  
  logger = logging.getLogger(__name__)
  
  
  ImgMetaType = Generator[Tuple[str,
                                Optional[np.ndarray],
                                Optional["PNGHeaderAlignmentsDict"]], None, None]
  
  
  class InfoLoader():
      """ Loads aligned faces and/or face metadata
  
 
</s> remove ConfigValueType = Union[bool, int, float, List[str], str, None]
 </s> add ConfigValueType = bool | int | float | list[str] | str | None </s> remove     def _get_multi_faces(self) -> Union[Generator[str, None, None],
                                        Generator[Tuple[str, int], None, None]]:
 </s> add     def _get_multi_faces(self) -> (Generator[str, None, None] |
                                   Generator[tuple[str, int], None, None]): </s> remove BatchType = Tuple[np.ndarray, List[np.ndarray]]
 </s> add BatchType = tuple[np.ndarray, list[np.ndarray]] </s> remove _CONFIG: T.Dict[str, ConfigValueType] = {}
 </s> add _CONFIG: dict[str, ConfigValueType] = {} </s> remove                       config: Optional["FaceswapConfig"] = None,
 </s> add                       config: FaceswapConfig | None = None,
ImgMetaType: T.TypeAlias = Generator[tuple[str,
                                           np.ndarray | None,
                                           T.Union["PNGHeaderAlignmentsDict", None]], None, None]
  
  logger = logging.getLogger(__name__)
  
  
ImgMetaType: T.TypeAlias = Generator[tuple[str,
                                           np.ndarray | None,
                                           T.Union["PNGHeaderAlignmentsDict", None]], None, None]
ImgMetaType: T.TypeAlias = Generator[tuple[str,
                                           np.ndarray | None,
                                           T.Union["PNGHeaderAlignmentsDict", None]], None, None]
ImgMetaType: T.TypeAlias = Generator[tuple[str,
                                           np.ndarray | None,
                                           T.Union["PNGHeaderAlignmentsDict", None]], None, None]
  
  
  class InfoLoader():
      """ Loads aligned faces and/or face metadata
  
keep keep keep keep replace replace replace keep keep keep keep keep
 Rebase code (#1326)

* Remove tensorflow_probability requirement

* setup.py - fix progress bars

* requirements.txt: Remove pre python 3.9 packages

* update apple requirements.txt

* update INSTALL.md

* Remove python<3.9 code

* setup.py - fix Windows Installer

* typing: python3.9 compliant

* Update pytest and readthedocs python versions

* typing fixes

* Python Version updates
  - Reduce max version to 3.10
  - Default to 3.10 in installers
  - Remove incompatible 3.11 tests

* Update dependencies

* Downgrade imageio dep for Windows

* typing: merge optional unions and fixes

* Updates
  - min python version 3.10
  - typing to python 3.10 spec
  - remove pre-tf2.10 code
  - Add conda tests

* train: re-enable optimizer saving

* Update dockerfiles

* Update setup.py
  - Apple Conda deps to setup.py
  - Better Cuda + dependency handling

* bugfix: Patch logging to prevent Autograph errors

* Update dockerfiles

* Setup.py - Setup.py - stdout to utf-8

* Add more OSes to github Actions

* suppress mac-os end to end test 
tools/sort/sort_methods.py