Fix: DocumentClassifierSchema bounds

This commit is contained in:
shamoon
2026-08-16 20:15:52 -07:00
parent 36c736a9f9
commit 38df497760
2 changed files with 126 additions and 4 deletions
+42 -4
View File
@@ -1,7 +1,32 @@
from typing import Any
from typing import Final
from typing import TypedDict
from pydantic import BaseModel
from pydantic import Field
from pydantic import ValidationInfo
from pydantic import field_validator
from pydantic.fields import FieldInfo
# taxonomy.py MAX_TAG_CANDIDATES = 10, prompt is "up to 3 relevant dates"
MAX_EXISTING_IDS: Final = 10
MAX_NEW_NAMES: Final = 8
MAX_DATES: Final = 3
# Matches documents.models.Document.title's CharField(max_length=128).
MAX_TITLE_LENGTH: Final = 128
def _truncate_to_field_limit(value: Any, field: FieldInfo) -> Any:
"""
Clip down to its it's declared maximum. Run as a `mode="before"` validator.
"""
limit = next(
(m.max_length for m in field.metadata if hasattr(m, "max_length")),
None,
)
if limit is None or not isinstance(value, (list, str)):
return value
return value[:limit]
class TaxonomyChoice(BaseModel):
@@ -14,19 +39,32 @@ class TaxonomyChoice(BaseModel):
TaxonomyChoiceDict below.
"""
existing_ids: list[int] = Field(default_factory=list)
new_names: list[str] = Field(default_factory=list)
existing_ids: list[int] = Field(
default_factory=list,
max_length=MAX_EXISTING_IDS,
)
new_names: list[str] = Field(default_factory=list, max_length=MAX_NEW_NAMES)
@field_validator("existing_ids", "new_names", mode="before")
@classmethod
def _truncate(cls, value: Any, info: ValidationInfo) -> Any:
return _truncate_to_field_limit(value, cls.model_fields[info.field_name])
class DocumentClassifierSchema(BaseModel):
"""Schema for document classification suggestions."""
title: str
title: str = Field(max_length=MAX_TITLE_LENGTH)
tags: TaxonomyChoice = Field(default_factory=TaxonomyChoice)
correspondents: TaxonomyChoice = Field(default_factory=TaxonomyChoice)
document_types: TaxonomyChoice = Field(default_factory=TaxonomyChoice)
storage_paths: TaxonomyChoice = Field(default_factory=TaxonomyChoice)
dates: list[str] = Field(default_factory=list)
dates: list[str] = Field(default_factory=list, max_length=MAX_DATES)
@field_validator("title", "dates", mode="before")
@classmethod
def _truncate(cls, value: Any, info: ValidationInfo) -> Any:
return _truncate_to_field_limit(value, cls.model_fields[info.field_name])
class TaxonomyChoiceDict(TypedDict):
+84
View File
@@ -1,3 +1,7 @@
from paperless_ai.base_model import MAX_DATES
from paperless_ai.base_model import MAX_EXISTING_IDS
from paperless_ai.base_model import MAX_NEW_NAMES
from paperless_ai.base_model import MAX_TITLE_LENGTH
from paperless_ai.base_model import ClassificationSuggestions
from paperless_ai.base_model import DocumentClassifierSchema
from paperless_ai.base_model import TaxonomyChoice
@@ -63,6 +67,86 @@ def test_document_classifier_schema_json_schema_is_self_contained():
assert set(taxonomy_choice_properties.keys()) == {"existing_ids", "new_names"}
def test_every_sequence_in_the_emitted_schema_is_bounded():
"""
GIVEN:
- The DocumentClassifierSchema pydantic model
WHEN:
- Its JSON schema is generated via model_json_schema()
THEN:
- Every array property in the schema, including those on the
referenced TaxonomyChoice definition, carries a maxItems
"""
schema = DocumentClassifierSchema.model_json_schema()
unbounded = [
f"{owner}.{name}"
for owner, definition in [
("DocumentClassifierSchema", schema),
*schema.get("$defs", {}).items(),
]
for name, prop in definition.get("properties", {}).items()
if prop.get("type") == "array" and "maxItems" not in prop
]
assert unbounded == []
def test_dates_bound_matches_what_the_prompt_asks_for():
"""
GIVEN:
- The DocumentClassifierSchema pydantic model
WHEN:
- The emitted maxItems for dates is inspected
THEN:
- It equals the 3 that build_prompt_without_rag asks the model for
"""
dates_schema = DocumentClassifierSchema.model_json_schema()["properties"]["dates"]
assert dates_schema["maxItems"] == MAX_DATES == 3
def test_over_long_response_is_truncated_rather_than_rejected():
"""
GIVEN:
- An LLM response overshooting every declared bound
WHEN:
- DocumentClassifierSchema is constructed from it
THEN:
- Each field is clipped to its maximum, with no ValidationError
"""
parsed = DocumentClassifierSchema(
title="T" * (MAX_TITLE_LENGTH + 50),
tags=TaxonomyChoice(
existing_ids=list(range(MAX_EXISTING_IDS + 20)),
new_names=["n"] * (MAX_NEW_NAMES + 20),
),
dates=[f"2016-{month:02d}-01" for month in range(1, 13)],
)
assert len(parsed.title) == MAX_TITLE_LENGTH
assert len(parsed.dates) == MAX_DATES
assert len(parsed.tags.existing_ids) == MAX_EXISTING_IDS
assert len(parsed.tags.new_names) == MAX_NEW_NAMES
def test_truncation_keeps_the_earliest_entries():
"""
GIVEN:
- An over-long dates list from an LLM response
WHEN:
- DocumentClassifierSchema is constructed from it
THEN:
- The kept entries are the first ones the model emitted
"""
parsed = DocumentClassifierSchema(
title="T",
dates=["2016-10-01", "2016-09-01", "2016-08-01", "2016-07-01", "2016-06-01"],
)
assert parsed.dates == ["2016-10-01", "2016-09-01", "2016-08-01"]
def test_model_dump_matches_typed_dict_keys():
"""
GIVEN: