Did you save only the statedict or the entire model?
If you saved only the statedict you need to do something like
model = MyModel() # create instance of your model with exact same structure as the one you saved
model.load_state_dict(torch.load("/your/path/to/statedict.pth"

To check whether you saved the statedict or the entire model we need to see your saving code.