{"id":39239,"date":"2025-05-23T08:51:07","date_gmt":"2025-05-23T00:51:07","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/39239.html"},"modified":"2025-05-23T08:51:07","modified_gmt":"2025-05-23T00:51:07","slug":"%e3%80%90langgraph%e3%80%91cli%ef%bc%88%e5%91%bd%e4%bb%a4%e8%a1%8c%e7%95%8c%e9%9d%a2%ef%bc%89%ef%bc%9a%e4%be%9b%e4%ba%86%e7%94%a8%e4%ba%8e%e5%9c%a8%e6%9c%ac%e5%9c%b0-docker-%e4%b8%ad%e6%9e%84%e5%bb%ba","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/39239.html","title":{"rendered":"\u3010LangGraph\u3011CLI\uff08\u547d\u4ee4\u884c\u754c\u9762\uff09\uff1a\u4f9b\u4e86\u7528\u4e8e\u5728\u672c\u5730 Docker \u4e2d\u6784\u5efa\u548c\u8fd0\u884c LangGraph \u5e73\u53f0 API \u670d\u52a1\u5668\u7684\u547d\u4ee4"},"content":{"rendered":"

LangGraph \u547d\u4ee4\u884c\u754c\u9762（CLI）<\/h2>\n

LangGraph \u547d\u4ee4\u884c\u754c\u9762（CLI）\u63d0\u4f9b\u4e86\u7528\u4e8e\u5728\u672c\u5730 Docker \u4e2d\u6784\u5efa\u548c\u8fd0\u884c LangGraph \u5e73\u53f0 API \u670d\u52a1\u5668\u7684\u547d\u4ee4\u3002\u5bf9\u4e8e\u5f00\u53d1\u548c\u6d4b\u8bd5，\u60a8\u53ef\u4ee5\u4f7f\u7528 CLI \u90e8\u7f72\u672c\u5730 API \u670d\u52a1\u5668\u3002<\/p>\n

1. \u5b89\u88c5<\/h3>\n
  • \u786e\u4fdd\u5df2\u5b89\u88c5 Docker（\u4f8b\u5982，\u8fd0\u884c docker –version \u68c0\u67e5）\u3002<\/li>\n
  • \u5b89\u88c5 CLI \u5305： Python：pip install<\/span> langgraph-cli
    \n JavaScript：npx @langchain\/langgraph-cli
    \n# \u5168\u5c40\u5b89\u88c5，\u5c06\u53ef\u7528\u4f5c 'langgraphjs'<\/span>
    \nnpm<\/span> install<\/span> -g<\/span> @langchain\/langgraph-cli\n <\/li>\n
  • \u8fd0\u884c\u547d\u4ee4 langgraph –help \u6216 npx @langchain\/langgraph-cli –help \u4ee5\u786e\u8ba4 CLI \u6b63\u5e38\u5de5\u4f5c\u3002<\/li>\n

    2. \u914d\u7f6e\u6587\u4ef6<\/h3>\n

    LangGraph CLI \u8981\u6c42\u4f7f\u7528 JSON \u914d\u7f6e\u6587\u4ef6，\u9075\u5faa\u4ee5\u4e0b\u6a21\u5f0f\u3002\u914d\u7f6e\u6587\u4ef6\u9ed8\u8ba4\u4f4d\u4e8e\u5f53\u524d\u76ee\u5f55\u7684 langgraph.json \u6587\u4ef6\u4e2d\u3002<\/p>\n

