CV
EDUCATION BACKGROUND
PEKING UNIVERSITY 2019.9-Present
School of Electronics Engineering and Computer Science
B.S. in Computer Science
Expected Date of Graduate: 2023.7
EXPERIENCE
ASC20-21 Student Supercomputer Challenge 2021.5 Shenzhen, China
Participate in the competition as a representative of Peking University and win First Prize (team best)
- Contribution: responsible for PRESTO Challenge - 29-times speedup of a CPU-intensive scientific pulsar-searching toolkit using MPI, OpenMP, Ramdisk and Math kernel library (MKL) SIMD strategies
- Skills: 1) team training of CUDA, MPI, and VTune, etc. in the broad field of parallel computing and program profiling; 2) specific optimization methodology towards CPU and IO-intensive application; 3) on-site heterogeneous cluster configuration and power control
- Teamwork: cooperation of profiling and optimization; on-the-spot adaptability of ultra-large datasets
Internship at DP Technology as Algorithm Researcher 2021.10-Present Beijing, China
Design and develop Uni-Dock, a GPU-accelerated molecular docking software, integrated in advanced industrial computer-aided drug design (CADD) product
- Contribution: design and implementation of molecular docking software achieving more than 1600 times acceleration on GPU compared to CPU, enabling billion-scale virtual screening
- Skills: C++/CUDA programming and tuning techniques, especially in Monte Carlo searches; proficient in profiling hotspots, memory bounds and IO bounds associated with hardware features
- Usability: engineering algorithmic projects to production, mastering tools such as docker, CI/CD, and unit-test Uni-Dock + ML: combine physical force fields of Uni-Dock with pre-trained molecular representation ML framework, improving molecular docking pose accuracy from 69% to 86%
- Contribution: 1) design correction of physical force fields using ML to enhance the accuracy of Monte Carlo searches of poses, patented as an invention; 2) improve the probability of hit compound identification in early virtual screening
EXTRACURRICULAR ACTIVITY
ADA Innovation Fair 2020 2020.8 Online, Toronto
Develop an application prototype called E-PEDIA for college students course selection during the epidemic
Contemporary Undergraduate Mathematical Contest in Modeling 2020 2020.9 Online, China
Win the Second Prize of Beijing division
The 3rd Priority Research Application Competition 2022.8-2022.10 Beijing, China
Win the Third Prize in AI for Science track as team leader: migration of Uni-Dock from NVIDIA Volta to ROCm architecture hardware with linear scalability on 1000+ nodes
PUBLICATIONS
- Yu, Y., Cai C., Zhu Z., Zheng H., 2022. Uni-Dock: A GPU-Accelerated Docking Program Enables Ultra-Large Virtual Screening. DOI: 10.26434/chemrxiv-2022-5t5ts
AWARDS AND CERTIFICATES
- Computer software copyright of Uni-Dock, National Copyright Administration 2022.5 Beijing,China
- Second Class Scholarship, Peking University 2021.9 Beijing,China
- Ubiquant Investment Scholarship, Peking University 2022.9 Beijing,China
- Learning Excellence Award, Peking University 2021.9 Beijing,China
- Outstanding Scientific Research Award, Peking University 2022.9 Beijing,China
SKILLS AND HOBBIES
- Languages——Mandarin (Native), English Fluent (TOEFL 108 S25, GRE 328+4.0)
- Programming Languages——C/C++, CUDA, Python, Bash, JavaScript, HTML
- High Performance Computing——Performance profiling & optimizations, MPI, OpenMP, OpenACC