Welcome to Evolve, an open-source project focused on evolutionary algorithms and large language models (LLMs). This repository serves as a collaborative space for developers, researchers, and enthusiasts interested in the fields of artificial intelligence and machine learning.
Evolutionary algorithms mimic the process of natural selection to solve complex optimization problems. They use mechanisms inspired by biological evolution, such as reproduction, mutation, recombination, and selection. This project aims to provide a robust framework for implementing and experimenting with these algorithms.
- Modular Design: Easily add or modify components.
- Support for LLMs: Integrate large language models for enhanced functionality.
- User-Friendly Interface: Simple commands for executing algorithms.
- Extensive Documentation: Comprehensive guides and examples.
- Community-Driven: Open for contributions and feedback.
To get started with Evolve, follow these steps:
- Clone the Repository: Use Git to clone the repository to your local machine.
- Install Dependencies: Ensure you have all necessary libraries installed.
- Run the Examples: Explore the provided examples to understand the capabilities of the framework.
To install Evolve, follow these instructions:
-
Clone the repository:
git clone https://github.com/scantyragna/evolve.git cd evolve -
Install the required dependencies. You can use
pipfor Python packages:pip install -r requirements.txt
-
Download the latest release from Releases. Look for the file you need to download and execute.
Once you have installed Evolve, you can start using it for your projects. Here’s a simple example of how to implement an evolutionary algorithm:
from evolve import EvolutionaryAlgorithm
# Initialize the algorithm
ea = EvolutionaryAlgorithm()
# Define your problem
ea.set_problem(your_problem)
# Run the algorithm
results = ea.run()
# Output the results
print(results)For more examples and detailed usage, check the documentation.
We welcome contributions from the community. Here’s how you can help:
- Fork the Repository: Create your own copy of the project.
- Make Changes: Implement your features or fixes.
- Submit a Pull Request: Share your changes with the community.
Please ensure that your code follows the project’s style guidelines and includes tests where applicable.
Evolve is licensed under the MIT License. See the LICENSE file for more information.
For questions or suggestions, feel free to reach out:
- Email: contact@evolve.org
- GitHub Issues: Create an Issue
For the latest updates and releases, visit Releases. Download the necessary files and execute them to get started with the latest features.
Thank you for your interest in Evolve! We look forward to seeing what you create with our framework.