Based on the error message the stage module parameters are missing, so you would have to check the original implementation (which created the state_dict) and check, if these modules were also used there (doesn’t seem to be the case).
In case you are expecting this error and explicitly defines these stage modules additionally in your new architecture, you can ignore the error using strict=False while loading the state_dict, but please make sure you are indeed expecting the error.