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Lecture 14: Caching and Cache-Efficient Algorithms | Performance Engineering of Software Systems | Electrical Engineering and Computer Science | MIT OpenCourseWare
Apr 1, 2022
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Stop Wasting Money on LLMs: The Guide to Inference Caching (KV, Prefix, & Semantic)
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LLMs require more GPU memory as they generate longer responses. Can we make GPU memory constant without significantly sacrificing accuracy?IceCache is a new method for managing KV caches that leverages Dynamic Continuous Indexing (DCI) to efficiently group and retrieve tokens by semantics.Joint work w/ @Mao_Yuzhen, @q1tong and Martin Ester.For details, check out the links below.
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