Loading...
Loading...

Go to the content (press return)

On the resilience of deep learning for reduced-voltage FPGAs

Author
Givaki, K.; Salami, B.; Hojabr, R.; Tayaranian, S.; Khonsari, A.; Rahmati, D.; Gorgin, S.; Cristal, A.; Unsal, O.
Type of activity
Presentation of work at congresses
Name of edition
28th Euromicro International Conference on Parallel, Distributed, and Network-Based Processing
Date of publication
2020
Presentation's date
2020-03
Book of congress proceedings
2020 28th Euromicro International Conference on Parallel, Distributed and Network-Based Processing, PDP 2020: Västerås, Sweden, 11-13 March 2020: proceedings
First page
110
Last page
117
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
DOI
10.1109/PDP50117.2020.00023
Repository
http://hdl.handle.net/2117/188799 Open in new window
URL
https://ieeexplore.ieee.org/document/9092423 Open in new window
Abstract
Deep Neural Networks (DNNs) are inherently computation-intensive and also power-hungry. Hardware accelerators such as Field Programmable Gate Arrays (FPGAs) are a promising solution that can satisfy these requirements for both embedded and High-Performance Computing (HPC) systems. In FPGAs, as well as CPUs and GPUs, aggressive voltage scaling below the nominal level is an effective technique for power dissipation minimization. Unfortunately, bit-flip faults start to appear as the voltage is scal...
Citation
Givaki, K. [et al.]. On the resilience of deep learning for reduced-voltage FPGAs. A: Euromicro International Conference on Parallel, Distributed, and Network-Based Processing. "2020 28th Euromicro International Conference on Parallel, Distributed and Network-Based Processing, PDP 2020: Västerås, Sweden, 11-13 March 2020: proceedings". Institute of Electrical and Electronics Engineers (IEEE), 2020, p. 110-117.
Keywords
DNN, FPGA, Hardware accelerator, Resilience, Training, Voltage underscaling
Group of research
CAP - High Performace Computing Group

Participants

  • Givaki, Kamyar  (author and speaker )
  • Salami, Behzad  (author and speaker )
  • Hojabr, Reza  (author and speaker )
  • Tayaranian, S. M. Reza  (author and speaker )
  • Khonsari, Ahmad  (author and speaker )
  • Rahmati, Dara  (author and speaker )
  • Gorgin, Saeid  (author and speaker )
  • Cristal Kestelman, Adrian  (author and speaker )
  • Unsal, Osman Sabri  (author and speaker )

Attachments