    2.1 Python \u914d\u7f6e<\/h4>\n\n\u952e\u63cf\u8ff0<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    dependencies<\/td>\n\u5fc5\u586b\u3002LangGraph \u5e73\u53f0 API \u670d\u52a1\u5668\u7684\u4f9d\u8d56\u6570\u7ec4\u3002\u4f9d\u8d56\u53ef\u4ee5\u662f\u4ee5\u4e0b\u4e4b\u4e00：<\/td>\n<\/tr>\n
    <\/td>\n– \u5355\u4e2a\u70b9（.），\u8868\u793a\u67e5\u627e\u672c\u5730 Python \u5305\u3002<\/td>\n<\/tr>\n
    <\/td>\n– \u5305\u542b pyproject.toml\u3001setup.py \u6216 requirements.txt \u7684\u76ee\u5f55\u8def\u5f84\u3002\u4f8b\u5982，\u5982\u679c requirements.txt \u4f4d\u4e8e\u9879\u76ee\u6839\u76ee\u5f55，\u6307\u5b9a .\/；\u5982\u679c\u4f4d\u4e8e\u5b50\u76ee\u5f55 local_package，\u6307\u5b9a .\/local_package\u3002\u4e0d\u8981\u76f4\u63a5\u6307\u5b9a requirements.txt \u6587\u4ef6\u540d\u3002<\/td>\n<\/tr>\n
    <\/td>\n– Python \u5305\u540d\u79f0\u3002<\/td>\n<\/tr>\n
    graphs<\/td>\n\u5fc5\u586b\u3002\u5c06\u56fe ID \u6620\u5c04\u5230\u5b9a\u4e49\u7f16\u8bd1\u56fe\u6216\u521b\u5efa\u56fe\u7684\u51fd\u6570\u7684\u8def\u5f84\u3002\u793a\u4f8b：<\/td>\n<\/tr>\n
    <\/td>\n– .\/your_package\/your_file.py:variable，\u5176\u4e2d variable \u662f langgraph.graph.state.CompiledStateGraph \u7684\u5b9e\u4f8b\u3002<\/td>\n<\/tr>\n
    <\/td>\n– .\/your_package\/your_file.py:make_graph，\u5176\u4e2d make_graph \u662f\u63a5\u53d7\u914d\u7f6e\u5b57\u5178（langchain_core.runnables.RunnableConfig）\u5e76\u521b\u5efa langgraph.graph.state.StateGraph \u6216 langgraph.graph.state.CompiledStateGraph \u5b9e\u4f8b\u7684\u51fd\u6570\u3002<\/td>\n<\/tr>\n
    auth<\/td>\n（v0.0.11 \u8d77\u6dfb\u52a0）\u8ba4\u8bc1\u914d\u7f6e，\u5305\u542b\u8ba4\u8bc1\u5904\u7406\u7a0b\u5e8f\u7684\u8def\u5f84\u3002\u793a\u4f8b：<\/td>\n<\/tr>\n
    <\/td>\n.\/your_package\/auth.py:auth，\u5176\u4e2d auth \u662f langgraph_sdk.Auth \u7684\u5b9e\u4f8b\u3002\u53c2\u89c1\u8ba4\u8bc1\u6307\u5357\u3002<\/td>\n<\/tr>\n
    base_image<\/td>\n\u53ef\u9009\u3002LangGraph API \u670d\u52a1\u5668\u7684\u57fa\u7840\u955c\u50cf\u3002\u9ed8\u8ba4\u4f7f\u7528 langchain\/langgraph-api\u3002\u53ef\u7528\u4e8e\u56fa\u5b9a\u7279\u5b9a\u7248\u672c\u7684 LangGraph API，\u4f8b\u5982 langchain\/langgraph-server:0.2\u3002\u53c2\u89c1 Docker Hub\u3002（langgraph-cli>=0.2.8 \u8d77\u652f\u6301）<\/td>\n<\/tr>\n
    env<\/td>\n.env \u6587\u4ef6\u8def\u5f84\u6216\u73af\u5883\u53d8\u91cf\u5230\u5176\u503c\u7684\u6620\u5c04\u3002<\/td>\n<\/tr>\n
    store<\/td>\nBaseStore \u7684\u8bed\u4e49\u641c\u7d22\u548c\/\u6216\u751f\u5b58\u65f6\u95f4（TTL）\u914d\u7f6e，\u5305\u542b\u4ee5\u4e0b\u5b57\u6bb5：<\/td>\n<\/tr>\n
    <\/td>\n– index（\u53ef\u9009）：\u8bed\u4e49\u641c\u7d22\u7d22\u5f15\u914d\u7f6e，\u5305\u542b embed（\u5d4c\u5165\u6a21\u578b）\u3001dims（\u5d4c\u5165\u7ef4\u5ea6）\u548c\u53ef\u9009\u7684 fields（\u8981\u5d4c\u5165\u7684\u5b57\u6bb5）\u3002<\/td>\n<\/tr>\n
    <\/td>\n– ttl（\u53ef\u9009）：\u9879\u76ee\u8fc7\u671f\u914d\u7f6e，\u5305\u542b\u53ef\u9009\u5b57\u6bb5：<\/td>\n<\/tr>\n
