      def _detect_face_12net(self,
                             class_probabilities: np.ndarray,
                             roi: np.ndarray,
                             size: int,
                             scale: float) -> T.Tuple[np.ndarray, np.ndarray]:
          """ Detect face position and calibrate bounding box on 12net feature map(matrix version)
  
          Parameters
          ----------
          class_probabilities: :class:`numpy.ndarray`
 
</s> remove                            rectangles: np.ndarray) -> T.Tuple[np.ndarray, np.ndarray]:
 </s> add                            rectangles: np.ndarray) -> tuple[np.ndarray, np.ndarray]: </s> remove         method: str = "iom") -> T.Tuple[np.ndarray, np.ndarray]:
 </s> add         method: str = "iom") -> tuple[np.ndarray, np.ndarray]: </s> remove     def _scale_image(image: np.ndarray, image_size: Tuple[int, int], scale: float) -> np.ndarray:
 </s> add     def _scale_image(image: np.ndarray, image_size: tuple[int, int], scale: float) -> np.ndarray: </s> remove                                angle: int) -> Tuple[np.ndarray, np.ndarray]:
 </s> add                                angle: int) -> tuple[np.ndarray, np.ndarray]: </s> remove                           ) -> Tuple[np.ndarray, np.ndarray, np.ndarray]:
 </s> add                           ) -> tuple[np.ndarray, np.ndarray, np.ndarray]:
                           scale: float) -> tuple[np.ndarray, np.ndarray]:
      def _detect_face_12net(self,
                             class_probabilities: np.ndarray,
                             roi: np.ndarray,
                             size: int,
                           scale: float) -> tuple[np.ndarray, np.ndarray]:
          """ Detect face position and calibrate bounding box on 12net feature map(matrix version)
  
          Parameters
          ----------
          class_probabilities: :class:`numpy.ndarray`
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/mtcnn.py