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from django.db.models import Count, Q, QuerySet
from django_filters.rest_framework import BooleanFilter, CharFilter, FilterSet
from .models import Example
class ExampleFilter(FilterSet):
confirmed = BooleanFilter(field_name="states", method="filter_by_state")
label = CharFilter(method="filter_by_label")
def filter_by_state(self, queryset, field_name, is_confirmed: bool):
queryset = queryset.annotate(
num_confirm=Count(
expression=field_name,
filter=Q(**{f"{field_name}__confirmed_by": self.request.user})
| Q(project__collaborative_annotation=True),
)
)
if is_confirmed:
queryset = queryset.filter(num_confirm__gte=1)
else:
queryset = queryset.filter(num_confirm__lte=0)
return queryset
def filter_by_label(self, queryset: QuerySet, field_name: str, label: str) -> QuerySet:
"""Filter examples by a given label name.
This performs filtering on all of the following labels at once:
- categories
- spans
- relations
- bboxes
- segmentations
Todo: Consider project type to make filtering more efficient.
Args:
queryset (QuerySet): QuerySet to filter.
field_name (str): This equals to `label`.
label (str): The label name to filter.
Returns:
QuerySet: Filtered examples.
"""
queryset = queryset.filter(
Q(categories__label__text=label)
| Q(spans__label__text=label)
| Q(relations__type__text=label)
| Q(bboxes__label__text=label)
| Q(segmentations__label__text=label)
)
return queryset
class Meta:
model = Example
fields = ("project", "text", "created_at", "updated_at", "label")