    <\/td>\n– refresh_on_read（\u5e03\u5c14\u503c，\u9ed8\u8ba4 true）：\u8bfb\u53d6\u65f6\u662f\u5426\u5237\u65b0 TTL\u3002<\/td>\n<\/tr>\n
    <\/td>\n– default_ttl（\u6d6e\u70b9\u6570，\u5206\u949f\u4e3a\u5355\u4f4d，\u9ed8\u8ba4\u65e0\u8fc7\u671f）：\u9879\u76ee\u9ed8\u8ba4\u5bff\u547d\u3002<\/td>\n<\/tr>\n
    <\/td>\n– sweep_interval_minutes（\u6574\u6570，\u9ed8\u8ba4\u65e0\u6e05\u7406）：\u68c0\u67e5\u8fc7\u671f\u9879\u76ee\u7684\u9891\u7387\u3002<\/td>\n<\/tr>\n
    ui<\/td>\n\u53ef\u9009\u3002\u4ee3\u7406\u53d1\u51fa\u7684 UI \u7ec4\u4ef6\u7684\u547d\u540d\u5b9a\u4e49，\u6bcf\u4e2a\u6307\u5411 JS\/TS \u6587\u4ef6\u3002（langgraph-cli>=0.1.84 \u8d77\u652f\u6301）<\/td>\n<\/tr>\n
    python_version<\/td>\n3.11\u30013.12 \u6216 3.13\u3002\u9ed8\u8ba4 3.11\u3002<\/td>\n<\/tr>\n
    node_version<\/td>\n\u6307\u5b9a node_version: 20 \u4ee5\u4f7f\u7528 LangGraph.js\u3002<\/td>\n<\/tr>\n
    pip_config_file<\/td>\npip \u914d\u7f6e\u6587\u4ef6\u8def\u5f84\u3002<\/td>\n<\/tr>\n
    dockerfile_lines<\/td>\n\u5728\u7236\u955c\u50cf\u5bfc\u5165\u540e\u6dfb\u52a0\u5230 Dockerfile \u7684\u9644\u52a0\u884c\u6570\u7ec4\u3002<\/td>\n<\/tr>\n
    checkpointer<\/td>\n\u68c0\u67e5\u70b9\u914d\u7f6e，\u5305\u542b ttl \u5b57\u6bb5，\u662f\u4e00\u4e2a\u5177\u6709\u4ee5\u4e0b\u952e\u7684\u5bf9\u8c61：<\/td>\n<\/tr>\n
    <\/td>\n– strategy：\u5904\u7406\u8fc7\u671f\u68c0\u67e5\u70b9\u7684\u65b9\u5f0f（\u4f8b\u5982，"delete"）\u3002<\/td>\n<\/tr>\n
    <\/td>\n– sweep_interval_minutes：\u68c0\u67e5\u8fc7\u671f\u68c0\u67e5\u70b9\u7684\u9891\u7387（\u6574\u6570，\u5206\u949f）\u3002<\/td>\n<\/tr>\n
    <\/td>\n– default_ttl：\u68c0\u67e5\u70b9\u7684\u9ed8\u8ba4\u751f\u5b58\u65f6\u95f4（\u6574\u6570，\u5206\u949f），\u5b9a\u4e49\u68c0\u67e5\u70b9\u5728\u5e94\u7528\u6307\u5b9a\u7b56\u7565\u524d\u4fdd\u7559\u7684\u65f6\u95f4\u3002<\/td>\n<\/tr>\n
    http<\/td>\nHTTP \u670d\u52a1\u5668\u914d\u7f6e，\u5305\u542b\u4ee5\u4e0b\u5b57\u6bb5：<\/td>\n<\/tr>\n
    <\/td>\n– app：\u81ea\u5b9a\u4e49 Starlette\/FastAPI \u5e94\u7528\u7684\u8def\u5f84（\u4f8b\u5982，.\/src\/agent\/webapp.py:app）\u3002\u53c2\u89c1\u81ea\u5b9a\u4e49\u8def\u7531\u6307\u5357\u3002<\/td>\n<\/tr>\n
    <\/td>\n– disable_assistants：\u7981\u7528 \/assistants \u8def\u7531\u3002<\/td>\n<\/tr>\n
    <\/td>\n– disable_threads：\u7981\u7528 \/threads \u8def\u7531\u3002<\/td>\n<\/tr>\n
    <\/td>\n– disable_runs：\u7981\u7528 \/runs \u8def\u7531\u3002<\/td>\n<\/tr>\n
    <\/td>\n– disable_store：\u7981\u7528 \/store \u8def\u7531\u3002<\/td>\n<\/tr>\n
    <\/td>\n– disable_meta：\u7981\u7528 \/ok\u3001\/info\u3001\/metrics \u548c \/docs \u8def\u7531\u3002<\/td>\n<\/tr>\n
    <\/td>\n– cors：CORS \u914d\u7f6e，\u5305\u542b allow_origins\u3001allow_methods\u3001allow_headers \u7b49\u5b57\u6bb5\u3002<\/td>\n<\/tr>\n
