把group_id替换end_user_id
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@@ -36,6 +36,7 @@ from app.services.memory_config_service import MemoryConfigService
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from app.services.memory_konwledges_server import (
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write_rag,
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)
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from langchain_core.messages import AIMessage
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from langchain_core.messages import HumanMessage
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from pydantic import BaseModel, Field
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from sqlalchemy import func
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@@ -57,7 +58,6 @@ class MemoryAgentService:
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def writer_messages_deal(self, messages, start_time, end_user_id, config_id, message, context):
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duration = time.time() - start_time
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if str(messages) == 'success':
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logger.info(f"Write operation successful for group {end_user_id} with config_id {config_id}")
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# 记录成功的操作
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@@ -266,7 +266,7 @@ class MemoryAgentService:
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logger.info("Log streaming completed, cleaning up resources")
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# LogStreamer uses context manager for file handling, so cleanup is automatic
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async def write_memory(self, end_user_id: str, message: str, config_id: Optional[str], db: Session, storage_type: str, user_rag_memory_id: str) -> str:
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async def write_memory(self, end_user_id: str, messages: str, config_id: Optional[str], db: Session, storage_type: str, user_rag_memory_id: str) -> str:
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"""
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Process write operation with config_id
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@@ -319,53 +319,85 @@ class MemoryAgentService:
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raise ValueError(error_msg)
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try:
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if storage_type == "rag":
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# For RAG storage, convert messages to single string
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message_text = "\n".join([f"{msg['role']}: {msg['content']}" for msg in messages])
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result = await write_rag(end_user_id, message_text, user_rag_memory_id)
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return result
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else:
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async with make_write_graph() as graph:
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config = {"configurable": {"thread_id": end_user_id}}
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# Convert structured messages to LangChain messages
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langchain_messages = []
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for msg in messages:
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if msg['role'] == 'user':
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langchain_messages.append(HumanMessage(content=msg['content']))
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elif msg['role'] == 'assistant':
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from langchain_core.messages import AIMessage
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langchain_messages.append(AIMessage(content=msg['content']))
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# 初始状态 - 包含所有必要字段
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initial_state = {
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"messages": langchain_messages,
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"end_user_id": end_user_id,
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"memory_config": memory_config
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}
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async with make_write_graph() as graph:
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config = {"configurable": {"thread_id": end_user_id}}
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# Convert structured messages to LangChain messages
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langchain_messages = []
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for msg in messages:
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if msg['role'] == 'user':
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langchain_messages.append(HumanMessage(content=msg['content']))
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elif msg['role'] == 'assistant':
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langchain_messages.append(AIMessage(content=msg['content']))
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# 获取节点更新信息
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async for update_event in graph.astream(
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initial_state,
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stream_mode="updates",
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config=config
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):
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for node_name, node_data in update_event.items():
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if 'save_neo4j' == node_name:
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massages = node_data
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massagesstatus = massages.get('write_result')['status']
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contents = massages.get('write_result')
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# Convert messages back to string for logging
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message_text = "\n".join([f"{msg['role']}: {msg['content']}" for msg in messages])
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return self.writer_messages_deal(massagesstatus, start_time, end_user_id, config_id, message_text, contents)
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except Exception as e:
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# Ensure proper error handling and logging
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error_msg = f"Write operation failed: {str(e)}"
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logger.error(error_msg)
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if audit_logger:
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duration = time.time() - start_time
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audit_logger.log_operation(operation="WRITE", config_id=config_id, end_user_id=end_user_id, success=False, duration=duration, error=error_msg)
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raise ValueError(error_msg)
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# 初始状态 - 包含所有必要字段
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initial_state = {
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"messages": langchain_messages,
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"end_user_id": end_user_id,
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"memory_config": memory_config
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}
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# 获取节点更新信息
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async for update_event in graph.astream(
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initial_state,
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stream_mode="updates",
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config=config
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):
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for node_name, node_data in update_event.items():
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if 'save_neo4j' == node_name:
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massages = node_data
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print(massages)
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massagesstatus = massages.get('write_result')['status']
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contents = massages.get('write_result')
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# Convert messages back to string for logging
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message_text = "\n".join([f"{msg['role']}: {msg['content']}" for msg in messages])
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return self.writer_messages_deal(massagesstatus, start_time, end_user_id, config_id, message_text, contents)
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# try:
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# if storage_type == "rag":
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# # For RAG storage, convert messages to single string
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# message_text = "\n".join([f"{msg['role']}: {msg['content']}" for msg in messages])
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# result = await write_rag(end_user_id, message_text, user_rag_memory_id)
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# return result
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# else:
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# async with make_write_graph() as graph:
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# config = {"configurable": {"thread_id": end_user_id}}
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# # Convert structured messages to LangChain messages
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# langchain_messages = []
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# for msg in messages:
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# if msg['role'] == 'user':
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# langchain_messages.append(HumanMessage(content=msg['content']))
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# elif msg['role'] == 'assistant':
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# langchain_messages.append(AIMessage(content=msg['content']))
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#
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# # 初始状态 - 包含所有必要字段
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# initial_state = {
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# "messages": langchain_messages,
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# "end_user_id": end_user_id,
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# "memory_config": memory_config
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# }
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#
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# # 获取节点更新信息
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# async for update_event in graph.astream(
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# initial_state,
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# stream_mode="updates",
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# config=config
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# ):
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# for node_name, node_data in update_event.items():
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# if 'save_neo4j' == node_name:
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# massages = node_data
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# massagesstatus = massages.get('write_result')['status']
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# contents = massages.get('write_result')
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# # Convert messages back to string for logging
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# message_text = "\n".join([f"{msg['role']}: {msg['content']}" for msg in messages])
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# return self.writer_messages_deal(massagesstatus, start_time, end_user_id, config_id, message_text, contents)
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# except Exception as e:
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# # Ensure proper error handling and logging
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# error_msg = f"Write operation failed: {str(e)}"
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# logger.error(error_msg)
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# if audit_logger:
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# duration = time.time() - start_time
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# audit_logger.log_operation(operation="WRITE", config_id=config_id, end_user_id=end_user_id, success=False, duration=duration, error=error_msg)
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# raise ValueError(error_msg)
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