{"id":105100,"date":"2026-09-13T20:17:12","date_gmt":"2026-09-13T12:17:12","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/105100.html"},"modified":"2026-09-13T20:17:12","modified_gmt":"2026-09-13T12:17:12","slug":"114-agent-langchain%e6%a0%b8%e5%bf%83%e7%bb%84%e4%bb%b6-%e8%87%aa%e5%ae%9a%e4%b9%89state%ef%bc%88%e8%87%aa%e5%ae%9a%e4%b9%89agent%e8%ae%b0%e5%bf%86%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/105100.html","title":{"rendered":"114.Agent-LangChain\u6838\u5fc3\u7ec4\u4ef6-\u81ea\u5b9a\u4e49state\uff08\u81ea\u5b9a\u4e49Agent\u8bb0\u5fc6\uff09"},"content":{"rendered":"

\u5185\u5bb9\u53c2\u8003\u4e8e：\u56fe\u7075AI\u5927\u6a21\u578b\u5168\u6808<\/span><\/p>\n

\u81ea\u5b9a\u4e49Agent\u8bb0\u5fc6<\/p>\n

\u6309\u7740CTRL\u9f20\u6807\u5de6\u952e\u5355\u51fb\u4e0b\u56fe\u7ea2\u6846，\u8fdb\u5165create_agent\u51fd\u6570\u4e2d<\/p>\n

\"\"<\/p>\n

\u5982\u4e0b\u56fe\u7ea2\u6846create_agent\u53ef\u4ee5\u4f20\u9012\u4e00\u4e2a state_schema \u5b83\u5c31\u662fAgent\u7684\u8bb0\u5fc6，\u5b83\u9ed8\u8ba4\u662fAgentState[ResponseT]<\/p>\n

\"\"<\/p>\n

\u6309\u7740CTRL\u9f20\u6807\u5de6\u952e\u5355\u51fb\u4e0b\u56fe\u7ea2\u6846<\/p>\n

\"\"<\/p>\n

\u5982\u4e0b\u56fe\u7ea2\u6846，\u5c31\u53ef\u4ee5\u770b\u5230 AgentState \u7684\u7ed3\u679c\u4e86，messages\u662f\u804a\u5929\u8bb0\u5f55，\u4e0a\u4e00\u8282\u4e2d\u5b58\u50a8\u7684\u5c31\u662f\u5b83\u7684\u6570\u636e，jump_to\u662f\u4ee3\u7406\u53ef\u4ee5\u8df3\u8f6c\u7684\u4f4d\u7f6e，\u8fd9\u91cc\u8fd8\u7528\u4e0d\u5230，structured_response\u662fAgent\u8fd4\u56de\u683c\u5f0f\u7684\u9650\u5236<\/p>\n

\"\"\"\"<\/p>\n

\u6240\u4ee5\u6211\u4eec\u4e5f\u53ef\u4ee5\u901a\u8fc7create_agent\u51fd\u6570\u4e2dstate_schema\u5b57\u6bb5\u81ea\u5b9a\u4e49Agent\u7684\u8bb0\u5fc6<\/p>\n

\u4ee3\u7801\u5b9e\u4f8b<\/p>\n

# \u4ece langchain.agents \u5bfc\u5165\u4e24\u4e2a\u6838\u5fc3\u5bf9\u8c61：
\n# – create_agent：\u6784\u5efa Agent \u7684\u9ad8\u5c42\u5de5\u5382\u51fd\u6570（\u5e95\u5c42\u57fa\u4e8e LangGraph）
\n# – AgentState：\u5185\u7f6e\u7684\u57fa\u7840\u72b6\u6001 schema，\u4f5c\u4e3a\u6211\u4eec\u81ea\u5b9a\u4e49\u72b6\u6001\u7684\u7236\u7c7b
\nfrom langchain.agents import create_agent, AgentState<\/p>\n

