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research-article
Open Access
August 2024
Artifacts Evaluated & Functional / v1.1
Artifacts Available / v1.1
Results Replicated / v1.1
PRoof: A Comprehensive Hierarchical Profiling Framework for Deep Neural Networks with Roofline Analysis
- Siyu Wu,
- Hailong Yang,
- Xin You,
- Ruihao Gong,
- Yi Liu,
- Zhongzhi Luan,
- Depei Qian
ICPP '24: Proceedings of the 53rd International Conference on Parallel ProcessingPages 822–832https://doi.org/10.1145/3673038.3673116

The increasing diversity of deep neural network (DNN) models and hardware platforms necessitates effective model profiling for high-performance inference deployment. Current DNN profiling tools suffer from either limited optimization insights due to the ...
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