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Ningxin zheng microsoft

WebbTechnical Papers Archive QoS-Aware Irregular Collaborative Inference for Improving Throughput of DNN Services. Authors: Kaihua Fu, Jiuchen Shi, and Quan Chen (Shanghai Jiao Tong University); Ningxin Zheng (Microsoft Research Asia); Wei Zhang (Shanghai Jiao Tong University); Deze Zeng (China University of Geosciences); and Minyi Guo … WebbEnable Simultaneous DNN Services Based on Deterministic Operator Overlap and Precise Latency Prediction. Authors: Weihao Cui, Han Zhao, and Quan Chen (Shanghai Jiao Tong University); Ningxin Zheng (Microsoft Research Asia); Jingwen Leng and Jieru Zhao (Shanghai Jiao Tong University); Zhuo Song, Tao Ma, and Yong Yang (Alibaba Cloud); …

Ningxin Zheng - Home - Author DO Series

WebbSpaceEvo: Searching Hardware-Friendly Search Space for Efficient Int8 Inference. Li Lyna Zhang, Xudong Wang, Jiahang Xu, Quanlu Zhang, Yuqing Yang, Ningxin Zheng, Ting … Webb1 nov. 2024 · nni Public Forked from microsoft/nni An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture … cdl classes in midland tx https://peoplefud.com

Ningxin Zheng - Publications - Author DO Series

WebbWei Zhang, Quan Chen, Kaihua Fu, Ningxin Zheng, Zhiyi Huang, Jingwen Leng, Chao Li, Wenli Zheng, Minyi Guo: Towards QoS-Aware and Resource-Efficient GPU Microservices Based on Spatial Multitasking GPUs In Datacenters. CoRR abs/2005.02088 (2024) 2010 – 2024. see FAQ. What is the meaning of the colors in the publication lists? WebbSparTA: Deep-Learning Model Sparsity via Tensor-with-Sparsity-Attribute WebbNingxin Zheng, Bin Lin, Quanlu Zhang, Lingxiao Ma, Yuqing Yang, Fan Yang, Yang Wang, Mao Yang, Lidong Zhou. OSDI 2024 July 2024 View Publication. CoDL: … cdl classes in cleveland ohio

zheng-ningxin (Ningxin Zheng) · GitHub

Category:Systems and Networking Research Group (Asia) - Microsoft Research

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Ningxin zheng microsoft

A New Approach to Deep-Learning Model Sparsity via

WebbJun Xiao, Xinyang Jiang, Ningxin Zheng, Huan Yang, Yifan Yang, Yuqing Yang, Dongsheng Li, Kin-Man Lam Abstract—Deep learning-based models have achieved remark- ... Most work of this paper were finished when Jun Xiao interned in Microsoft Research Asia. Fig. 1. PSNR, FPS and FLOPs (G) of different methods deployed in … WebbNingxin Zheng , Quan Chen , Chao Li , Wenli Zheng , Minyi Guo ICCD 2024 July 2024 Download BibTex Emerging latency-critical (LC) services often have both CPU and GPU stages (e.g. DNN-assisted services) and require short response latency.

Ningxin zheng microsoft

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WebbNingxin Zheng. Microsoft Research Asia, Jingwen Leng. Shanghai Jiao Tong University, Jieru Zhao. Shanghai Jiao Tong University, Zhuo Song. Alibaba Cloud, Tao Ma. … WebbThis project welcomes contributions and suggestions. Most contributions require you to agree to a Contributor License Agreement (CLA) declaring that you have the right to, …

WebbNingxin Zheng. Affiliation. Microsoft Research Asia,Shanghai,China. Publication Topics. Big Data,cloud computing,database management systems,quality of service,resource … WebbWe advocate an end-to-end approach to model sparsity via a new abstraction called Tensor-with-Sparsity-Attribute (TeSA), which augments the default Tensor abstraction …

Webb†Microsoft research AsiaShanghai, China {zhang-w,midway}@sjtu.edu.cn, [email protected],{chen-quan,lichao,zheng-wl,guo-my}@cs.sjtu.edu.cn Abstract—Emerging latency-critical (LC) services often have both CPU and GPU stages (e.g. DNN-assisted services) and require short response latency.

WebbHis work has been published in top conferences and journals such as MobiSys, MobiCom, SenSys, NSDI, CCS, TON, TMC, and TPDS; shipped into MS products such as Visual Studio, XBOX XDK, and Windows Phone; and featured in news media including ABC News, The Register, NetworkWorld, and many others.

Webbacured merged 4 commits into microsoft: master from zheng-ningxin: group_depen Sep 1, 2024. Merged ... Ningxin Zheng <49771382+zheng … cdl classes in raleigh ncWebbNingxin Zheng. Microsoft Research Asia, Jingwen Leng. Shanghai Jiao Tong University, Jieru Zhao. Shanghai Jiao Tong University, Zhuo Song. Alibaba Cloud, Tao Ma. … cdl classes in montanaWebbNingxin Zheng , Quan Chen , Chao Li , Wenli Zheng , Minyi Guo ICCD 2024 July 2024 Download BibTex Emerging latency-critical (LC) services often have both CPU and … cdl classes in georgiaWebbMulti-stage user-facing applications on GPUs are widely-used nowa- days, and are often implemented to be microservices. Prior re- search works are not applicable to ensuring QoS of GPU-based microservices due to the different communication patterns and shared resource contentions. We propose Astraea to manage GPU microservices considering … cdl classes in greensborohttp://sc21.supercomputing.org/proceedings/tech_paper/tech_paper_pages/pap133.html cdl classes in spanish near meWebbSparTA: Deep-Learning Model Sparsity via Tensor-with-Sparsity-Attribute Ningxin Zheng, Microsoft Research; Bin Lin, Microsoft Research and Tsinghua University; Quanlu Zhang, Lingxiao Ma, Yuqing Yang, Fan Yang, Yang Wang, Mao Yang, and Lidong Zhou, Microsoft Research. cdl classes in san antonio txWebbI am a Senior Researcher in Microsoft Research Asia (Shanghai). I obtained Ph.D. degree from The University of Hong Kong (HKU) in 2024, advised by Prof. Francis C.M. Lau. … cdl classes in savannah ga