TC-SEPM: Characterizing soft error resilience of CNNs on Tensor Cores from program and microarchitecture perspectives

Xiaohui Wei, Changbao Zhou, Hengshan Yue, Joey Tianyi Zhou

Abstract: Highlights•The first work to predict the soft error resilience of CNNs on Tensor Cores.•The first work to make a hardware–software co-exploration on reliability-relevant features.•A valuable tool for programmers or architects due to its high efficiency and accuracy on soft error reliability evaluation.