    <\/td>\n– configurable_headers：\u5b9a\u4e49\u8981\u6392\u9664\u6216\u5305\u542b\u4e3a\u8fd0\u884c\u914d\u7f6e\u503c\u7684\u8bf7\u6c42\u5934\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    2.2 JavaScript \u914d\u7f6e<\/h4>\n\n\u952e\u63cf\u8ff0<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    graphs<\/td>\n\u5fc5\u586b\u3002\u5c06\u56fe ID \u6620\u5c04\u5230\u5b9a\u4e49\u7f16\u8bd1\u56fe\u6216\u521b\u5efa\u56fe\u7684\u51fd\u6570\u7684\u8def\u5f84\u3002\u793a\u4f8b：<\/td>\n<\/tr>\n
    <\/td>\n– .\/src\/graph.ts:variable，\u5176\u4e2d variable \u662f CompiledStateGraph \u7684\u5b9e\u4f8b\u3002<\/td>\n<\/tr>\n
    <\/td>\n– .\/src\/graph.ts:makeGraph，\u5176\u4e2d makeGraph \u662f\u63a5\u53d7\u914d\u7f6e\u5b57\u5178（LangGraphRunnableConfig）\u5e76\u521b\u5efa StateGraph \u6216 CompiledStateGraph \u5b9e\u4f8b\u7684\u51fd\u6570\u3002<\/td>\n<\/tr>\n
    env<\/td>\n.env \u6587\u4ef6\u8def\u5f84\u6216\u73af\u5883\u53d8\u91cf\u5230\u5176\u503c\u7684\u6620\u5c04\u3002<\/td>\n<\/tr>\n
    store<\/td>\nBaseStore \u7684\u8bed\u4e49\u641c\u7d22\u548c\/\u6216\u751f\u5b58\u65f6\u95f4（TTL）\u914d\u7f6e，\u5305\u542b\u4ee5\u4e0b\u5b57\u6bb5：<\/td>\n<\/tr>\n
    <\/td>\n– index（\u53ef\u9009）：\u8bed\u4e49\u641c\u7d22\u7d22\u5f15\u914d\u7f6e，\u5305\u542b embed（\u5d4c\u5165\u6a21\u578b）\u3001dims（\u5d4c\u5165\u7ef4\u5ea6）\u548c\u53ef\u9009\u7684 fields（\u8981\u5d4c\u5165\u7684\u5b57\u6bb5）\u3002<\/td>\n<\/tr>\n
    <\/td>\n– ttl（\u53ef\u9009）：\u9879\u76ee\u8fc7\u671f\u914d\u7f6e，\u5305\u542b\u53ef\u9009\u5b57\u6bb5：<\/td>\n<\/tr>\n
    <\/td>\n– refresh_on_read（\u5e03\u5c14\u503c，\u9ed8\u8ba4 true）：\u8bfb\u53d6\u65f6\u662f\u5426\u5237\u65b0 TTL\u3002<\/td>\n<\/tr>\n
    <\/td>\n– default_ttl（\u6d6e\u70b9\u6570，\u5206\u949f\u4e3a\u5355\u4f4d，\u9ed8\u8ba4\u65e0\u8fc7\u671f）：\u9879\u76ee\u9ed8\u8ba4\u5bff\u547d\u3002<\/td>\n<\/tr>\n
    <\/td>\n– sweep_interval_minutes（\u6574\u6570，\u9ed8\u8ba4\u65e0\u6e05\u7406）：\u68c0\u67e5\u8fc7\u671f\u9879\u76ee\u7684\u9891\u7387\u3002<\/td>\n<\/tr>\n
    node_version<\/td>\n\u6307\u5b9a node_version: 20 \u4ee5\u4f7f\u7528 LangGraph.js\u3002<\/td>\n<\/tr>\n
    dockerfile_lines<\/td>\n\u5728\u7236\u955c\u50cf\u5bfc\u5165\u540e\u6dfb\u52a0\u5230 Dockerfile \u7684\u9644\u52a0\u884c\u6570\u7ec4\u3002<\/td>\n<\/tr>\n
    checkpointer<\/td>\n\u68c0\u67e5\u70b9\u914d\u7f6e，\u5305\u542b ttl \u5b57\u6bb5，\u662f\u4e00\u4e2a\u5177\u6709\u4ee5\u4e0b\u952e\u7684\u5bf9\u8c61：<\/td>\n<\/tr>\n
    <\/td>\n– strategy：\u5904\u7406\u8fc7\u671f\u68c0\u67e5\u70b9\u7684\u65b9\u5f0f（\u4f8b\u5982，"delete"）\u3002<\/td>\n<\/tr>\n
    <\/td>\n– sweep_interval_minutes：\u68c0\u67e5\u8fc7\u671f\u68c0\u67e5\u70b9\u7684\u9891\u7387（\u6574\u6570，\u5206\u949f）\u3002<\/td>\n<\/tr>\n
    <\/td>\n– default_ttl：\u68c0\u67e5\u70b9\u7684\u9ed8\u8ba4\u751f\u5b58\u65f6\u95f4（\u6574\u6570，\u5206\u949f），\u5b9a\u4e49\u68c0\u67e5\u70b9\u5728\u5e94\u7528\u6307\u5b9a\u7b56\u7565\u524d\u4fdd\u7559\u7684\u65f6\u95f4\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    2.3 \u914d\u7f6e\u793a\u4f8b<\/h4>\n

