A Machine Learning Approach to Online Fault Classification in HPC Systems

As High-Performance Computing (HPC) systems strive towards the exascale goal, failure rates both at the hardware and software levels will increase significantly. Thus, detecting and classifying faults in HPC systems as they occur and initiating corrective actions before they can transform into failu...

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Veröffentlicht in:	arXiv.org 2020-07
Hauptverfasser:	Netti, Alessio, Kiziltan, Zeynep, Babaoglu, Ozalp, Sirbu, Alina, Bartolini, Andrea, Borghesi, Andrea
Format:	Artikel
Sprache:	eng
Schlagworte:	Classification Computer Science - Distributed, Parallel, and Cluster Computing Computer Science - Learning Datasets Failure rates Fault detection Machine learning
Online-Zugang:	Volltext
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