doccano/backend/auto_labeling/serializers.py

from auto_labeling_pipeline.models import RequestModelFactory
from rest_framework import serializers

from api.models import DOCUMENT_CLASSIFICATION, SEQUENCE_LABELING, SEQ2SEQ, SPEECH2TEXT, \
    IMAGE_CLASSIFICATION
from api.serializers import CategorySerializer, SpanSerializer, TextLabelSerializer
from .models import AutoLabelingConfig


class AutoLabelingConfigSerializer(serializers.ModelSerializer):

    class Meta:
        model = AutoLabelingConfig
        fields = ('id', 'model_name', 'model_attrs', 'template', 'label_mapping', 'default', 'task_type')
        read_only_fields = ('created_at', 'updated_at')

    def validate_model_name(self, value):
        try:
            RequestModelFactory.find(value)
        except NameError:
            raise serializers.ValidationError(f'The specified model name {value} does not exist.')
        return value

    def valid_label_mapping(self, value):
        if isinstance(value, dict):
            return value
        else:
            raise serializers.ValidationError(f'The {value} is not a dictionary. Please specify it as a dictionary.')

    def validate(self, data):
        try:
            RequestModelFactory.create(data['model_name'], data['model_attrs'])
        except Exception:
            model = RequestModelFactory.find(data['model_name'])
            schema = model.schema()
            required_fields = ', '.join(schema['required']) if 'required' in schema else ''
            raise serializers.ValidationError(
                'The attributes does not match the model.'
                'You need to correctly specify the required fields: {}'.format(required_fields)
            )
        return data


def get_annotation_serializer(task: str):
    mapping = {
        DOCUMENT_CLASSIFICATION: CategorySerializer,
        SEQUENCE_LABELING: SpanSerializer,
        SEQ2SEQ: TextLabelSerializer,
        SPEECH2TEXT: TextLabelSerializer,
        IMAGE_CLASSIFICATION: CategorySerializer,
    }
    try:
        return mapping[task]
    except KeyError:
        raise ValueError(f'{task} is not implemented.')