Search Results for author: Yuwei Ren

Found 5 papers, 2 papers with code

Speaker Diaphragm Excursion Prediction: deep attention and online adaptation

no code implementations11 May 2023 Yuwei Ren, Matt Zivney, Yin Huang, Eddie Choy, Chirag Patel, Hao Xu

Speaker protection algorithm is to leverage the playback signal properties to prevent over excursion while maintaining maximum loudness, especially for the mobile phone with tiny loudspeakers.

Deep Attention Quantization

FP8 versus INT8 for efficient deep learning inference

no code implementations31 Mar 2023 Mart van Baalen, Andrey Kuzmin, Suparna S Nair, Yuwei Ren, Eric Mahurin, Chirag Patel, Sundar Subramanian, Sanghyuk Lee, Markus Nagel, Joseph Soriaga, Tijmen Blankevoort

We theoretically show the difference between the INT and FP formats for neural networks and present a plethora of post-training quantization and quantization-aware-training results to show how this theory translates to practice.

Quantization

FP8 Quantization: The Power of the Exponent

1 code implementation19 Aug 2022 Andrey Kuzmin, Mart van Baalen, Yuwei Ren, Markus Nagel, Jorn Peters, Tijmen Blankevoort

We detail the choices that can be made for the FP8 format, including the important choice of the number of bits for the mantissa and exponent, and show analytically in which settings these choices give better performance.

Quantization

Estimation of genome size using k-mer frequencies from corrected long reads

1 code implementation26 Mar 2020 Hengchao Wang, Bo Liu, Yan Zhang, Fan Jiang, Yuwei Ren, Lijuan Yin, Hangwei Liu, Sen Wang, Wei Fan

We show that corrected third-generation data can be used to count k-mer frequencies and estimate genome size reliably, in replacement of using second-generation data.

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