Did you save the state_dict or the entire model?
Have a look at the Serialization tutorial 4.
If you saved the entire model, make sure to protect the script with a
if __name__=='__main__':
    main()

statement.
Otherwise, the model file will be loaded and runs the code in the script (which can be your training procedure).