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<h1 class="site-logo" id="site-title">MIPLearn 0.3</h1>
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User Guide
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1. Benchmark Problems
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2. Training Data Collectors
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3. Feature Extractors
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4. Primal Components
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5. Solvers
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API Reference
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6. Benchmark Problems
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7. Collectors & Extractors
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<a class="reference internal" href="api/components/">
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8. Components
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<a class="reference internal" href="api/solvers/">
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9. Solvers
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<a class="reference internal" href="api/helpers/">
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10. Helpers
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Contents
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<div class="section" id="miplearn">
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<h1>MIPLearn<a class="headerlink" href="#miplearn" title="Permalink to this headline">¶</a></h1>
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<p><strong>MIPLearn</strong> is an extensible framework for solving discrete optimization problems using a combination of Mixed-Integer Linear Programming (MIP) and Machine Learning (ML). MIPLearn uses ML methods to automatically identify patterns in previously solved instances of the problem, then uses these patterns to accelerate the performance of conventional state-of-the-art MIP solvers such as CPLEX, Gurobi or XPRESS.</p>
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<p>Unlike pure ML methods, MIPLearn is not only able to find high-quality solutions to discrete optimization problems, but it can also prove the optimality and feasibility of these solutions. Unlike conventional MIP solvers, MIPLearn can take full advantage of very specific observations that happen to be true in a particular family of instances (such as the observation that a particular constraint is typically redundant, or that a particular variable typically assumes a certain value). For certain classes of problems, this approach has been shown to provide significant performance benefits (see benchmarks and references).</p>
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<div class="section" id="contents">
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<h2>Contents<a class="headerlink" href="#contents" title="Permalink to this headline">¶</a></h2>
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<div class="toctree-wrapper compound">
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<p class="caption"><span class="caption-text">User Guide</span></p>
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<ul>
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<li class="toctree-l1"><a class="reference internal" href="guide/problems/">1. Benchmark Problems</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Overview">1.1. Overview</a></li>
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<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Bin-Packing">1.2. Bin Packing</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#Formulation">Formulation</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#Random-instance-generator">Random instance generator</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#Example">Example</a></li>
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</ul>
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</li>
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<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Multi-Dimensional-Knapsack">1.3. Multi-Dimensional Knapsack</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id1">Formulation</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id2">Random instance generator</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id3">Example</a></li>
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</ul>
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</li>
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<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Capacitated-P-Median">1.4. Capacitated P-Median</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id4">Formulation</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id5">Random instance generator</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id6">Example</a></li>
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</ul>
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</li>
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<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Set-cover">1.5. Set cover</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id7">Formulation</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id8">Random instance generator</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id9">Example</a></li>
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</ul>
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</li>
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<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Set-Packing">1.6. Set Packing</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id10">Formulation</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id11">Random instance generator</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id12">Example</a></li>
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</ul>
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</li>
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<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Stable-Set">1.7. Stable Set</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id13">Formulation</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id14">Random instance generator</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id15">Example</a></li>
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</ul>
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</li>
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<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Traveling-Salesman">1.8. Traveling Salesman</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id16">Formulation</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id17">Random instance generator</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id18">Example</a></li>
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</ul>
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</li>
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<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Unit-Commitment">1.9. Unit Commitment</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id19">Formulation</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id20">Random instance generator</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id21">Example</a></li>
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</ul>
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</li>
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<li class="toctree-l2"><a class="reference internal" href="guide/problems/#Vertex-Cover">1.10. Vertex Cover</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id22">Formulation</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id23">Random instance generator</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/problems/#id24">Example</a></li>
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</ul>
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</li>
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</ul>
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</li>
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<li class="toctree-l1"><a class="reference internal" href="guide/collectors/">2. Training Data Collectors</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="guide/collectors/#Overview">2.1. Overview</a></li>
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<li class="toctree-l2"><a class="reference internal" href="guide/collectors/#HDF5-Format">2.2. HDF5 Format</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/collectors/#Example">Example</a></li>
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</ul>
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</li>
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<li class="toctree-l2"><a class="reference internal" href="guide/collectors/#Basic-collector">2.3. Basic collector</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/collectors/#Data-fields">Data fields</a></li>
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<li class="toctree-l3"><a class="reference internal" href="guide/collectors/#id1">Example</a></li>
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</ul>
