          logger.trace("image shape: %s", retval.shape)  # type: ignore
          return retval
  
      def _process_samples(self,
                           samples: List[np.ndarray],
                           filenames: List[str],
                           num_images: int) -> bool:
          """ Process the latest sample images into a displayable image.
  
          Parameters
          ----------
 
</s> remove                       filenames: List[str],
 </s> add                       filenames: list[str], </s> remove                       filenames: List[str],
 </s> add                       filenames: list[str], </s> remove     def load_latest_preview(self, thumbnail_size: int, frame_dims: Tuple[int, int]) -> bool:
 </s> add     def load_latest_preview(self, thumbnail_size: int, frame_dims: tuple[int, int]) -> bool: </s> remove     def _get_kernel_tuple(kernel_size: int) -> Tuple[int, int]:
 </s> add     def _get_kernel_tuple(kernel_size: int) -> tuple[int, int]: </s> remove                                filenames: List[str],
 </s> add                                filenames: list[str],
                         samples: list[np.ndarray],
                         filenames: list[str],
          logger.trace("image shape: %s", retval.shape)  # type: ignore
          return retval
  
      def _process_samples(self,
                         samples: list[np.ndarray],
                         filenames: list[str],
                         samples: list[np.ndarray],
                         filenames: list[str],
                           num_images: int) -> bool:
          """ Process the latest sample images into a displayable image.
  
          Parameters
          ----------
keep keep keep keep replace 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/gui/utils/image.py