Cheng Guo (郭诚)
Hello, I'm now an MSc student who is researching on network technologies in Tsinghua University.
“会当凌绝顶,爱与苍生共。”
I'm a postgraduate student in Institute for Network Science and Cyberspace of Tsinghua University now, advised by Prof. Mingwei Xu. I plan to receive my M.Sc. degree in Jun, 2024. My research fields includes programmable network, high performance network and distributed ML acceleration.
I have worked on newly emerged programmable network hardware since 2020, including programmable switching ASIC, SmartNIC, etc. I'm familiar with the design strategy and implementation of various programmable offloading systems. I also have some knowledge about software acceleration techniques, e.g. eBPF, DPDK.
I have some experience in RDMA and high performance network. I joined lots of discussions about RDMA applications in industrial scenarios.
I've learned a lot about the state-of-the-art acceleration techniques of data-parallel distributed ML training, including on-switch aggregation, gradient compression, communication library optimization, etc.
November 2021 - June 2024
M.Sc. degree in Tsinghua University, Institute for Network Science and Cyberspace, Beijing
November 2017 - June 2021
B.Eng. degree in Tsinghua University, Department of Computer Science and Technology, Beijing
Cheng Guo, Menghao Zhang, Guanyu Li, Mingwe Xu. CCF-C/TH-CPL-B, full paper acceptance ratio: Less than 40%
Guanyu Li, Menghao Zhang, Cheng Guo, Han Bao, Mingwe Xu, Hongxin Hu, Fenghua Li. CCF-A/TH-CPL-A, full paper acceptance ratio: 50/298 = 16.8
Guanyu Li, Menghao Zhang, Cheng Guo, Han Bao, Mingwe Xu, Hongxin Hu. CCF-C/TH-CPL-B, full paper acceptance ratio: 31/101 = 30.7
June 2022 - November 2022
ByteDance, Beijing
Internship in the High Speed Network group
Keynotes: RDMA adaptive routing, IB network, distributed ML acceleration
June 2023 - Now
Alibaba Cloud, Beijing
Internship in the Network Research group
Keynotes: Gradient compression, Collective communication library
徐明伟,郭诚,李冠宇,张梦豪,王士诚,李琦. 流量特征提取方法、系统、存储介质及电子设备[P]. CN114024758B, 2022.12.23
徐明伟,张梦豪,李冠宇郭诚,包涵. 网络扫描装置. CN115314425A, 2022.11.08