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Splitwise: Efficient Generative LLM Inference Using Phase Splitting

Published in 2024 ACM/IEEE 51st Annual International Symposium on Computer Architecture (ISCA) • Jun 29, 2024
NobleIDNI3P25W86R90S83
Authors:
Pratyush Patel
,
Esha Choukse
,
Chaojie Zhang

Abstract

Generative large language model (LLM) applications are growing rapidly, leading to large-scale deployments of expensive and power-hungry GPUs. Our characterization of LLM inference shows that each inference request undergoes two phases: a compute-intensive prompt computation phase and a memory inten...

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