# InMemorySaver：LangGraph \u7684\u5185\u5b58\u7248 checkpointer，
\n# \u7528\u4e8e\u6309 thread_id \u6301\u4e45\u5316\u5bf9\u8bdd\u72b6\u6001，\u8ba9\u540c\u4e00\u7ebf\u7a0b\u7684\u591a\u6b21\u8c03\u7528\u5171\u4eab\u5386\u53f2
\nfrom langgraph.checkpoint.memory import InMemorySaver<\/p>\n

# ChatOpenAI：OpenAI \u517c\u5bb9\u534f\u8bae\u7684\u5ba2\u6237\u7aef，\u8fd9\u91cc\u901a\u8fc7 base_url \u6307\u5411 DashScope（\u901a\u4e49\u5343\u95ee）
\nfrom langchain_openai import ChatOpenAI<\/p>\n

# \u7528\u4e8e\u4ece .env \u6587\u4ef6\u52a0\u8f7d\u73af\u5883\u53d8\u91cf（API Key\u3001Base URL \u7b49）
\nfrom dotenv import load_dotenv
\nimport os<\/p>\n

# \u52a0\u8f7d .env \u4e2d\u7684\u73af\u5883\u53d8\u91cf\u5230 os.environ
\nload_dotenv()<\/p>\n

# \u521d\u59cb\u5316\u5927\u6a21\u578b
\n# – model：\u6a21\u578b\u540d\u79f0
\n# – api_key：\u4ece\u73af\u5883\u53d8\u91cf\u8bfb\u53d6 DashScope \u7684 API Key
\n# – base_url：\u4ece\u73af\u5883\u53d8\u91cf\u8bfb\u53d6 DashScope \u7684 OpenAI \u517c\u5bb9\u7aef\u70b9
\nllm = ChatOpenAI(
\n model="qwen3.6-plus",
\n api_key=os.getenv("DASHSCOPE_API_KEY"),
\n base_url=os.getenv("DASHSCOPE_BASE_URL"),
\n)<\/p>\n

# \u81ea\u5b9a\u4e49 Agent \u7684\u8bb0\u5fc6（State）
\n# \u7ee7\u627f AgentState \u540e，\u7236\u7c7b\u5df2\u63d0\u4f9b messages\u3001jump_to\u3001structured_response \u7b49\u5b57\u6bb5，
\n# \u8fd9\u91cc\u518d\u8ffd\u52a0\u4e1a\u52a1\u9700\u8981\u7684\u5b57\u6bb5，\u7528\u6765\u4fdd\u5b58"\u7528\u6237\u753b\u50cf"\u4fe1\u606f\u3002
\nclass CustomAgentState(AgentState):
\n user_id: int # \u7528\u6237 ID
\n user_name: str # \u7528\u6237\u59d3\u540d
\n hobby: dict # \u7528\u6237\u7231\u597d，\u4f8b\u5982 {"sport": "basketball", "music": "pop"}<\/p>\n

# \u521b\u5efa\u4e00\u4e2a Agent \u5b9e\u4f8b
\n# – model：\u6307\u5b9a\u4f7f\u7528\u7684\u5927\u6a21\u578b
\n# – state_schema：\u6307\u5b9a\u7528\u6211\u4eec\u81ea\u5b9a\u4e49\u7684\u72b6\u6001\u7ed3\u6784（\u800c\u4e0d\u662f\u9ed8\u8ba4\u7684 AgentState）
\n# – checkpointer：\u7ed1\u5b9a\u5185\u5b58\u7248\u68c0\u67e5\u70b9，\u7528\u4e8e\u6309 thread_id \u4fdd\u5b58\/\u6062\u590d\u72b6\u6001
\nagent = create_agent(
\n model=llm,
\n state_schema=CustomAgentState,
\n checkpointer=InMemorySaver(),
\n)<\/p>\n

