      x: int
      y: int
      w: int
      h: int
      landmarks_xy: Union[List[float], np.ndarray]
      mask: Dict[str, MaskAlignmentsFileDict]
      identity: Dict[str, List[float]]
  
  
  class AlignmentFileDict(PNGHeaderAlignmentsDict):
      """ Typed Dictionary for storing a single faces' Alignment Information in alignments files. """
      thumb: Optional[np.ndarray]
 
</s> remove class PNGHeaderSourceDict(TypedDict):
 </s> add class PNGHeaderSourceDict(T.TypedDict): </s> remove     def get_loss(self, session_id: Optional[int]) -> Dict[str, np.ndarray]:
 </s> add     def get_loss(self, session_id: int | None) -> dict[str, np.ndarray]: </s> remove     def _collate_stats(self, session_id: int) -> Dict[str, Union[int, float]]:
 </s> add     def _collate_stats(self, session_id: int) -> dict[str, int | float]: </s> remove     def _get_vram_stats() -> Dict[str, Union[int, str]]:
 </s> add     def _get_vram_stats() -> dict[str, int | str]: </s> remove                  model_path: T.List[str],
 </s> add                  model_path: list[str],
    landmarks_xy: list[float] | np.ndarray
    mask: dict[str, MaskAlignmentsFileDict]
    identity: dict[str, list[float]]
      x: int
      y: int
      w: int
      h: int
    landmarks_xy: list[float] | np.ndarray
    mask: dict[str, MaskAlignmentsFileDict]
    identity: dict[str, list[float]]
    landmarks_xy: list[float] | np.ndarray
    mask: dict[str, MaskAlignmentsFileDict]
    identity: dict[str, list[float]]
    landmarks_xy: list[float] | np.ndarray
    mask: dict[str, MaskAlignmentsFileDict]
    identity: dict[str, list[float]]
  
  
  class AlignmentFileDict(PNGHeaderAlignmentsDict):
      """ Typed Dictionary for storing a single faces' Alignment Information in alignments files. """
      thumb: Optional[np.ndarray]
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 
lib/align/alignments.py