      """
      def __init__(self,
                   batchsize: int,
                   processing_size: int,
                   config: Dict[str, "ConfigValueType"]) -> None:
          logger.debug("Initializing %s: (batchsize: %s, processing_size: %s, "
                       "config: %s)",
                       self.__class__.__name__, batchsize, processing_size, config)
  
          self._processing_size = processing_size
 
</s> remove                  configfile: Optional[str] = None,
                 config: Optional[FaceswapConfig] = None) -> None:
 </s> add                  configfile: str | None = None,
                 config: FaceswapConfig | None = None) -> None: </s> remove                  config: T.Dict[str, ConfigValueType]) -> None:
 </s> add                  config: dict[str, ConfigValueType]) -> None: </s> remove                  images: T.Dict[Literal["a", "b"], T.List[str]],
 </s> add                  images: dict[T.Literal["a", "b"], list[str]], </s> remove                  config: Dict[str, "ConfigValueType"],
                 model: "ModelBase",
                 side: Literal["a", "b"],
                 images: List[str],
 </s> add                  config: dict[str, ConfigValueType],
                 model: ModelBase,
                 side: T.Literal["a", "b"],
                 images: list[str], </s> remove                  image_paths: T.Dict[Literal["a", "b"], T.List[str]]) -> None:
 </s> add                  image_paths: dict[T.Literal["a", "b"], list[str]]) -> None:
                 config: dict[str, ConfigValueType]) -> None:
      """
      def __init__(self,
                   batchsize: int,
                   processing_size: int,
                 config: dict[str, ConfigValueType]) -> None:
          logger.debug("Initializing %s: (batchsize: %s, processing_size: %s, "
                       "config: %s)",
                       self.__class__.__name__, batchsize, processing_size, config)
  
          self._processing_size = processing_size
keep keep keep keep 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 
lib/training/augmentation.py