|
| 1 | +from rest_framework import serializers |
| 2 | +from problem.services import FracasData, SNLIData, SickData |
| 3 | +from problem.models import Problem, KnowledgeBase, Sentence |
| 4 | + |
| 5 | + |
| 6 | +class KnowledgeBaseSerializer(serializers.ModelSerializer): |
| 7 | + |
| 8 | + class Meta: |
| 9 | + model = KnowledgeBase |
| 10 | + fields = ["id", "entity1", "entity2", "relationship"] |
| 11 | + extra_kwargs = { |
| 12 | + # Without this, the relationship field is not required during validation. |
| 13 | + "relationship": {"required": True}, |
| 14 | + } |
| 15 | + |
| 16 | + def validate_id(self, value): |
| 17 | + """Validate that the KnowledgeBase ID exists if provided.""" |
| 18 | + if value is not None: |
| 19 | + if not KnowledgeBase.objects.filter(id=value).exists(): |
| 20 | + raise serializers.ValidationError( |
| 21 | + f"KnowledgeBase item with ID {value} does not exist." |
| 22 | + ) |
| 23 | + return value |
| 24 | + |
| 25 | + def create_for_problem( |
| 26 | + self, validated_data: dict, problem: Problem |
| 27 | + ) -> KnowledgeBase: |
| 28 | + """Create a new KnowledgeBase item for a problem.""" |
| 29 | + return KnowledgeBase.objects.create( |
| 30 | + **validated_data, |
| 31 | + problem=problem, |
| 32 | + ) |
| 33 | + |
| 34 | + def update(self, instance: KnowledgeBase, validated_data: dict) -> KnowledgeBase: |
| 35 | + """Update an existing KnowledgeBase item.""" |
| 36 | + instance.entity1 = validated_data["entity1"] |
| 37 | + instance.relationship = validated_data["relationship"] |
| 38 | + instance.entity2 = validated_data["entity2"] |
| 39 | + instance.save() |
| 40 | + return instance |
| 41 | + |
| 42 | + |
| 43 | +class ProblemSerializer(serializers.ModelSerializer): |
| 44 | + """ |
| 45 | + Serializer for Problem model output. |
| 46 | + Handles serialization of problems with all related data including labels. |
| 47 | + """ |
| 48 | + |
| 49 | + premises = serializers.SerializerMethodField() |
| 50 | + hypothesis = serializers.SerializerMethodField() |
| 51 | + entailmentLabel = serializers.CharField(source="entailment_label") |
| 52 | + extraData = serializers.SerializerMethodField() |
| 53 | + kbItems = serializers.SerializerMethodField() |
| 54 | + |
| 55 | + class Meta: |
| 56 | + model = Problem |
| 57 | + fields = [ |
| 58 | + "id", |
| 59 | + "dataset", |
| 60 | + "premises", |
| 61 | + "hypothesis", |
| 62 | + "entailmentLabel", |
| 63 | + "extraData", |
| 64 | + "kbItems", |
| 65 | + ] |
| 66 | + |
| 67 | + def get_premises(self, problem): |
| 68 | + """Get list of premise texts.""" |
| 69 | + return [premise.text for premise in problem.premises.all()] |
| 70 | + |
| 71 | + def get_hypothesis(self, problem): |
| 72 | + """Get hypothesis text.""" |
| 73 | + return problem.hypothesis.text |
| 74 | + |
| 75 | + def get_extraData(self, problem): |
| 76 | + """Get dataset-specific extra data.""" |
| 77 | + match problem.dataset: |
| 78 | + case Problem.Dataset.SICK: |
| 79 | + return SickData.serialize(problem.extra_data) |
| 80 | + case Problem.Dataset.FRACAS: |
| 81 | + return FracasData.serialize(problem.extra_data) |
| 82 | + case Problem.Dataset.SNLI: |
| 83 | + return SNLIData.serialize(problem.extra_data) |
| 84 | + case _: |
| 85 | + return {} |
| 86 | + |
| 87 | + def get_kbItems(self, problem): |
| 88 | + """Get knowledge base items.""" |
| 89 | + kb_items = problem.knowledge_bases.all() |
| 90 | + return KnowledgeBaseSerializer(kb_items, many=True).data |
| 91 | + |
| 92 | + def create(self, validated_data: dict) -> Problem: |
| 93 | + """ |
| 94 | + Create a new Problem instance from validated input data. |
| 95 | + Handles creation of related Sentence and KnowledgeBase objects. |
| 96 | + """ |
| 97 | + premise_sentences = [ |
| 98 | + Sentence.objects.get_or_create(text=premise)[0] |
| 99 | + for premise in validated_data["premises"] |
| 100 | + ] |
| 101 | + |
| 102 | + hypothesis_sentence = Sentence.objects.get_or_create( |
