feat: 移除 Async的Checkpointer,并默认配置了 InMemorySaver

This commit is contained in:
Wenjie Zhang 2025-10-11 21:10:39 +08:00
parent c8ea1e7179
commit ff955bdda5
3 changed files with 11 additions and 30 deletions

View File

@ -1,11 +1,9 @@
import os
import uuid
from pathlib import Path
from typing import Any, cast
from langchain_core.messages import AIMessage, ToolMessage
from langgraph.checkpoint.memory import InMemorySaver
from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver, aiosqlite
from langgraph.graph import END, START, StateGraph
from langgraph.prebuilt import ToolNode, tools_condition
from langgraph.runtime import Runtime
@ -28,6 +26,7 @@ class ChatbotAgent(BaseAgent):
def __init__(self, **kwargs):
super().__init__(**kwargs)
self.graph = None
self.checkpointer = InMemorySaver()
self.context_schema = Context
self.workdir = Path(sys_config.save_dir) / "agents" / self.module_name
self.workdir.mkdir(parents=True, exist_ok=True)
@ -90,8 +89,8 @@ class ChatbotAgent(BaseAgent):
async def get_graph(self, **kwargs):
"""构建图"""
# if self.graph:
# return self.graph
if self.graph:
return self.graph
builder = StateGraph(State, context_schema=self.context_schema)
builder.add_node("chatbot", self.llm_call)
@ -104,27 +103,9 @@ class ChatbotAgent(BaseAgent):
builder.add_edge("tools", "chatbot")
builder.add_edge("chatbot", END)
# 创建数据库连接并确保设置 checkpointer
try:
sqlite_checkpointer = AsyncSqliteSaver(await self.get_async_conn())
graph = builder.compile(checkpointer=sqlite_checkpointer, name=self.name)
self.graph = graph
return graph
except Exception as e:
logger.error(f"构建 Graph 设置 checkpointer 时出错: {e}, 尝试使用内存存储")
# 即使出错也返回一个可用的图实例,只是无法保存历史
checkpointer = InMemorySaver()
graph = builder.compile(checkpointer=checkpointer, name=self.name)
self.graph = graph
return graph
async def get_async_conn(self) -> aiosqlite.Connection:
"""获取异步数据库连接"""
return await aiosqlite.connect(os.path.join(self.workdir, "aio_history.db"))
async def get_aio_memory(self) -> AsyncSqliteSaver:
"""获取异步存储实例"""
return AsyncSqliteSaver(await self.get_async_conn())
graph = builder.compile(checkpointer=self.checkpointer, name=self.name)
self.graph = graph
return graph
def main():

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@ -3,6 +3,7 @@ from __future__ import annotations
from abc import abstractmethod
from langgraph.graph.state import CompiledStateGraph
from langgraph.checkpoint.memory import InMemorySaver
from src.agents.common.context import BaseContext
from src.utils import logger
@ -18,6 +19,7 @@ class BaseAgent:
def __init__(self, **kwargs):
self.graph = None # will be covered by get_graph
self.checkpointer = InMemorySaver()
self.context_schema = BaseContext
@property
@ -52,7 +54,7 @@ class BaseAgent:
graph = await self.get_graph()
context = self.context_schema.from_file(module_name=self.module_name, input_context=input_context)
logger.debug(f"stream_messages: {context}")
# TODO Checkpointer 似乎还没有适配最新的 Context API
# TODO Checkpointer 似乎还没有适配最新的 1.0 Context API
input_config = {"configurable": input_context, "recursion_limit": 100}
async for msg, metadata in graph.astream(
{"messages": messages}, stream_mode="messages", context=context, config=input_config

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@ -1,7 +1,6 @@
from pathlib import Path
from langchain_core.messages import AnyMessage, SystemMessage
from langgraph.checkpoint.sqlite.aio import AsyncSqliteSaver, aiosqlite
from langgraph.prebuilt import create_react_agent
from langgraph.runtime import get_runtime
@ -37,8 +36,7 @@ class ReActAgent(BaseAgent):
available_tools = get_buildin_tools()
sqlite_checkpointer = AsyncSqliteSaver(await aiosqlite.connect(self.workdir / "react_history.db"))
graph = create_react_agent(model, tools=available_tools, checkpointer=sqlite_checkpointer, prompt=prompt)
graph = create_react_agent(model, tools=available_tools, prompt=prompt, checkpointer=self.checkpointer)
self.graph = graph
logger.info("ReActAgent使用SQLite checkpointer构建成功")
logger.info("ReActAgent 使用内存 checkpointer 构建成功")
return graph