          var_xy = Dense(dense_nodes)(Flatten()(var_xy))
          var_xy = Dense(self.dense_width * self.dense_width * dense_filters)(var_xy)
          var_xy = Reshape((self.dense_width, self.dense_width, dense_filters))(var_xy)
  
          var_xy = UpscaleBlock(dense_filters)(var_xy)
  
          var_x = var_xy
          var_x = ResidualBlock(dense_filters, use_bias=False)(var_x)
  
          decoder_a_complexity = int(self.config["complexity_decoder"] / 1.5)
 
</s> remove         var_xy = UpscaleBlock(self.dense_filters)(var_xy)
 </s> add         var_xy = UpscaleBlock(self.dense_filters, activation="leakyrelu")(var_xy) </s> remove         var_xy = Upscale2xBlock(512, scale_factor=self.upscale_ratio, fast=False)(var_xy)

 </s> add         var_xy = Upscale2xBlock(512,
                                scale_factor=self.upscale_ratio,
                                activation="leakyrelu",
                                fast=False)(var_xy) </s> remove             var_x = UpscaleBlock(decoder_a_complexity // 2**idx)(var_x)
        var_x = UpscaleBlock(decoder_a_complexity // 2**(idx + 1))(var_x)
 </s> add             var_x = UpscaleBlock(decoder_a_complexity // 2**idx, activation="leakyrelu")(var_x)
        var_x = UpscaleBlock(decoder_a_complexity // 2**(idx + 1), activation="leakyrelu")(var_x) </s> remove         var_xy = UpscaleBlock(512, scale_factor=self.upscale_ratio)(var_xy)
 </s> add         var_xy = UpscaleBlock(512, scale_factor=self.upscale_ratio, activation="leakyrelu")(var_xy) </s> remove         decoder_a_complexity = 256
 </s> add         dec_a_complexity = 256
        var_xy = UpscaleBlock(dense_filters, activation="leakyrelu")(var_xy)
          var_xy = Dense(dense_nodes)(Flatten()(var_xy))
          var_xy = Dense(self.dense_width * self.dense_width * dense_filters)(var_xy)
          var_xy = Reshape((self.dense_width, self.dense_width, dense_filters))(var_xy)
  
        var_xy = UpscaleBlock(dense_filters, activation="leakyrelu")(var_xy)
  
          var_x = var_xy
          var_x = ResidualBlock(dense_filters, use_bias=False)(var_x)
  
          decoder_a_complexity = int(self.config["complexity_decoder"] / 1.5)
keep keep keep keep replace keep keep keep keep keep
 lib.model - Maintenance
  - Add Depthwise option to Conv Block
  - Add Swish Activation function
  - remove res_block_follows and add_instance_norm_args
  - Add explicit normalization and activation args
  - Add K.resize_images layer
plugins.train.model - Inference creation bugfix 
plugins/train/model/realface.py