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28 changes: 18 additions & 10 deletions src/diffusers/configuration_utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -89,6 +89,7 @@ def save_config(self, save_directory: Union[str, os.PathLike], push_to_hub: bool

self.to_json_file(output_config_file)
logger.info(f"ConfigMixinuration saved in {output_config_file}")


@classmethod
def get_config_dict(
Expand Down Expand Up @@ -182,35 +183,42 @@ def get_config_dict(
logger.info(f"loading configuration file {config_file}")
else:
logger.info(f"loading configuration file {config_file} from cache at {resolved_config_file}")

return config_dict

@classmethod
def extract_init_dict(cls, config_dict, **kwargs):
expected_keys = set(dict(inspect.signature(cls.__init__).parameters).keys())
expected_keys.remove("self")

init_dict = {}
for key in expected_keys:
if key in kwargs:
# overwrite key
config_dict[key] = kwargs.pop(key)
init_dict[key] = kwargs.pop(key)
elif key in config_dict:
# use value from config dict
init_dict[key] = config_dict.pop(key)

passed_keys = set(config_dict.keys())

unused_kwargs = kwargs
for key in passed_keys - expected_keys:
unused_kwargs[key] = config_dict.pop(key)

unused_kwargs = config_dict.update(kwargs)

passed_keys = set(init_dict.keys())
if len(expected_keys - passed_keys) > 0:
logger.warn(
f"{expected_keys - passed_keys} was not found in config. Values will be initialized to default values."
)

return config_dict, unused_kwargs
return init_dict, unused_kwargs

@classmethod
def from_config(cls, pretrained_model_name_or_path: Union[str, os.PathLike], return_unused_kwargs=False, **kwargs):
config_dict, unused_kwargs = cls.get_config_dict(
config_dict = cls.get_config_dict(
pretrained_model_name_or_path=pretrained_model_name_or_path, **kwargs
)

model = cls(**config_dict)
init_dict, unused_kwargs = cls.extract_init_dict(config_dict, **kwargs)

model = cls(**init_dict)

if return_unused_kwargs:
return model, unused_kwargs
Expand Down
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