81 lines
3.4 KiB
Python
81 lines
3.4 KiB
Python
import asyncio
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from datetime import datetime, timedelta
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from typing import List, Dict, Any
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from langgraph.constants import START, END
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from langgraph.graph import StateGraph
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from app.chat_qa.context import QAContext
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from app.chat_qa.nodes.finalize_node import finalize
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from app.chat_qa.nodes.generate_qa_node import generate_qa
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from app.chat_qa.nodes.quality_check_node import quality_check
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from app.chat_qa.nodes.query_message_node import query_message
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from app.chat_qa.nodes.route_by_quality_node import route_by_quality
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from app.chat_qa.qa_state import QAState
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from app.client.embedding_client_manager import embedding_client
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from app.client.milvus_client_manager import milvus_client
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from app.client.mysql_client_manager import db_assistant_mysql_client_manager
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from app.repository.archive_messages_repository import ArchiveMessagesRepository
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from app.repository.milvus.message_qa_repository import QARepository
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from app.repository.milvus.summary_repository import SummaryRepository
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graph_builder = StateGraph(state_schema=QAState, context_schema=QAContext)
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graph_builder.add_node("generate_qa", generate_qa)
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graph_builder.add_node("quality_check", quality_check)
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graph_builder.add_node("finalize", finalize)
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graph_builder.add_edge(START, "generate_qa")
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graph_builder.add_edge("generate_qa", "quality_check")
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graph_builder.add_conditional_edges("quality_check",
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route_by_quality,
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{
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"pass": "finalize",
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"retry": "generate_qa",
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"fail": "finalize"
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})
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graph_builder.add_edge("finalize", END)
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graph = graph_builder.compile()
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if __name__ == '__main__':
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async def test(day_str: str):
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print(f"开始日期：{day_str}")
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db_assistant_mysql_client_manager.init()
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embedding_client.init()
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milvus_client.init()
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async with db_assistant_mysql_client_manager.session_factory() as db_session:
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archive_messages_mysql_repository = ArchiveMessagesRepository(db_session)
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qa_milvus_repository = QARepository()
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# 根据日期查询向量库
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repo = SummaryRepository()
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message_list: List[Dict[str, Any]] = repo.query_by_date(day_str)
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print(f"向量库数据:{len(message_list)}")
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message_content_list = [message["message_context"] for message in message_list]
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for message_content in message_content_list:
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state: QAState = QAState(msg_time=day_str, chat_history=message_content)
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context = QAContext(meta_mysql_repository=archive_messages_mysql_repository,
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qa_milvus_repository=qa_milvus_repository
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)
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async for chunk in graph.astream(input=state, context=context,stream_mode="custom"):
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print(chunk)
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milvus_client.close()
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await embedding_client.close()
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start = datetime(2026, 5, 29)
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end = datetime(2026, 6, 16)
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result = []
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temp = start
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while temp <= end:
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# 按 年-月-日 无补零格式输出
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date_format = f"{temp.year}-{str(temp.month).zfill(2)}-{str(temp.day).zfill(2)}"
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result.append(date_format)
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temp += timedelta(days=1)
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for date in result:
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asyncio.run(test(date))
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