There seems to be a naming conflict in the loaded state_dict and your module names.
You could check both via:
for name, module in model.named_modules():
    print(name)

sd = model.state_dict()
for key in sd:
    print(key)

and see what the names should look like.
PS: please don’t tag specific people, as it could discourage others to post an answer