    Python \u793a\u4f8b<\/h5>\n
    \u57fa\u672c\u914d\u7f6e<\/h6>\n

    {<\/span>
    \n "dependencies"<\/span>:<\/span> [<\/span>"."<\/span>]<\/span>,<\/span>
    \n "graphs"<\/span>:<\/span> {<\/span>
    \n "chat"<\/span>:<\/span> ".\/chat\/graph.py:graph"<\/span>
    \n }<\/span>
    \n}<\/span><\/p>\n

    \u4e3a\u5b58\u50a8\u6dfb\u52a0\u8bed\u4e49\u641c\u7d22<\/h6>\n

    \u6240\u6709\u90e8\u7f72\u90fd\u5305\u542b\u57fa\u4e8e\u6570\u636e\u5e93\u7684 BaseStore\u3002\u5728 langgraph.json \u4e2d\u6dfb\u52a0 index \u914d\u7f6e\u5c06\u542f\u7528\u90e8\u7f72\u7684 BaseStore \u5185\u7684\u8bed\u4e49\u641c\u7d22\u3002<\/p>\n

    index.fields \u914d\u7f6e\u786e\u5b9a\u8981\u5d4c\u5165\u7684\u6587\u6863\u90e8\u5206：<\/p>\n

      \n
    • \u5982\u679c\u7701\u7565\u6216\u8bbe\u7f6e\u4e3a ["$"]，\u5c06\u5d4c\u5165\u6574\u4e2a\u6587\u6863\u3002<\/li>\n
    • \u8981\u5d4c\u5165\u7279\u5b9a\u5b57\u6bb5，\u4f7f\u7528 JSON \u8def\u5f84\u8868\u793a\u6cd5：["metadata.title", "content.text"]\u3002<\/li>\n
    • \u7f3a\u5c11\u6307\u5b9a\u5b57\u6bb5\u7684\u6587\u6863\u4ecd\u5c06\u5b58\u50a8，\u4f46\u4e0d\u4f1a\u4e3a\u8fd9\u4e9b\u5b57\u6bb5\u751f\u6210\u5d4c\u5165\u3002<\/li>\n
    • \u53ef\u4ee5\u5728 put \u65f6\u901a\u8fc7 index \u53c2\u6570\u8986\u76d6\u8981\u5d4c\u5165\u7684\u5b57\u6bb5\u3002<\/li>\n<\/ul>\n

      {<\/span>
      \n "dependencies"<\/span>:<\/span> [<\/span>"."<\/span>]<\/span>,<\/span>
      \n "graphs"<\/span>:<\/span> {<\/span>
      \n "memory_agent"<\/span>:<\/span> ".\/agent\/graph.py:graph"<\/span>
      \n }<\/span>,<\/span>
      \n "store"<\/span>:<\/span> {<\/span>
      \n "index"<\/span>:<\/span> {<\/span>
      \n "embed"<\/span>:<\/span> "openai:text-embedding-3-small"<\/span>,<\/span>
      \n "dims"<\/span>:<\/span> 1536<\/span>,<\/span>
      \n "fields"<\/span>:<\/span> [<\/span>"$"<\/span>]<\/span>
      \n }<\/span>
      \n }<\/span>
      \n}<\/span><\/p>\n

