                       filenames, raw_faces.shape, len(detected_faces))
          return raw_faces, detected_faces
  
      def _crop_to_coverage(self,
                            filenames: List[str],
                            images: np.ndarray,
                            detected_faces: List[DetectedFace],
                            batch: np.ndarray) -> None:
          """ Crops the training image out of the full extract image based on the centering and
          coveage used in the user's configuration settings.
 
</s> remove                           detected_faces: List[DetectedFace],
 </s> add                           detected_faces: list[DetectedFace], </s> remove                       detected_faces: List[DetectedFace],
 </s> add                       detected_faces: list[DetectedFace], </s> remove                       detected_faces: List[DetectedFace],
 </s> add                       detected_faces: list[DetectedFace], </s> remove                       filenames: List[str],
 </s> add                       filenames: list[str], </s> remove                       detected_faces: List[DetectedFace],
 </s> add                       detected_faces: list[DetectedFace],
                          filenames: list[str],
                       filenames, raw_faces.shape, len(detected_faces))
          return raw_faces, detected_faces
  
      def _crop_to_coverage(self,
                          filenames: list[str],
                            images: np.ndarray,
                            detected_faces: List[DetectedFace],
                            batch: np.ndarray) -> None:
          """ Crops the training image out of the full extract image based on the centering and
          coveage used in the user's configuration settings.
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/generator.py