Why it matters

Training debugging saves compute. Diverged runs = wasted GPU-weeks.

Advertisement

The architecture

Diagnose from metrics + dumps.

Check init, LR, data.

Isolate variables.

Training debuggingDiagnosemetrics + dumpsCheckinit, LR, dataIsolateone at a timeSmall-scale repro often faster than debugging at full scale
Training debugging.
Advertisement

How it works end to end

Small-scale repro first.

Isolate variables.

TensorBoard + dumps.