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from collections import Counter
from django.shortcuts import get_object_or_404
from django_filters.rest_framework import DjangoFilterBackend
from django.db.models import Count
from rest_framework import generics, filters, status
from rest_framework.exceptions import ParseError, ValidationError
from rest_framework.permissions import IsAuthenticated, IsAdminUser
from rest_framework.response import Response
from rest_framework.views import APIView
from rest_framework.parsers import MultiPartParser
from rest_framework_csv.renderers import CSVRenderer
from .filters import DocumentFilter
from .models import Project, Label, Document
from .permissions import IsAdminUserAndWriteOnly, IsProjectUser, IsOwnAnnotation
from .serializers import ProjectSerializer, LabelSerializer, DocumentSerializer, UserSerializer
from .serializers import ProjectPolymorphicSerializer
from .utils import CSVParser, JSONParser, PlainTextParser, CoNLLParser
from .utils import JSONLRenderer
from .utils import JSONPainter, CSVPainter
class Me(APIView):
permission_classes = (IsAuthenticated,)
def get(self, request, *args, **kwargs):
serializer = UserSerializer(request.user, context={'request': request})
return Response(serializer.data)
class ProjectList(generics.ListCreateAPIView):
queryset = Project.objects.all()
serializer_class = ProjectPolymorphicSerializer
pagination_class = None
permission_classes = (IsAuthenticated, IsAdminUserAndWriteOnly)
def get_queryset(self):
return self.request.user.projects
def perform_create(self, serializer):
serializer.save(users=[self.request.user])
class ProjectDetail(generics.RetrieveUpdateDestroyAPIView):
queryset = Project.objects.all()
serializer_class = ProjectSerializer
lookup_url_kwarg = 'project_id'
permission_classes = (IsAuthenticated, IsProjectUser, IsAdminUserAndWriteOnly)
class StatisticsAPI(APIView):
pagination_class = None
permission_classes = (IsAuthenticated, IsProjectUser, IsAdminUserAndWriteOnly)
def get(self, request, *args, **kwargs):
p = get_object_or_404(Project, pk=self.kwargs['project_id'])
label_count, user_count = self.label_per_data(p)
progress = self.progress(project=p)
response = dict()
response['label'] = label_count
response['user'] = user_count
response.update(progress)
return Response(response)
def progress(self, project):
docs = project.documents
annotation_class = project.get_annotation_class()
total = docs.count()
done = annotation_class.objects.filter(document_id__in=docs.all()).\
aggregate(Count('document', distinct=True))['document__count']
remaining = total - done
return {'total': total, 'remaining': remaining}
def label_per_data(self, project):
label_count = Counter()
user_count = Counter()
annotation_class = project.get_annotation_class()
docs = project.documents.all()
annotations = annotation_class.objects.filter(document_id__in=docs.all())
for d in annotations.values('label__text', 'user__username').annotate(Count('label'), Count('user')):
label_count[d['label__text']] += d['label__count']
user_count[d['user__username']] += d['user__count']
return label_count, user_count
class LabelList(generics.ListCreateAPIView):
queryset = Label.objects.all()
serializer_class = LabelSerializer
pagination_class = None
permission_classes = (IsAuthenticated, IsProjectUser, IsAdminUserAndWriteOnly)
def get_queryset(self):
queryset = self.queryset.filter(project=self.kwargs['project_id'])
return queryset
def perform_create(self, serializer):
project = get_object_or_404(Project, pk=self.kwargs['project_id'])
serializer.save(project=project)
class LabelDetail(generics.RetrieveUpdateDestroyAPIView):
queryset = Label.objects.all()
serializer_class = LabelSerializer
lookup_url_kwarg = 'label_id'
permission_classes = (IsAuthenticated, IsProjectUser, IsAdminUserAndWriteOnly)