# \u7ebf\u7a0b\u914d\u7f6e：\u6307\u5b9a thread_id \u4e3a "user_1"
\n# \u76f8\u540c thread_id \u7684\u591a\u6b21 invoke \u4f1a\u5171\u4eab\u540c\u4e00\u4efd\u72b6\u6001（\u5305\u62ec\u5386\u53f2 messages \u548c\u81ea\u5b9a\u4e49\u5b57\u6bb5），
\n# \u4ece\u800c\u5b9e\u73b0"\u8de8\u8c03\u7528\u8bb0\u5fc6"\u7684\u6548\u679c\u3002
\nthread_config = {"configurable": {"thread_id": "user_1"}}<\/p>\n

# \u8c03\u7528 Agent
\n# \u7b2c\u4e00\u4e2a\u53c2\u6570\u662f\u672c\u6b21\u8981\u5408\u5e76\u8fdb State \u7684\u8f93\u5165（\u4e0d\u662f\u5b8c\u6574 State）：
\n# – messages：\u4f1a\u901a\u8fc7 add_messages reducer \u8ffd\u52a0\u5230\u5386\u53f2\u6d88\u606f\u5217\u8868
\n# – user_id \/ user_name \/ hobby：\u666e\u901a\u5b57\u6bb5，\u4f1a\u76f4\u63a5\u8986\u76d6\u5199\u5165\u5230 State
\n# \u7b2c\u4e8c\u4e2a\u53c2\u6570\u662f\u7ebf\u7a0b\u914d\u7f6e，\u7528\u4e8e\u8ba9 checkpointer \u627e\u5230\/\u5199\u5165\u5bf9\u5e94 thread \u7684\u72b6\u6001
\nagent.invoke(
\n {
\n "messages": [{"role": "user", "content": "\u4f60\u597d，\u6211\u7684\u540d\u5b57\u53eb\u505a\u8ba1\u7b97\u673a\u738b！"}],
\n "user_id": "user_111111111",
\n "user_name": "\u8ba1\u7b97\u673a\u738b",
\n "hobby": {"sport": "basketball", "music": "pop"}
\n },
\n thread_config,
\n)<\/p>\n

\n

\"img\"<\/p>\n","protected":false},"excerpt":{"rendered":"

\u5185\u5bb9\u53c2\u8003\u4e8e：\u56fe\u7075AI\u5927\u6a21\u578b\u5168\u6808\u81ea\u5b9a\u4e49Agent\u8bb0\u5fc6\u6309\u7740CTRL\u9f20\u6807\u5de6\u952e\u5355\u51fb\u4e0b\u56fe\u7ea2\u6846，\u8fdb\u5165create_agent\u51fd\u6570\u4e2d\u5982\u4e0b\u56fe\u7ea2\u6846create_agent\u53ef\u4ee5\u4f20\u9012\u4e00\u4e2a state_schema \u5b83\u5c31\u662fAgent\u7684\u8bb0\u5fc6，\u5b83\u9ed8\u8ba4\u662fAgentState[ResponseT]\u6309\u7740CTRL\u9f20\u6807\u5de6\u952e\u5355\u51fb\u4e0b\u56fe\u7ea2\u6846\u5982\u4e0b\u56fe\u7ea2\u6846，\u5c31\u53ef\u4ee5\u770b\u5230 AgentState \u7684\u7ed3\u679c\u4e86，messages\u662f\u804a\u5929\u8bb0\u5f55，\u4e0a\u4e00\u8282\u4e2d\u5b58\u50a8\u7684<\/p>\n","protected":false},"author":2,"featured_media":105094,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[74,997,50,87],"topic":[],"class_list":["post-105100","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-agent","tag-langchain","tag-50","tag-87"],"yoast_head":"\n114.Agent-LangChain\u6838\u5fc3\u7ec4\u4ef6-\u81ea\u5b9a\u4e49state\uff08\u81ea\u5b9a\u4e49Agent\u8bb0\u5fc6\uff09 - 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