Understanding and Mitigating Hardware Failures in Deep Learning Training Systems

Author:

He Yi1ORCID,Hutton Mike2ORCID,Chan Steven2ORCID,De Gruijl Robert2ORCID,Govindaraju Rama2ORCID,Patil Nishant2ORCID,Li Yanjing1ORCID

Affiliation:

1. University of Chicago, Chicago, USA

2. Google, Sunnyvale, USA

Publisher

ACM

Reference95 articles.

1. 2023. Fault injection framework. https://github.com/YLab-UChicago/TrainingFI.git. 2023. Fault injection framework. https://github.com/YLab-UChicago/TrainingFI.git.

2. Khalid Adam , Izzeldin I Mohd , and Younis Ibrahim . 2021. Analyzing the resilience of convolutional neural networks implemented on gpus: Alexnet as a case study . International journal of electrical and computer engineering systems 12, 2 ( 2021 ), 91--103. Khalid Adam, Izzeldin I Mohd, and Younis Ibrahim. 2021. Analyzing the resilience of convolutional neural networks implemented on gpus: Alexnet as a case study. International journal of electrical and computer engineering systems 12, 2 (2021), 91--103.

3. A Selective Mitigation Technique of Soft Errors for DNN Models Used in Healthcare Applications: DenseNet201 Case Study

4. Jimmy Lei Ba , Jamie Ryan Kiros, and Geoffrey E Hinton . 2016 . Layer normalization. arXiv preprint arXiv:1607.06450 (2016). Jimmy Lei Ba, Jamie Ryan Kiros, and Geoffrey E Hinton. 2016. Layer normalization. arXiv preprint arXiv:1607.06450 (2016).

5. David Blaauw , Sudherssen Kalaiselvan , Kevin Lai , Wei-Hsiang Ma , Sanjay Pant , Carlos Tokunaga , Shidhartha Das , and David Bull . 2008 . Razor II: In situ error detection and correction for PVT and SER tolerance . In 2008 IEEE International Solid-State Circuits Conference-Digest of Technical Papers. IEEE, 400--622 . David Blaauw, Sudherssen Kalaiselvan, Kevin Lai, Wei-Hsiang Ma, Sanjay Pant, Carlos Tokunaga, Shidhartha Das, and David Bull. 2008. Razor II: In situ error detection and correction for PVT and SER tolerance. In 2008 IEEE International Solid-State Circuits Conference-Digest of Technical Papers. IEEE, 400--622.

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