Arch for ML & ML for Arch

Currently pursuing Ph.D. degree in Computer Science at Duke University.
Thesis: Computer Architecture for Machine Learning & Machine Learning for Computer Architecture

Interests 兴趣:

Research 研究:

Micro Architecture, Domain Specific Accelerator, Cache and Memory-subsystem, Machine Learning for Computer Architecture

微构架，硬件加速器，缓存，针对构架的机器学习

Personal 个人:

Deep Learning, Cryptocurrency Mining, Linux, Scala

深度学习，挖矿，Linux, Scala

Publications 文章发表:

[ISCA 2022] SNS’s not a Synthesizer: A Deep-Learning-Based Synthesis Predictor

  • Ceyu Xu, Chris Kjellqvist, and Lisa Wu Wills. In The 49th Annual International Symposium on Computer Archi- tecture (ISCA 22)
  • Acceptance Rate: 67/398 ≈ 17%
  • https://doi.org/10.1145/3470496.3527444
  • Design a deep learning model for making fast and accurate predictions of the power, performance and area of large scale arbitrary hardware designs.
  • SNS Achieves up to 5000x speedup over traditional logic synthesizers.

[ASPLOS 2022] ProSE: The Architecture and Design of a Protein Discovery Engine

  • Ceyu Xu*, Eyes Robson*, and Lisa Wu Wills. In Proceedings of the 27th ACM International Conference on Archi- tectural Support for Programming Languages and Operating Systems (ASPLOS 2022).
  • Acceptance Rate: 80/397 ≈ 20%
  • https://doi.org/10.1145/3503222.3507722
  • Design a custom heterogeneous systolic array system for accelerating a long-sequence-length protein BERT model.

Featured Projects 项目:

Toxic Processor

Toxic_v2 (this link opens in a new window) by Entropy-xcy (this link opens in a new window)

One of the world’s simplest implementation of a processor.

1 Subscriber 11 Watchers 0 Forks Check out this repository on GitHub.com (this link opens in a new window)

YHJM!

https://github.com/Entropy-xcy/yhjm
  • 移花接木-TO GRAB ONE TWIG ON ANOTHER
  • A script for automatically configure global transparent proxy based on FRP.

Deep Depth

https://github.com/Entropy-xcy/DeepDepth
  • Forked from: https://github.com/ialhashim/DenseDepth
  • A Python3 OpenCV and Keras implementation of the original NYU Depth V2 model.
  • Optimized for NVIDIA Jetson Nano

Rank Face

RankFace (this link opens in a new window) by Entropy-xcy (this link opens in a new window)

A deep learning based model to judge the AQ, Appearance Quotient, of faces. (For Chinese Young Girls Only)

0 Subscribers 55 Watchers 19 Forks Check out this repository on GitHub.com (this link opens in a new window)

  • A deep learning based model to judge the AQ, Appearance Quotient, of faces. 

Education 学历:

  • Duke University
    • Ph.D. in Computer Science
    • 06/2020-Present
  • University of California, Irvine,
    • 09/2017-03/2020
    • Bachelor of Engineering in Computer Engineering
    • Receives more than $5000 scholarship in total
    • Recipient of IEEE Microwave Theory and Techniques Society (MTT-S) Undergraduate Scholarship 2019
    • Recipient of Summer Undergraduate Research Program (SURP) Scholarship at UCI for Summer 2019
    • Dean’s Honor List of UCI, 2017
    • Dean’s Honor List of UCI, 2018
    • Dean’s Honor List of UCI, 2019