A Dynamic Execution Neural Network Processor for Fine-Grained Mixed-Precision Model Training Based on Online Quantization Sensitivity Analysis
Liu, Ruoyang, Wei, Chenhan, Yang, Yixiong, Wang, Wenxun, Yuan, Binbin, Yang, Huazhong, Liu, Yongpan
Published in IEEE journal of solid-state circuits (01.09.2024)
Published in IEEE journal of solid-state circuits (01.09.2024)
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Journal Article
A 28nm 1.07TFLOPS/mm2 Dynamic-Precision Training Processor with Online Dynamic Execution and Multi- Level-Aligned Block-FP Processing
Yang, Yixiong, Liu, Ruoyang, Wei, Chenhan, Wang, Wenxun, Sun, Wenyu, Yue, Jinshan, Yang, Huazhong, Liu, Yongpan
Published in 2023 IEEE Custom Integrated Circuits Conference (CICC) (01.04.2023)
Published in 2023 IEEE Custom Integrated Circuits Conference (CICC) (01.04.2023)
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Conference Proceeding
Block-Wise Dynamic-Precision Neural Network Training Acceleration via Online Quantization Sensitivity Analytics
Liu, Ruoyang, Wei, Chenhan, Yang, Yixiong, Wang, Wenxun, Yang, Huazhong, Liu, Yongpan
Published in Proceedings of the 28th Asia and South Pacific Design Automation Conference (16.01.2023)
Published in Proceedings of the 28th Asia and South Pacific Design Automation Conference (16.01.2023)
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Conference Proceeding
Block-Wise Dynamic-Precision Neural Network Training Acceleration via Online Quantization Sensitivity Analytics
Liu, Ruoyang, Wei, Chenhan, Yang, Yixiong, Wang, Wenxun, Yang, Huazhong, Liu, Yongpan
Published in 2023 28th Asia and South Pacific Design Automation Conference (ASP-DAC) (16.01.2023)
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Published in 2023 28th Asia and South Pacific Design Automation Conference (ASP-DAC) (16.01.2023)
Conference Proceeding
Block-Wise Dynamic-Precision Neural Network Training Acceleration via Online Quantization Sensitivity Analytics
Liu, Ruoyang, Wei, Chenhan, Yang, Yixiong, Wang, Wenxun, Yang, Huazhong, Liu, Yongpan
Year of Publication 30.10.2022
Year of Publication 30.10.2022
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Journal Article
Real-time Bezier interpolation satisfying chord error constraint for CNC tool path
Fan, Wei, Lee, ChenHan, Chen, JiHong, Xiao, Yao
Published in Science China. Technological sciences (01.02.2016)
Published in Science China. Technological sciences (01.02.2016)
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Journal Article
Neural network model training acceleration method and system based on dynamic precision quantification
LIU YONGPAN, LIU RUOYANG, WEI CHENHAN, YANG HUAZHONG, YANG YIXIONG, WANG WENXUN
Year of Publication 30.05.2023
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Year of Publication 30.05.2023
Patent