baodan/api/insurance/ppt/validator.py
wsb1224 caee27b0d3 主要修复:
海报加载失败根因:html-to-image 给 blob: 底图地址追加缓存参数,导致地址失效。现已关闭该行为。
合成失败后再次点击“重新生成”,会复用已有 AI 底图,只重试浏览器合成和上传,避免重复调用 AI。
增加底图加载、图表超时、导出失败、尺寸越界等分阶段错误提示。
修复计划书 (cid:数字) 字体乱码被误判为正常文本的问题,现在会正确转入 OCR。
增加繁体中文 OCR 运行支持。
补齐 SIUL 文件名中的确定字段,并且不会覆盖正文已识别数据。
增加“首期规划保费/償還至形成基金所需保費”等保费标签识别。
修正 IUL 年龄、保额、退保价值、缴费期、公司信息等字段映射。
LLM 返回空对象或缺字段时不再视为成功。
增加错误利益数值和年龄/保单年度错位校验。
修复依赖版本降级导致 API/Worker 无法启动的风险。
真实计划书复验结果:
产品:Manulife SIUL 3
投保年龄:48 岁
性别:女性
吸烟状态:非吸烟
币种:USD
基本保额:3,000,000
年缴保费:80,060
缴费期:5 年
利益演示:识别到 10 行
验证结果:
后端相关回归测试:91 passed
前端生产构建:通过
API、数据库、Redis、存储、数据表健康检查:全部正常
Celery Worker:已重启并连接 Redis
真实 PDF:确认进入 OCR,不再使用 (cid:...) 乱码
前端构建目录由运行容器挂载,修复已生效
2026-07-31 23:35:45 +08:00

290 lines
13 KiB
Python
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"""验证模块 — 数据完整性和导出就绪检查。"""
from dataclasses import dataclass, field
from typing import Optional
@dataclass
class FormalDeckIssue:
code: str
level: str # "error" | "warn"
message: str
path: str = "" # 字段路径,如 "insured.age"、"benefitRows[5].totalSurrenderValue"
section: str = "" # 分区fields、benefitRows、withdrawalRows、coverageItems、indexAccounts
suggested_action: str = "" # fill_or_confirm | modify | review | none
@dataclass
class ValidationIssue:
field: str
message: str
level: str # "error" | "warn"
def _is_continuous(rows: list[dict]) -> bool:
"""检查保单年度是否连续。"""
years = sorted(r.get("policyYear", 0) for r in rows if isinstance(r, dict))
for i in range(1, len(years)):
if years[i] != years[i - 1] + 1:
return False
return True
def _has_sufficient_milestone_coverage(rows: list[dict]) -> bool:
"""判断非连续利益表是否覆盖正式方案所需的关键年度。"""
years = {
int(r.get("policyYear", 0))
for r in rows
if isinstance(r, dict) and _safe_number(r.get("policyYear")) > 0
}
return len(years) >= 5 and {10, 20, 30}.issubset(years) and max(years) >= 30
def validate_formal_savings_plan(plan: dict) -> list[FormalDeckIssue]:
"""验证归一化储蓄险数据的导出就绪性。"""
issues = []
def err(code, msg, path="", section="fields", suggested_action="review"):
issues.append(FormalDeckIssue(code, "error", msg, path=path, section=section, suggested_action=suggested_action))
def warn(code, msg, path="", section="fields", suggested_action="review"):
issues.append(FormalDeckIssue(code, "warn", msg, path=path, section=section, suggested_action=suggested_action))
if not plan.get("productName"):
err("PRODUCT_NAME_MISSING", "产品名称缺失", path="productName", suggested_action="fill_or_confirm")
insured = plan.get("insured", {})
if not insured.get("age"):
err("INSURED_AGE_MISSING", "被保险人年龄缺失", path="insured.age", suggested_action="fill_or_confirm")
if insured.get("smoker") not in ("yes", "no"):
warn("SMOKER_STATUS_UNKNOWN", "吸烟状态未知,请核对计划书", path="insured.smoker")
policy = plan.get("policy", {})
if not policy.get("currency"):
err("CURRENCY_MISSING", "币种缺失", path="policy.currency", suggested_action="fill_or_confirm")
if _safe_number(policy.get("annualPremium")) <= 0:
err("ANNUAL_PREMIUM_INVALID", "年缴保费必须大于 0", path="policy.annualPremium", suggested_action="fill_or_confirm")
if _safe_number(policy.get("payYears")) <= 0:
err("PAY_YEARS_INVALID", "缴费年期必须大于 0", path="policy.payYears", suggested_action="fill_or_confirm")
benefit_rows = plan.get("benefitRows", [])
if len(benefit_rows) < 20:
if _has_sufficient_milestone_coverage(benefit_rows):
warn(
"BENEFIT_ROWS_MILESTONE_ONLY",
f"利益演示仅提供里程碑年度(当前 {len(benefit_rows)} 行),已覆盖 10、20、30 年,可继续生成",
path="benefitRows", section="benefitRows",
)
else:
warn(
"BENEFIT_ROWS_INCOMPLETE",
f"利益演示数据不足(当前 {len(benefit_rows)} 行,且未覆盖 10、20、30 年)",
