seniorPyTorch
How do you debug gradient flow issues in PyTorch?
Updated May 17, 2026
Short answer
Gradient flow issues are debugged using hooks, prints, and graph inspection.
Deep explanation
You check if gradients are None, zero, or exploding by inspecting grad attributes, using hooks, and verifying loss.backward propagation.
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