import collections from django.conf import settings from django.db.models import Count, Q from django.shortcuts import get_object_or_404 from rest_framework.permissions import IsAuthenticated from rest_framework.response import Response from rest_framework.views import APIView from ..models import Project from ..permissions import IsInProjectReadOnlyOrAdmin class StatisticsAPI(APIView): pagination_class = None permission_classes = [IsAuthenticated & IsInProjectReadOnlyOrAdmin] def get(self, request, *args, **kwargs): p = get_object_or_404(Project, pk=self.kwargs['project_id']) include = set(request.GET.getlist('include')) response = {} if not include or 'label' in include: label_count, user_count = self.label_per_data(p) response['label'] = label_count # TODO: Make user_label count chart response['user_label'] = user_count if not include or 'total' in include or 'remaining' in include or 'user' in include: progress = self.progress(project=p) response.update(progress) if not include or 'confirmed_count' in include: confirmed_count = self.confirmed_count(p) response['confirmed_count'] = confirmed_count if include: response = {key: value for (key, value) in response.items() if key in include} return Response(response) @staticmethod def _get_user_completion_data(annotation_class, annotation_filter): all_annotation_objects = annotation_class.objects.filter(annotation_filter) set_user_data = collections.defaultdict(set) for ind_obj in all_annotation_objects.values('user__username', 'example__id'): set_user_data[ind_obj['user__username']].add(ind_obj['example__id']) return {i: len(set_user_data[i]) for i in set_user_data} def progress(self, project): docs = project.examples annotation_class = project.get_annotation_class() total = docs.count() annotation_filter = Q(example_id__in=docs.all()) user_data = self._get_user_completion_data(annotation_class, annotation_filter) if not project.collaborative_annotation: annotation_filter &= Q(user_id=self.request.user) done = annotation_class.objects.filter(annotation_filter)\ .aggregate(Count('example', distinct=True))['example__count'] remaining = total - done return {'total': total, 'remaining': remaining, 'user': user_data} def label_per_data(self, project): annotation_class = project.get_annotation_class() return annotation_class.objects.get_label_per_data(project=project) def confirmed_count(self, project): confirmed_count = { settings.ROLE_ANNOTATOR: 0, settings.ROLE_ANNOTATION_APPROVER: 0, settings.ROLE_PROJECT_ADMIN: 0, } for doc in project.examples.all(): role_names = list(set([state.confirmed_user_role.name for state in doc.states.all()])) for role_name in role_names: confirmed_count[role_name] += 1 return confirmed_count