https://github.com/ecrs-org/ecrs

ecrs - Evolutionary computation algorithms & tools for Rust
https://github.com/ecrs-org/ecrs

evolutionary-computation genetic-algorithm rust

Last synced: about 1 month ago
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ecrs - Evolutionary computation algorithms & tools for Rust

• Host: GitHub
• URL: https://github.com/ecrs-org/ecrs
• Owner: ecrs-org
• License: apache-2.0
• Created: 2022-03-25T16:34:20.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2024-05-05T13:22:49.000Z (10 months ago)
• Last Synced: 2024-12-17T11:16:37.680Z (2 months ago)
• Topics: evolutionary-computation, genetic-algorithm, rust
• Language: Rust
• Homepage:
• Size: 6.8 MB
• Stars: 7
• Watchers: 2
• Forks: 1
• Open Issues: 61
• Metadata Files:
  • Readme: README.md
  • License: LICENSE-APACHE

Awesome Lists containing this project

• awesome-rust-list - ecrs-org/ecrs - org/ecrs?style=social"/> : ecrs - Evolutionary computation algorithms & tools for Rust. (Scientific Computation)
• awesome-rust-list - ecrs-org/ecrs - org/ecrs?style=social"/> : ecrs - Evolutionary computation algorithms & tools for Rust. (Scientific Computation)

README

        
# ECRS - Evolutionary Computation for Rust

**Disclaimer** Please note that this library is in early development phase and breaking changes may occur without any notice.

Evolutionary computation tools & algorithms.

The library provides:

* [Genetic algorithm](src/ga.rs) generic implementation with series of operators

* [Ant System algorithm](src/aco.rs) implementation

* [Firefly algorithm](src/ff.rs) implementation

* [PSO algorithm](src/pso.rs) implementation

For genetic algorithm there are various genetic operators & utility predefined:

* Crossover operators:

	* SinglePoint

	* TwoPoint

	* MultiPoint

	* Uniform

	* Ordered

	* PMX

* Selection operators:

	* RouletteWheel

	* Random

	* Rank

	* RankR

	* Tournament

	* StochasticUniversalSampling

	* Boltzmann

* Mutation operators:

	* Identity

	* FlipBit

	* Interchange

	* Reversing

* Population generatos

	* RandomPoints

	* BitStrings

Each operator can be used in plug-in style to alternate algorithm behaviour.

The library also offers highly customizable logging system based on "probing". You can check out our [examples](examples/)

## Get started

### Installation

To add `ecrs` to your project simply make use of `cargo add` command:

```

cargo add ecrs

```

### Usage

Work in progess...

For now the best method to get started is checking out our [examples](examples/)

## MSRV

During this stage of development there is not MSRV policy estabilished yet. Currently `MSRV == 1.65.0` as there are some usages of syntax introduced in `1.65.0` in the codebase.

## Clone & repo setup

```bash

# Clone the repository

git clone [email protected]:ecrs-org/ecrs.git ecrs

# Install the hooks

git config core.hooksPath .githooks

```