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serializers.py
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215 lines (181 loc) · 7.33 KB
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from rest_framework import serializers
from django.utils import timezone
from annotation.serializers import KnowledgeBaseAnnotationSerializer
from annotation.models import (
AnnotationSession,
KnowledgeBaseAnnotation,
)
from problem.services import FracasData, SNLIData, SickData
from problem.models import Problem, Sentence
from user.models import User
class ProblemSerializer(serializers.ModelSerializer):
"""
Serializer for Problem model output.
"""
id = serializers.IntegerField(read_only=True)
premises = serializers.SerializerMethodField()
hypothesis = serializers.SerializerMethodField()
entailmentLabel = serializers.CharField(source="entailment_label")
extraData = serializers.SerializerMethodField()
class Meta:
model = Problem
fields = [
"id",
"dataset",
"premises",
"hypothesis",
"entailmentLabel",
"extraData",
"base",
"hidden",
]
def get_premises(self, problem: Problem):
"""Get list of premise texts."""
return [premise.text for premise in problem.premises.all()]
def get_hypothesis(self, problem: Problem):
"""Get hypothesis text."""
return problem.hypothesis.text
def get_extraData(self, problem: Problem):
"""Get dataset-specific extra data."""
match problem.dataset:
case Problem.Dataset.SICK:
return SickData.serialize(problem.extra_data)
case Problem.Dataset.FRACAS:
return FracasData.serialize(problem.extra_data)
case Problem.Dataset.SNLI:
return SNLIData.serialize(problem.extra_data)
case _:
return {}
class ProblemInputSerializer(serializers.Serializer):
"""
Serializer for validating problem input data.
This is used for both creating and updating user-created problems.
"""
id = serializers.IntegerField(required=False, allow_null=True)
premises = serializers.ListField(
child=serializers.CharField(allow_blank=False),
allow_empty=False,
help_text="List of premise sentence texts",
)
hypothesis = serializers.CharField(
allow_blank=False, help_text="Hypothesis sentence text"
)
kbItems = KnowledgeBaseAnnotationSerializer(
many=True,
help_text="List of knowledge base annotations",
required=False,
)
base = serializers.IntegerField(required=False, allow_null=True)
def validate_id(self, value):
"""Validate that the Problem ID, if provided, exists."""
if value is not None:
if not Problem.objects.filter(id=value).exists():
raise serializers.ValidationError(
f"Problem with ID {value} does not exist."
)
return value
def validate_base(self, value):
"""Validate that the base problem ID exists if provided."""
if value is not None:
if not Problem.objects.filter(id=value).exists():
raise serializers.ValidationError(
f"Base problem with ID {value} does not exist."
)
return value
def create(self, validated_data: dict) -> Problem:
"""
Create a new Problem instance from validated input data.
"""
new_user_problem = Problem(dataset=Problem.Dataset.USER, extra_data={})
return self._update_core_problem_fields(new_user_problem, validated_data)
def _create_update_kb_annotation(
self, kb_item: dict, problem: Problem, session: AnnotationSession
) -> None:
kb_id = kb_item.get("id", None)
update_data = {
**kb_item,
"problem_id": problem.pk,
"session_id": session.pk,
}
if kb_id is None:
# Create new KnowledgeBaseAnnotation
serializer = KnowledgeBaseAnnotationSerializer(data=update_data)
else:
# Update existing KnowledgeBaseAnnotation
try:
kb_instance = KnowledgeBaseAnnotation.objects.get(
id=kb_id, problem_id=problem.pk
)
serializer = KnowledgeBaseAnnotationSerializer(
kb_instance, data=update_data
)
except KnowledgeBaseAnnotation.DoesNotExist:
raise serializers.ValidationError(
f"KnowledgeBaseAnnotation with ID {kb_id} does not exist "
f"for this problem and session."
)
serializer.is_valid(raise_exception=True)
serializer.save(problem=problem, session=session, created_by=session.user)
def _mark_kb_not_in_input_as_removed(
self, problem: Problem, kb_items: list[dict], session: AnnotationSession
) -> None:
"""
Marks KnowledgeBase annotations for a problem that are not included in
the provided list of kb_items as removed.
"""
kb_item_ids = {
kb_item.get("id") for kb_item in kb_items if kb_item.get("id") is not None
}
annotations_to_delete = KnowledgeBaseAnnotation.objects.filter(
problem=problem, removed_at__isnull=True
).exclude(id__in=kb_item_ids)
current_time = timezone.now()
for annotation in annotations_to_delete:
annotation.removed_at = current_time
annotation.removed_by = session.user
annotation.save()
def handle_kb_annotations(
self, problem: Problem, kb_items: list[dict], user: User
) -> None:
"""
Creates, updates and deletes KnowledgeBase annotations for a problem.
Creates an annotation session if it does not exist.
"""
session = AnnotationSession.objects.create(user=user)
self._mark_kb_not_in_input_as_removed(problem, kb_items, session)
for kb_item in kb_items:
self._create_update_kb_annotation(kb_item, problem, session)
def update(self, instance: Problem, validated_data: dict) -> Problem:
"""
Updates Problem core fields from validated input data.
"""
# Only USER-problems can be updated.
if instance.dataset != Problem.Dataset.USER:
return instance
return self._update_core_problem_fields(instance, validated_data)
def _update_core_problem_fields(self, instance: Problem, validated_data: dict) -> Problem:
"""
Updates core Problem fields (premises, hypothesis, base) from validated
input data.
"""
instance.hypothesis = Sentence.objects.get_or_create(
text=validated_data["hypothesis"],
)[0]
validated_base_id = validated_data.get("base", None)
if validated_base_id is None:
instance.base = None
else:
try:
base_problem = Problem.objects.get(id=validated_base_id)
except Problem.DoesNotExist:
raise serializers.ValidationError(
f"Base problem with ID {validated_base_id} does not exist."
)
instance.base = base_problem # type: ignore
instance.save()
premise_sentences = [
Sentence.objects.get_or_create(text=premise)[0]
for premise in validated_data["premises"]
]
instance.premises.set(premise_sentences)
return instance