LLaMA-Factory

LLaMA-Factory

LLaMA-Factory is a powerful tool designed for the unified and efficient fine-tuning of over 100 large language models (LLMs) and vision-language models (VLMs). It provides a zero-code command-line interface (CLI) and a user-friendly web UI, making it accessible for users of all skill levels.

Key Features:

• Support for Multiple Models: Fine-tune a wide range of models including LLaMA, LLaVA, Mistral, and many others.
• Efficient Training: Utilizes advanced techniques like QLoRA and LoRA tuning to significantly speed up training processes.
• User-Friendly Interface: Offers a web UI powered by Gradio for easy interaction and management of training tasks.
• Comprehensive Documentation: Detailed guides and examples to help users get started quickly and effectively.
• Integration with Popular Tools: Supports integration with Weights & Biases, SwanLab, and other logging and monitoring tools.

Benefits:

• No Coding Required: Users can fine-tune models without writing any code, making it accessible for non-technical users.
• Scalable and Flexible: Suitable for various tasks including multi-turn dialogue, image understanding, and more.
• Community Support: A large community of contributors and users for support and collaboration.

Highlights:

• Achieves faster training speeds and better performance metrics compared to traditional methods.
• Regular updates and support for the latest models and techniques in the field of AI and machine learning.