"Shortage" means exactly that. It doesn't mean "there's no GPUs at all." In a gasoline shortage, prices go up and there are lines at the pump, but there are still cars on the road.
If prices go up there aren't lines. You get lines when demand goes up and supply doesn't or supply goes down and demand doesn't follow. Either way the "fix" is either to raise prices or have lines.