from django.db.models import Manager, Count class LabelManager(Manager): def calc_label_distribution(self, examples, members, labels): """Calculate label distribution. Args: examples: example queryset. members: user queryset. labels: label queryset. Returns: label distribution per user. Examples: >>> self.calc_label_distribution(examples, members, labels) {'admin': {'positive': 10, 'negative': 5}} """ distribution = {member.username: {label.text: 0 for label in labels} for member in members} items = ( self.filter(example_id__in=examples) .values("user__username", "label__text") .annotate(count=Count("label__text")) ) for item in items: username = item["user__username"] label = item["label__text"] count = item["count"] distribution[username][label] = count return distribution def get_labels(self, label, project): if project.collaborative_annotation: return self.filter(example=label.example) else: return self.filter(example=label.example, user=label.user) def can_annotate(self, label, project) -> bool: raise NotImplementedError("Please implement this method in the subclass") def filter_annotatable_labels(self, labels, project): return [label for label in labels if self.can_annotate(label, project)] class CategoryManager(LabelManager): def can_annotate(self, label, project) -> bool: is_exclusive = project.single_class_classification categories = self.get_labels(label, project) if is_exclusive: return not categories.exists() else: return not categories.filter(label=label.label).exists() class SpanManager(LabelManager): def can_annotate(self, label, project) -> bool: overlapping = getattr(project, "allow_overlapping", False) spans = self.get_labels(label, project) if overlapping: return True for span in spans: if span.is_overlapping(label): return False return True class TextLabelManager(LabelManager): def can_annotate(self, label, project) -> bool: texts = self.get_labels(label, project) for text in texts: if text.is_same_text(label): return False return True