If you saved the state dict of the model you will still have to define the model before loading the state dict. That is not the complete model only the weights of each layer. So for example you will need to do this
class model():
   ##HERE YOU DEFINE THE MODEL ARCHITECTURE
model = model()
model.load_state_dict(torch.load("VA2.pth"))