if you have a saved .pth you’ll first want to torch.load(...some file path...)
Though, many models that are distributed (incl. the torchvision ones, I believe) use a state_dict so you may need to instantiate an instance of the model class and then use model.load_state_dict(...some file path...)
If you upload your code, it will be easier to help.