      ----------
      input_shape, Tuple, optional
          The input shape for the model. Default: ``None``
      """
      def __init__(self, input_shape: T.Optional[T.Tuple[int, int, int]] = None) -> None:
          super().__init__(input_shape)
          self._feature_indices = [0, 3, 6, 8, 10]  # For naming equivalent to PyTorch
          self._filters = [64, 192, 384, 256, 256]  # Filters at each block
  
      @classmethod
 
</s> remove                  input_shape: T.Optional[T.Tuple[int, int, int]] = None) -> None:
 </s> add                  input_shape: tuple[int, int, int] | None = None) -> None: </s> remove     def __init__(self, input_shape: T.Tuple[int, ...], config: dict) -> None:
 </s> add     def __init__(self, input_shape: tuple[int, ...], config: dict) -> None: </s> remove                  kernel_size: T.Union[int, T.Tuple[int, int]] = 3,
 </s> add                  kernel_size: int | tuple[int, int] = 3, </s> remove                  kernel_size: T.Union[int, T.Tuple[int, int]] = 3,
 </s> add                  kernel_size: int | tuple[int, int] = 3, </s> remove     _filters: T.List[int] = []
 </s> add     _filters: list[int] = []
    def __init__(self, input_shape: tuple[int, int, int] | None = None) -> None:
      ----------
      input_shape, Tuple, optional
          The input shape for the model. Default: ``None``
      """
    def __init__(self, input_shape: tuple[int, int, int] | None = None) -> None:
          super().__init__(input_shape)
          self._feature_indices = [0, 3, 6, 8, 10]  # For naming equivalent to PyTorch
          self._filters = [64, 192, 384, 256, 256]  # Filters at each block
  
      @classmethod
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/model/nets.py