LitGPT
LitGPT is a comprehensive library providing 20+ high-performance LLMs with recipes to pretrain, finetune, and deploy them at scale.
Key Features:
- High-Performance: Implements LLMs from scratch with no abstraction, ensuring maximum speed and efficiency.
- Enterprise Ready: Supports single GPU and large-scale deployments (1-1000+ GPUs).
- Customizable Workflows: Options to finetune, pretrain, evaluate, and deploy models with easy command-line interfaces.
- Optimized Training Recipes: Includes validated YAML configurations for efficient training under various conditions.
- Lightweight Design: Low-memory GPU operations and support for mixed precision training (fp4/8/16/32).
Benefits:
- Developer Friendly: Easy debugging and customization with single-file implementations.
- Cost-Effective Performance: Optimized for production use to minimize operational costs.
- Inclusive Community: Welcomes contributions from all levels of experience and encourages collaboration.
Project Highlights:
- Used in advanced AI projects and competitions, including NeurIPS 2023 LLM Efficiency Challenge.
- Powers various initiatives from Microsoft and supports numerous research papers in the AI domain.
Getting Started:
You can install LitGPT with pip install 'litgpt[all]' and explore its full API for LLM manipulation and deployment.