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import json
from django_filters.rest_framework import DjangoFilterBackend
from django.http import JsonResponse, HttpResponse
from django.shortcuts import render, get_object_or_404
from django.views import View
from django.views.generic import TemplateView
from django.views.generic.list import ListView
from django.views.generic.detail import DetailView
from django.contrib.auth.mixins import LoginRequiredMixin
from rest_framework import viewsets, filters, generics
from rest_framework.decorators import action
from rest_framework.response import Response
from rest_framework.permissions import SAFE_METHODS, BasePermission, IsAdminUser, IsAuthenticated
from .models import Label, Document, Project, Factory
from .models import DocumentAnnotation, SequenceAnnotation, Seq2seqAnnotation
from .serializers import LabelSerializer, ProjectSerializer
class IndexView(TemplateView):
template_name = 'index.html'
class ProjectView(LoginRequiredMixin, TemplateView):
template_name = 'annotation.html'
def get_context_data(self, **kwargs):
context = super().get_context_data(**kwargs)
project_id = kwargs.get('project_id')
project = get_object_or_404(Project, pk=project_id)
self.template_name = Factory.get_template(project)
return context
class ProjectAdminView(LoginRequiredMixin, DetailView):
model = Project
template_name = 'project_admin.html'
class ProjectsView(LoginRequiredMixin, ListView):
model = Project
paginate_by = 100
template_name = 'projects.html'
class RawDataAPI(View):
def post(self, request, *args, **kwargs):
"""Upload data."""
f = request.FILES['file']
content = ''.join(chunk.decode('utf-8') for chunk in f.chunks())
for line in content.split('\n'):
j = json.loads(line)
Document(text=j['text']).save()
return JsonResponse({'status': 'ok'})
class DataDownloadAPI(View):
def get(self, request, *args, **kwargs):
annotated_docs = [a.as_dict() for a in Annotation.objects.filter(manual=True)]
json_str = json.dumps(annotated_docs)
response = HttpResponse(json_str, content_type='application/json')
response['Content-Disposition'] = 'attachment; filename=annotation_data.json'
return response
class IsProjectUser(BasePermission):
def has_permission(self, request, view):
user = request.user
project_id = view.kwargs.get('project_id')
project = get_object_or_404(Project, pk=project_id)
return user in project.users.all()
class IsAdminUserAndWriteOnly(BasePermission):
def has_permission(self, request, view):
if request.method in SAFE_METHODS:
return True
return IsAdminUser().has_permission(request, view)
class IsOwnAnnotation(BasePermission):
def has_permission(self, request, view):
user = request.user
project_id = view.kwargs.get('project_id')
annotation_id = view.kwargs.get('annotation_id')
project = get_object_or_404(Project, pk=project_id)
Annotation = Factory.get_annotation_class(project)
annotation = Annotation.objects.get(id=annotation_id)
return annotation.user == user
class ProjectViewSet(viewsets.ModelViewSet):
queryset = Project.objects.all()
serializer_class = ProjectSerializer
pagination_class = None
permission_classes = (IsAuthenticated, IsAdminUserAndWriteOnly)
@action(methods=['get'], detail=True)
def progress(self, request, pk=None):
project = self.get_object()
docs = Factory.get_documents(project, is_null=True)
total = project.documents.count()
remaining = docs.count()
return Response({'total': total, 'remaining': remaining})
class ProjectLabelsAPI(generics.ListCreateAPIView):
queryset = Label.objects.all()
serializer_class = LabelSerializer
pagination_class = None
permission_classes = (IsAuthenticated, IsProjectUser, IsAdminUserAndWriteOnly)
def get_queryset(self):
project_id = self.kwargs['project_id']
queryset = self.queryset.filter(project=project_id)
return queryset
def perform_create(self, serializer):
project_id = self.kwargs['project_id']
project = get_object_or_404(Project, pk=project_id)
serializer.save(project=project)
