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Journal Articles
- 2023
[j2]Jiarui Fang
, Zilin Zhu, Shenggui Li, Hui Su, Yang Yu, Jie Zhou, Yang You:
Parallel Training of Pre-Trained Models via Chunk-Based Dynamic Memory Management. IEEE Trans. Parallel Distributed Syst. 34(1): 304-315 (2023)- 2022
- [j1]Shenggui Li, Bu-Sung Lee:
Critique of "MemXCT: Memory-Centric X-Ray CT Reconstruction With Massive Parallelization" by SCC Team From Nanyang Technological University. IEEE Trans. Parallel Distributed Syst. 33(9): 2058-2061 (2022)
Conference and Workshop Papers
- 2024
- [c4]Cunxiao Du, Jing Jiang, Yuanchen Xu, Jiawei Wu, Sicheng Yu, Yongqi Li, Shenggui Li, Kai Xu, Liqiang Nie, Zhaopeng Tu, Yang You:
GliDe with a CaPE: A Low-Hassle Method to Accelerate Speculative Decoding. ICML 2024 - 2023
- [c3]Shenggui Li, Fuzhao Xue, Chaitanya Baranwal, Yongbin Li, Yang You:
Sequence Parallelism: Long Sequence Training from System Perspective. ACL (1) 2023: 2391-2404 - [c2]Shenggui Li, Hongxin Liu, Zhengda Bian, Jiarui Fang, Haichen Huang, Yuliang Liu, Boxiang Wang, Yang You:
Colossal-AI: A Unified Deep Learning System For Large-Scale Parallel Training. ICPP 2023: 766-775 - 2021
- [c1]Zhengda Bian, Shenggui Li, Wei Wang, Yang You:
Online evolutionary batch size orchestration for scheduling deep learning workloads in GPU clusters. SC 2021: 100
Informal and Other Publications
- 2024
- [i10]Cunxiao Du, Jing Jiang, Yuanchen Xu, Jiawei Wu, Sicheng Yu, Yongqi Li, Shenggui Li, Kai Xu, Liqiang Nie, Zhaopeng Tu, Yang You:
GliDe with a CaPE: A Low-Hassle Method to Accelerate Speculative Decoding. CoRR abs/2402.02082 (2024) - 2023
- [i9]Yuliang Liu, Shenggui Li, Jiarui Fang, Yanjun Shao, Boyuan Yao, Yang You:
Colossal-Auto: Unified Automation of Parallelization and Activation Checkpoint for Large-scale Models. CoRR abs/2302.02599 (2023) - 2022
- [i8]Jie Zhu, Shenggui Li, Yang You:
Sky Computing: Accelerating Geo-distributed Computing in Federated Learning. CoRR abs/2202.11836 (2022) - [i7]Jiarui Fang, Geng Zhang, Jiatong Han, Shenggui Li, Zhengda Bian, Yongbin Li, Jin Liu, Yang You:
A Frequency-aware Software Cache for Large Recommendation System Embeddings. CoRR abs/2208.05321 (2022) - [i6]Jiangsu Du, Ziming Liu, Jiarui Fang, Shenggui Li, Yongbin Li, Yutong Lu, Yang You:
EnergonAI: An Inference System for 10-100 Billion Parameter Transformer Models. CoRR abs/2209.02341 (2022) - [i5]Haichen Huang, Jiarui Fang, Hongxin Liu, Shenggui Li, Yang You:
Elixir: Train a Large Language Model on a Small GPU Cluster. CoRR abs/2212.05339 (2022) - 2021
- [i4]Qifan Xu, Shenggui Li, Chaoyu Gong, Yang You:
An Efficient 2D Method for Training Super-Large Deep Learning Models. CoRR abs/2104.05343 (2021) - [i3]Shenggui Li, Fuzhao Xue, Yongbin Li, Yang You:
Sequence Parallelism: Making 4D Parallelism Possible. CoRR abs/2105.13120 (2021) - [i2]Zhengda Bian, Shenggui Li, Wei Wang, Yang You:
Online Evolutionary Batch Size Orchestration for Scheduling Deep Learning Workloads in GPU Clusters. CoRR abs/2108.03645 (2021) - [i1]Jiarui Fang, Yang Yu, Shenggui Li, Yang You, Jie Zhou:
PatrickStar: Parallel Training of Pre-trained Models via a Chunk-based Memory Management. CoRR abs/2108.05818 (2021)
Coauthor Index
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