Pin or Fuse? Exploiting Scratchpad Memory to Reduce Off-Chip Data Transfer in DNN Accelerators

Author:

Jeong Hyuk-Jin1,Yeo JiHwan1,Bahk Cheongyo1,Park JongHyun1

Affiliation:

1. Samsung Research, South Korea

Publisher

ACM

Reference45 articles.

1. Martín Abadi , Paul Barham , Jianmin Chen , Zhifeng Chen , Andy Davis , Jeffrey Dean , Matthieu Devin , Sanjay Ghemawat , Geoffrey Irving , and Michael Isard . 2016 . Tensorflow: A system for large-scale machine learning. In 12th $USENIX$ symposium on operating systems design and implementation ($OSDI$ 16). 265–283. Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, and Michael Isard. 2016. Tensorflow: A system for large-scale machine learning. In 12th $USENIX$ symposium on operating systems design and implementation ($OSDI$ 16). 265–283.

2. Arun Abraham , Manas Sahni , and Akshay Parashar . 2019 . Efficient Memory Pool Allocation Algorithm for CNN Inference. In 2019 IEEE 26th International Conference on High Performance Computing, Data, and Analytics (HiPC). 345–352 . Arun Abraham, Manas Sahni, and Akshay Parashar. 2019. Efficient Memory Pool Allocation Algorithm for CNN Inference. In 2019 IEEE 26th International Conference on High Performance Computing, Data, and Analytics (HiPC). 345–352.

3. Phase-based Cache Locking for Embedded Systems

4. Fused-layer CNN accelerators

5. SIAM Journal on computing, 9, 4;Baker Brenda S,1980

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