Search Results for author: Ayon Basumallik

Found 2 papers, 1 papers with code

INT-FP-QSim: Mixed Precision and Formats For Large Language Models and Vision Transformers

1 code implementation7 Jul 2023 Lakshmi Nair, Mikhail Bernadskiy, Arulselvan Madhavan, Craig Chan, Ayon Basumallik, Darius Bunandar

To supplement this ongoing effort, we propose INT-FP-QSim: an open-source simulator that enables flexible evaluation of LLMs and vision transformers at various numerical precisions and formats.

Quantization

Adaptive Block Floating-Point for Analog Deep Learning Hardware

no code implementations12 May 2022 Ayon Basumallik, Darius Bunandar, Nicholas Dronen, Nicholas Harris, Ludmila Levkova, Calvin Mccarter, Lakshmi Nair, David Walter, David Widemann

Analog mixed-signal (AMS) devices promise faster, more energy-efficient deep neural network (DNN) inference than their digital counterparts.

Quantization

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