inspyred

Python library for bio-inspired computational intelligence

https://github.com/aarongarrett/inspyred

Science Score: 10.0%

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2 of 12 committers (16.7%) from academic institutions
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Low similarity (11.3%) to scientific vocabulary

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Last synced: 11 months ago · JSON representation

Repository

Python library for bio-inspired computational intelligence

Basic Info

Host: GitHub
Owner: aarongarrett
License: mit
Language: Python
Default Branch: master
Homepage:
Size: 2.94 MB

Statistics

Stars: 199
Watchers: 23
Forks: 59
Open Issues: 5
Releases: 1

Created over 14 years ago · Last pushed almost 2 years ago

Metadata Files

Readme Changelog Contributing License Authors

README.rst

======================================================================================================
``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 Matplotlib are required for several functions in ``ec.observers``.
  * Matplotlib is required for several functions in ``ec.analysis``.
  * Parallel Python (ppft) is required if ``ec.evaluators.parallel_evaluation_pp`` is used.

You can use the `all` extra to install inspyred with all the extra dependencies::

    pip install inspyred[all]

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: garrett@inspiredintelligence.io
  * 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

Owner

Name: Aaron Garrett
Login: aarongarrett
Kind: user
Company: Inspired Intelligence, LLC

Website: http://www.inspiredintelligence.io/
Repositories: 2
Profile: https://github.com/aarongarrett

GitHub Events

Total

Issues event: 2
Watch event: 8
Delete event: 2
Issue comment event: 5
Push event: 7
Pull request review event: 1
Pull request event: 7
Fork event: 1
Create event: 3

Last Year

Issues event: 2
Watch event: 8
Delete event: 2
Issue comment event: 5
Push event: 7
Pull request review event: 1
Pull request event: 7
Fork event: 1
Create event: 3

Committers

Last synced: over 2 years ago

All Time

Total Commits: 88
Total Committers: 12
Avg Commits per committer: 7.333
Development Distribution Score (DDS): 0.568

Past Year

Commits: 33
Committers: 2
Avg Commits per committer: 16.5
Development Distribution Score (DDS): 0.03

Top Committers

Name	Email	Commits
Ankur Sinha (Ankur Sinha Gmail)	s**r@g**m	38
Aaron Garrett	a**t@g**m	22
Aaron Garrett	i**e@g**m	18
Julien Schueller	s**r@p**m	2
albertotonda	a**a@g**m	1
Eugenio Piasini	e**i@u**k	1
Matthaus Woolard	m**d@4**m	1
Richard C Gerkin	r**1@g**g	1
Richard Gowers	r**s@g**m	1
galaunay	g**y@t**m	1
Kira	m****1	1
Aaron Garrett	a**t@j**u	1

Committer Domains (Top 20 + Academic)

jsu.edu: 1 tutanota.com: 1 gerkin.org: 1 42reports.com: 1 ucl.ac.uk: 1 phimeca.com: 1

Issues and Pull Requests

Last synced: 11 months ago

All Time

Total issues: 17
Total pull requests: 24
Average time to close issues: almost 2 years
Average time to close pull requests: 3 months
Total issue authors: 14
Total pull request authors: 11
Average comments per issue: 3.0
Average comments per pull request: 0.79
Merged pull requests: 21
Bot issues: 0
Bot pull requests: 0

Past Year

Issues: 0
Pull requests: 4
Average time to close issues: N/A
Average time to close pull requests: about 5 hours
Issue authors: 0
Pull request authors: 1
Average comments per issue: 0
Average comments per pull request: 1.5
Merged pull requests: 4
Bot issues: 0
Bot pull requests: 0

View more stats

Top Authors

Issue Authors

sanjayankur31 (4)
AlexPars (1)
andreaschandra (1)
saulshanabrook (1)
gedeck (1)
rat-h (1)
metakermit (1)
TsingQAQ (1)
NikoZHAI (1)
jbae11 (1)
markcoletti (1)
ThePseudo (1)
albertotonda (1)
JamesArruda (1)

Pull Request Authors

sanjayankur31 (16)
jschueller (2)
richardjgowers (1)
rat-h (1)
abbgrade (1)
epiasini (1)
mybaby101 (1)
hishnash (1)
galaunay (1)
albertotonda (1)
rgerkin (1)

Top Labels

Issue Labels

help wanted (7) enhancement (5) bug (4) question (1) documentation (1)

Pull Request Labels

enhancement (1) bug (1)

Packages

Total packages: 15
Total downloads:
- pypi 2,888 last-month
Total docker downloads: 16

Total dependent packages: 3
(may contain duplicates)
Total dependent repositories: 67
(may contain duplicates)
Total versions: 27
Total maintainers: 3

pypi.org: inspyred

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

Homepage: https://github.com/aarongarrett/inspyred
Documentation: https://inspyred.readthedocs.io/
License: MIT
Latest release: 1.0.3
published almost 2 years ago

Versions: 4
Dependent Packages: 2
Dependent Repositories: 67
Downloads: 2,888 Last month
Docker Downloads: 16

Rankings

Dependent repos count: 1.8%

Docker downloads count: 3.0%

Dependent packages count: 3.2%

Average: 4.0%

Downloads: 5.1%

Stargazers count: 5.2%

Forks count: 5.5%

Maintainers (2)

agarrett sanjayankur31

Last synced: 11 months ago

alpine-v3.18: py3-inspyred

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

Homepage: https://github.com/aarongarrett/inspyred
License: MIT
Latest release: 1.0.1-r3
published over 3 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 7.9%

