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from django.conf import settings from django.contrib.auth import get_user_model from django.shortcuts import get_object_or_404 from rest_framework import serializers from rest_polymorphic.serializers import PolymorphicSerializer from rest_framework.exceptions import ValidationError
from .models import Label, Project, Document, RoleMapping, Role 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): prefix_key = attrs.get('prefix_key') suffix_key = attrs.get('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'] label_id = context['kwargs'].get('label_id') except (AttributeError, KeyError): pass # unit tests don't always have the correct context set up else: conflicting_labels = Label.objects.filter( suffix_key=suffix_key, prefix_key=prefix_key, project=project_id, )
if label_id is not None: conflicting_labels = conflicting_labels.exclude(id=label_id)
if conflicting_labels.exists(): raise ValidationError('Duplicate shortcut 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() annotation_approver = 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 and not project.collaborative_annotation: annotations = annotations.filter(user=request.user) serializer = serializer(annotations, many=True) return serializer.data
@classmethod def get_annotation_approver(cls, instance): approver = instance.annotations_approved_by return approver.username if approver else None
class Meta: model = Document fields = ('id', 'text', 'annotations', 'meta', 'annotation_approver')
class ProjectSerializer(serializers.ModelSerializer): current_users_role = serializers.SerializerMethodField()
def get_current_users_role(self, instance): role_abstractor = { "is_project_admin": settings.ROLE_PROJECT_ADMIN, "is_annotator": settings.ROLE_ANNOTATOR, "is_annotation_approver": settings.ROLE_ANNOTATION_APPROVER, } queryset = RoleMapping.objects.values("role_id__name") if queryset: users_role = get_object_or_404( queryset, project=instance.id, user=self.context.get("request").user.id ) for key, val in role_abstractor.items(): role_abstractor[key] = users_role["role_id__name"] == val return role_abstractor
class Meta: model = Project fields = ('id', 'name', 'description', 'guideline', 'users', 'current_users_role', 'project_type', 'image', 'updated_at', 'randomize_document_order', 'collaborative_annotation') read_only_fields = ('image', 'updated_at', 'users', 'current_users_role')
class TextClassificationProjectSerializer(ProjectSerializer):
class Meta: model = TextClassificationProject fields = ProjectSerializer.Meta.fields read_only_fields = ProjectSerializer.Meta.read_only_fields
class SequenceLabelingProjectSerializer(ProjectSerializer):
class Meta: model = SequenceLabelingProject fields = ProjectSerializer.Meta.fields read_only_fields = ProjectSerializer.Meta.read_only_fields
class Seq2seqProjectSerializer(ProjectSerializer):
class Meta: model = Seq2seqProject fields = ProjectSerializer.Meta.fields read_only_fields = ProjectSerializer.Meta.read_only_fields
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', 'prob') read_only_fields = ('user',)
class RoleSerializer(serializers.ModelSerializer): class Meta: model = Role fields = ('id', 'name')
class RoleMappingSerializer(serializers.ModelSerializer): username = serializers.SerializerMethodField() rolename = serializers.SerializerMethodField()
@classmethod def get_username(cls, instance): user = instance.user return user.username if user else None
@classmethod def get_rolename(cls, instance): role = instance.role return role.name if role else None
class Meta: model = RoleMapping fields = ('id', 'user', 'role', 'username', 'rolename')
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