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<li class="toctree-l2"><a class="reference internal" href="tutorial.html#evolving-polygons">Evolving Polygons</a><ul>
<li class="toctree-l3"><a class="reference internal" href="tutorial.html#id5">The Generator</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial.html#id6">The Evaluator</a></li>
<li class="toctree-l3"><a class="reference internal" href="tutorial.html#the-bounder">The Bounder</a></li>
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<li class="toctree-l3"><a class="reference internal" href="examples.html#genetic-algorithm">Genetic Algorithm</a></li>
<li class="toctree-l3"><a class="reference internal" href="examples.html#evolution-strategy">Evolution Strategy</a></li>
<li class="toctree-l3"><a class="reference internal" href="examples.html#simulated-annealing">Simulated Annealing</a></li>
<li class="toctree-l3"><a class="reference internal" href="examples.html#differential-evolution-algorithm">Differential Evolution Algorithm</a></li>
<li class="toctree-l3"><a class="reference internal" href="examples.html#estimation-of-distribution-algorithm">Estimation of Distribution Algorithm</a></li>
<li class="toctree-l3"><a class="reference internal" href="examples.html#pareto-archived-evolution-strategy-paes">Pareto Archived Evolution Strategy (PAES)</a></li>
<li class="toctree-l3"><a class="reference internal" href="examples.html#nondominated-sorting-genetic-algorithm-nsga-ii">Nondominated Sorting Genetic Algorithm (NSGA-II)</a></li>
<li class="toctree-l3"><a class="reference internal" href="examples.html#particle-swarm-optimization">Particle Swarm Optimization</a></li>
<li class="toctree-l3"><a class="reference internal" href="examples.html#ant-colony-optimization">Ant Colony Optimization</a></li>
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<li class="toctree-l2"><a class="reference internal" href="examples.html#customized-algorithms">Customized Algorithms</a><ul>
<li class="toctree-l3"><a class="reference internal" href="examples.html#custom-evolutionary-computation">Custom Evolutionary Computation</a></li>
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<li class="toctree-l4"><a class="reference internal" href="examples.html#the-traveling-salesman-problem">The Traveling Salesman Problem</a></li>
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<li class="toctree-l2"><a class="reference internal" href="recipes.html#lexicographic-ordering">Lexicographic Ordering</a></li>
<li class="toctree-l2"><a class="reference internal" href="recipes.html#constraint-selection">Constraint Selection</a></li>
<li class="toctree-l2"><a class="reference internal" href="recipes.html#meta-evolutionary-computation">Meta-Evolutionary Computation</a></li>
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<li class="toctree-l1"><a class="reference internal" href="reference.html">Library Reference</a><ul>
<li class="toctree-l2"><a class="reference internal" href="reference.html#module-inspyred.ec">Evolutionary Computation</a><ul>
<li class="toctree-l3"><a class="reference internal" href="reference.html#ec-evolutionary-computation-framework"><code class="docutils literal"><span class="pre">ec</span></code> – Evolutionary computation framework</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference.html#emo-evolutionary-multiobjective-optimization"><code class="docutils literal"><span class="pre">emo</span></code> – Evolutionary multiobjective optimization</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference.html#analysis-optimization-result-analysis"><code class="docutils literal"><span class="pre">analysis</span></code> – Optimization result analysis</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference.html#utilities-optimization-utility-functions"><code class="docutils literal"><span class="pre">utilities</span></code> – Optimization utility functions</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference.html#operators">Operators</a><ul>
<li class="toctree-l4"><a class="reference internal" href="reference.html#archivers-solution-archival-methods"><code class="docutils literal"><span class="pre">archivers</span></code> – Solution archival methods</a></li>
<li class="toctree-l4"><a class="reference internal" href="reference.html#evaluators-fitness-evaluation-methods"><code class="docutils literal"><span class="pre">evaluators</span></code> – Fitness evaluation methods</a></li>
<li class="toctree-l4"><a class="reference internal" href="reference.html#generators-solution-generation-methods"><code class="docutils literal"><span class="pre">generators</span></code> – Solution generation methods</a></li>
<li class="toctree-l4"><a class="reference internal" href="reference.html#migrators-solution-migration-methods"><code class="docutils literal"><span class="pre">migrators</span></code> – Solution migration methods</a></li>
<li class="toctree-l4"><a class="reference internal" href="reference.html#observers-algorithm-monitoring-methods"><code class="docutils literal"><span class="pre">observers</span></code> – Algorithm monitoring methods</a></li>
<li class="toctree-l4"><a class="reference internal" href="reference.html#replacers-survivor-replacement-methods"><code class="docutils literal"><span class="pre">replacers</span></code> – Survivor replacement methods</a></li>
<li class="toctree-l4"><a class="reference internal" href="reference.html#selectors-parent-selection-methods"><code class="docutils literal"><span class="pre">selectors</span></code> – Parent selection methods</a></li>
<li class="toctree-l4"><a class="reference internal" href="reference.html#terminators-algorithm-termination-methods"><code class="docutils literal"><span class="pre">terminators</span></code> – Algorithm termination methods</a></li>
<li class="toctree-l4"><a class="reference internal" href="reference.html#variators-solution-variation-methods"><code class="docutils literal"><span class="pre">variators</span></code> – Solution variation methods</a></li>
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<li class="toctree-l2"><a class="reference internal" href="reference.html#module-inspyred.swarm">Swarm Intelligence</a><ul>
<li class="toctree-l3"><a class="reference internal" href="reference.html#swarm-swarm-intelligence"><code class="docutils literal"><span class="pre">swarm</span></code> – Swarm intelligence</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference.html#topologies-swarm-topologies"><code class="docutils literal"><span class="pre">topologies</span></code> – Swarm topologies</a></li>
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<li class="toctree-l2"><a class="reference internal" href="reference.html#module-inspyred.benchmarks">Benchmark Problems</a><ul>
<li class="toctree-l3"><a class="reference internal" href="reference.html#benchmarks-benchmark-optimization-functions"><code class="docutils literal"><span class="pre">benchmarks</span></code> – Benchmark optimization functions</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference.html#single-objective-benchmarks">Single-Objective Benchmarks</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference.html#multi-objective-benchmarks">Multi-Objective Benchmarks</a></li>
<li class="toctree-l3"><a class="reference internal" href="reference.html#discrete-optimization-benchmarks">Discrete Optimization Benchmarks</a></li>
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<li class="toctree-l1"><a class="reference internal" href="troubleshooting.html">Troubleshooting</a><ul>
<li class="toctree-l2"><a class="reference internal" href="troubleshooting.html#always-store-the-seed">Always Store the Seed</a></li>
<li class="toctree-l2"><a class="reference internal" href="troubleshooting.html#use-and-consult-the-logs">Use and Consult the Logs</a></li>
<li class="toctree-l2"><a class="reference internal" href="troubleshooting.html#choose-operators-that-work-together">Choose Operators that Work Together</a></li>
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<div class="section" id="indices">
<h1>Indices<a class="headerlink" href="#indices" title="Permalink to this headline">¶</a></h1>
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