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fastgen's Introduction

FastGen

This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs

For now, please check the community reproduction here: https://github.com/AnswerDotAI/cold-compress/tree/main The repo is develope by answer.ai and contains a reproduction of FastGen algorithm, and a wide range of other compression strategies.

Meanwhile, Microsoft Research Asia releases MInference https://github.com/microsoft/MInference/tree/main, which is a close implementation of the FastGen algorithm. The core part of the algorithm, for each attention head and each data instance, at the end of prefilling stage, profile the attention matrix, and pick a hybrid portfolio of eviction strategies(special tokens, local, topk...) based on the profiling.

fastgen's People

Contributors

machilusz avatar

Stargazers

Baixi Sun avatar Pingzhi Li avatar KAI_kyle avatar Zhengkai Jiang avatar hehao avatar Pengxiang Li avatar Zhenyu (Allen) Zhang avatar Guangxuan Xiao avatar Byeoung Wook avatar  avatar Zilin Xiao avatar zxy avatar brotherchen avatar OStars avatar Huanxuan Liao avatar Xiangyu Zhang avatar  avatar Minsoo Kim avatar Peyton avatar Daxiong avatar Zhifeng Jiang avatar Yingxin Li avatar  avatar

Watchers

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fastgen's Issues

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