      \u5e38\u89c1\u6a21\u578b\u7ef4\u5ea6：<\/p>\n

        \n
      • openai:text-embedding-3-large：3072<\/li>\n
      • openai:text-embedding-3-small：1536<\/li>\n
      • openai:text-embedding-ada-002：1536<\/li>\n
      • cohere:embed-english-v3.0：1024<\/li>\n
      • cohere:embed-english-light-v3.0：384<\/li>\n
      • cohere:embed-multilingual-v3.0：1024<\/li>\n
      • cohere:embed-multilingual-light-v3.0：384<\/li>\n<\/ul>\n
        \u4f7f\u7528\u81ea\u5b9a\u4e49\u5d4c\u5165\u51fd\u6570\u8fdb\u884c\u8bed\u4e49\u641c\u7d22<\/h6>\n

        \u5982\u679c\u9700\u8981\u4f7f\u7528\u81ea\u5b9a\u4e49\u5d4c\u5165\u51fd\u6570\u8fdb\u884c\u8bed\u4e49\u641c\u7d22，\u53ef\u4ee5\u6307\u5b9a\u81ea\u5b9a\u4e49\u5d4c\u5165\u51fd\u6570\u7684\u8def\u5f84：<\/p>\n

        {<\/span>
        \n "dependencies"<\/span>:<\/span> [<\/span>"."<\/span>]<\/span>,<\/span>
        \n "graphs"<\/span>:<\/span> {<\/span>
        \n "memory_agent"<\/span>:<\/span> ".\/agent\/graph.py:graph"<\/span>
        \n }<\/span>,<\/span>
        \n "store"<\/span>:<\/span> {<\/span>
        \n "index"<\/span>:<\/span> {<\/span>
        \n "embed"<\/span>:<\/span> ".\/embeddings.py:embed_texts"<\/span>,<\/span>
        \n "dims"<\/span>:<\/span> 768<\/span>,<\/span>
        \n "fields"<\/span>:<\/span> [<\/span>"text"<\/span>,<\/span> "summary"<\/span>]<\/span>
        \n }<\/span>
        \n }<\/span>
        \n}<\/span><\/p>\n

        store \u914d\u7f6e\u4e2d\u7684 embed \u5b57\u6bb5\u53ef\u4ee5\u5f15\u7528\u81ea\u5b9a\u4e49\u51fd\u6570，\u8be5\u51fd\u6570\u63a5\u53d7\u5b57\u7b26\u4e32\u5217\u8868\u5e76\u8fd4\u56de\u5d4c\u5165\u5217\u8868\u3002\u793a\u4f8b\u5b9e\u73b0：<\/p>\n

        # embeddings.py<\/span>
        \ndef<\/span> embed_texts<\/span>(<\/span>texts:<\/span> list<\/span>[<\/span>str<\/span>]<\/span>)<\/span> –<\/span>><\/span> list<\/span>[<\/span>list<\/span>[<\/span>float<\/span>]<\/span>]<\/span>:<\/span>
        \n """Custom embedding function for semantic search."""<\/span>
        \n # \u4f7f\u7528\u60a8\u9996\u9009\u7684\u5d4c\u5165\u6a21\u578b\u5b9e\u73b0<\/span>
        \n return<\/span> [<\/span>[<\/span>0.1<\/span>,<\/span> 0.2<\/span>,<\/span> .<\/span>.<\/span>.<\/span>]<\/span> for<\/span> _ in<\/span> texts]<\/span> # dims \u7ef4\u5411\u91cf<\/span><\/p>\n

        \u6dfb\u52a0\u81ea\u5b9a\u4e49\u8ba4\u8bc1<\/h6>\n

        {<\/span>
        \n "dependencies"<\/span>:<\/span> [<\/span>"."<\/span>]<\/span>,<\/span>
        \n "graphs"<\/span>:<\/span> {<\/span>
        \n "chat"<\/span>:<\/span> ".\/chat\/graph.py:graph"<\/span>
        \n }<\/span>,<\/span>
        \n "auth"<\/span>:<\/span> {<\/span>
        \n "path"<\/span>:<\/span> ".\/auth.py:auth"<\/span>,<\/span>
        \n "openapi"<\/span>:<\/span> {<\/span>
        \n "securitySchemes"<\/span>:<\/span> {<\/span>
        \n "apiKeyAuth"<\/span>:<\/span> {<\/span>
        \n "type"<\/span>:<\/span> "apiKey"<\/span>,<\/span>
        \n "in"<\/span>:<\/span> "header"<\/span>,<\/span>
        \n "name"<\/span>:<\/span> "X-API-Key"<\/span>
        \n }<\/span>
        \n }<\/span>,<\/span>
        \n "security"<\/span>:<\/span> [<\/span>{<\/span>"apiKeyAuth"<\/span>:<\/span> [<\/span>]<\/span>}<\/span>]<\/span>
        \n }<\/span>,<\/span>
        \n "disable_studio_auth"<\/span>:<\/span> false<\/span>
        \n }<\/span>
        \n}<\/span><\/p>\n

