Ultra Fast Transformers on FPGAs for Particle Physics Experiments

Ultra Fast Transformers on FPGAs for Particle Physics Experiments

1 February 2024

Elham E Khoda

Vladimir Loncar

Philip C. Harris

Papers citing "Ultra Fast Transformers on FPGAs for Particle Physics Experiments"

5 / 5 papers shown

Title
FAMOUS: Flexible Accelerator for the Attention Mechanism of Transformer on UltraScale+ FPGAs Ehsan Kabir Md. Arafat Kabir Austin R. J. Downey Jason D. Bakos David Andrews Miaoqing Huang GNN 38 0 0 21 Sep 2024
ProTEA: Programmable Transformer Encoder Acceleration on FPGA Ehsan Kabir Jason D. Bakos David Andrews Miaoqing Huang 21 0 0 21 Sep 2024
DFX: A Low-latency Multi-FPGA Appliance for Accelerating Transformer-based Text Generation Seongmin Hong Seungjae Moon Junsoo Kim Sungjae Lee Minsub Kim Dongsoo Lee Joo-Young Kim 79 77 0 22 Sep 2022
Ultra-low latency recurrent neural network inference on FPGAs for physics applications with hls4ml Elham E Khoda D. Rankin R. Teixeira de Lima Philip C. Harris Scott Hauck ... Chaitanya Paikara R. Rao S. Summers C. Vernieri Aaron Wang AI4CE 32 16 0 01 Jul 2022
Fast inference of deep neural networks in FPGAs for particle physics Javier Mauricio Duarte Song Han Philip C. Harris S. Jindariani E. Kreinar ... J. Ngadiuba M. Pierini R. Rivera N. Tran Zhenbin Wu AI4CE 88 389 0 16 Apr 2018