Dynamic Task Remapping for Reliable CNN Training on ReRAM Crossbars
Publication
, Conference
Tung, CH; Joardar, BK; Pande, PP; Doppa, JR; Li, HH; Chakrabarty, K
Published in: Proceedings -Design, Automation and Test in Europe, DATE
January 1, 2023
A ReRAM crossbar-based computing system (RCS) can accelerate CNN training. However, hardware faults due to manufacturing defects and limited endurance impede the widespread adoption of RCS. We propose a dynamic task remapping-based technique for reliable CNN training on faulty RCS. Experimental results demonstrate that the proposed low-overhead method incurs only 0.85% accuracy loss on average while training popular CNNs such as VGGs, ResNets, and SqueezeNet with the CIFAR-IO, CIFAR-100, and SVHN datasets in the presence of faults.
Duke Scholars
Published In
Proceedings -Design, Automation and Test in Europe, DATE
DOI
ISSN
1530-1591
Publication Date
January 1, 2023
Volume
2023-April
Citation
APA
Chicago
ICMJE
MLA
NLM
Tung, C. H., Joardar, B. K., Pande, P. P., Doppa, J. R., Li, H. H., & Chakrabarty, K. (2023). Dynamic Task Remapping for Reliable CNN Training on ReRAM Crossbars. In Proceedings -Design, Automation and Test in Europe, DATE (Vol. 2023-April). https://doi.org/10.23919/DATE56975.2023.10137238
Tung, C. H., B. K. Joardar, P. P. Pande, J. R. Doppa, H. H. Li, and K. Chakrabarty. “Dynamic Task Remapping for Reliable CNN Training on ReRAM Crossbars.” In Proceedings -Design, Automation and Test in Europe, DATE, Vol. 2023-April, 2023. https://doi.org/10.23919/DATE56975.2023.10137238.
Tung CH, Joardar BK, Pande PP, Doppa JR, Li HH, Chakrabarty K. Dynamic Task Remapping for Reliable CNN Training on ReRAM Crossbars. In: Proceedings -Design, Automation and Test in Europe, DATE. 2023.
Tung, C. H., et al. “Dynamic Task Remapping for Reliable CNN Training on ReRAM Crossbars.” Proceedings -Design, Automation and Test in Europe, DATE, vol. 2023-April, 2023. Scopus, doi:10.23919/DATE56975.2023.10137238.
Tung CH, Joardar BK, Pande PP, Doppa JR, Li HH, Chakrabarty K. Dynamic Task Remapping for Reliable CNN Training on ReRAM Crossbars. Proceedings -Design, Automation and Test in Europe, DATE. 2023.
Published In
Proceedings -Design, Automation and Test in Europe, DATE
DOI
ISSN
1530-1591
Publication Date
January 1, 2023
Volume
2023-April