  
              for future in futures.as_completed(proc):
                  batch[proc[future], ..., :3] = future.result()
  
      def _apply_mask(self, detected_faces: List[DetectedFace], batch: np.ndarray) -> None:
          """ Applies the masks to the 4th channel of the batch.
  
          If the configuration options `eye_multiplier` and/or `mouth_multiplier` are greater than 1
          then these masks are applied to the final channels of the batch respectively.
  
 
</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                           filenames: List[str],
 </s> add                           filenames: list[str], </s> remove     def _get_mask_channels(self) -> T.List[int]:
 </s> add     def _get_mask_channels(self) -> list[int]:
    def _apply_mask(self, detected_faces: list[DetectedFace], batch: np.ndarray) -> None:
  
              for future in futures.as_completed(proc):
                  batch[proc[future], ..., :3] = future.result()
  
    def _apply_mask(self, detected_faces: list[DetectedFace], batch: np.ndarray) -> None:
          """ Applies the masks to the 4th channel of the batch.
  
          If the configuration options `eye_multiplier` and/or `mouth_multiplier` are greater than 1
          then these masks are applied to the final channels of the batch respectively.
  
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