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.. _sphx_glr_auto_examples:

========
Examples
========

This folder contains a number of example scripts that demonstrate several use cases of `hal-cgp`.



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    <div class="sphx-glr-thumbcontainer" tooltip="Caches the results of fitness evaluations in a pickle file (&#x27;example_caching_cache.pkl&#x27;). To il...">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_example_caching_thumb.png
     :alt: Example demonstrating the use of the caching decorator.

     :ref:`sphx_glr_auto_examples_example_caching.py`

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    </div>


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   :hidden:

   /auto_examples/example_caching

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    <div class="sphx-glr-thumbcontainer" tooltip="Caches the results of fitness evaluations in a pickle file (``example_fec_caching_cache.pkl``)....">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_example_fec_caching_thumb.png
     :alt: Example demonstrating the use of the caching decorator with functional equivalance checking

     :ref:`sphx_glr_auto_examples_example_fec_caching.py`

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    </div>


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   :hidden:

   /auto_examples/example_fec_caching

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    <div class="sphx-glr-thumbcontainer" tooltip="Example demonstrating the use of Cartesian genetic programming for a simple regression task.">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_example_minimal_thumb.png
     :alt: Minimal example for evolutionary regression

     :ref:`sphx_glr_auto_examples_example_minimal.py`

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    </div>


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   /auto_examples/example_minimal

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    <div class="sphx-glr-thumbcontainer" tooltip="Example demonstrating the use of Cartesian genetic programming with multiple genomes per indivi...">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_example_multi_genome_thumb.png
     :alt: Example for evolutionary regression with multiple genomes

     :ref:`sphx_glr_auto_examples_example_multi_genome.py`

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    </div>


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   /auto_examples/example_multi_genome

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    <div class="sphx-glr-thumbcontainer" tooltip="Example demonstrating the effect of genome reordering.">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_example_reorder_thumb.png
     :alt: Example for evolutionary regression with genome reordering

     :ref:`sphx_glr_auto_examples_example_reorder.py`

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    </div>


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   /auto_examples/example_reorder

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    <div class="sphx-glr-thumbcontainer" tooltip="Example demonstrating the use of Cartesian genetic programming for a simple regression task whe...">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_example_hurdles_thumb.png
     :alt: Minimal example for evolutionary regression using hurdles

     :ref:`sphx_glr_auto_examples_example_hurdles.py`

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    </div>


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   /auto_examples/example_hurdles

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    <div class="sphx-glr-thumbcontainer" tooltip="Example demonstrating the use of Cartesian genetic programming for regression on a piecewise ta...">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_example_piecewise_target_function_thumb.png
     :alt: Example for evolutionary regression on a piecewise target function

     :ref:`sphx_glr_auto_examples_example_piecewise_target_function.py`

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    </div>


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   /auto_examples/example_piecewise_target_function

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    <div class="sphx-glr-thumbcontainer" tooltip="Example demonstrating the use of Cartesian genetic programming for a regression task that requi...">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_example_parametrized_nodes_thumb.png
     :alt: Example for evolutionary regression with parametrized nodes

     :ref:`sphx_glr_auto_examples_example_parametrized_nodes.py`

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    </div>


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   /auto_examples/example_parametrized_nodes

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    <div class="sphx-glr-thumbcontainer" tooltip="Example demonstrating the use of Cartesian genetic programming for a regression task that invol...">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_example_differential_evo_regression_thumb.png
     :alt: Example for differential evolutionary regression

     :ref:`sphx_glr_auto_examples_example_differential_evo_regression.py`

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    </div>


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   :hidden:

   /auto_examples/example_differential_evo_regression

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    <div class="sphx-glr-thumbcontainer" tooltip="Example demonstrating the use of Cartesian genetic programming for a regression task that invol...">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_example_local_search_evolution_strategies_thumb.png
     :alt: Example for evolutionary regression with local search via evolution strategies

     :ref:`sphx_glr_auto_examples_example_local_search_evolution_strategies.py`

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    </div>


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   /auto_examples/example_local_search_evolution_strategies

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    <div class="sphx-glr-thumbcontainer" tooltip="Example demonstrating the use of Cartesian genetic programming for two regression tasks.">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_example_evo_regression_thumb.png
     :alt: Example for evolutionary regression

     :ref:`sphx_glr_auto_examples_example_evo_regression.py`

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    </div>


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   /auto_examples/example_evo_regression

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    <div class="sphx-glr-thumbcontainer" tooltip="This examples demonstrates how to solve an OpenAI Gym environment (https://gym.openai.com/envs/...">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_example_mountain_car_thumb.png
     :alt: Example: Solving an OpenAI Gym environment with CGP.

     :ref:`sphx_glr_auto_examples_example_mountain_car.py`

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    </div>


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   :hidden:

   /auto_examples/example_mountain_car
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    <div class="sphx-glr-clear"></div>



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 .. container:: sphx-glr-footer
    :class: sphx-glr-footer-gallery


  .. container:: sphx-glr-download sphx-glr-download-python

    :download:`Download all examples in Python source code: auto_examples_python.zip </auto_examples/auto_examples_python.zip>`



  .. container:: sphx-glr-download sphx-glr-download-jupyter

    :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>`


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 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_