path="benefitRows", section="benefitRows",
)
if benefit_rows and not _is_continuous(benefit_rows):
warn(
"BENEFIT_ROWS_DISCONTINUOUS",
"利益演示采用里程碑年度,保单年度不连续,请在生成前核对关键年份",
path="benefitRows", section="benefitRows",
)
source = plan.get("source", {})
if not source.get("pdfHash"):
err("SOURCE_HASH_MISSING", "缺少 PDF 哈希(来源追溯)", path="source.pdfHash")
if not any(r.get("sourcePage") for r in benefit_rows):
warn("BENEFIT_SOURCE_PAGE_MISSING", "利益演示缺少来源页码",
path="benefitRows", section="benefitRows")
withdrawal_rows = plan.get("withdrawalRows", [])
if withdrawal_rows and not _is_continuous(withdrawal_rows):
warn("WITHDRAWAL_ROWS_DISCONTINUOUS", "退保演示保单年度不连续",
path="withdrawalRows", section="withdrawalRows")
if withdrawal_rows and not any(r.get("sourcePage") for r in withdrawal_rows):
warn("WITHDRAWAL_SOURCE_PAGE_MISSING", "退保演示缺少来源页码",
path="withdrawalRows", section="withdrawalRows")
if not withdrawal_rows:
warn("WITHDRAWAL_ROWS_MISSING", "无退保数据(正式 PPT 将隐藏退保页面)",
path="withdrawalRows", section="withdrawalRows")
# 检查 total_surrender_value >= guaranteed_cash_value 一致性
for i, row in enumerate(benefit_rows):
gcv = _safe_number(row.get("guaranteedCashValue"))
rev = _safe_number(row.get("reversionaryBonus"))
term = _safe_number(row.get("terminalDividend"))
total = _safe_number(row.get("totalSurrenderValue"))
if total > 0 and gcv > 0 and total < gcv:
year = row.get("policyYear", "?")
expected = gcv + rev + term
warn(
"TOTAL_SURRENDER_VALUE_INCONSISTENT",
f"{year} 年总退保价值({total})低于保证现金价值({gcv})"
f"应为 {expected},请核对数据是否列错位",
path=f"benefitRows[{i}].totalSurrenderValue", section="benefitRows",
)
return issues
def validate_formal_ci_plan(plan: dict) -> list[FormalDeckIssue]:
"""验证归一化重疾险数据。"""
issues = []
def err(code, msg):
issues.append(FormalDeckIssue(code, "error", msg))
def warn(code, msg):
issues.append(FormalDeckIssue(code, "warn", msg))
if not plan.get("productName"):
err("CI_PRODUCT_NAME_MISSING", "产品名称缺失")
if not plan.get("insured", {}).get("age"):
err("CI_INSURED_AGE_MISSING", "被保险人年龄缺失")
if plan.get("insured", {}).get("smoker") not in ("yes", "no"):
warn("CI_SMOKER_STATUS_UNKNOWN", "吸烟状态未知,请核对计划书")
if not plan.get("policy", {}).get("currency"):
err("CI_CURRENCY_MISSING", "币种缺失")
if _safe_number(plan.get("policy", {}).get("sumInsured")) <= 0:
err("CI_SUM_INSURED_INVALID", "保额必须大于 0")
if _safe_number(plan.get("policy", {}).get("annualPremium")) <= 0:
err("CI_ANNUAL_PREMIUM_INVALID", "年缴保费必须大于 0")
if _safe_number(plan.get("policy", {}).get("payYears")) <= 0:
err("CI_PAY_YEARS_INVALID", "缴费年期必须大于 0")
if not plan.get("coverageItems"):
warn("CI_COVERAGE_ITEMS_MISSING", "保障项目列表为空,相关页面将隐藏")
return issues
def validate_formal_iul_plan(plan: dict) -> list[FormalDeckIssue]:
"""验证归一化 IUL 数据。"""
issues = []
def err(code, msg):
issues.append(FormalDeckIssue(code, "error", msg))
def warn(code, msg):
issues.append(FormalDeckIssue(code, "warn", msg))
if not plan.get("productName"):
err("IUL_PRODUCT_NAME_MISSING", "产品名称缺失")
if not plan.get("insured", {}).get("age"):
err("IUL_INSURED_AGE_MISSING", "被保险人年龄缺失")
if plan.get("insured", {}).get("smoker") not in ("yes", "no"):
warn("IUL_SMOKER_STATUS_UNKNOWN", "吸烟状态未知,请核对计划书")
policy = plan.get("policy", {})
if not policy.get("currency"):
err("IUL_CURRENCY_MISSING", "币种缺失")
if _safe_number(plan.get("policy", {}).get("sumInsured")) <= 0:
err("IUL_SUM_INSURED_INVALID", "保额必须大于 0")
if max(
_safe_number(policy.get("targetPremium")),
_safe_number(policy.get("annualPremium")),
_safe_number(policy.get("initialPremium")),
) <= 0:
err("IUL_PREMIUM_INVALID", "目标保费、计划保费或首期保费至少填写一项")
