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