Forks count: 15.0%

Stargazers count: 16.6%

Maintainers (1)

iztok@iztok-jr-fister.eu

Last synced: 11 months ago

alpine-v3.18: py3-inspyred-pyc

Precompiled Python bytecode for py3-inspyred

Homepage: https://github.com/aarongarrett/inspyred
License: MIT
Latest release: 1.0.1-r3
published over 3 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 7.9%

Forks count: 15.0%

Stargazers count: 16.6%

Maintainers (1)

iztok@iztok-jr-fister.eu

Last synced: 11 months ago

alpine-edge: py3-inspyred

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

Homepage: https://github.com/aarongarrett/inspyred
License: MIT
Latest release: 1.0.3-r0
published almost 2 years ago

Versions: 6
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Average: 12.1%

Dependent packages count: 14.6%

Forks count: 15.8%

Stargazers count: 17.9%

Maintainers (1)

iztok@iztok-jr-fister.eu

Last synced: 11 months ago

alpine-edge: py3-inspyred-pyc

Precompiled Python bytecode for py3-inspyred

Homepage: https://github.com/aarongarrett/inspyred
License: MIT
Latest release: 1.0.3-r0
published almost 2 years ago

Versions: 5
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Average: 12.2%

Dependent packages count: 14.3%

Forks count: 16.3%

Stargazers count: 18.5%

Maintainers (1)

iztok@iztok-jr-fister.eu

Last synced: 11 months ago

alpine-v3.17: py3-inspyred

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

Homepage: https://github.com/aarongarrett/inspyred
License: MIT
Latest release: 1.0.1-r0
published about 4 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Forks count: 13.7%

Average: 14.0%

Stargazers count: 15.1%

Dependent packages count: 27.3%

Maintainers (1)

iztok@iztok-jr-fister.eu

Last synced: 11 months ago

conda-forge.org: inspyred

Homepage: http://aarongarrett.github.io/inspyred/
License: MIT
Latest release: 1.0.1
published almost 4 years ago

Versions: 1
Dependent Packages: 1
Dependent Repositories: 0

Rankings

Forks count: 22.2%

Stargazers count: 25.3%

Average: 27.6%

Dependent packages count: 28.8%

Dependent repos count: 34.0%

Last synced: 11 months ago

alpine-v3.19: py3-inspyred

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

Homepage: https://github.com/aarongarrett/inspyred
License: MIT
Latest release: 1.0.2-r0
published almost 3 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Maintainers (1)

iztok@iztok-jr-fister.eu

Last synced: 11 months ago

alpine-v3.22: py3-inspyred-pyc

Precompiled Python bytecode for py3-inspyred

Homepage: https://github.com/aarongarrett/inspyred
License: MIT
Latest release: 1.0.3-r0
published almost 2 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Maintainers (1)

iztok@iztok-jr-fister.eu

Last synced: 11 months ago

alpine-v3.21: py3-inspyred

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

Homepage: https://github.com/aarongarrett/inspyred
License: MIT
Latest release: 1.0.3-r0
published almost 2 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Maintainers (1)

iztok@iztok-jr-fister.eu

Last synced: 11 months ago

alpine-v3.20: py3-inspyred

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

Homepage: https://github.com/aarongarrett/inspyred
License: MIT
Latest release: 1.0.2-r1
published over 2 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Maintainers (1)

iztok@iztok-jr-fister.eu

Last synced: 11 months ago

alpine-v3.20: py3-inspyred-pyc

Precompiled Python bytecode for py3-inspyred

Homepage: https://github.com/aarongarrett/inspyred
License: MIT
Latest release: 1.0.2-r1
published over 2 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Maintainers (1)

iztok@iztok-jr-fister.eu

Last synced: 11 months ago

alpine-v3.21: py3-inspyred-pyc

Precompiled Python bytecode for py3-inspyred

Homepage: https://github.com/aarongarrett/inspyred
License: MIT
Latest release: 1.0.3-r0
published almost 2 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Maintainers (1)

iztok@iztok-jr-fister.eu

Last synced: 11 months ago

alpine-v3.19: py3-inspyred-pyc

Precompiled Python bytecode for py3-inspyred

Homepage: https://github.com/aarongarrett/inspyred
License: MIT
Latest release: 1.0.2-r0
published almost 3 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

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Average: 100%

Maintainers (1)

iztok@iztok-jr-fister.eu

Last synced: 11 months ago

alpine-v3.22: py3-inspyred

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

Homepage: https://github.com/aarongarrett/inspyred
License: MIT
Latest release: 1.0.3-r0
published almost 2 years ago

Versions: 1
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent repos count: 0.0%

Dependent packages count: 0.0%

Average: 100%

Maintainers (1)

iztok@iztok-jr-fister.eu

Last synced: 11 months ago

Dependencies

requirements_dev.txt pypi

PyYAML * development
Sphinx ==1.4.8 development
bumpversion * development
coverage * development
cryptography * development
flake8 * development
pip * development
pytest * development
tox * development
watchdog * development
wheel * development

.github/workflows/ci.yml actions

actions/checkout v3 composite
actions/setup-python v4 composite

pyproject.toml pypi