What's the best way to fine-tune open LLMs in 2024? Look no further! ๐ I am excited to share โHow to Fine-Tune LLMs in 2024 with Hugging Faceโ using the latest research techniques, including Flash Attention, Q-LoRA, OpenAI dataset formats (messages), ChatML, Packing, all built with Hugging Face TRL. ๐
It is created for consumer-size GPUs (24GB) covering the full end-to-end lifecycle with: ๐กDefine and understand use cases for fine-tuning ๐ง๐ปโ๐ป Setup of the development environment ๐งฎ Create and prepare dataset (OpenAI format) ๐๏ธโโ๏ธ Fine-tune LLM using TRL and the SFTTrainer ๐ฅ Test and evaluate the LLM ๐ Deploy for production with TGI