CoCoPIE: enabling real-time AI on off-the-shelf mobile devices via compression-compilation co-design

A new framework allows intelligence on mainstream end devices without special hardware.

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Bibliographic Details
Published in:Communications of the ACM 2021-06, Vol.64 (6), p.62-68
Main Authors: Guan, Hui, Liu, Shaoshan, Ma, Xiaolong, Niu, Wei, Ren, Bin, Shen, Xipeng, Wang, Yanzhi, Zhao, Pu
Format: Magazinearticle
Language:English
Subjects:
Accelerators
Artificial intelligence
Co-design
Compilers
Compiling (Electronic computers)
Coroutines
Data compression
Deep learning
Design and construction
Electronic devices
Hardware
Innovations
Learning
Machine learning
Mathematical optimization
Methods
Mobile devices
Optimization
Racing
Real time
Real-time control
Real-time systems
Software
Software engineering
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Description
Summary:A new framework allows intelligence on mainstream end devices without special hardware.
ISSN:0001-0782
1557-7317
DOI:10.1145/3418297