class ProjectLabelAPI(generics.RetrieveUpdateDestroyAPIView):
queryset = Label.objects.all()
serializer_class = LabelSerializer
permission_classes = (IsAuthenticated, IsProjectUser, IsAdminUser)
def get_queryset(self):
project_id = self.kwargs['project_id']
queryset = self.queryset.filter(project=project_id)
return queryset
def get_object(self):
label_id = self.kwargs['label_id']
queryset = self.filter_queryset(self.get_queryset())
obj = get_object_or_404(queryset, pk=label_id)
self.check_object_permissions(self.request, obj)
return obj
class ProjectDocsAPI(generics.ListCreateAPIView):
queryset = Document.objects.all()
filter_backends = (DjangoFilterBackend, filters.SearchFilter, filters.OrderingFilter)
search_fields = ('text', )
permission_classes = (IsAuthenticated, IsProjectUser, IsAdminUserAndWriteOnly)
def get_serializer_class(self):
project_id = self.kwargs['project_id']
project = get_object_or_404(Project, pk=project_id)
self.serializer_class = Factory.get_project_serializer(project)
return self.serializer_class
def get_queryset(self):
project_id = self.kwargs['project_id']
queryset = self.queryset.filter(project=project_id)
if not self.request.query_params.get('is_checked'):
return queryset
project = get_object_or_404(Project, pk=project_id)
is_null = self.request.query_params.get('is_checked') == 'true'
queryset = Factory.get_documents(project, is_null).distinct()
return queryset
class AnnotationsAPI(generics.ListCreateAPIView):
pagination_class = None
permission_classes = (IsAuthenticated, IsProjectUser)
def get_serializer_class(self):
project_id = self.kwargs['project_id']
project = get_object_or_404(Project, pk=project_id)
self.serializer_class = Factory.get_annotation_serializer(project)
return self.serializer_class
def get_queryset(self):
doc_id = self.kwargs['doc_id']
document = get_object_or_404(Document, pk=doc_id)
self.queryset = Factory.get_annotations_by_doc(document)
return self.queryset
def post(self, request, *args, **kwargs):
doc = get_object_or_404(Document, pk=self.kwargs['doc_id'])
project = get_object_or_404(Project, pk=self.kwargs['project_id'])
self.serializer_class = Factory.get_annotation_serializer(project)
if project.is_type_of(Project.DOCUMENT_CLASSIFICATION):
label = get_object_or_404(Label, pk=request.data['label_id'])
annotation = DocumentAnnotation(document=doc, label=label, manual=True,
user=self.request.user)
elif project.is_type_of(Project.SEQUENCE_LABELING):
label = get_object_or_404(Label, pk=request.data['label_id'])
annotation = SequenceAnnotation(document=doc, label=label, manual=True,
user=self.request.user,
start_offset=request.data['start_offset'],
end_offset=request.data['end_offset'])
elif project.is_type_of(Project.Seq2seq):
text = request.data['text']
annotation = Seq2seqAnnotation(document=doc,
text=text,
manual=True,
user=self.request.user)
annotation.save()
serializer = self.serializer_class(annotation)
return Response(serializer.data)
class AnnotationAPI(generics.RetrieveUpdateDestroyAPIView):
permission_classes = (IsAuthenticated, IsProjectUser, IsOwnAnnotation)
def get_queryset(self):
doc_id = self.kwargs['doc_id']
document = get_object_or_404(Document, pk=doc_id)
self.queryset = Factory.get_annotations_by_doc(document)
return self.queryset
def get_object(self):
annotation_id = self.kwargs['annotation_id']
queryset = self.filter_queryset(self.get_queryset())
obj = get_object_or_404(queryset, pk=annotation_id)
self.check_object_permissions(self.request, obj)
return obj
def put(self, request, *args, **kwargs):
doc = get_object_or_404(Document, pk=self.kwargs['doc_id'])
project = get_object_or_404(Project, pk=self.kwargs['project_id'])
self.serializer_class = Factory.get_annotation_serializer(project)
if project.is_type_of(Project.Seq2seq):
text = request.data['text']
annotation = get_object_or_404(Seq2seqAnnotation, pk=request.data['id'])
annotation.text = text
annotation.save()
serializer = self.serializer_class(annotation)
return Response(serializer.data)