xTuring

xTuring provides fast, efficient and simple fine-tuning of open-source LLMs, such as Mistral, LLaMA, GPT-J, and more. By providing an easy-to-use interface for fine-tuning LLMs to your own data and application, xTuring makes it simple to build, modify, and control LLMs. The entire process can be done inside your computer or in your private cloud, ensuring data privacy and security.

With xTuring you can,

• Ingest data from different sources and preprocess them to a format LLMs can understand
• Scale from single to multiple GPUs for faster fine-tuning
• Leverage memory-efficient methods (i.e. INT4, LoRA fine-tuning) to reduce hardware costs by up to 90%
• Explore different fine-tuning methods and benchmark them to find the best performing model
• Evaluate fine-tuned models on well-defined metrics for in-depth analysis