          outputs = [decoders["a"], decoders["b"]]
          autoencoder = KModel(inputs, outputs, name=self.model_name)
          return autoencoder
  
      def _build_encoders(self, inputs: T.List[Tensor]) -> T.Dict[str, keras.models.Model]:
          """ Build the encoders for Phaze-A
  
          Parameters
          ----------
          inputs: list
 
</s> remove     def _build_decoders(
            self,
            inputs: T.Dict[str, T.Union[T.List[keras.models.Model], keras.models.Model]]
            ) -> T.Dict[str, keras.models.Model]:
 </s> add     def _build_decoders(self,
                        inputs: dict[str, list[keras.models.Model] | keras.models.Model]
                        ) -> dict[str, keras.models.Model]: </s> remove             inputs: T.Dict[str, keras.models.Model]) -> T.Dict[str, T.List[keras.models.Model]]:
 </s> add             inputs: dict[str, keras.models.Model]) -> dict[str, list[keras.models.Model]]: </s> remove     def build_model(self, inputs: T.List[tf.keras.layers.Input]) -> tf.keras.models.Model:
 </s> add     def build_model(self, inputs: list[tf.keras.layers.Input]) -> tf.keras.models.Model: </s> remove                 inputs: T.Dict[str, T.List[keras.models.Model]]
            ) -> T.Dict[str, T.Union[T.List[keras.models.Model], keras.models.Model]]:
 </s> add                 inputs: dict[str, list[keras.models.Model]]
            ) -> dict[str, list[keras.models.Model] | keras.models.Model]: </s> remove     def build_model(self, inputs: T.List[Tensor]) -> keras.models.Model:
 </s> add     def build_model(self, inputs: list[Tensor]) -> keras.models.Model:
    def _build_encoders(self, inputs: list[Tensor]) -> dict[str, keras.models.Model]:
          outputs = [decoders["a"], decoders["b"]]
          autoencoder = KModel(inputs, outputs, name=self.model_name)
          return autoencoder
  
    def _build_encoders(self, inputs: list[Tensor]) -> dict[str, keras.models.Model]:
          """ Build the encoders for Phaze-A
  
          Parameters
          ----------
          inputs: list
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/train/model/phaze_a.py