Accelerating Framework of Transformer by Hardware Design and Model Compression Co-Optimization

State-of-the-art Transformer-based models, with gigantic parameters, are difficult to be accommodated on resource constrained embedded devices. Moreover, with the development of technology, more and more embedded devices are available to run a Transformer model. For a Transformer model with differen...

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Vydané v:	Digest of technical papers - IEEE/ACM International Conference on Computer-Aided Design s. 1 - 9
Hlavní autori:	Qi, Panjie, Sha, Edwin Hsing-Mean, Zhuge, Qingfeng, Peng, Hongwu, Huang, Shaoyi, Kong, Zhenglun, Song, Yuhong, Li, Bingbing
Médium:	Konferenčný príspevok..
Jazyk:	English
Vydavateľské údaje:	IEEE 01.11.2021
Predmet:	component Computational modeling Design automation Field programmable gate arrays formatting Graphics processing units Hardware insert Sparse matrices style styling Transformers
ISSN:	1558-2434
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