import imgaug import imgaug.augmenters as iaa from concern.config import Configurable, State class AugmenterBuilder(object): def __init__(self): pass def build(self, args, root=True): if args is None: return None elif isinstance(args, (int, float, str)): return args elif isinstance(args, list): if root: sequence = [self.build(value, root=False) for value in args] return iaa.Sequential(sequence) else: return getattr(iaa, args[0])( *[self.to_tuple_if_list(a) for a in args[1:]]) elif isinstance(args, dict): if 'cls' in args: cls = getattr(iaa, args['cls']) return cls(**{k: self.to_tuple_if_list(v) for k, v in args.items() if not k == 'cls'}) else: return {key: self.build(value, root=False) for key, value in args.items()} else: raise RuntimeError('unknown augmenter arg: ' + str(args)) def to_tuple_if_list(self, obj): if isinstance(obj, list): return tuple(obj) return obj