https://github.com/lucidrains/firefly-torch

Exploration into the Firefly algorithm in Pytorch
https://github.com/lucidrains/firefly-torch

differential-evolution fireflies genetic-algorithms swarm-intelligence

Last synced: 19 days ago
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Exploration into the Firefly algorithm in Pytorch

• Host: GitHub
• URL: https://github.com/lucidrains/firefly-torch
• Owner: lucidrains
• License: mit
• Created: 2024-09-08T13:25:00.000Z (2 months ago)
• Default Branch: main
• Last Pushed: 2024-09-15T22:24:04.000Z (2 months ago)
• Last Synced: 2024-10-29T22:53:11.108Z (22 days ago)
• Topics: differential-evolution, fireflies, genetic-algorithms, swarm-intelligence
• Language: Python
• Homepage:
• Size: 24.4 KB
• Stars: 35
• Watchers: 2
• Forks: 1
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

        
## Firefly Algorithm - Pytorch

Exploration into the Firefly algorithm (a generalized version of particle swarm optimization) in Pytorch. In particular interested in hybrid firefly + genetic algorithms, or ones that are gender-based.

## Install

```bash

$ pip install -r requirements.txt

```

## Usage

Test on rosenbrock minimization

```bash

$ python firefly.py --use-genetic-algorithm

```

## Citations

```bibtex

@article{Yang2018WhyTF,

    title   = {Why the Firefly Algorithm Works?},

    author  = {Xin-She Yang and Xingshi He},

    journal = {ArXiv},

    year    = {2018},

    volume  = {abs/1806.01632},

    url     = {https://api.semanticscholar.org/CorpusID:46940737}

}

```

```bibtex

@article{article,

    author  = {El-Shorbagy, M. and Elrefaey, Adel},

    year    = {2022},

    month   = {04},

    pages   = {706-730},

    title   = {A hybrid genetic-firefly algorithm for engineering design problems},

    volume  = {Journal of Computational Design and Engineering, Volume 9},

    journal = {Journal of Computational Design and Engineering},

    doi     = {10.1093/jcde/qwac013}

}

```