Wei Zhang

张蔚

CS Ph.D Student from Shanghai JiaoTong University 上海交通大学计算机科学与工程系 博士
Institution:
EPCC Lab
Department of Computer Science and Engineering
Shanghai Jiao Tong University（上海交通大学）

E-mail:
zhang-w [at] sjtu.edu.cn

Brief Biography

I am a 5th year Ph.D. candidate in Department of Computer Science and Engineering at Shanghai Jiao Tong University, advised by Prof. Minyi Guo and Prof. Quan Chen.
I am interested in cloud computing, microservices, GPU resource management, ML for systems and computer architecture. My research focuses on QoS-aware resource management in co-located datacenters and managing GPU microservices in datacenters, improving their performance and resource efficiency. Before studying at SJTU, I obtained my B.Eng. degree in Huazhong University of Science and Technology (HUST) in 2017.
I was a Ph.D. research intern at Microsoft Research Asia (MSRA) in 2020 and 2021, hosted by Zhenhua Han. During my internship, I did research on improving resource efficiency of cloud gaming datacenters.

Publications

  1. [ATC'22, Accepted] PilotFish: Harvesting Free Cycles of Cloud Gaming with Deep Learning Training
    Wei Zhang, Binghao Chen, Zhenhua Han, Quan Chen, Peng Cheng, Fang Yang, Ran Shu, Yuqing Yang, Minyi Guo. USENIX Annual Technical Conference. 2022.

  2. [ASPLOS'22] Astraea: Towards QoS-Aware and Resource-Efficient Multi-stage GPU Services
    Wei Zhang, Quan Chen, Kaihua Fu, Ningxin Zheng, Jingwen Leng, Minyi Guo. Conference on Architectural Support for Programming Languages and Operating Systems. 2022.

  3. [ICCD'21] CHARM: Collaborative Host and Accelerator Resource Management for GPU Datacenters
    Wei Zhang, Kaihua Fu, Ningxin Zheng, Quan Chen, Chao Li, Wenli Zheng, Minyi Guo. International Conference on Computer Design. 2021.

  4. [TC'21] Towards QoS-awareness and Improved Utilization of Spatial Multitasking GPUs.
    Wei Zhang, Quan Chen, Ningxin Zheng, Weihao Cui, Kaihua Fu, Minyi Guo. IEEE Transactions on Computers, 2021.

  5. [ICPP'20] URSA: Precise Capacity Planning and Fair Scheduling based on Low-level Statistics for Public Clouds
    Wei Zhang, Ningxin Zheng, Quan Chen, Yong Yang, Zhuo Song, Tao Ma, Jingwen Leng, Minyi Guo. International Conference on Parallel Processing. 2020.

  6. [ICS'19] Laius: Towards Latency Awareness and Improved Utilization of Spatial Multitasking Accelerators in Datacenters
    Wei Zhang, Weihao Cui, Kaihua Fu, Quan Chen, Daniel Mawhirter, Bo Wu, Chao Li, Minyi Guo. ACM International Conference on Supercomputing. 2019.

  7. [TPDS'22] Adaptive Resource Efficient Microservice Deployment in Cloud-Edge Continuum
    Kaihua Fu, Wei Zhang, Quan Chen, Deze Zeng, Minyi Guo. IEEE Transactions on Parallel and Distributed Systems, 2022.

  8. [IPDPS'21] QoS-Aware and Resource Efficient Microservice Deployment in Cloud-Edge Continuum
    Kaihua Fu, Wei Zhang, Quan Chen, Deze Zeng, Xin Peng, Wenli Zheng, Minyi Guo

Awards

  • First-class COSCO SHIPPING Scholarship in SJTU, 2021
  • KLA Scholarship in SJTU, 2020
  • Excellent Graduate Student in SJTU, 2020
  • Intel Scholarship in SJTU, 2019
  • Outstanding Student Leader in SJTU, 2019
  • Outstanding Graduate of Huazhong University of Science and Technology, 2017
  • Second prize in American Undergraduate Mathematical Modeling Contest, 2016
  • Outstanding Communist Youth League cadre in HUST, 2014,2015,2016
  • Excellent Student Leader in HUST, 2014,2016