SPLIT: QoS-Aware DNN Inference on Shared GPU via Evenly-Sized Model Splitting

Author:

Luo Diaohan1ORCID,Yu Tian1ORCID,Wu Yuewen2ORCID,Wu Heng3ORCID,Wang Tao1ORCID,Zhang Wenbo4ORCID

Affiliation:

1. University of Chinese Academy of Sciences, China

2. Institute of Software, Chinese Academy of Sciences, China

3. Institute of Software, Chinese Academy of Sciences, China and Chongqing School, University of Chinese Academy of Science, China

4. Institute of Software, Chinese Academy of Sciences, China and University of Chinese Academy of Sciences, Nanjing, and Nanjing Institute of Software Technology, China

Funder

Provincial Key Research and Development Program of Shandong, China

National Natural Science Foundation of China

Publisher

ACM

Reference35 articles.

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2. Generating Complex, Realistic Cloud Workloads using Recurrent Neural Networks

3. Tianqi Chen , Thierry Moreau , Ziheng Jiang , Lianmin Zheng , Eddie  Q. Yan , Haichen Shen , Meghan Cowan , Leyuan Wang , Yuwei Hu , Luis Ceze , Carlos Guestrin , and Arvind Krishnamurthy . 2018 . TVM: An Automated End-to-End Optimizing Compiler for Deep Learning. In 13th USENIX Symposium on Operating Systems Design and Implementation, OSDI 2018 , Carlsbad, CA, USA , October 8-10, 2018, Andrea C. Arpaci-Dusseau and Geoff Voelker (Eds.). USENIX Association, 578–594. https://www.usenix.org/conference/osdi18/presentation/chen Tianqi Chen, Thierry Moreau, Ziheng Jiang, Lianmin Zheng, Eddie Q. Yan, Haichen Shen, Meghan Cowan, Leyuan Wang, Yuwei Hu, Luis Ceze, Carlos Guestrin, and Arvind Krishnamurthy. 2018. TVM: An Automated End-to-End Optimizing Compiler for Deep Learning. In 13th USENIX Symposium on Operating Systems Design and Implementation, OSDI 2018, Carlsbad, CA, USA, October 8-10, 2018, Andrea C. Arpaci-Dusseau and Geoff Voelker (Eds.). USENIX Association, 578–594. https://www.usenix.org/conference/osdi18/presentation/chen

4. PREMA: A Predictive Multi-Task Scheduling Algorithm For Preemptible Neural Processing Units

5. Automated Cognitive Health Assessment From Smart Home-Based Behavior Data

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