neat-python
Python implementation of the NEAT neuroevolution algorithm
Science Score: 64.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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✓Academic publication links
Links to: scholar.google -
✓Committers with academic emails
1 of 23 committers (4.3%) from academic institutions -
○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (13.1%) to scientific vocabulary
Keywords
Repository
Python implementation of the NEAT neuroevolution algorithm
Basic Info
Statistics
- Stars: 1,500
- Watchers: 72
- Forks: 506
- Open Issues: 133
- Releases: 0
Topics
Metadata Files
README.md
About
NEAT (NeuroEvolution of Augmenting Topologies) is a method developed by Kenneth O. Stanley for evolving arbitrary neural networks. This project is a pure-Python implementation of NEAT with no dependencies beyond the standard library. It was forked from the excellent project by @MattKallada.
For further information regarding general concepts and theory, please see the Selected Publications on Stanley's page at the University of Central Florida (now somewhat dated), or the publications page of his current website.
neat-python is licensed under the 3-clause BSD license. It is
currently only supported on Python 3.6 through 3.11, and pypy3.
Getting Started
If you want to try neat-python, please check out the repository, start playing with the examples (examples/xor is
a good place to start) and then try creating your own experiment.
The documentation is available on Read The Docs.
Citing
Here are APA and Bibtex entries you can use to cite this project in a publication. The listed authors are the originators and/or maintainers of all iterations of the project up to this point. If you have contributed and would like your name added to the citation, please submit an issue or email alan@codereclaimers.com.
APA
McIntyre, A., Kallada, M., Miguel, C. G., Feher de Silva, C., & Netto, M. L. neat-python [Computer software]
Bibtex
@software{McIntyre_neat-python,
author = {McIntyre, Alan and Kallada, Matt and Miguel, Cesar G. and Feher de Silva, Carolina and Netto, Marcio Lobo},
title = {{neat-python}}
}
Thank you!
Many thanks to the folks who have cited this repository in their own work.
Owner
- Name: CodeReclaimers
- Login: CodeReclaimers
- Kind: user
- Location: Ramseur, NC
- Company: CodeReclaimers, LLC
- Website: http://codereclaimers.com
- Repositories: 18
- Profile: https://github.com/CodeReclaimers
Applied mathematician & software engineer
Citation (CITATION.cff)
# This CITATION.cff file was generated with cffinit.
# Visit https://bit.ly/cffinit to generate yours today!
cff-version: 1.2.0
title: neat-python
message: Please cite this software using these metadata.
type: software
authors:
- given-names: Alan
family-names: McIntyre
email: alan@codereclaimers.com
orcid: 'https://orcid.org/0000-0002-8071-4219'
- given-names: Matt
family-names: Kallada
- given-names: Cesar G.
family-names: Miguel
- given-names: Carolina
family-names: Feher de Silva
orcid: 'https://orcid.org/0000-0002-4137-0847'
- given-names: Marcio Lobo
family-names: Netto
orcid: 'https://orcid.org/0000-0002-6694-0228'
GitHub Events
Total
- Issues event: 3
- Watch event: 78
- Issue comment event: 7
- Pull request event: 1
- Fork event: 29
Last Year
- Issues event: 3
- Watch event: 78
- Issue comment event: 7
- Pull request event: 1
- Fork event: 29
Committers
Last synced: about 1 year ago
Top Committers
| Name | Commits | |
|---|---|---|
| CodeReclaimers | g****b@c****m | 316 |
| drallensmith | d****h | 205 |
| cesar.gomes | c****s@3****d | 35 |
| bennr01 | b****t@w****e | 22 |
| d0pa | d****n@g****m | 16 |
| mirrorballu2 | m****2@3****d | 15 |
| Sergei Volodin | e****a@y****u | 5 |
| Michael | a@S****l | 2 |
| Gabriele | g****2@g****m | 2 |
| Aviv | v****3@g****m | 2 |
| Alessandro | s****y@g****m | 2 |
| Jonathan Fraine | e****r | 2 |
| Kirill A. Korinsky | k****l@k****y | 2 |
| PhilippSc | P****r@u****e | 1 |
| CodeReclaimers | c****s | 1 |
| Cody | c****y@q****m | 1 |
| Mathias Ose | m****e@g****m | 1 |
| Milind Dalvi | m****4@g****m | 1 |
| Shangtong Zhang | z****p@i****m | 1 |
| Warosaurus | w****s | 1 |
| mstechly | m****y@g****m | 1 |
| nick williams | n****4@o****m | 1 |
| Obaid | o****4@g****m | 1 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 99
- Total pull requests: 22
- Average time to close issues: 6 months
- Average time to close pull requests: 11 months
- Total issue authors: 86
- Total pull request authors: 22
- Average comments per issue: 1.95
- Average comments per pull request: 1.73
- Merged pull requests: 7
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 3
- Pull requests: 1
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Issue authors: 3
- Pull request authors: 1
- Average comments per issue: 0.0
- Average comments per pull request: 0.0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- penneShells (3)
- LucasColas (3)
- jsanchezsr1 (2)
- pax7 (2)
- oushu1zhangxiangxuan1 (2)
- Shikamaru5 (2)
- TheMightiestCarrot (2)
- MarieLanger (2)
- steviestevepy (2)
- cliftonarms (2)
- chill0chill (2)
- ntraft (2)
- nino192 (1)
- nexon33 (1)
- macd2 (1)
Pull Request Authors
- Finebouche (2)
- obadul024 (1)
- leonardoInf (1)
- markste-in (1)
- CodeReclaimers (1)
- Warosaurus (1)
- ganyariya (1)
- gabriele-0201 (1)
- SoniaRaskolnikov (1)
- mdalvi (1)
- hugoaboud (1)
- ThomasGjerde (1)
- Karabazmos (1)
- pachecoke (1)
- HeshamMeneisi (1)
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 2
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Total downloads:
- pypi 6,797 last-month
- Total docker downloads: 145
-
Total dependent packages: 0
(may contain duplicates) -
Total dependent repositories: 200
(may contain duplicates) - Total versions: 12
- Total maintainers: 2
pypi.org: neat-python
A NEAT (NeuroEvolution of Augmenting Topologies) implementation
- Homepage: https://github.com/CodeReclaimers/neat-python
- Documentation: https://neat-python.readthedocs.io/
- License: BSD
-
Latest release: 0.92
published over 8 years ago
Rankings
Maintainers (1)
pypi.org: neat-python-2023
A NEAT (NeuroEvolution of Augmenting Topologies) implementation
- Homepage: https://github.com/CodeReclaimers/neat-python
- Documentation: https://neat-python-2023.readthedocs.io/
- License: BSD
-
Latest release: 0.93
published over 2 years ago
Rankings
Maintainers (1)
Dependencies
- cairo
- cython
- graphviz
- gym
- matplotlib
- ngspice
- pip
- pybox2d
- pyglet
- python 3.9.*
- python-graphviz
- swig