import abc from typing import List from auto_labeling_pipeline.labels import Labels from django.contrib.auth.models import User from api.models import Project from examples.models import Example from label_types.models import CategoryType, SpanType from labels.models import Label, Category, Span, TextLabel class LabelCollection(abc.ABC): label_type = None model = None def __init__(self, labels): self.labels = labels def transform(self, project: Project, example: Example, user: User) -> List[Label]: mapping = { c.text: c for c in self.label_type.objects.filter(project=project) } annotations = [] for label in self.labels: if label['label'] not in mapping: continue label['example'] = example label['label'] = mapping[label['label']] label['user'] = user annotations.append(self.model(**label)) return annotations def save(self, project: Project, example: Example, user: User): labels = self.transform(project, example, user) labels = self.model.objects.filter_annotatable_labels(labels, project) self.model.objects.bulk_create(labels) class Categories(LabelCollection): label_type = CategoryType model = Category class Spans(LabelCollection): label_type = SpanType model = Span class Texts(LabelCollection): model = TextLabel def transform(self, project: Project, example: Example, user: User) -> List[Label]: annotations = [] for label in self.labels: label['example'] = example label['user'] = user annotations.append(self.model(**label)) return annotations def create_labels(task_type: str, labels: Labels) -> LabelCollection: return { 'Category': Categories, 'Span': Spans, 'Text': Texts }[task_type](labels.dict())