if not plan.get("indexAccounts"):
warn("IUL_INDEX_ACCOUNT_MISSING", "指数账户配置为空,相关页面将隐藏")
benefit_rows = plan.get("benefitRows", [])
if len(benefit_rows) < 20:
warn("IUL_BENEFIT_ROWS_INCOMPLETE", f"利益演示行数不足(当前 {len(benefit_rows)} 行),可继续生成")
is_continuous = _is_continuous(benefit_rows) if benefit_rows else True
if benefit_rows and not is_continuous:
warn("IUL_BENEFIT_ROWS_DISCONTINUOUS", "利益演示保单年度不连续,请确认 PDF 是否只提供里程碑年度")
source = plan.get("source", {})
if not source.get("pdfHash"):
err("IUL_SOURCE_HASH_MISSING", "缺少 PDF 哈希")
if benefit_rows and not any(r.get("sourcePage") for r in benefit_rows):
warn("IUL_SOURCE_PAGE_MISSING", "利益演示缺少来源页码")
annual_premium = _safe_number(policy.get("annualPremium"))
positive_surrender = [
_safe_number(row.get("totalSurrenderValue"))
for row in benefit_rows
if _safe_number(row.get("totalSurrenderValue")) > 0
]
if annual_premium > 0 and len(positive_surrender) >= 3:
tiny_values = [value for value in positive_surrender if value < annual_premium * 0.01]
if len(tiny_values) / len(positive_surrender) >= 0.6:
err(
"IUL_BENEFIT_VALUE_IMPLAUSIBLE",
"多数退保价值不足年缴保费的 1%,疑似把年龄、页码或百分比识别为金额,请核对利益表",
)
# 缴费年期一致性检查
payment_period = plan.get("policy", {}).get("paymentPeriod", "")
if benefit_rows and payment_period and is_continuous:
# 通过数据检测实际缴费年数
detected_years = 0
for i in range(1, len(benefit_rows)):
prev = _safe_number(benefit_rows[i - 1].get("totalPremiumPaid"))
curr = _safe_number(benefit_rows[i].get("totalPremiumPaid"))
if curr > prev:
detected_years += 1
# 解析声明的缴费年期
stated_years = _extract_years(payment_period)
if stated_years > 0 and detected_years > 0 and abs(detected_years - stated_years) > 1:
err("IUL_PAY_TERM_MISMATCH", f"缴费年期不一致:声明 {stated_years} 年,数据检测 {detected_years}")
# 年龄合理性检查
insured_age = _safe_number(plan.get("insured", {}).get("age"))
for row in benefit_rows:
if isinstance(row, dict):
age = _safe_number(row.get("age"))
if age > 0 and (age < 0 or age > 150):
err("IUL_AGE_OUT_OF_RANGE", f"年龄超出合理范围: {age}")
break
policy_year = _safe_number(row.get("policyYear"))
expected_age = insured_age + policy_year - 1
if age > 0 and insured_age > 0 and policy_year > 0 and abs(age - expected_age) > 1:
err(
"IUL_AGE_YEAR_MISMATCH",
f"{int(policy_year)} 保单年度年龄应约为 {int(expected_age)},实际为 {int(age)}",
)
break
return issues
def validate_savings_metrics(metrics: dict) -> list[ValidationIssue]:
"""验证储蓄险关键指标。"""
issues = []
if not metrics.get("productName"):
issues.append(ValidationIssue("productName", "产品名称缺失", "error"))
if _safe_number(metrics.get("insuredAge")) <= 0:
issues.append(ValidationIssue("insuredAge", "被保险人年龄无效", "error"))
if not metrics.get("currency"):
issues.append(ValidationIssue("currency", "货币缺失", "error"))
if _safe_number(metrics.get("annualPremium")) <= 0:
issues.append(ValidationIssue("annualPremium", "年缴保费无效", "error"))
if _safe_number(metrics.get("payYears")) <= 0:
issues.append(ValidationIssue("payYears", "缴费年期无效", "error"))
if metrics.get("multiple20") is None:
issues.append(ValidationIssue("multiple20", "20年倍数缺失", "warn"))
if metrics.get("multiple30") is None:
issues.append(ValidationIssue("multiple30", "30年倍数缺失", "warn"))
if metrics.get("breakevenYear") is None:
issues.append(ValidationIssue("breakevenYear", "回本年度缺失", "warn"))
return issues
def _safe_number(value) -> float:
if value is None:
return 0
try:
return float(value)
except (ValueError, TypeError):
return 0
def _extract_years(value) -> int:
import re
if value is None:
return 0
match = re.search(r"\d+(?:\.\d+)?", str(value))
return int(float(match.group())) if match else 0