          return batch
  
      # <<< DETECTION IMAGE COMPILATION METHODS >>> #
      def _compile_detection_image(self, item: ExtractMedia
                                   ) -> Tuple[np.ndarray, float, Tuple[int, int]]:
          """ Compile the detection image for feeding into the model
  
          Parameters
          ----------
          item: :class:`plugins.extract.pipeline.ExtractMedia`
 
</s> remove     def _get_rotation_angles(rotation: Optional[str]) -> List[int]:
 </s> add     def _get_rotation_angles(rotation: str | None) -> list[int]: </s> remove     def _get_item(self, queue: "Queue") -> Union[Literal["EOF"], ExtractMedia, BatchType]:
 </s> add     def _get_item(self, queue: Queue) -> T.Literal["EOF"] | ExtractMedia | BatchType: </s> remove     def _remove_zero_sized_faces(self, batch_faces: List[List[DetectedFace]]
                                 ) -> List[List[DetectedFace]]:
 </s> add     def _remove_zero_sized_faces(self, batch_faces: list[list[DetectedFace]]
                                 ) -> list[list[DetectedFace]]: </s> remove                    git_model_id: Optional[int],
                   model_filename: Optional[Union[str, List[str]]]
                   ) -> Optional[Union[str, List[str]]]:
 </s> add                    git_model_id: int | None,
                   model_filename: str | list[str] | None) -> str | list[str] | None: </s> remove     def _compile_feed_faces(feed_faces: T.List[AlignedFace]) -> np.ndarray:
 </s> add     def _compile_feed_faces(feed_faces: list[AlignedFace]) -> np.ndarray:
                                 ) -> tuple[np.ndarray, float, tuple[int, int]]:
          return batch
  
      # <<< DETECTION IMAGE COMPILATION METHODS >>> #
      def _compile_detection_image(self, item: ExtractMedia
                                 ) -> tuple[np.ndarray, float, tuple[int, int]]:
          """ Compile the detection image for feeding into the model
  
          Parameters
          ----------
          item: :class:`plugins.extract.pipeline.ExtractMedia`
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 
plugins/extract/detect/_base.py