Time is Not Compute: Scaling Laws for Wall-Clock Constrained Training on Consumer GPUs

Yi Liu

Scaling laws relate model quality to compute budget (FLOPs), but practitioners face wall-clock time constraints, not compute budgets. We study optimal model sizing under fixed time…