| 103 | + text=validated_data["hypothesis"] |
| 104 | + )[0] |
| 105 | + |
| 106 | + problem = Problem.objects.create( |
| 107 | + hypothesis=hypothesis_sentence, |
| 108 | + dataset=Problem.Dataset.USER, |
| 109 | + # TODO: Determine entailment label based on LangPro parser output. |
| 110 | + entailment_label=Problem.EntailmentLabel.UNKNOWN, |
| 111 | + extra_data={}, |
| 112 | + ) |
| 113 | + |
| 114 | + problem.premises.set(premise_sentences) |
| 115 | + |
| 116 | + kb_items = validated_data.get("kbItems", []) |
| 117 | + if kb_items: |
| 118 | + self._update_or_create_kb_items(problem, kb_items) |
| 119 | + |
| 120 | + return problem |
| 121 | + |
| 122 | + def update(self, instance: Problem, validated_data: dict) -> Problem: |
| 123 | + """ |
| 124 | + Update an existing Problem instance from validated input data. |
| 125 | + Handles updating of related Sentence and KnowledgeBase objects. |
| 126 | + """ |
| 127 | + if instance.dataset != Problem.Dataset.USER: |
| 128 | + raise serializers.ValidationError( |
| 129 | + "Cannot update a problem that is not a user-created problem." |
| 130 | + ) |
| 131 | + |
| 132 | + instance.hypothesis = Sentence.objects.get_or_create( |
| 133 | + text=validated_data["hypothesis"], |
| 134 | + )[0] |
| 135 | + instance.save() |
| 136 | + |
| 137 | + premise_sentences = [ |
| 138 | + Sentence.objects.get_or_create(text=premise)[0] |
| 139 | + for premise in validated_data["premises"] |
| 140 | + ] |
| 141 | + instance.premises.set(premise_sentences) |
| 142 | + |
| 143 | + self._update_or_create_kb_items(instance, validated_data.get("kbItems", [])) |
| 144 | + |
| 145 | + return instance |
| 146 | + |
| 147 | + def _update_or_create_kb_items( |
| 148 | + self, problem: Problem, kb_items: list[dict] |
| 149 | + ) -> None: |
| 150 | + """Create or update KnowledgeBase items for a problem.""" |
| 151 | + kb_ids: list[int] = [] |
| 152 | + kb_serializer = KnowledgeBaseSerializer() |
| 153 | + |
| 154 | + for item in kb_items: |
| 155 | + kb_id = item.get("id", None) |
| 156 | + |
| 157 | + if kb_id is None: |
| 158 | + kb = kb_serializer.create_for_problem(item, problem=problem) # type: ignore |
| 159 | + else: |
| 160 | + kb_instance = KnowledgeBase.objects.get(id=kb_id, problem_id=problem.pk) |
| 161 | + kb = kb_serializer.update(kb_instance, item) |
| 162 | + |
| 163 | + kb_ids.append(kb.pk) |
| 164 | + |
| 165 | + # Delete existing knowledge bases associated to this problem that are |
| 166 | + # not included in the input. |
| 167 | + KnowledgeBase.objects.filter(problem_id=problem.pk).exclude( |
| 168 | + id__in=kb_ids |
| 169 | + ).delete() |
| 170 | + |
| 171 | + |
| 172 | +class ProblemInputSerializer(serializers.Serializer): |
| 173 | + """ |
| 174 | + Serializer for validating problem input data. |
| 175 | + This is used for both creating and updating user-created problems. |
| 176 | + """ |
| 177 | + |
| 178 | + id = serializers.IntegerField(required=False, allow_null=True) |
| 179 | + premises = serializers.ListField( |
| 180 | + child=serializers.CharField(allow_blank=False), |
| 181 | + allow_empty=False, |
| 182 | + help_text="List of premise sentence texts", |
| 183 | + ) |
| 184 | + hypothesis = serializers.CharField( |
| 185 | + allow_blank=False, help_text="Hypothesis sentence text" |
| 186 | + ) |
| 187 | + kbItems = KnowledgeBaseSerializer( |
| 188 | + many=True, allow_empty=True, help_text="List of knowledge base items" |
| 189 | + ) |
| 190 | + |
| 191 | + def validate_id(self, value): |
| 192 | + """Validate that the Problem ID, if provided, exists and belongs to a user-created problem.""" |
| 193 | + if value is not None: |
| 194 | + if not Problem.objects.filter( |
| 195 | + id=value, dataset=Problem.Dataset.USER |
| 196 | + ).exists(): |
| 197 | + raise serializers.ValidationError( |
| 198 | + f"Problem with ID {value} does not exist." |
| 199 | + ) |
| 200 | + return value |
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