  
      def decoder_a(self):
          """ DeLight Decoder A(old face) Network """
          input_ = Input(shape=(4, 4, 1024))
          decoder_a_complexity = 256
          mask_complexity = 128
  
          var_xy = input_
          var_xy = UpSampling2D(self.upscale_ratio, interpolation='bilinear')(var_xy)
  
 
</s> remove         decoder_b_complexity = 512
 </s> add         dec_b_complexity = 512 </s> remove         decoder_b_complexity = 512
 </s> add         dec_b_complexity = 512 </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         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 = Upscale2xBlock(decoder_a_complexity, fast=False)(var_x)
        var_x = Upscale2xBlock(decoder_a_complexity // 2, fast=False)(var_x)
        var_x = Upscale2xBlock(decoder_a_complexity // 4, fast=False)(var_x)
        var_x = Upscale2xBlock(decoder_a_complexity // 8, fast=False)(var_x)
 </s> add         var_x = Upscale2xBlock(dec_a_complexity, activation="leakyrelu", fast=False)(var_x)
        var_x = Upscale2xBlock(dec_a_complexity // 2, activation="leakyrelu", fast=False)(var_x)
        var_x = Upscale2xBlock(dec_a_complexity // 4, activation="leakyrelu", fast=False)(var_x)
        var_x = Upscale2xBlock(dec_a_complexity // 8, activation="leakyrelu", fast=False)(var_x)
        dec_a_complexity = 256
  
      def decoder_a(self):
          """ DeLight Decoder A(old face) Network """
          input_ = Input(shape=(4, 4, 1024))
        dec_a_complexity = 256
          mask_complexity = 128
  
          var_xy = input_
          var_xy = UpSampling2D(self.upscale_ratio, interpolation='bilinear')(var_xy)
  
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/dlight.py