Scaling CoE Systems With SambaNova SN40L Hardware
SambaNova SN40L: a new approach to scaling AI models with Composition of Experts & streaming dataflow, addressing the AI memory wall & reducing cost & complexity.
This is a Plain English Papers summary of a research paper called SambaNova SN40L: Scaling the AI Memory Wall with Dataflow and Composition of Experts. If you like these kinds of analysis, you should subscribe to the AImodels.fyi newsletter or follow me on Twitter. Overview Monolithic large language models (LLMs) like GPT-4 have enabled modern generative AI applications, but training, serving, and maintaining them at scale remains expensive and challenging. The Composition of Experts (CoE) approach is a modular alternative that can reduce the cost and complexity, but it faces challen...