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| import glob | |
| import importlib | |
| import logging | |
| import os.path as osp | |
| # automatically scan and import model modules | |
| # scan all the files under the 'models' folder and collect files ending with | |
| # '_model.py' | |
| model_folder = osp.dirname(osp.abspath(__file__)) | |
| model_filenames = [ | |
| osp.splitext(osp.basename(v))[0] | |
| for v in glob.glob(f'{model_folder}/*_model.py') | |
| ] | |
| # import all the model modules | |
| _model_modules = [ | |
| importlib.import_module(f'models.{file_name}') | |
| for file_name in model_filenames | |
| ] | |
| def create_model(opt): | |
| """Create model. | |
| Args: | |
| opt (dict): Configuration. It constains: | |
| model_type (str): Model type. | |
| """ | |
| model_type = opt['model_type'] | |
| # dynamically instantiation | |
| for module in _model_modules: | |
| model_cls = getattr(module, model_type, None) | |
| if model_cls is not None: | |
| break | |
| if model_cls is None: | |
| raise ValueError(f'Model {model_type} is not found.') | |
| model = model_cls(opt) | |
| logger = logging.getLogger('base') | |
| logger.info(f'Model [{model.__class__.__name__}] is created.') | |
| return model | |