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</li>
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</ul>
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</li>
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<li class="toctree-l1"><a class="reference internal" href="guide/features/">3. Feature Extractors</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="guide/features/#Overview">3.1. Overview</a></li>
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<li class="toctree-l2"><a class="reference internal" href="guide/features/#H5FieldsExtractor">3.2. H5FieldsExtractor</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/features/#Example">Example</a></li>
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</ul>
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</li>
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<li class="toctree-l2"><a class="reference internal" href="guide/features/#AlvLouWeh2017Extractor">3.3. AlvLouWeh2017Extractor</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/features/#id1">Example</a></li>
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</ul>
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</li>
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</ul>
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</li>
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<li class="toctree-l1"><a class="reference internal" href="guide/primal/">4. Primal Components</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="guide/primal/#Primal-component-actions">4.1. Primal component actions</a></li>
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<li class="toctree-l2"><a class="reference internal" href="guide/primal/#Memorizing-primal-component">4.2. Memorizing primal component</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/primal/#Examples">Examples</a></li>
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</ul>
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</li>
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<li class="toctree-l2"><a class="reference internal" href="guide/primal/#Independent-vars-primal-component">4.3. Independent vars primal component</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/primal/#id1">Examples</a></li>
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</ul>
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</li>
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<li class="toctree-l2"><a class="reference internal" href="guide/primal/#Joint-vars-primal-component">4.4. Joint vars primal component</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/primal/#id2">Examples</a></li>
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</ul>
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</li>
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<li class="toctree-l2"><a class="reference internal" href="guide/primal/#Expert-primal-component">4.5. Expert primal component</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/primal/#Example">Example</a></li>
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</ul>
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</li>
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</ul>
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</li>
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<li class="toctree-l1"><a class="reference internal" href="guide/solvers/">5. Solvers</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="guide/solvers/#LearningSolver">5.1. LearningSolver</a><ul>
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<li class="toctree-l3"><a class="reference internal" href="guide/solvers/#Example">Example</a></li>
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</ul>
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</li>
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</ul>
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</li>
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</ul>
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</div>
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<div class="toctree-wrapper compound">
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<p class="caption"><span class="caption-text">API Reference</span></p>
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<ul>
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<li class="toctree-l1"><a class="reference internal" href="api/problems/">6. Benchmark Problems</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="api/problems/#module-miplearn.problems.binpack">6.1. miplearn.problems.binpack</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/problems/#module-miplearn.problems.multiknapsack">6.2. miplearn.problems.multiknapsack</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/problems/#module-miplearn.problems.pmedian">6.3. miplearn.problems.pmedian</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/problems/#module-miplearn.problems.setcover">6.4. miplearn.problems.setcover</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/problems/#module-miplearn.problems.setpack">6.5. miplearn.problems.setpack</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/problems/#module-miplearn.problems.stab">6.6. miplearn.problems.stab</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/problems/#module-miplearn.problems.tsp">6.7. miplearn.problems.tsp</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/problems/#module-miplearn.problems.uc">6.8. miplearn.problems.uc</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/problems/#module-miplearn.problems.vertexcover">6.9. miplearn.problems.vertexcover</a></li>
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</ul>
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</li>
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<li class="toctree-l1"><a class="reference internal" href="api/collectors/">7. Collectors & Extractors</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="api/collectors/#module-miplearn.classifiers.minprob">7.1. miplearn.classifiers.minprob</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/collectors/#module-miplearn.classifiers.singleclass">7.2. miplearn.classifiers.singleclass</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/collectors/#module-miplearn.collectors.basic">7.3. miplearn.collectors.basic</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/collectors/#miplearn-features-fields">7.4. miplearn.features.fields</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/collectors/#miplearn-features-alvlouweh2017">7.5. miplearn.features.AlvLouWeh2017</a></li>
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</ul>
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</li>
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<li class="toctree-l1"><a class="reference internal" href="api/components/">8. Components</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="api/components/#module-miplearn.components.primal.actions">8.1. miplearn.components.primal.actions</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/components/#module-miplearn.components.primal.expert">8.2. miplearn.components.primal.expert</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/components/#module-miplearn.components.primal.indep">8.3. miplearn.components.primal.indep</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/components/#module-miplearn.components.primal.joint">8.4. miplearn.components.primal.joint</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/components/#module-miplearn.components.primal.mem">8.5. miplearn.components.primal.mem</a></li>
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</ul>
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</li>
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<li class="toctree-l1"><a class="reference internal" href="api/solvers/">9. Solvers</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="api/solvers/#module-miplearn.solvers.abstract">9.1. miplearn.solvers.abstract</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/solvers/#module-miplearn.solvers.gurobi">9.2. miplearn.solvers.gurobi</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/solvers/#module-miplearn.solvers.learning">9.3. miplearn.solvers.learning</a></li>
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</ul>
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</li>
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<li class="toctree-l1"><a class="reference internal" href="api/helpers/">10. Helpers</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="api/helpers/#module-miplearn.io">10.1. miplearn.io</a></li>
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<li class="toctree-l2"><a class="reference internal" href="api/helpers/#module-miplearn.h5">10.2. miplearn.h5</a></li>
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</ul>
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</li>
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</ul>
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</div>
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<a class='right-next' id="next-link" href="guide/problems/" title="next page"><span class="section-number">1. </span>Benchmark Problems</a>
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