        \u53c2\u89c1\u8ba4\u8bc1\u6982\u5ff5\u6307\u5357\u548c\u8bbe\u7f6e\u81ea\u5b9a\u4e49\u8ba4\u8bc1\u6307\u5357\u3002<\/p>\n

        \u914d\u7f6e\u5b58\u50a8\u9879\u76ee\u751f\u5b58\u65f6\u95f4（TTL）<\/h6>\n

        \u53ef\u4ee5\u4f7f\u7528 store.ttl \u952e\u4e3a BaseStore \u4e2d\u7684\u9879\u76ee\/\u8bb0\u5fc6\u914d\u7f6e\u9ed8\u8ba4\u6570\u636e\u8fc7\u671f\u65f6\u95f4\u3002\u8fd9\u51b3\u5b9a\u4e86\u9879\u76ee\u6700\u540e\u8bbf\u95ee\u540e\u7684\u4fdd\u7559\u65f6\u95f4（\u6839\u636e refresh_on_read \u8bbe\u7f6e，\u8bfb\u53d6\u53ef\u80fd\u5237\u65b0\u8ba1\u65f6\u5668）\u3002\u8fd9\u4e9b\u9ed8\u8ba4\u503c\u53ef\u4ee5\u5728 get\u3001search \u7b49\u8c03\u7528\u65f6\u901a\u8fc7\u4fee\u6539\u76f8\u5e94\u53c2\u6570\u8986\u76d6\u3002<\/p>\n

        ttl \u914d\u7f6e\u662f\u4e00\u4e2a\u5305\u542b\u4ee5\u4e0b\u53ef\u9009\u5b57\u6bb5\u7684\u5bf9\u8c61：<\/p>\n

          \n
        • refresh_on_read：\u5982\u679c\u4e3a true（\u9ed8\u8ba4），\u901a\u8fc7 get \u6216 search \u8bbf\u95ee\u9879\u76ee\u4f1a\u91cd\u7f6e\u5176\u8fc7\u671f\u8ba1\u65f6\u5668\u3002\u8bbe\u7f6e\u4e3a false \u4ec5\u5728\u5199\u5165（put）\u65f6\u5237\u65b0 TTL\u3002<\/li>\n
        • default_ttl：\u9879\u76ee\u7684\u9ed8\u8ba4\u5bff\u547d（\u5206\u949f）\u3002\u5982\u679c\u672a\u8bbe\u7f6e，\u9879\u76ee\u9ed8\u8ba4\u4e0d\u8fc7\u671f\u3002<\/li>\n
        • sweep_interval_minutes：\u7cfb\u7edf\u8fd0\u884c\u540e\u53f0\u8fdb\u7a0b\u5220\u9664\u8fc7\u671f\u9879\u76ee\u7684\u9891\u7387（\u5206\u949f）\u3002\u5982\u679c\u672a\u8bbe\u7f6e，\u4e0d\u4f1a\u81ea\u52a8\u6e05\u7406\u3002<\/li>\n<\/ul>\n

          \u793a\u4f8b：\u542f\u7528 7 \u5929 TTL（10080 \u5206\u949f），\u8bfb\u53d6\u65f6\u5237\u65b0，\u6bcf\u5c0f\u65f6\u6e05\u7406：<\/p>\n

          {<\/span>
          \n "dependencies"<\/span>:<\/span> [<\/span>"."<\/span>]<\/span>,<\/span>
          \n "graphs"<\/span>:<\/span> {<\/span>
          \n "memory_agent"<\/span>:<\/span> ".\/agent\/graph.py:graph"<\/span>
          \n }<\/span>,<\/span>
          \n "store"<\/span>:<\/span> {<\/span>
          \n "ttl"<\/span>:<\/span> {<\/span>
          \n "refresh_on_read"<\/span>:<\/span> true<\/span>,<\/span>
          \n "sweep_interval_minutes"<\/span>:<\/span> 60<\/span>,<\/span>
          \n "default_ttl"<\/span>:<\/span> 10080<\/span>
          \n }<\/span>
          \n }<\/span>
          \n}<\/span><\/p>\n

