PyTorch Geometric - pre_transform scaling

About scaling when using PyTorch Geometric Dataset

As far as I understood, the pre_transform callable for a torch_geometric dataset will apply to one Data object at the time? This means if I wish to scale features is across the entire dataset, I’d only call the transform method in there? Where would I do the fit then?