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X-Financial/server/tests/test_user_agent_service.py

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from __future__ import annotations
from datetime import UTC, datetime, timedelta
from sqlalchemy import create_engine
from sqlalchemy.orm import Session, sessionmaker
from sqlalchemy.pool import StaticPool
from app.db.base import Base
from app.schemas.ontology import OntologyParseRequest
from app.schemas.user_agent import UserAgentRequest
from app.services.ontology import SemanticOntologyService
from app.services.user_agent import UserAgentService
def build_session_factory() -> sessionmaker[Session]:
engine = create_engine(
"sqlite+pysqlite:///:memory:",
connect_args={"check_same_thread": False},
poolclass=StaticPool,
)
Base.metadata.create_all(bind=engine)
return sessionmaker(bind=engine, autoflush=False, autocommit=False)
def test_user_agent_query_returns_readable_answer_and_actions() -> None:
session_factory = build_session_factory()
with session_factory() as db:
ontology = SemanticOntologyService(db).parse(
OntologyParseRequest(
query="张三 4 月差旅报销金额是多少",
user_id="pytest",
)
)
response = UserAgentService(db).respond(
UserAgentRequest(
run_id=ontology.run_id,
user_id="pytest",
message="张三 4 月差旅报销金额是多少",
ontology=ontology,
tool_payload={"record_count": 2, "total_amount": 8800.0},
)
)
assert "8800.00" in response.answer
assert len(response.suggested_actions) >= 1
def test_user_agent_prefers_runtime_model_answer_when_available(monkeypatch) -> None:
session_factory = build_session_factory()
with session_factory() as db:
ontology = SemanticOntologyService(db).parse(
OntologyParseRequest(
query="张三 4 月差旅报销金额是多少",
user_id="pytest",
)
)
service = UserAgentService(db)
monkeypatch.setattr(
service,
"_generate_answer_with_model",
lambda *args, **kwargs: "这是模型回答",
)
response = service.respond(
UserAgentRequest(
run_id=ontology.run_id,
user_id="pytest",
message="张三 4 月差旅报销金额是多少",
ontology=ontology,
tool_payload={"record_count": 2, "total_amount": 8800.0},
)
)
assert response.answer == "这是模型回答"
def test_user_agent_sanitizes_model_thinking_blocks() -> None:
session_factory = build_session_factory()
with session_factory() as db:
service = UserAgentService(db)
assert (
service._sanitize_model_answer("<think>内部推理</think>\n最终答复")
== "最终答复"
)
def test_user_agent_guides_generic_expense_request() -> None:
session_factory = build_session_factory()
with session_factory() as db:
ontology = SemanticOntologyService(db).parse(
OntologyParseRequest(
query="我要报销",
user_id="pytest",
)
)
response = UserAgentService(db).respond(
UserAgentRequest(
run_id=ontology.run_id,
user_id="pytest",
message="我要报销",
ontology=ontology,
tool_payload={"record_count": 9, "total_amount": 12345.0},
)
)
assert response.review_payload is not None
assert response.answer == response.review_payload.body_message
assert response.review_payload.can_proceed is False
assert response.review_payload.missing_slots == [
"报销类型",
"发生时间",
"金额",
"事由说明",
"票据附件",
]
assert [item.action_type for item in response.review_payload.confirmation_actions] == [
"cancel_review",
"edit_review",
"save_draft",
]
def test_user_agent_guides_implicit_expense_draft_request() -> None:
session_factory = build_session_factory()
with session_factory() as db:
today = datetime.now(UTC).date().isoformat()
ontology = SemanticOntologyService(db).parse(
OntologyParseRequest(
query="我今天去客户现场招待了客户花销了1000元",
user_id="pytest",
)
)
response = UserAgentService(db).respond(
UserAgentRequest(
run_id=ontology.run_id,
user_id="pytest",
message="我今天去客户现场招待了客户花销了1000元",
ontology=ontology,
tool_payload={"draft_only": True},
)
)
assert response.review_payload is not None
assert response.answer == response.review_payload.body_message
assert response.review_payload.intent_summary.startswith("我理解你这次想报销业务招待费。")
assert response.review_payload.missing_slots == ["客户名称", "参与人员", "票据附件"]
assert [item.action_type for item in response.review_payload.confirmation_actions] == [
"cancel_review",
"edit_review",
"save_draft",
]
slot_map = {item.key: item for item in response.review_payload.slot_cards}
assert slot_map["expense_type"].value == "业务招待费"
assert slot_map["time_range"].value == today
assert slot_map["time_range"].raw_value == "今天"
assert slot_map["location"].value == "客户现场"
assert slot_map["amount"].value == "1000.00元"
