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from django.contrib.auth import get_user_model from rest_framework import serializers from rest_polymorphic.serializers import PolymorphicSerializer from rest_framework.exceptions import ValidationError
from .models import Label, Project, Document from .models import TextClassificationProject, SequenceLabelingProject, Seq2seqProject from .models import DocumentAnnotation, SequenceAnnotation, Seq2seqAnnotation
class UserSerializer(serializers.ModelSerializer):
class Meta: model = get_user_model() fields = ('id', 'username', 'first_name', 'last_name', 'email', 'is_superuser')
class LabelSerializer(serializers.ModelSerializer):
def validate(self, attrs): if 'prefix_key' not in attrs and 'suffix_key' not in attrs: return super().validate(attrs)
prefix_key = attrs['prefix_key'] suffix_key = attrs['suffix_key']
# In the case of user don't set any shortcut key. if prefix_key is None and suffix_key is None: return super().validate(attrs)
# Don't allow shortcut key not to have a suffix key. if prefix_key and not suffix_key: raise ValidationError('Shortcut key may not have a suffix key.')
# Don't allow to save same shortcut key when prefix_key is null. try: context = self.context['request'].parser_context project_id = context['kwargs']['project_id'] except (AttributeError, KeyError): pass # unit tests don't always have the correct context set up else: if Label.objects.filter(suffix_key=suffix_key, prefix_key__isnull=True, project=project_id).exists(): raise ValidationError('Duplicate key.')
return super().validate(attrs)
class Meta: model = Label fields = ('id', 'text', 'prefix_key', 'suffix_key', 'background_color', 'text_color')
class DocumentSerializer(serializers.ModelSerializer): annotations = serializers.SerializerMethodField()
def get_annotations(self, instance): request = self.context.get('request') project = instance.project model = project.get_annotation_class() serializer = project.get_annotation_serializer() annotations = model.objects.filter(document=instance.id) if request: annotations = annotations.filter(user=request.user) serializer = serializer(annotations, many=True) return serializer.data
class Meta: model = Document fields = ('id', 'text', 'annotations', 'meta')
class ProjectSerializer(serializers.ModelSerializer):
class Meta: model = Project fields = ('id', 'name', 'description', 'guideline', 'users', 'project_type', 'image', 'updated_at', 'randomize_document_order') read_only_fields = ('image', 'updated_at')
class TextClassificationProjectSerializer(serializers.ModelSerializer):
class Meta: model = TextClassificationProject fields = ('id', 'name', 'description', 'guideline', 'users', 'project_type', 'image', 'updated_at', 'randomize_document_order') read_only_fields = ('image', 'updated_at', 'users')
class SequenceLabelingProjectSerializer(serializers.ModelSerializer):
class Meta: model = SequenceLabelingProject fields = ('id', 'name', 'description', 'guideline', 'users', 'project_type', 'image', 'updated_at', 'randomize_document_order') read_only_fields = ('image', 'updated_at', 'users')
class Seq2seqProjectSerializer(serializers.ModelSerializer):
class Meta: model = Seq2seqProject fields = ('id', 'name', 'description', 'guideline', 'users', 'project_type', 'image', 'updated_at', 'randomize_document_order') read_only_fields = ('image', 'updated_at', 'users')
class ProjectPolymorphicSerializer(PolymorphicSerializer): model_serializer_mapping = { Project: ProjectSerializer, TextClassificationProject: TextClassificationProjectSerializer, SequenceLabelingProject: SequenceLabelingProjectSerializer, Seq2seqProject: Seq2seqProjectSerializer }
class ProjectFilteredPrimaryKeyRelatedField(serializers.PrimaryKeyRelatedField):
def get_queryset(self): view = self.context.get('view', None) request = self.context.get('request', None) queryset = super(ProjectFilteredPrimaryKeyRelatedField, self).get_queryset() if not request or not queryset or not view: return None return queryset.filter(project=view.kwargs['project_id'])
class DocumentAnnotationSerializer(serializers.ModelSerializer): # label = ProjectFilteredPrimaryKeyRelatedField(queryset=Label.objects.all()) label = serializers.PrimaryKeyRelatedField(queryset=Label.objects.all()) document = serializers.PrimaryKeyRelatedField(queryset=Document.objects.all())
class Meta: model = DocumentAnnotation fields = ('id', 'prob', 'label', 'user', 'document') read_only_fields = ('user', )
class SequenceAnnotationSerializer(serializers.ModelSerializer): #label = ProjectFilteredPrimaryKeyRelatedField(queryset=Label.objects.all()) label = serializers.PrimaryKeyRelatedField(queryset=Label.objects.all()) document = serializers.PrimaryKeyRelatedField(queryset=Document.objects.all())
class Meta: model = SequenceAnnotation fields = ('id', 'prob', 'label', 'start_offset', 'end_offset', 'user', 'document') read_only_fields = ('user',)
class Seq2seqAnnotationSerializer(serializers.ModelSerializer): document = serializers.PrimaryKeyRelatedField(queryset=Document.objects.all())
class Meta: model = Seq2seqAnnotation fields = ('id', 'text', 'user', 'document') read_only_fields = ('user',)
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