William Arnold
4 Papers
William Arnold is an academic researcher. The author has contributed to research in topics: Computer science. The author has an hindex of 1, co-authored 1 publications.
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Papers
A Comprehensive Evaluation of Novel AI Accelerators for Deep Learning Workloads
Murali Emani,Zheng Xie,Siddhisanket Raskar,Varuni K. Sastry,William Arnold,Bruce Wilson,Rajeev Thakur,Venkatram Vishwanath,Zhengchun Liu,Michael E. Papka,Cindy Orozco Bohorquez,Rickey C. Weisner,Yongning Sheng,Yun Du,Jian Zhang,A. I. Tsyplikhin,Gurdaman Khaira,Jeremy Fowers,R. Sivakumar,Victoria Godsoe,Adrian Macias,Chetan Tekur,Matthew Boyd +22 more
- 01 Nov 2022
TL;DR: In this article, the authors present an overview of dataflow-based AI accelerators from SambaNova, Cerebras, Graphcore, and Groq and evaluate the performance of collective communication, which is key for distributed DL implementation.
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Toward a Holistic Performance Evaluation of Large Language Models Across Diverse AI Accelerators
Murali Emani,Sam Foreman,Varuni K. Sastry,Zhen Xie,Siddhisanket Raskar,William Arnold,Rajeev Thakur,Venkat Vishwanath,Michael Papka,Sanjif Shanmugavelu,Darshan Gandhi,Hengyu Zhao,Dun Ma,Kiran Ranganath,Rick Weisner,Jiunn-yeu Chen,Yuting Yang,Natalia Vassilieva,Sylvia Howland,A. I. Tsyplikhin +19 more
- 27 May 2024
TL;DR: This paper systematically study LLMs on multiple AI accelerators and GPU s and evaluates their performance characteristics for these models and presents the findings and analyses of the models' performance to better understand the intrinsic capabilities of AI accelerators.
A Comprehensive Performance Study of Large Language Models on Novel AI Accelerators
Murali Emani,Sam Foreman,Varuni K. Sastry,Zhen Xie,Siddhisanket Raskar,William Arnold,Rajeev Thakur,Venkatram Vishwanath,Michael E. Papka +8 more
TL;DR: This paper systematically study LLMs on multiple AI accelerators and GPUs and evaluates their performance characteristics for these models, taking into account key factors such as sequence lengths, scaling behavior, sparsity, and sensitivity to gradient accumulation steps.
2023 AI Testbed Expeditions Report
Venkat Vishwanath,Murali Emani,Varuni K. Sastry,William Arnold,Rajeev Thakur,Valerie Taylor,Ian Foster,Salman Habib,Michael E. Papka,Bryce Allen,Henry Chan,Rodrigo Ceccato de Freitas,Mathew J. Cherukara,Miaoqi Chu,Jose M. Monsalve Diaz,Neil Getty,Ross J. Harder,Kyle Hippe,Saugat Kandel,Antonino Miceli,Suresh Narayanan,Oleksandr Narykov,Alexander Partin,Nesar Ramachandra,Arvind Ramanathan,Esteban Rangel,Siddhisanket Raskar,Andrew Siegel,John Tramm,Thomas D. Uram,Azton Wells,Leighton Wilson,Fangfang Xia,Kazutomo Yoshii,Tao Zhou +34 more
- 01 Dec 2023