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Beyond atol and rtol: Sound Test Oracles for Low-Precision GPU Kernels

Shi, Xinyi
arXiv (All) · Papers
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mathematical-softwareprogramming-languagessoftware-engineering
Low-precision GPU kernels are commonly tested against a reference using hand-picked absolute and relative tolerances. Legitimate numerical error varies with the input, format and precision plan, so a fixed tolerance trades false alarms for missed faults. We present numoracle, which derives per-eleme
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