On seven years of Theta HPC hardware error logs, standard time series models forecast only the regular Minor error series; sparse Intermediate, Major, and Critical error bursts remain unpredictable.
Application of multivariate time-series model for high performance computing (HPC) fault prediction,
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Evaluating Forecasting Techniques for Hardware Errors on a Large-scale HPC System
On seven years of Theta HPC hardware error logs, standard time series models forecast only the regular Minor error series; sparse Intermediate, Major, and Critical error bursts remain unpredictable.