@inproceedings{9a5b7cb789cd4bd1a38a5fc309249a41,
title = "ONNC Compiler Used in Fault-Mitigating Mechanisms Analysis on NVDLA-Based and ReRAM-Based Edge AI Chip Design",
abstract = "The calculation of the convolution is considered the most important part in convolutional neural network-based artificial intelligence (AI) deep learning accelerator (DLA) architecture. Regardless of employing the traditional von Neumann architecture or the non-von Neumann compute-in-memory architecture, the variations arising from the integrated circuit (IC) process at the mass production stage must be considered. The AI model accuracy also needs to be improved. The open neural network compiler (ONNC) is an architecture-aware AI software development kit toolchain, which is capable of evaluating the AI model on fixed-point Edge AI DLAs for the open neural network exchange model. In this paper, the ONNC toolchain and the NVIDIA DLA (NVDLA) field-programmable gate array are employed to investigate the NVDLA static random-access memory stuck-at fault impact on model accuracy. The fault-mitigating results after applying a recovery mechanism in the IC process hard failure are also discussed.A method for utilizing the ONNC framework and the recovery guidelines for the resistive random-access memory -based computer-integrated manufacturing DLA architecture is also proposed. ",
keywords = "CIM Simulator, Compilers, Deep Learning Accelerators, Fault-Mitigating Mechanisms, NVDLA, ONNC, ReRAM, SRAM Stuck-at Fault",
author = "Samuel Liu and Kuo, {Jen Ho} and Luba Tang and Huang, {Ning Chi} and Tsai, {Der Yu} and Yang, {M. H.} and Wu, {Kai Chiang}",
note = "Publisher Copyright: {\textcopyright} 2021 IEEE.; 2021 International Symposium on VLSI Design, Automation and Test, VLSI-DAT 2021 ; Conference date: 19-04-2021 Through 22-04-2021",
year = "2021",
month = apr,
day = "19",
doi = "10.1109/VLSI-DAT52063.2021.9427328",
language = "English",
series = "2021 International Symposium on VLSI Design, Automation and Test, VLSI-DAT 2021 - Proceedings",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
booktitle = "2021 International Symposium on VLSI Design, Automation and Test, VLSI-DAT 2021 - Proceedings",
address = "美國",
}