import importlib import torch from omegaconf import OmegaConf 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 instantiate_from_config(config): if not "target" in config: raise KeyError("Expected key `target` to instantiate.") return get_obj_from_str(config["target"])(**config.get("params", dict())) def load_model(name, ckpt): config = OmegaConf.load(f'taming-transformers/configs/pr/{name}.yaml') model = instantiate_from_config(config.model) model.init_from_ckpt(ckpt) # load_state_dict(mc['state_dict']) model.eval() return model def load_data(name): config = OmegaConf.load(f'taming-transformers/configs/pr/{name}.yaml') data = instantiate_from_config(config.data) return data