  
          var_xy = Dense(self.config["dense_nodes"])(Flatten()(var_xy))
          var_xy = Dense(self.dense_width * self.dense_width * self.dense_filters)(var_xy)
          var_xy = Reshape((self.dense_width, self.dense_width, self.dense_filters))(var_xy)
          var_xy = UpscaleBlock(self.dense_filters, activation="leakyrelu")(var_xy)
  
          var_x = var_xy
          var_x = ResidualBlock(self.dense_filters, use_bias=False)(var_x)
  
          decoder_b_complexity = self.config["complexity_decoder"]
 
</s> remove         var_xy = UpscaleBlock(dense_filters, activation="leakyrelu")(var_xy)
 </s> add         var_xy = UpscaleBlock(dense_filters, activation=None)(var_xy) </s> remove                                 activation="leakyrelu",
 </s> add                                 activation=None,
        var_xy = UpscaleBlock(self.dense_filters, activation=None)(var_xy)
  
          var_xy = Dense(self.config["dense_nodes"])(Flatten()(var_xy))
          var_xy = Dense(self.dense_width * self.dense_width * self.dense_filters)(var_xy)
          var_xy = Reshape((self.dense_width, self.dense_width, self.dense_filters))(var_xy)
        var_xy = UpscaleBlock(self.dense_filters, activation=None)(var_xy)
  
          var_x = var_xy
          var_x = ResidualBlock(self.dense_filters, use_bias=False)(var_x)
  
          decoder_b_complexity = self.config["complexity_decoder"]
keep keep keep keep replace keep keep keep keep keep
 Fixups:
  - lib.gui.display - Catch error when trying to delete non-existant notebook tabs
  - lib.model.nn_blocks.ResidualBlock: Remove first LeakyReLU (explicit > implicit)
  - lib.model.nn_blocks._get_default_initializer - Always use ConvAware if selected
  - plugins.model.model - Add explicit leakyReLUs for ResBlocks 
plugins/train/model/realface.py