# Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. from argparse import Namespace from typing import Union from hydra.core.config_store import ConfigStore from omegaconf import DictConfig REGISTRIES = {} def setup_registry(registry_name: str, base_class=None, default=None, required=False): assert registry_name.startswith('--') registry_name = registry_name[2:].replace('-', '_') REGISTRY = {} REGISTRY_CLASS_NAMES = set() DATACLASS_REGISTRY = {} # maintain a registry of all registries if registry_name in REGISTRIES: return # registry already exists REGISTRIES[registry_name] = { 'registry': REGISTRY, 'default': default, 'dataclass_registry': DATACLASS_REGISTRY, } def build_x(cfg: Union[DictConfig, str, Namespace], *extra_args, **extra_kwargs): assert isinstance(cfg, str) choice = cfg if choice in DATACLASS_REGISTRY: cfg = DATACLASS_REGISTRY[choice]() if choice is None: if required: raise ValueError('{} is required!'.format(registry_name)) return None cls = REGISTRY[choice] if hasattr(cls, 'build_' + registry_name): builder = getattr(cls, 'build_' + registry_name) else: builder = cls return builder(cfg, *extra_args, **extra_kwargs) def register_x(name, dataclass=None): def register_x_cls(cls): if name in REGISTRY: raise ValueError('Cannot register duplicate {} ({})'.format( registry_name, name)) if cls.__name__ in REGISTRY_CLASS_NAMES: raise ValueError( 'Cannot register {} with duplicate class name ({})'.format( registry_name, cls.__name__)) if base_class is not None and not issubclass(cls, base_class): raise ValueError('{} must extend {}'.format( cls.__name__, base_class.__name__)) cls.__dataclass = dataclass if cls.__dataclass is not None: DATACLASS_REGISTRY[name] = cls.__dataclass cs = ConfigStore.instance() node = dataclass() node._name = name cs.store(name=name, group=registry_name, node=node, provider='layoutlmft') REGISTRY[name] = cls return cls return register_x_cls return build_x, register_x, REGISTRY, DATACLASS_REGISTRY