Deploy Meta Llama 3 70B on AWS
Explore the ultimate guide to fine-tuning and deploying Meta Llama 3 70B on Amazon Web Services (AWS)! Learn how to set up the environment, preprocess datasets, and fine-tune Llama 3 70B using PyTorch FSDP, Q-Lora, and Flash Attention 2 (SDPA) with Hugging Face and Amazon SageMaker. This comprehensive guide also covers deployment using Hugging Face LLM Inference DLC powered by TGI, with efficient distributed training strategies for multi-node and multi-GPU setups. Store and load your datasets and model configurations with ease using S3, and adapt the process for other open LLMs like Mixtral. Training Llama 3 70B for 2 epochs on 10k samples took just ~84 minutes, costing around $50.