class DocumentList(generics.ListCreateAPIView):
queryset = Document.objects.all()
serializer_class = DocumentSerializer
filter_backends = (DjangoFilterBackend, filters.SearchFilter, filters.OrderingFilter)
search_fields = ('text', )
ordering_fields = ('created_at', 'updated_at', 'doc_annotations__updated_at',
'seq_annotations__updated_at', 'seq2seq_annotations__updated_at')
filter_class = DocumentFilter
permission_classes = (IsAuthenticated, IsProjectUser, IsAdminUserAndWriteOnly)
def get_queryset(self):
queryset = self.queryset.filter(project=self.kwargs['project_id'])
return queryset
def perform_create(self, serializer):
project = get_object_or_404(Project, pk=self.kwargs['project_id'])
serializer.save(project=project)
class DocumentDetail(generics.RetrieveUpdateDestroyAPIView):
queryset = Document.objects.all()
serializer_class = DocumentSerializer
lookup_url_kwarg = 'doc_id'
permission_classes = (IsAuthenticated, IsProjectUser, IsAdminUserAndWriteOnly)
class AnnotationList(generics.ListCreateAPIView):
pagination_class = None
permission_classes = (IsAuthenticated, IsProjectUser)
def get_serializer_class(self):
project = get_object_or_404(Project, pk=self.kwargs['project_id'])
self.serializer_class = project.get_annotation_serializer()
return self.serializer_class
def get_queryset(self):
project = get_object_or_404(Project, pk=self.kwargs['project_id'])
model = project.get_annotation_class()
self.queryset = model.objects.filter(document=self.kwargs['doc_id'],
user=self.request.user)
return self.queryset
def create(self, request, *args, **kwargs):
request.data['document'] = self.kwargs['doc_id']
return super().create(request, args, kwargs)
def perform_create(self, serializer):
doc = get_object_or_404(Document, pk=self.kwargs['doc_id'])
serializer.save(document=doc, user=self.request.user)
class AnnotationDetail(generics.RetrieveUpdateDestroyAPIView):
lookup_url_kwarg = 'annotation_id'
permission_classes = (IsAuthenticated, IsProjectUser, IsOwnAnnotation)
def get_serializer_class(self):
project = get_object_or_404(Project, pk=self.kwargs['project_id'])
self.serializer_class = project.get_annotation_serializer()
return self.serializer_class
def get_queryset(self):
project = get_object_or_404(Project, pk=self.kwargs['project_id'])
model = project.get_annotation_class()
self.queryset = model.objects.all()
return self.queryset
class TextUploadAPI(APIView):
parser_classes = (MultiPartParser,)
permission_classes = (IsAuthenticated, IsProjectUser, IsAdminUser)
def post(self, request, *args, **kwargs):
if 'file' not in request.data:
raise ParseError('Empty content')
project = get_object_or_404(Project, pk=self.kwargs['project_id'])
parser = self.select_parser(request.data['format'])
data = parser.parse(request.data['file'])
storage = project.get_storage(data)
storage.save(self.request.user)
return Response(status=status.HTTP_201_CREATED)
def select_parser(self, format):
if format == 'plain':
return PlainTextParser()
elif format == 'csv':
return CSVParser()
elif format == 'json':
return JSONParser()
elif format == 'conll':
return CoNLLParser()
else:
raise ValidationError('format {} is invalid.'.format(format))
class TextDownloadAPI(APIView):
permission_classes = (IsAuthenticated, IsProjectUser, IsAdminUser)
renderer_classes = (CSVRenderer, JSONLRenderer)
def get(self, request, *args, **kwargs):
format = request.query_params.get('q')
project = get_object_or_404(Project, pk=self.kwargs['project_id'])
documents = project.documents.all()
painter = self.select_painter(format)
data = painter.paint(documents)
return Response(data)
def select_painter(self, format):
if format == 'csv':
return CSVPainter()
elif format == 'json':
return JSONPainter()
else:
raise ValidationError('format {} is invalid.'.format(format))