  
  
  def encode_image(image: np.ndarray,
                   extension: str,
                   metadata: Optional["PNGHeaderDict"] = None) -> bytes:
      """ Encode an image.
  
      Parameters
      ----------
      image: numpy.ndarray
 
</s> remove                    image: "np.ndarray",
                   metadata: Optional["PNGHeaderDict"] = None) -> None:
 </s> add                    image: np.ndarray,
                   metadata: PNGHeaderDict | None = None) -> None: </s> remove                       metadata: "PNGHeaderDict") -> Optional["ExtractMedia"]:
 </s> add                       metadata: PNGHeaderDict) -> ExtractMedia | None: </s> remove                           alignments: Optional["PNGHeaderAlignmentsDict"] = None) -> float:
 </s> add                           alignments: PNGHeaderAlignmentsDict | None = None) -> float: </s> remove                            image: Optional["np.ndarray"] = None) -> List[DetectedFace]:
 </s> add                            image: np.ndarray | None = None) -> list[DetectedFace]: </s> remove               image: Union[bytes, np.ndarray],
              sub_folder: Optional[str]) -> None:
 </s> add               image: bytes | np.ndarray,
              sub_folder: str | None) -> None:
                 metadata: PNGHeaderDict | None = None) -> bytes:
  
  
  def encode_image(image: np.ndarray,
                   extension: str,
                 metadata: PNGHeaderDict | None = None) -> bytes:
      """ Encode an image.
  
      Parameters
      ----------
      image: 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 
lib/image.py