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https://github.com/aarongarrett/inspyred

Python library for bio-inspired computational intelligence
https://github.com/aarongarrett/inspyred

Last synced: 3 months ago
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Python library for bio-inspired computational intelligence

Host: GitHub
URL: https://github.com/aarongarrett/inspyred
Owner: aarongarrett
License: mit
Created: 2012-03-08T04:44:48.000Z (over 12 years ago)
Default Branch: master
Last Pushed: 2023-12-12T15:42:02.000Z (6 months ago)
Last Synced: 2024-02-27T09:51:15.976Z (4 months ago)
Language: Python
Homepage:
Size: 2.92 MB
Stars: 185
Watchers: 25
Forks: 57
Open Issues: 7
Metadata Files:
- Readme: README.rst
- Changelog: HISTORY.rst
- Contributing: CONTRIBUTING.rst
- License: LICENSE
- Authors: AUTHORS.rst

Lists

alex-mikhalev-awesome-stars - inspyred - Python library for bio-inspired computational intelligence (Python)

README

        ======================================================================================================

``inspyred`` -- A framework for creating bio-inspired computational intelligence algorithms in Python.

======================================================================================================

.. image:: https://img.shields.io/pypi/v/inspyred.svg

        :target: https://pypi.python.org/pypi/inspyred

        :alt: PyPi

.. image:: https://github.com/aarongarrett/inspyred/actions/workflows/ci.yml/badge.svg

        :target: https://github.com/aarongarrett/inspyred/actions/workflows/ci.yml

        :alt: GitHub Actions

.. image:: https://readthedocs.org/projects/inspyred/badge/?version=latest

        :target: https://inspyred.readthedocs.io/en/latest/?badge=latest

        :alt: Documentation Status

.. image:: https://img.shields.io/github/issues-pr/aarongarrett/inspyred

        :target: https://github.com/aarongarrett/inspyred/pulls

        :alt: PRs

.. image:: https://img.shields.io/github/issues/aarongarrett/inspyred

        :target: https://github.com/aarongarrett/inspyred/issues

        :alt: Issues

inspyred is a free, open source framework for creating biologically-inspired

computational intelligence algorithms in Python, including evolutionary

computation, swarm intelligence, and immunocomputing. Additionally, inspyred

provides easy-to-use canonical versions of many bio-inspired algorithms for

users who do not need much customization.

Example

-------

The following example illustrates the basics of the inspyred package. In this

example, candidate solutions are 10-bit binary strings whose decimal values

should be maximized::

    import random

    import time

    import inspyred

    def generate_binary(random, args):

        bits = args.get('num_bits', 8)

        return [random.choice([0, 1]) for i in range(bits)]

    @inspyred.ec.evaluators.evaluator

    def evaluate_binary(candidate, args):

        return int("".join([str(c) for c in candidate]), 2)

    rand = random.Random()

    rand.seed(int(time.time()))

    ga = inspyred.ec.GA(rand)

    ga.observer = inspyred.ec.observers.stats_observer

    ga.terminator = inspyred.ec.terminators.evaluation_termination

    final_pop = ga.evolve(evaluator=evaluate_binary,

                          generator=generate_binary,

                          max_evaluations=1000,

                          num_elites=1,

                          pop_size=100,

                          num_bits=10)

    final_pop.sort(reverse=True)

    for ind in final_pop:

        print(str(ind))

Requirements

------------

  * Requires Python 3+.

  * Numpy and Pylab are required for several functions in ``ec.observers``.

  * Pylab and Matplotlib are required for several functions in ``ec.analysis``.

  * Parallel Python (pp) is required if ``ec.evaluators.parallel_evaluation_pp`` is used.

License

-------

This package is distributed under the MIT License. This license can be found

online at http://www.opensource.org/licenses/MIT.

Resources

---------

  * Homepage: http://aarongarrett.github.io/inspyred

  * Email: [email protected]

  * Documentation: https://inspyred.readthedocs.io.

Citing

------

Garrett, A. (2012). inspyred (Version 1.0.1) [software]. Inspired Intelligence. Retrieved from https://github.com/aarongarrett/inspyred [accessed CURRENT DATE].

Features

--------

* TODO

Credits

---------

This package was created with Cookiecutter_ and the `audreyr/cookiecutter-pypackage`_ project template.

.. _Cookiecutter: https://github.com/audreyr/cookiecutter

.. _`audreyr/cookiecutter-pypackage`: https://github.com/audreyr/cookiecutter-pypackage