          input_ = Input(shape=(decoder_shape, decoder_shape, dense_dim))
  
          var_x = input_
  
          var_x = UpscaleBlock(decoder_complexity, **kwargs)(var_x)
          var_x = SpatialDropout2D(0.25)(var_x)
          var_x = UpscaleBlock(decoder_complexity, **kwargs)(var_x)
          if self.low_mem:
              var_x = SpatialDropout2D(0.15)(var_x)
          else:
 
</s> remove         var_x = UpscaleBlock(decoder_complexity, **kwargs)(var_x)
 </s> add         var_x = UpscaleBlock(decoder_complexity, activation="leakyrelu", **kwargs)(var_x) </s> remove             var_x = UpscaleBlock(decoder_complexity, **kwargs)(var_x)
            var_x = UpscaleBlock(decoder_complexity // 2, **kwargs)(var_x)
            var_x = UpscaleBlock(decoder_complexity // 4, **kwargs)(var_x)
            var_x = UpscaleBlock(decoder_complexity // 8, **kwargs)(var_x)
 </s> add             var_x = UpscaleBlock(decoder_complexity, activation="leakyrelu", **kwargs)(var_x)
            var_x = UpscaleBlock(decoder_complexity // 2, activation="leakyrelu", **kwargs)(var_x)
            var_x = UpscaleBlock(decoder_complexity // 4, activation="leakyrelu", **kwargs)(var_x)
            var_x = UpscaleBlock(decoder_complexity // 8, activation="leakyrelu", **kwargs)(var_x) </s> remove         var_x = UpscaleBlock(decoder_complexity // 2, **kwargs)(var_x)
        var_x = UpscaleBlock(decoder_complexity // 4, **kwargs)(var_x)
 </s> add         var_x = UpscaleBlock(decoder_complexity // 2, activation="leakyrelu", **kwargs)(var_x)
        var_x = UpscaleBlock(decoder_complexity // 4, activation="leakyrelu", **kwargs)(var_x) </s> remove             var_x = UpscaleBlock(decoder_complexity, res_block_follows=True, **kwargs)(var_x)
 </s> add             var_x = UpscaleBlock(decoder_complexity, activation=None, **kwargs)(var_x) </s> remove             var_x = UpscaleBlock(decoder_complexity, res_block_follows=True, **kwargs)(var_x)
 </s> add             var_x = UpscaleBlock(decoder_complexity, activation=None, **kwargs)(var_x)
        var_x = UpscaleBlock(decoder_complexity, activation="leakyrelu", **kwargs)(var_x)
          input_ = Input(shape=(decoder_shape, decoder_shape, dense_dim))
  
          var_x = input_
  
        var_x = UpscaleBlock(decoder_complexity, activation="leakyrelu", **kwargs)(var_x)
          var_x = SpatialDropout2D(0.25)(var_x)
          var_x = UpscaleBlock(decoder_complexity, **kwargs)(var_x)
          if self.low_mem:
              var_x = SpatialDropout2D(0.15)(var_x)
          else:
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/unbalanced.py