An Analytical Model of Configurable Systolic Arrays to find the Best-Fitting Accelerator for a given DNN Workload

Author:

Hotfilter Tim1ORCID,Schmidt Patrick1ORCID,Höfer Julian1ORCID,Kreß Fabian1ORCID,Harbaum Tanja1ORCID,Becker Juergen1ORCID

Affiliation:

1. Karlsruhe Institute of Technology, Germany

Funder

German Federal Ministry of Education and Research (BMBF)

Publisher

ACM

Reference15 articles.

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2. Steffen Baehr 2019. Low Latency Neural Networks using Heterogenous Resources on FPGA for the Belle II Trigger. arXiv:1910.13679 [hep-ex, physics:physics] (Oct 2019 ). http://arxiv.org/abs/1910.13679 Steffen Baehr 2019. Low Latency Neural Networks using Heterogenous Resources on FPGA for the Belle II Trigger. arXiv:1910.13679 [hep-ex, physics:physics] (Oct 2019). http://arxiv.org/abs/1910.13679

3. Yu-Hsin Chen Joel S. Emer and Vivienne Sze. 2018. Eyeriss v2: A flexible and high-performance accelerator for emerging deep neural networks. CoRR abs/1807.07928(2018). http://arxiv.org/abs/1807.07928 Yu-Hsin Chen Joel S. Emer and Vivienne Sze. 2018. Eyeriss v2: A flexible and high-performance accelerator for emerging deep neural networks. CoRR abs/1807.07928(2018). http://arxiv.org/abs/1807.07928

4. Eyeriss: An Energy-Efficient Reconfigurable Accelerator for Deep Convolutional Neural Networks;Chen Yu-Hsin;IEEE Journal of Solid-State Circuits,2017

5. Hasan Genc 2021 . Gemmini: Enabling Systematic Deep-Learning Architecture Evaluation via Full-Stack Integration . In 2021 58th ACM/IEEE Design Automation Conference (DAC). 769–774 . https://doi.org/10.1109/DAC18074.2021.9586216 10.1109/DAC18074.2021.9586216 Hasan Genc 2021. Gemmini: Enabling Systematic Deep-Learning Architecture Evaluation via Full-Stack Integration. In 2021 58th ACM/IEEE Design Automation Conference (DAC). 769–774. https://doi.org/10.1109/DAC18074.2021.9586216

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