  
      def _output_processing(self, extract_media, size):
          """ Prepare faces for output
  
          Loads the aligned face, perform any processing actions and verify the output.
  
          Parameters
          ----------
          extract_media: :class:`plugins.extract.pipeline.ExtractMedia`
              Output from :class:`plugins.extract.pipeline.Extractor`
 
</s> remove 
 </s> add             face.thumbnail = generate_thumbnail(face.aligned_face, size=80, quality=60) </s> remove from lib.image import encode_image_with_hash, ImagesLoader, ImagesSaver
 </s> add from lib.image import encode_image_with_hash, generate_thumbnail, ImagesLoader, ImagesSaver
        Loads the aligned face, generate the thumbnail, perform any processing actions and verify
        the output.
  
      def _output_processing(self, extract_media, size):
          """ Prepare faces for output
  
        Loads the aligned face, generate the thumbnail, perform any processing actions and verify
        the output.
  
          Parameters
          ----------
          extract_media: :class:`plugins.extract.pipeline.ExtractMedia`
              Output from :class:`plugins.extract.pipeline.Extractor`
keep keep keep keep replace keep keep keep keep keep
 scripts.extract - Save jpg thumbnails to alignments file 
scripts/extract.py