                                            self._config["penalized_mask_loss"]):
              channels += 1
  
          mults = [area for area in ["eye", "mouth"]
                   if cast(int, self._config[f"{area}_multiplier"]) > 1]
          if self._config["penalized_mask_loss"] and mults:
              channels += len(mults)
          return channels
  
      def _get_output_sizes(self, model: "ModelBase") -> List[int]:
 
</s> remove     def _get_output_sizes(self, model: "ModelBase") -> List[int]:
 </s> add     def _get_output_sizes(self, model: ModelBase) -> list[int]: </s> remove     def _get_mask_channels(self) -> T.List[int]:
 </s> add     def _get_mask_channels(self) -> list[int]: </s> remove         phases: List[List[str]] = []
        current_phase: List[str] = []
        available = cast(int, self._vram_stats["vram_free"])
 </s> add         phases: list[list[str]] = []
        current_phase: list[str] = []
        available = T.cast(int, self._vram_stats["vram_free"]) </s> remove     def _apply_mask(self, detected_faces: List[DetectedFace], batch: np.ndarray) -> None:
 </s> add     def _apply_mask(self, detected_faces: list[DetectedFace], batch: np.ndarray) -> None: </s> remove     def _generate_spatial_filters(self) -> Tuple[tf.Tensor, int]:
 </s> add     def _generate_spatial_filters(self) -> tuple[tf.Tensor, int]:
                 if T.cast(int, self._config[f"{area}_multiplier"]) > 1]
                                            self._config["penalized_mask_loss"]):
              channels += 1
  
          mults = [area for area in ["eye", "mouth"]
                 if T.cast(int, self._config[f"{area}_multiplier"]) > 1]
          if self._config["penalized_mask_loss"] and mults:
              channels += len(mults)
          return channels
  
      def _get_output_sizes(self, model: "ModelBase") -> List[int]:
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