comixify/api/views.py
Adam Svystun d453748661
Add NIMA (#13)
* Add frontend

* Neural Image Assessment (NIMA) model

* Add GPU mem fraction to NIMA model

* Add backend logic

* Remove whitespace

* NIMA score from image array

* Remove NIMA caching

* Add nima model as global

* NIMA model - add graph to class

* Set DEBUG=True

* Raise exception if NIMA model file is not found
2018-11-09 00:44:19 +01:00

70 lines
2.3 KiB
Python

from rest_framework.parsers import FormParser, MultiPartParser
from rest_framework.response import Response
from rest_framework.views import APIView
from .models import Video, Comic
from .serializers import VideoSerializer, YouTubeDownloadSerializer
class Comixify(APIView):
parser_classes = (FormParser, MultiPartParser)
def post(self, request):
"""
Receives video, and returns comic image
"""
serializer = VideoSerializer(data=request.data)
serializer.is_valid(raise_exception=True)
video_file = serializer.validated_data["file"]
video = Video.objects.create(file=video_file)
comic_image, timings = video.create_comic(
frames_mode=serializer.validated_data["frames_mode"],
rl_mode=serializer.validated_data["rl_mode"],
image_assessment_mode=serializer.validated_data["image_assessment_mode"]
)
comic, from_nparray_time = Comic.create_from_nparray(comic_image, video)
timings['from_nparray_time'] = from_nparray_time
response = {
"status_message": "ok",
"comic": comic.file.url,
"timings": timings,
}
# Remove to spare storage
video.file.delete()
return Response(response)
class ComixifyFromYoutube(APIView):
def post(self, request):
"""
Receives video, and returns comic image
"""
serializer = YouTubeDownloadSerializer(data=request.data)
serializer.is_valid(raise_exception=True)
yt_url = serializer.validated_data["url"]
video = Video()
_, yt_download_time = video.download_from_youtube(yt_url)
video.save()
comic_image, timings = video.create_comic(
frames_mode=serializer.validated_data["frames_mode"],
rl_mode=serializer.validated_data["rl_mode"],
image_assessment_mode=serializer.validated_data["image_assessment_mode"]
)
comic, from_nparray_time = Comic.create_from_nparray(comic_image, video)
timings['from_nparray_time'] = from_nparray_time
timings['yt_download_time'] = yt_download_time
response = {
"status_message": "ok",
"comic": comic.file.url,
"timings": timings,
}
# Remove to spare storage
video.file.delete()
return Response(response)