import json
from langchain_core.output_parsers import StrOutputParser
from langchain_core.prompts import ChatPromptTemplate
from pydantic import BaseModel, Field
from app.model.KnowledgeDoc import KnowledgeDocServiceWithCreator, KnowledgeDocModel
from app.utils.db_utils import AsyncSessionDep
from app.utils.llm_utils import create_llm
class LlmApproveResult(BaseModel):
llm_flag: bool = Field(..., description='AI审核是否通过')
llm_reason: str | None = Field(default=None, description="审核不通过时的原因")
async def get_llm_approve_result(session: AsyncSessionDep, reimburse_dict: dict):
try:
reimburse_document: KnowledgeDocModel = await KnowledgeDocServiceWithCreator.query_item(session, {"code": "REIMBURSE"})
except Exception as e:
raise Exception(f"获取报销规范文档失败: {e}")
chain = ChatPromptTemplate.from_template("""
你是一名专业的报销单审核专家,你需要根据报销规范文档审核报销单信息,报销规范如标签中的内容所示:
{document_content}
报销单信息如下标签中的内容所示:
{reimburse_content}
你需要返回一个json对象,类型为:{response_description},其中llm_flag表示审核是否通过,为布尔值;llm_reason为审核不通过的原因,审核通过reason为空;
""") | create_llm() | StrOutputParser()
print(":::::::::::::::报销规则:::::::::::::::::::")
print(reimburse_document.content)
print(":::::::::::::::报销单描述::::::::::::::::::::::::")
reimburse_description = get_reimburse_description(reimburse_dict)
print(reimburse_description)
llm_response_content = await chain.ainvoke({
"document_content": reimburse_document.content,
"reimburse_content": reimburse_description,
"response_description": '{"llm_flag":true, "llm_reason":""}'
})
print("::::::::::::::LLM审核结果:::::::::::::::::::::::")
print(llm_response_content)
llm_response_dict = json.loads(llm_response_content)
return llm_response_dict
def get_reimburse_description(reimburse_dict: dict):
if not reimburse_dict["project"]:
raise Exception("报销单关联项目不存在")
reimbruse_content = f"""
报销申请人:{reimburse_dict["user"]["full_name"]}
报销单标题:{str(reimburse_dict["title"])}
报销单金额:{str(reimburse_dict["amount"])}
报销单备注信息:{str(reimburse_dict["remarks"])}
报销项目:{str(reimburse_dict["project"]["name"])}
"""
for index, travel_item in enumerate(reimburse_dict["travel_list"]):
reimbruse_content += f"""
第{index + 1}条差旅费用信息:
差旅费用名称:{travel_item["title"]}
差旅费用类型:{travel_item["type"]}
差旅出发时间:{travel_item["depart_time"]}
差旅出发地点:{travel_item["depart_city"]}
差旅到达时间:{travel_item["arrive_time"]}
差旅到达地点:{travel_item["arrive_city"]}
差旅报销金额:{travel_item["amount"]}
"""
for index, other_item in enumerate(reimburse_dict["other_list"]):
reimbruse_content += f"""
第{index + 1}条费用信息:
费用名称:{other_item["title"]}
费用类型:{other_item["type"]}
报销金额:{other_item["amount"]}
票据类型:{other_item["recipe_type"]}
"""
return reimbruse_content