import importlib def get_obj_from_str(string, reload=False): module, cls = string.rsplit(".", 1) if reload: module_imp = importlib.import_module(module) importlib.reload(module_imp) return getattr(importlib.import_module(module, package=None), cls) def build_from_config(config, **kwargs): if "target" not in config: if config in ("__is_first_stage__", "__is_unconditional__"): return None raise KeyError("Expected key `target` to instantiate.") cls = get_obj_from_str(config["target"]) params = dict(config.get("params", {})) params.update(kwargs) pretrained_path = config.get("pretrained", None) if pretrained_path is not None and hasattr(cls, "from_pretrained"): return cls.from_pretrained(pretrained_path, **params) obj = cls(**params) return obj