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| import importlib | |
| from copy import deepcopy | |
| from os import path as osp | |
| from basicsr.utils import get_root_logger, scandir | |
| from basicsr.utils.registry import MODEL_REGISTRY | |
| __all__ = ['build_model'] | |
| # automatically scan and import model modules for registry | |
| # 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 scandir(model_folder) if v.endswith('_model.py')] | |
| # import all the model modules | |
| _model_modules = [importlib.import_module(f'basicsr.models.{file_name}') for file_name in model_filenames] | |
| def build_model(opt): | |
| """Build model from options. | |
| Args: | |
| opt (dict): Configuration. It must contain: | |
| model_type (str): Model type. | |
| """ | |
| opt = deepcopy(opt) | |
| model = MODEL_REGISTRY.get(opt['model_type'])(opt) | |
| logger = get_root_logger() | |
| logger.info(f'Model [{model.__class__.__name__}] is created.') | |
| return model | |