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What I learned building a debugger for PyTorch training loops and how it changed how I think about failure diagnosis [D]

Via r/MachineLearning
Saturday, May 30, 2026 · 8:48AM
Summary

Hey r/ML, I spent the last few months building a tool that hooks into PyTorch training loops to automatically detect and localize failures (vanishing gradients, exploding gradients, data anomalies). Along the way, I learned some things about training failure diagnosis that might be useful even if yo

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