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Qinghao Hu (胡擎昊)
I am a final-year Ph.D. student at S-Lab, Nanyang Technological
University, Singapore.
My supervisors are Prof. Tianwei Zhang
and
Prof. Yonggang Wen.
Before that, I received my M.Sc. degree from National University of
Singapore in 2020 and my B.Eng. degree from Zhejiang
University in
2018.
I am fortunate to be awarded the Google PhD
Fellowship.
Email:
qinghao.hu@ntu.edu.sg
Address:
S-Lab for Advanced Intelligence
ABN-02b-11, 61 Nanyang Avenue, Singapore 637335
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Systems for Large Models |
Datacenter Management and Scheduling |
Machine Learning for Systems |
Publications
Conference Papers
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[NSDI '24]
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Characterization of Large Language Model Development in the Datacenter
Qinghao Hu*, Zhisheng Ye*, Zerui Wang*, Guoteng Wang, Meng Zhang, Qiaoling
Chen, Peng Sun, Dahua Lin, Xiaolin Wang, Yingwei Luo, Yonggang
Wen, Tianwei Zhang
To Appear
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[OSDI '23]
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Hydro: Surrogate-Based Hyperparameter Tuning Service in Datacenters
Qinghao Hu, Zhisheng Ye, Meng Zhang, Qiaoling Chen, Peng Sun, Yonggang
Wen, Tianwei Zhang
Paper /
Code /
Artifact Badges: Available
Functional
Reproduced
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[ASPLOS '23]
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Lucid: A Non-Intrusive, Scalable and Interpretable Scheduler for Deep Learning Training Jobs
Qinghao Hu*, Meng Zhang*, Peng Sun, Yonggang Wen, Tianwei Zhang
Paper /
Code /
Artifact Badges: Available
Functional
Reproduced
Distinguished Paper Award
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[ATC '22]
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Primo: Practical Learning-Augmented Systems with Interpretable Models
Qinghao Hu, Harsha Nori, Peng Sun, Yonggang Wen, Tianwei Zhang
Paper /
Code /
Artifact Badges: Available
Functional
Reproduced
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[SC '21]
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Characterization and Prediction of Deep Learning Workloads in Large-Scale GPU
Datacenters
Qinghao Hu, Peng Sun, Shengen Yan, Yonggang Wen, Tianwei Zhang
Paper /
Code /
Data /
Artifact Badges: Available
Functional
Reproduced
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Preprint & Journal Papers
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[CSUR '24]
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Deep Learning Workload Scheduling in GPU Datacenters: A Survey
Zhisheng Ye*, Wei Gao*, Qinghao Hu*, Peng Sun, Xiaolin Wang, Yingwei Luo,
Tianwei Zhang, Yonggang Wen
Paper /
Awesome List /
ACM Computing Surveys
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[arXiv '23]
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AMSP: Super-Scaling LLM Training via Advanced Model States Partitioning
Qiaoling Chen, Qinghao Hu, Zhisheng Ye, Guoteng Wang, Peng Sun, Yonggang
Wen, Tianwei Zhang
Paper /
Submitted to a Conference
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[arXiv '23]
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Boosting Distributed Full-graph GNN Training with Asynchronous One-bit Communication
Meng Zhang, Qinghao Hu, Peng Sun, Yonggang Wen, Tianwei Zhang
Paper /
Submitted to a Conference
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[EuroSys '24]
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Shadow Committee Member
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[EuroSys '23]
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Shadow Committee Member
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[OSDI '22]
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AE Committee Member
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[ATC '22]
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AE Committee Member
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[EuroSys '22]
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AE Committee Member
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[SOSP '21]
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AE Committee Member
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Google PhD Fellowship |
2023
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Distinguished Paper Award of ASPLOS |
2023
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Youth Outstanding Paper Award of WAIC |
2023
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Student Travel Grant of OSDI |
2023
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Best Undergraduate Thesis Award |
2018
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Outstanding Graduates of Zhejiang University |
2018
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