              retval = dict(a=Decoder("a", input_shape, self.config)()(inputs["a"]),
                            b=Decoder("b", input_shape, self.config)()(inputs["b"]))
          else:
              decoder = Decoder("both", input_shape, self.config)()
              retval = dict(a=decoder(inputs["a"]), b=decoder(inputs["b"]))
  
          logger.debug("Decoders: %s", retval)
          return retval
  
  
 
</s> remove             retval = dict(a=Decoder("a", input_shape, self.config)()(inputs["a"]),
                          b=Decoder("b", input_shape, self.config)()(inputs["b"]))
 </s> add             retval = {"a": Decoder("a", input_shape, self.config)()(inputs["a"]),
                      "b": Decoder("b", input_shape, self.config)()(inputs["b"])} </s> remove             retval = dict(a=g_block((inputs["a"])), b=g_block((inputs["b"])))
 </s> add             retval = {"a": g_block((inputs["a"])), "b": g_block((inputs["b"]))} </s> remove             retval = dict(a=GBlock("a", input_shapes, self.config)()(inputs["a"]),
                          b=GBlock("b", input_shapes, self.config)()(inputs["b"]))
 </s> add             retval = {"a": GBlock("a", input_shapes, self.config)()(inputs["a"]),
                      "b": GBlock("b", input_shapes, self.config)()(inputs["b"])} </s> remove         retval = dict(a=inter_a, b=inter_b)
 </s> add         retval = {"a": inter_a, "b": inter_b} </s> remove         retval = dict(a=encoder(inputs[0]), b=encoder(inputs[1]))
 </s> add         retval = {"a": encoder(inputs[0]), "b": encoder(inputs[1])}
            retval = {"a": decoder(inputs["a"]), "b": decoder(inputs["b"])}
              retval = dict(a=Decoder("a", input_shape, self.config)()(inputs["a"]),
                            b=Decoder("b", input_shape, self.config)()(inputs["b"]))
          else:
              decoder = Decoder("both", input_shape, self.config)()
            retval = {"a": decoder(inputs["a"]), "b": decoder(inputs["b"])}
  
          logger.debug("Decoders: %s", retval)
          return retval
  
  
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 
plugins/train/model/phaze_a.py