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EvolveSharp

.NET Genetic Algorithm Framework

Install / Use

/learn @afonsof/EvolveSharp
About this skill

Quality Score

0/100

Supported Platforms

Universal

README

Build Status Built with Grunt

A Genetic Algorithm Framework for .NET

<a href="http://afonsof.github.io/EvolveSharp" target="_blank">Visit our website</a>

Getting Started

1. Setting Up

Create a Console Application and install EvoleSharp using Nuget:

PM> Install-Package EvolveSharp

2. Create a fitness function

In this simple example we are creating a fitness function to sum all genes of an individual

public class ExampleFitnessFunction : IFitnessFunction<double> {
    public double Evaluate(IIndividual<double> individual) {
        var sum = 0.0;
        for (var i = 0; i < individual.Length; i++) { sum += individual[i]; }
        return sum;
    }
}

3. Instantiate the GeneticAlgorithm class and call the Evolve method

You can set 3 parameters:

  1. Population count: How many individuals each population will have
  2. Gene count: How many genes each individual will have
  3. Generation count: How many generations will occour
class Program
{
    static void Main(string[] args)
    {
        const int populationCount = 100;
        const int generationCount = 10000;
        const int geneCount = 10;
       
        var ga = new GeneticAlgorithm(populationCount, geneCount, new ExampleFitnessFunction());
        ga.Evolve(generationCount);
    }
}

Other information

  1. You can create your own mutation, selection, crossover and initializer class. You just need to inherit the respective interface.
  2. You can set the Mutator, CrossoverMethod, Selector and Initializer after instantiate the GeneticAlgorithm class.
  3. You can create and set your own reporter in GeneticAlgorithm class.

Sample

Clone EvolveSharp and try the Travelling salesman problem sample

<img src="http://afonsof.github.io/EvolveSharp/images/tsp.png" />

Contributing

Please use the issue tracker and pull requests.

License

Copyright (c) 2014 Afonso França Licensed under the MIT license.

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Related Skills

View on GitHub
GitHub Stars7
CategoryDevelopment
Updated1y ago
Forks2

Languages

C#

Security Score

70/100

Audited on Sep 8, 2024

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