  from tqdm import tqdm
  
  # faceswap imports
  from lib.serializer import get_serializer_from_filename
  from lib.faces_detect import DetectedFace
  from lib.image import ImagesLoader, read_image
  from plugins.extract.recognition.vgg_face2_keras import VGGFace2 as VGGFace
  from plugins.extract.pipeline import Extractor, ExtractMedia
  
  logger = logging.getLogger(__name__)  # pylint: disable=invalid-name
  
 
</s> remove from plugins.extract.pipeline import Extractor
 </s> add from plugins.extract.pipeline import Extractor, ExtractMedia
 </s> remove from .annotate import Annotate
 </s> add from lib.align import DetectedFace, _EXTRACT_RATIOS
from lib.align.alignments import _VERSION
from lib.image import generate_thumbnail
from plugins.extract.pipeline import Extractor, ExtractMedia
 </s> remove from lib.alignments import Alignments
from lib.faces_detect import DetectedFace
 </s> add from lib.align import Alignments, AlignedFace, DetectedFace </s> remove from lib.image import SingleFrameLoader, ImagesLoader, ImagesSaver, encode_image_with_hash
 </s> add from lib.image import (SingleFrameLoader, ImagesLoader, ImagesSaver, encode_image_with_hash,
                       generate_thumbnail)
from lib.align import Alignments, AlignedFace, DetectedFace, _EXTRACT_RATIOS
from lib.image import FacesLoader, read_image
  from tqdm import tqdm
  
  # faceswap imports
  from lib.serializer import get_serializer_from_filename
from lib.align import Alignments, AlignedFace, DetectedFace, _EXTRACT_RATIOS
from lib.image import FacesLoader, read_image
from lib.align import Alignments, AlignedFace, DetectedFace, _EXTRACT_RATIOS
from lib.image import FacesLoader, read_image
  from plugins.extract.recognition.vgg_face2_keras import VGGFace2 as VGGFace
  from plugins.extract.pipeline import Extractor, ExtractMedia
  
  logger = logging.getLogger(__name__)  # pylint: disable=invalid-name
  
keep keep keep keep replace replace keep keep keep keep keep
 Extract - Increase area and move centering (#1095)

* Extract
  - Implement aligner re-feeding
  - Add extract type to pipeline.ExtractMedia
  - Add pose annotation to debug
* Convert
  - implement centering
  - remove usage of feed and reference face properties
  - Remove distributed option from convert
  - Force update of alignments file on legacy receive
* Train
  - Resize preview image to model output size
  - Force legacy centering if centering does not exist in model's state file
  - Enable training on legacy face sets

* Alignments Tool
  - Update draw to include head/pose
  - Remove DFL drop + linting
  - Remove remove-frames job
  - remove align-eyes option
  - Update legacy masks to new extract type
  - Exit if attempting to merge version 1.0 alignments files with version 2.0 alignments files
  - Re-generate thumbnails on legacy upgrade
* Mask Tool
  - Update for new extract + bugfix full frame
* Manual Tool
  - Update to new extraction method
   - Disable legacy alignments,
   - extract box bugfix
   - extract faces - size to 512 and center on head
* Preview Tool
  - Display based on model centering
* Sort Tool
  - Use alignments for sort by face

* lib.aligner
  - Add Pose Class
  - Add AlignedFace Class
  - center _MEAN_FACE on x
  - Add meta information with versioning to alignments file
  - lib.aligner.get_align_matrix to use landmarks not face
  - Refactor aligned faces in lib.faces_detect
* lib.logger
  - larger file log padding
* lib.config
  - Fix global changeable_items
* lib.face_filter
  - Use new extracted face images
* lib.image
  - bump thumbnail default size to 96px 
tools/sort/sort.py