https://github.com/haaleo/swarmlib

This repository implements several swarm optimization algorithms and visualizes them. Implemented algorithms: Particle Swarm Optimization (PSO), Firefly Algorithm (FA), Cuckoo Search (CS), Ant Colony Optimization (ACO), Artificial Bee Colony (ABC), Grey Wolf Optimizer (GWO) and Whale Optimization Algorithm (WOA)
https://github.com/haaleo/swarmlib

aco ant-colony-optimization artificial-bee-colony cuckoo-search firefly-algorithm grey-wolf-optimizer gwo heuristic-optimization heuristic-search-algorithms levy-walks optimization-algorithms particle-swarm-optimization pso pypi swarm traveling-salesman-problem tsp tsplib tsplib95 whale-optimization

Last synced: 2 months ago
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This repository implements several swarm optimization algorithms and visualizes them. Implemented algorithms: Particle Swarm Optimization (PSO), Firefly Algorithm (FA), Cuckoo Search (CS), Ant Colony Optimization (ACO), Artificial Bee Colony (ABC), Grey Wolf Optimizer (GWO) and Whale Optimization Algorithm (WOA)

• Host: GitHub
• URL: https://github.com/haaleo/swarmlib
• Owner: HaaLeo
• License: bsd-3-clause
• Created: 2018-11-04T16:47:18.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2020-12-16T20:47:50.000Z (over 4 years ago)
• Last Synced: 2025-04-03T17:13:09.890Z (3 months ago)
• Topics: aco, ant-colony-optimization, artificial-bee-colony, cuckoo-search, firefly-algorithm, grey-wolf-optimizer, gwo, heuristic-optimization, heuristic-search-algorithms, levy-walks, optimization-algorithms, particle-swarm-optimization, pso, pypi, swarm, traveling-salesman-problem, tsp, tsplib, tsplib95, whale-optimization
• Language: Python
• Homepage:
• Size: 192 MB
• Stars: 527
• Watchers: 9
• Forks: 111
• Open Issues: 12
• Metadata Files:
  • Readme: README.md
  • Changelog: CHANGELOG.md
  • Contributing: CONTRIBUTING.md
  • Funding: .github/FUNDING.yml
  • License: LICENSE.txt
  • Codeowners: .github/CODEOWNERS

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README

        
# swarmlib

[![Pypi](https://img.shields.io/pypi/v/swarmlib.svg?style=flat-square)](https://pypi.python.org/pypi/swarmlib) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/swarmlib.svg?style=flat-square)](https://pypi.python.org/pypi/swarmlib) [![Pypi - Downloads](https://img.shields.io/badge/dynamic/json?style=flat-square&color=green&label=downloads&query=%24.total_downloads&url=https%3A%2F%2Fapi.pepy.tech%2Fapi%2Fprojects%2Fswarmlib)](https://pepy.tech/project/swarmlib) [![Stars](https://img.shields.io/github/stars/HaaLeo/swarmlib.svg?label=stars&logo=github&style=flat-square)](https://github.com/HaaLeo/swarmlib/stargazers)  

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[![Chat on Gitter](https://img.shields.io/badge/-chat%20on%20gitter-753a88.svg?logo=gitter&style=flat-square&labelColor=grey)](https://gitter.im/HaaLeo/swarmlib) [![Donate](https://img.shields.io/badge/☕️-Buy%20Me%20a%20Coffee-blue.svg?&style=flat-square)](https://www.paypal.me/LeoHanisch/3eur) [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](http://makeapullrequest.com)  



  

   



## Description

This repository implements several swarm optimization algorithms and visualizes their (intermediate) solutions.

To run the algorithms one can either use the CLI (recommended) or the API.

For a list of all available algorithms and their detailed description [checkout the wiki](https://github.com/HaaLeo/swarmlib/wiki).

## Installation

You can install the package with `pip` from [pypi](https://pypi.org/project/swarmlib).

Installing the library in a virtual environment is recommended:

```zsh

# Create virtual environment

python3 -m venv .venv

source .venv/bin/activate

# Install the latest version of swarmlib

pip install --upgrade swarmlib

# Verify installation

swarm --version

```

## Usage

To print all available algorithms:

```

swarm --help

```

## Contribution

If you found a bug or are missing a feature do not hesitate to [file an issue](https://github.com/HaaLeo/swarmlib/issues/new/choose) or to ask questions on [gitter](https://gitter.im/HaaLeo/swarmlib).

For a more detailed guide checkout the [CONTRIBUTING.md](https://github.com/HaaLeo/swarmlib/blob/master/CONTRIBUTING.md#how-to-contribute) file.

Pull Requests are welcome!

## Wiki

Swarmlib's wiki includes all of the documentation and more details to each algorithm.

It can be found [here](https://github.com/HaaLeo/swarmlib/wiki).

## Support

When you like this package make sure to [star the repository](https://github.com/HaaLeo/swarmlib/stargazers).

I am always looking for new ideas and feedback.

In addition, it is possible to sponsor this project via [PayPal](https://www.paypal.me/LeoHanisch/3eur) or [GitHub sponsors](https://github.com/sponsors/HaaLeo).

## Example

![Particle Swarm Optimization](https://raw.githubusercontent.com/HaaLeo/swarmlib/master/doc/example.gif)