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X-Financial/server/src/app/services/expense_claim_risk_review.py
2026-05-22 10:42:31 +08:00

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from __future__ import annotations
from datetime import UTC, datetime, timedelta
from typing import Any
from sqlalchemy import or_, select
from app.models.financial_record import ExpenseClaim
from app.services.expense_claim_constants import (
AI_REVIEW_LOOKBACK_DAYS,
AI_REVIEW_REPEAT_RISK_BLOCK_COUNT,
AI_REVIEW_REPEAT_RISK_WARNING_COUNT,
)
from app.services.expense_claim_item_sync import ExpenseClaimItemSyncMixin
from app.services.expense_claim_platform_risk import ExpenseClaimPlatformRiskMixin
from app.services.expense_claim_policy_review import ExpenseClaimPolicyReviewMixin
class ExpenseClaimRiskReviewMixin(
ExpenseClaimPlatformRiskMixin,
ExpenseClaimPolicyReviewMixin,
ExpenseClaimItemSyncMixin,
):
def _run_ai_submission_review(self, claim: ExpenseClaim) -> dict[str, Any]:
base_flags = list(claim.risk_flags_json or [])
attachment_flags = [
flag
for flag in base_flags
if isinstance(flag, dict) and str(flag.get("source") or "").strip() == "attachment_analysis"
]
preserved_flags = [
flag
for flag in base_flags
if not (isinstance(flag, dict) and str(flag.get("source") or "").strip() == "submission_review")
]
review_flags: list[dict[str, Any]] = []
attention_reasons: list[str] = []
high_attachment_flags = [
flag
for flag in attachment_flags
if str(flag.get("severity") or "").strip().lower() == "high"
]
medium_attachment_flags = [
flag
for flag in attachment_flags
if str(flag.get("severity") or "").strip().lower() == "medium"
]
if high_attachment_flags:
attention_reasons.append("存在高风险票据,需审批人重点复核。")
review_flags.append(
{
"source": "submission_review",
"severity": "high",
"label": "AI预审重点复核",
"message": (
f"AI预审发现 {len(high_attachment_flags)} 条高风险附件,"
"已随单流转给审批人重点复核。"
),
}
)
elif medium_attachment_flags:
review_flags.append(
{
"source": "submission_review",
"severity": "medium",
"label": "AI预审提醒",
"message": f"AI预审发现 {len(medium_attachment_flags)} 条中风险附件,已随单流转给审批人复核。",
}
)
manager_name = self._resolve_claim_manager_name(claim)
if not manager_name:
attention_reasons.append("未识别到该员工的直属领导,需审批环节补充分配。")
review_flags.append(
{
"source": "submission_review",
"severity": "medium",
"label": "审批链待分配",
"message": "AI预审发现直属领导缺失已提交到审批环节等待分配或复核。",
}
)
historical_risk_count = self._count_recent_risky_claims(claim)
if historical_risk_count >= AI_REVIEW_REPEAT_RISK_BLOCK_COUNT:
review_flags.append(
{
"source": "submission_review",
"severity": "medium",
"label": "历史风险偏高",
"message": (
f"{AI_REVIEW_LOOKBACK_DAYS} 天内该员工已有 {historical_risk_count} 笔带风险标记的报销,"
"本次已追加到审批链重点关注。"
),
}
)
elif historical_risk_count >= AI_REVIEW_REPEAT_RISK_WARNING_COUNT:
review_flags.append(
{
"source": "submission_review",
"severity": "low",
"label": "历史风险提醒",
"message": (
f"{AI_REVIEW_LOOKBACK_DAYS} 天内该员工已有 {historical_risk_count} 笔带风险标记的报销,"
"建议直属领导重点复核。"
),
}
)
travel_review = self._run_travel_policy_review(claim)
attention_reasons.extend(travel_review["blocking_reasons"])
review_flags.extend(travel_review["flags"])
scene_policy_review = self._run_scene_policy_review(claim)
attention_reasons.extend(scene_policy_review["blocking_reasons"])
review_flags.extend(scene_policy_review["flags"])
platform_risk_review = self.evaluate_platform_risk_rules(claim)
attention_reasons.extend(platform_risk_review["blocking_reasons"])
review_flags.extend(platform_risk_review["flags"])
if attention_reasons:
summary_message = "AI预审发现需审批重点关注事项" + "".join(
dict.fromkeys(attention_reasons)
)
review_flags.insert(
0,
{
"source": "submission_review",
"severity": "medium",
"label": "AI预审重点复核",
"message": summary_message,
},
)
return {
"status": "submitted",
"approval_stage": "直属领导审批",
"risk_flags": preserved_flags + review_flags,
"message": (
f"报销单 {claim.claim_no} 已完成 AI预审"
f"现已提交给直属领导 {manager_name or '审批人'} 审批。"
),
"passed": True,
}
@staticmethod
def _resolve_claim_manager_name(claim: ExpenseClaim) -> str:
if claim.employee is not None:
if claim.employee.manager is not None and claim.employee.manager.name:
return str(claim.employee.manager.name).strip()
if claim.employee.organization_unit is not None and claim.employee.organization_unit.manager_name:
return str(claim.employee.organization_unit.manager_name).strip()
return ""
def _count_recent_risky_claims(self, claim: ExpenseClaim) -> int:
filters = []
if claim.employee_id:
filters.append(ExpenseClaim.employee_id == claim.employee_id)
elif claim.employee_name:
filters.append(ExpenseClaim.employee_name == claim.employee_name)
if not filters:
return 0
since = datetime.now(UTC) - timedelta(days=AI_REVIEW_LOOKBACK_DAYS)
stmt = (
select(ExpenseClaim)
.where(or_(*filters))
.where(ExpenseClaim.id != claim.id)
.where(ExpenseClaim.occurred_at >= since)
)
recent_claims = list(self.db.scalars(stmt).all())
return sum(1 for item in recent_claims if list(item.risk_flags_json or []))