ElasticRoom: Multi-Tenant DNN Inference Engine via Co-design with Resource-constrained Compilation and Strong Priority Scheduling

Author:

Ma Lixian12ORCID,Chen Haoruo12ORCID,Shao En12ORCID,Wang Leping1ORCID,Chen Quan3ORCID,Tan Guangming12ORCID

Affiliation:

1. State Key Lab of Processors, Institute of Computing Technology, CAS, Beijing, China

2. University of Chinese Academy of Sciences, Beijing, China

3. Shanghai Jiao Tong University, Shanghai, China

Funder

NKRDP

NSFC

Beijing Nova Program

Youth Innovation Promotion Association of Chinese Academy of Sciences

CCF-Ant Research Fund CCF-AFSGRF

Pilotfor Major Scientific Research Facility of Jiangsu Province of China

Publisher

ACM

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4. Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, et al. Language models are few-shot learners. Advances in neural information processing systems, 33:1877--1901, 2020.

5. Tianqi Chen, Thierry Moreau, Ziheng Jiang, Lianmin Zheng, Eddie Yan, Haichen Shen, Meghan Cowan, Leyuan Wang, Yuwei Hu, Luis Ceze, et al. {TVM}: An automated {End-to-End} optimizing compiler for deep learning. In 13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 18), pages 578--594, 2018.

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