import importlib import torch def find_model_using_name(model_name): # Given the option --model [modelname], # the file "models/modelname_model.py" # will be imported. model_filename = "models." + model_name + "_model" modellib = importlib.import_module(model_filename) # In the file, the class called ModelNameModel() will # be instantiated. It has to be a subclass of torch.nn.Module, # and it is case-insensitive. model = None target_model_name = model_name.replace('_', '') + 'model' for name, cls in modellib.__dict__.items(): if name.lower() == target_model_name.lower() \ and issubclass(cls, torch.nn.Module): model = cls if model is None: print("In %s.py, there should be a subclass of torch.nn.Module with class name that matches %s in lowercase." % (model_filename, target_model_name)) exit(0) return model def get_option_setter(model_name): model_class = find_model_using_name(model_name) return model_class.modify_commandline_options def create_model(opt): model = find_model_using_name(opt.model) instance = model(opt) print("model [%s] was created" % (type(instance).__name__)) return instance