from fvcore.common.registry import Registry from common.type_utils import cfg2dict VISION_REGISTRY = Registry("vision") LANGUAGE_REGISTRY = Registry("language") GROUNDING_REGISTRY = Registry("grounding") HEADS_REGISTRY = Registry("heads") def build_module(module_type, cfg): if module_type == "vision": return VISION_REGISTRY.get(cfg.name)(cfg, **cfg2dict(cfg.args)) elif module_type == "language": return LANGUAGE_REGISTRY.get(cfg.name)(cfg, **cfg2dict(cfg.args)) elif module_type == "grounding": return GROUNDING_REGISTRY.get(cfg.name)(cfg, **cfg2dict(cfg.args)) elif module_type == "heads": return HEADS_REGISTRY.get(cfg.name)(cfg, **cfg2dict(cfg.args)) else: raise NotImplementedError(f"module type {module_type} not implemented") def build_module_by_name(cfg): module_registries = [VISION_REGISTRY, LANGUAGE_REGISTRY, GROUNDING_REGISTRY, HEADS_REGISTRY] for registry in module_registries: if cfg.name in registry: print(f"Using {cfg.name} module from Registry {registry._name}") kwargs = cfg2dict(cfg.args) if hasattr(cfg, "args") else {} return registry.get(cfg.name)(cfg, **kwargs) raise NotImplementedError(f"Unknown module: {cfg.name}")