__init__.py

"""
Copyright (C) 2019 NVIDIA Corporation.  All rights reserved.
Licensed under the CC BY-NC-SA 4.0 license (https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode).
"""

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