feat(ai): add tenant-safe hierarchical expense learning

This commit is contained in:
caoxiaozhu
2026-07-16 14:30:41 +08:00
parent 6bdf65bc24
commit ee88a36baf
65 changed files with 6909 additions and 232 deletions

View File

@@ -1,12 +1,11 @@
from __future__ import annotations
import json
from unittest.mock import MagicMock, patch
import pytest
from unittest.mock import MagicMock
from app.services.few_shot_retrieval import FewShotRetriever
from app.services.few_shot_store import FewShotStore
from app.services.risk_rule_generation import RiskRuleGenerationService
from app.services.risk_rule_generation_prompt import build_risk_rule_compiler_messages
@@ -36,7 +35,9 @@ def test_retrieve_returns_injection_blocks_with_token_budget() -> None:
]
retriever = FewShotRetriever(store)
blocks = retriever.retrieve_for_risk_rule_generation(
domain="expense", natural_language="同一发票重复报销"
tenant_id="tenant-a",
domain="expense",
natural_language="同一发票重复报销",
)
assert len(blocks) == 2
assert blocks[0]["score"] == 0.9
@@ -51,7 +52,13 @@ def test_retrieve_returns_injection_blocks_with_token_budget() -> None:
def test_retrieve_empty_case_text_returns_empty() -> None:
store = MagicMock(spec=FewShotStore)
retriever = FewShotRetriever(store)
assert retriever.retrieve_for_risk_rule_generation(natural_language="") == []
assert (
retriever.retrieve_for_risk_rule_generation(
tenant_id="tenant-a",
natural_language="",
)
== []
)
store.search.assert_not_called()
@@ -62,7 +69,10 @@ def test_retrieve_truncates_overlong_conclusion() -> None:
_hit(0.9, "confirmed", long_text),
]
retriever = FewShotRetriever(store)
blocks = retriever.retrieve_for_risk_rule_generation(natural_language="x")
blocks = retriever.retrieve_for_risk_rule_generation(
tenant_id="tenant-a",
natural_language="x",
)
assert len(blocks) == 1
# 超长结论应被截断到单条上限
from app.services.few_shot_retrieval import SINGLE_SAMPLE_MAX_CHARS
@@ -70,6 +80,45 @@ def test_retrieve_truncates_overlong_conclusion() -> None:
assert len(blocks[0]["conclusion"]) <= SINGLE_SAMPLE_MAX_CHARS
def test_rule_generation_forwards_authenticated_tenant_to_retriever(monkeypatch) -> None:
fake_retriever = MagicMock()
fake_retriever.retrieve_for_risk_rule_generation.return_value = []
monkeypatch.setenv("FEW_SHOT_INJECTION_ENABLED", "true")
monkeypatch.setattr(
FewShotRetriever,
"from_session",
classmethod(lambda _cls, _session: fake_retriever),
)
service = RiskRuleGenerationService(MagicMock())
service._retrieve_few_shot_samples(
tenant_id="tenant-smart-learning",
domain="expense",
natural_language="重复发票风险规则",
)
fake_retriever.retrieve_for_risk_rule_generation.assert_called_once_with(
tenant_id="tenant-smart-learning",
domain="expense",
natural_language="重复发票风险规则",
)
def test_rule_generation_without_tenant_disables_historical_injection(monkeypatch) -> None:
from_session = MagicMock()
monkeypatch.setenv("FEW_SHOT_INJECTION_ENABLED", "true")
monkeypatch.setattr(FewShotRetriever, "from_session", from_session)
result = RiskRuleGenerationService(MagicMock())._retrieve_few_shot_samples(
tenant_id=None,
domain="expense",
natural_language="重复发票风险规则",
)
assert result == []
from_session.assert_not_called()
def test_build_prompt_merges_few_shot_into_examples() -> None:
samples = [
{
@@ -89,7 +138,14 @@ def test_build_prompt_merges_few_shot_into_examples() -> None:
expense_category=None,
expense_category_label="",
natural_language="重复发票规则",
available_fields=[{"key": "attachment.invoice_no", "label": "发票号", "type": "string", "source": "attachment"}],
available_fields=[
{
"key": "attachment.invoice_no",
"label": "发票号",
"type": "string",
"source": "attachment",
}
],
few_shot_samples=samples,
)
assert len(messages) == 2