state_dict

try:
    # Try loading as state_dict first
    state_dict = torch.load(model_file, map_location=device)
    if isinstance(state_dict, dict):
        print("Loaded state_dict, initializing model...")
        from my_model import MyModel  # import your model class
        model = MyModel(...)          # init with same architecture
        model.load_state_dict(state_dict)
    else:
        print("Loaded full model object.")
        model = state_dict
except Exception as e:
    print("state_dict load failed, retrying with weights_only=False:", e)
    model = torch.load(model_file, map_location=device, weights_only=False)

model.to(device)
model.eval()