Files
MobilityOps/backend/tests/test_knowledge.py
T
NuklearRabbitandClaude Sonnet 5 e6539d17b6 fix: knowledge retrieval accuracy and remaining brand/PoC leaks in procedure docs
- Fix the demo knowledge provider's tokenizer: a plain [a-z0-9]+ regex silently
  dropped accented characters, splitting French words like "véhicule" into "v" +
  "hicule" and mangling retrieval for nearly every French query. Now matches the
  Latin-1 accented range too.
- Reweight section scoring so the body match (the actual substance of a section)
  outranks a heading/title match (a shallow structural hint) rather than the reverse
  -- confirmed via the brief's exact validation question that the old weighting
  misranked the damage procedure behind a topically-adjacent document in all three
  languages (nl-BE: a checkout section; en-GB/fr-BE: the return procedure), purely
  because a generic word like "vehicle"/"voertuig" happened to sit in a heading/title.
- Remove leftover "MobilityOps" and "PoC" mentions from 5 English and 4 NL/FR
  procedure documents -- knowledge-base prose is visible UI content and was missed by
  the earlier rebrand.
- Add regression tests: the brief's exact NL/EN/FR damage question must ground on the
  damage procedure as the *primary* source (not just appear in the top 3), and no
  procedure file may contain "MobilityOps" or "PoC".

151 backend tests, Ruff, mypy green.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
2026-08-03 21:54:15 +02:00

170 lines
6.4 KiB
Python

from __future__ import annotations
import re
from pathlib import Path
import httpx
from app.core.config import get_settings
from app.services.knowledge.demo import DemoKnowledgeProvider
from app.services.knowledge.ragcore import RAGcoreKnowledgeProvider
def test_brief_exact_damage_question_in_all_three_languages():
# The exact validation questions from docs/fleet-ops-correction/current-gap-audit.md
# -- each must ground on the damage procedure as its *primary* (top-ranked) source,
# not merely appear somewhere in the top-3, and the source/version/section/excerpt
# must all come from that same-language document (never an English fallback).
provider = DemoKnowledgeProvider()
cases = {
"nl-BE": "Wat moet ik doen wanneer een voertuig beschadigd terugkomt?",
"en-GB": "What should I do when a vehicle returns with damage?",
"fr-BE": "Que dois-je faire lorsqu'un véhicule revient endommagé ?",
}
for language, question in cases.items():
answer = provider.ask(question, f"test-brief-{language}", language)
assert answer.evidence_state == "grounded", language
assert answer.sources, language
assert answer.sources[0].document_id == "damage-procedure", (
f"{language}: expected the damage procedure as the primary source, "
f"got {answer.sources[0].document_id!r}"
)
assert answer.answer
assert answer.sources[0].excerpt
def test_knowledge_procedures_never_mention_mobilityops_or_poc():
# Section 2 of docs/fleet-ops-correction/current-gap-audit.md: the visible brand
# name is exactly "Fleet Ops", and "PoC" must never appear in visible content --
# including the demo knowledge base, not just the frontend.
procedures_dir = Path(get_settings().knowledge_dir)
offenders = []
for path in sorted(procedures_dir.glob("*/*.md")):
text = path.read_text(encoding="utf-8")
if "MobilityOps" in text or re.search(r"\bPoC\b", text):
offenders.append(str(path))
assert offenders == []
def test_s6_damage_question_is_grounded_with_expected_sources():
provider = DemoKnowledgeProvider()
answer = provider.ask(
"What must I do when a vehicle returns with damage?", "test-correlation-1"
)
assert answer.evidence_state == "grounded"
document_ids = {s.document_id for s in answer.sources}
assert "damage-procedure" in document_ids
assert "vehicle-return-procedure" in document_ids
assert answer.answer # never empty for a grounded answer
for source in answer.sources:
assert source.excerpt
def test_unrelated_question_is_insufficient():
provider = DemoKnowledgeProvider()
answer = provider.ask("What is the capital of France?", "test-correlation-2")
assert answer.evidence_state == "insufficient"
assert "France" not in answer.answer # never fabricates an answer beyond the procedures
def test_demo_provider_health_reports_document_count():
provider = DemoKnowledgeProvider()
health = provider.health()
assert health.provider == "demo"
assert health.available is True
assert health.document_count == 11
def test_demo_provider_health_reports_document_count_per_language():
provider = DemoKnowledgeProvider()
for language in ("nl-BE", "en-GB", "fr-BE"):
assert provider.health(language).document_count == 11
def test_demo_provider_grounds_damage_question_in_dutch():
provider = DemoKnowledgeProvider()
answer = provider.ask(
"Wat moet ik doen als een voertuig terugkomt met schade?",
"test-correlation-nl",
"nl-BE",
)
assert answer.evidence_state == "grounded"
document_ids = {s.document_id for s in answer.sources}
assert "damage-procedure" in document_ids
def test_demo_provider_grounds_damage_question_in_french():
provider = DemoKnowledgeProvider()
answer = provider.ask(
"Que dois-je faire quand un véhicule revient avec des dommages ?",
"test-correlation-fr",
"fr-BE",
)
assert answer.evidence_state == "grounded"
document_ids = {s.document_id for s in answer.sources}
assert "damage-procedure" in document_ids
def test_demo_provider_insufficient_evidence_message_is_localized():
provider = DemoKnowledgeProvider()
nl_answer = provider.ask(
"Wat is de hoofdstad van Frankrijk?", "test-correlation-nl-2", "nl-BE"
)
fr_answer = provider.ask(
"Quelle est la capitale de la France ?", "test-correlation-fr-2", "fr-BE"
)
assert nl_answer.evidence_state == "insufficient"
assert fr_answer.evidence_state == "insufficient"
assert nl_answer.answer != fr_answer.answer
assert "France" not in nl_answer.answer
assert "France" not in fr_answer.answer
def test_ask_question_endpoint_grounded(ops_client):
response = ops_client.post(
"/api/v1/knowledge/questions",
json={"question": "What must I do when a vehicle returns with damage?"},
)
assert response.status_code == 200
body = response.json()
assert body["evidence_state"] == "grounded"
assert body["provider"] == "demo"
assert len(body["sources"]) > 0
def test_ask_question_requires_authentication(client):
response = client.post("/api/v1/knowledge/questions", json={"question": "Anything?"})
assert response.status_code == 401
def test_ask_question_is_audited_without_leaking_full_text(ops_client):
ops_client.post(
"/api/v1/knowledge/questions",
json={"question": "What must I do when a vehicle returns with damage?"},
)
events = ops_client.get(
"/api/v1/audit", params={"action": "knowledge_question_asked"}
).json()
assert len(events) >= 1
metadata = events[0]["metadata"]
assert "evidence_state" in metadata
assert "source_ids" in metadata
assert "question" not in metadata
def test_knowledge_status_endpoint(ops_client):
response = ops_client.get("/api/v1/knowledge/status")
assert response.status_code == 200
assert response.json()["provider"] == "demo"
def test_ragcore_provider_degrades_to_unavailable(monkeypatch):
def fake_client(*args, **kwargs):
raise httpx.ConnectError("no ragcore in this environment")
provider = RAGcoreKnowledgeProvider()
monkeypatch.setattr(provider, "_client", fake_client)
answer = provider.ask("Anything?", "test-correlation-3")
assert answer.evidence_state == "unavailable"
assert answer.sources == []