          assert embedding.shape[0] == 512
          self._identity[name] = embedding
  
      def get_landmark_mask(self,
                            area: Literal["eye", "face", "mouth"],
                            blur_kernel: int,
                            dilation: int) -> np.ndarray:
          """ Add a :class:`LandmarksMask` to this detected face
  
          Landmark based masks are generated from face Aligned Face landmark points. An aligned
 
</s> remove                          centering: Literal["legacy", "face", "head"],
 </s> add                          centering: T.Literal["legacy", "face", "head"], </s> remove     def _mask_face(cls, image: np.ndarray, alignments: "PNGHeaderAlignmentsDict") -> np.ndarray:
 </s> add     def _mask_face(cls, image: np.ndarray, alignments: PNGHeaderAlignmentsDict) -> np.ndarray: </s> remove                             area: Literal["eye", "mouth"]) -> Optional[np.ndarray]:
 </s> add                             area: T.Literal["eye", "mouth"]) -> np.ndarray | None: </s> remove     def _transform_to_frame(self, batch: "AlignerBatch") -> np.ndarray:
 </s> add     def _transform_to_frame(self, batch: AlignerBatch) -> np.ndarray: </s> remove         self._saver: Optional[ImagesSaver] = None
 </s> add         self._saver: ImagesSaver | None = None
                          area: T.Literal["eye", "face", "mouth"],
          assert embedding.shape[0] == 512
          self._identity[name] = embedding
  
      def get_landmark_mask(self,
                          area: T.Literal["eye", "face", "mouth"],
                            blur_kernel: int,
                            dilation: int) -> np.ndarray:
          """ Add a :class:`LandmarksMask` to this detected face
  
          Landmark based masks are generated from face Aligned Face landmark points. An aligned
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/align/detected_face.py