def test_user_agent_guides_narrative_with_day_before_yesterday() -> None:
session_factory = build_session_factory()
with session_factory() as db:
ontology = SemanticOntologyService(db).parse(
OntologyParseRequest(
query="我前天请客户吃饭花了200元",
user_id="pytest",
context_json={
"client_now_iso": "2026-05-12T16:30:00.000Z",
"client_timezone_offset_minutes": -480,
},
)
)
response = UserAgentService(db).respond(
UserAgentRequest(
run_id=ontology.run_id,
user_id="pytest",
message="我前天请客户吃饭花了200元",
ontology=ontology,
tool_payload={"draft_only": True},
)
)
assert response.review_payload is not None
slot_map = {item.key: item for item in response.review_payload.slot_cards}
assert slot_map["time_range"].raw_value == "前天"
assert slot_map["time_range"].value == "2026-05-11"
assert "时间2026-05-11" in response.review_payload.intent_summary
def test_user_agent_risk_response_includes_rule_citations() -> None:
session_factory = build_session_factory()
with session_factory() as db:
ontology = SemanticOntologyService(db).parse(
OntologyParseRequest(
query="检查重复报销风险",
user_id="pytest",
)
)
response = UserAgentService(db).respond(
UserAgentRequest(
run_id=ontology.run_id,
user_id="pytest",
message="检查重复报销风险",
ontology=ontology,
tool_payload={"risk_flags": ["duplicate_expense"]},
)
)
assert response.risk_flags == ["duplicate_expense"]
assert any(item.source_type == "rule" for item in response.citations)
assert "duplicate_expense" in response.answer
def test_user_agent_draft_returns_structured_payload() -> None:
session_factory = build_session_factory()
with session_factory() as db:
ontology = SemanticOntologyService(db).parse(
OntologyParseRequest(
query="帮我生成张三4月差旅报销草稿",
user_id="pytest",
)
)
response = UserAgentService(db).respond(
UserAgentRequest(
run_id=ontology.run_id,
user_id="pytest",
message="帮我生成张三4月差旅报销草稿",
ontology=ontology,
tool_payload={"draft_only": True},
)
)
assert response.draft_payload is not None
assert response.draft_payload.confirmation_required is True
assert response.review_payload is not None
assert response.review_payload.can_proceed is False
assert response.review_payload.missing_slots == ["金额", "事由说明", "票据附件"]
assert [item.action_type for item in response.review_payload.confirmation_actions] == [
"cancel_review",
"edit_review",
"save_draft",
]
assert response.answer == response.review_payload.body_message
def test_user_agent_builds_review_payload_for_multi_document_expense_flow() -> None:
session_factory = build_session_factory()
with session_factory() as db:
yesterday = (datetime.now(UTC).date() - timedelta(days=1)).isoformat()
ontology = SemanticOntologyService(db).parse(
OntologyParseRequest(
query="我昨天去上海出差还请客户A吃饭帮我生成报销草稿",
user_id="pytest",
context_json={
"attachment_names": ["机票行程单.png", "餐饮发票.jpg"],
"attachment_count": 2,
"ocr_documents": [
{
"filename": "机票行程单.png",
"summary": "机票行程单 上海-北京 金额 680 元",
"text": "机票行程单 上海-北京 金额 680 元",
"avg_score": 0.93,
"warnings": [],
},
{
"filename": "餐饮发票.jpg",
"summary": "餐饮发票 客户招待 金额 320 元",
"text": "餐饮发票 客户招待 金额 320 元",
"avg_score": 0.91,
"warnings": [],
},
],
},
)
)
response = UserAgentService(db).respond(
UserAgentRequest(
run_id=ontology.run_id,
user_id="pytest",
message="我昨天去上海出差还请客户A吃饭帮我生成报销草稿",
ontology=ontology,
context_json={
"name": "张三",
"attachment_names": ["机票行程单.png", "餐饮发票.jpg"],
"attachment_count": 2,
"ocr_documents": [
{
"filename": "机票行程单.png",
"summary": "机票行程单 上海-北京 金额 680 元",
"text": "机票行程单 上海-北京 金额 680 元",
"avg_score": 0.93,
"warnings": [],
},
{
"filename": "餐饮发票.jpg",
"summary": "餐饮发票 客户招待 金额 320 元",
"text": "餐饮发票 客户招待 金额 320 元",
"avg_score": 0.91,
"warnings": [],
},
],
},
tool_payload={"draft_only": True, "claim_no": "EXP-202605-009", "status": "draft"},
)
)
assert response.review_payload is not None
assert len(response.review_payload.document_cards) == 2
assert len(response.review_payload.claim_groups) == 2
assert response.review_payload.missing_slots == ["参与人员"]
assert [item.action_type for item in response.review_payload.confirmation_actions] == [
"cancel_review",
"edit_review",
"save_draft",
]
assert any(item.scene_label == "业务招待费" for item in response.review_payload.document_cards)
assert f"时间:{yesterday}" in response.review_payload.intent_summary
slot_map = {item.key: item for item in response.review_payload.slot_cards}
assert slot_map["time_range"].value == yesterday
assert slot_map["time_range"].raw_value == "昨天"