Demystifying AI Inference Deployments for Trillion-Parameter Large Language Models
Demystifying AI Inference Deployments: A Guide to Trillion-Parameter Large Language Models Summary: This article delves into the complexities of deploying trillion-parameter large language models (LLMs) for AI inference. It explores the challenges of managing these massive models, which cannot fit on a single GPU, and discusses various parallelization techniques to optimize performance and user experience. The article also highlights NVIDIA’s solutions, including the NVIDIA Blackwell GPU architecture and NVIDIA AI inference software, designed to simplify the deployment of these models....