Fuzzy PyTorch integrates stochastic arithmetic into PyTorch through Probabilistic Rounding with Instruction Set Management, delivering 5-60x speedups over Verrou while scaling to 341 million parameter models.
DeepStability: A Study of Unstable Numerical Methods and Their Solutions in Deep Learning.arXiv preprint arXiv:2202.03493,
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Fuzzy PyTorch: Rapid Numerical Variability Evaluation for Deep Learning Models
Fuzzy PyTorch integrates stochastic arithmetic into PyTorch through Probabilistic Rounding with Instruction Set Management, delivering 5-60x speedups over Verrou while scaling to 341 million parameter models.