                  input_shape[1] + padding_height,
                  input_shape[2] + padding_width,
                  input_shape[3])
  
      def call(self, var_x, mask=None):  # pylint:disable=unused-argument,arguments-differ
          """This is where the layer's logic lives.
  
          Parameters
          ----------
          inputs: tensor
 
</s> remove     def __call__(self, inputs: Union[Tensor, List[Tensor]]) -> Union[Tensor, List[Tensor]]:
 </s> add     def __call__(self, inputs: T.Union[Tensor, T.List[Tensor]]) -> T.Union[Tensor, T.List[Tensor]]: </s> remove     def build_model(self, inputs: List[Tensor]) -> keras.models.Model:
 </s> add     def build_model(self, inputs: T.List[Tensor]) -> keras.models.Model: </s> remove         return KerasModel(input_, var_x, name="encoder")
 </s> add         return KModel(input_, var_x, name="encoder") </s> remove         if get_backend() == "amd":
            return inputs * K.sigmoid(inputs * self.beta)
        # Native TF Implementation has more memory-efficient gradients
 </s> add  </s> remove             inputs: Dict[str, keras.models.Model]) -> Dict[str, List[keras.models.Model]]:
 </s> add             inputs: T.Dict[str, keras.models.Model]) -> T.Dict[str, T.List[keras.models.Model]]:
    def call(self, inputs, *args, **kwargs):
                  input_shape[1] + padding_height,
                  input_shape[2] + padding_width,
                  input_shape[3])
  
    def call(self, inputs, *args, **kwargs):
          """This is where the layer's logic lives.
  
          Parameters
          ----------
          inputs: tensor
keep keep keep keep replace keep keep keep keep keep
 Remove plaidML support (#1325)

* Remove PlaidML reference from readme files

* Remove AMD option from installers

* remove amd requirements and update setup.py

* remove plaidml test from CI workflow

* gpustats: remove plaidml backend

* plaid removals:
  - faceswap.py - python version check
  - setup.cfg - plaidml typing ignore
  - lib.keras_utils - All plaid code
  - lib.launcher.py - All plaidml checks and configuration

* remove tf2.2 specific code from GUI event reader

* lib.model - remove all plaidml implementations

* plugins.extract - remove plaidml code

* plugins.train remove plaidml code

* lib.convert - remove plaidml code

* tools.model: remove plaidml code

* Remove plaidML tests from unit tests

* remove plaidml_utils and docsting cleanups

* Remove plaidML refs from configs

* fix keras imports 
lib/model/layers.py