          \u914d\u7f6e\u68c0\u67e5\u70b9\u751f\u5b58\u65f6\u95f4（TTL）<\/h6>\n

          \u53ef\u4ee5\u4f7f\u7528 checkpointer \u952e\u4e3a\u68c0\u67e5\u70b9\u914d\u7f6e\u751f\u5b58\u65f6\u95f4（TTL），\u51b3\u5b9a\u68c0\u67e5\u70b9\u6570\u636e\u5728\u6839\u636e\u6307\u5b9a\u7b56\u7565（\u4f8b\u5982\u5220\u9664）\u81ea\u52a8\u5904\u7406\u524d\u7684\u4fdd\u7559\u65f6\u95f4\u3002ttl \u914d\u7f6e\u5305\u542b：<\/p>\n

            \n
          • strategy：\u5904\u7406\u8fc7\u671f\u68c0\u67e5\u70b9\u7684\u65b9\u5f0f（\u76ee\u524d\u4ec5\u652f\u6301 "delete"）\u3002<\/li>\n
          • sweep_interval_minutes：\u68c0\u67e5\u8fc7\u671f\u68c0\u67e5\u70b9\u7684\u9891\u7387（\u5206\u949f，\u6574\u6570）\u3002<\/li>\n
          • default_ttl：\u68c0\u67e5\u70b9\u7684\u9ed8\u8ba4\u751f\u5b58\u65f6\u95f4（\u5206\u949f，\u6574\u6570）\u3002<\/li>\n<\/ul>\n

            \u793a\u4f8b：\u8bbe\u7f6e 30 \u5929（43200 \u5206\u949f）\u9ed8\u8ba4 TTL：<\/p>\n

            {<\/span>
            \n "dependencies"<\/span>:<\/span> [<\/span>"."<\/span>]<\/span>,<\/span>
            \n "graphs"<\/span>:<\/span> {<\/span>
            \n "chat"<\/span>:<\/span> ".\/chat\/graph.py:graph"<\/span>
            \n }<\/span>,<\/span>
            \n "checkpointer"<\/span>:<\/span> {<\/span>
            \n "ttl"<\/span>:<\/span> {<\/span>
            \n "strategy"<\/span>:<\/span> "delete"<\/span>,<\/span>
            \n "sweep_interval_minutes"<\/span>:<\/span> 10<\/span>,<\/span>
            \n "default_ttl"<\/span>:<\/span> 43200<\/span>
            \n }<\/span>
            \n }<\/span>
            \n}<\/span><\/p>\n

            \u5728\u6b64\u793a\u4f8b\u4e2d，\u8d85\u8fc7 30 \u5929\u7684\u68c0\u67e5\u70b9\u5c06\u88ab\u5220\u9664，\u68c0\u67e5\u6bcf 10 \u5206\u949f\u8fd0\u884c\u4e00\u6b21\u3002<\/p>\n

            JavaScript \u793a\u4f8b<\/h5>\n
            \u57fa\u672c\u914d\u7f6e<\/h6>\n

            {<\/span>
            \n "graphs"<\/span>:<\/span> {<\/span>
            \n "chat"<\/span>:<\/span> ".\/src\/graph.ts:graph"<\/span>
            \n }<\/span>
            \n}<\/span><\/p>\n

            3. \u547d\u4ee4<\/h3>\n

            3.1 Python \u547d\u4ee4<\/h4>\n

            \u57fa\u672c\u547d\u4ee4\u4e3a langgraph：<\/p>\n

            langgraph [<\/span>OPTIONS]<\/span> COMMAND [<\/span>ARGS]<\/span><\/p>\n

            3.1.1 dev<\/h5>\n

            \u63cf\u8ff0： \u4ee5\u5f00\u53d1\u6a21\u5f0f\u8fd0\u884c LangGraph API \u670d\u52a1\u5668，\u652f\u6301\u70ed\u91cd\u8f7d\u548c\u8c03\u8bd5\u529f\u80fd\u3002\u6b64\u8f7b\u91cf\u7ea7\u670d\u52a1\u5668\u65e0\u9700 Docker \u5b89\u88c5，\u9002\u5408\u5f00\u53d1\u548c\u6d4b\u8bd5\u3002\u72b6\u6001\u6301\u4e45\u5316\u5230\u672c\u5730\u76ee\u5f55\u3002<\/p>\n

            \u6ce8\u610f： \u5f53\u524d CLI \u4ec5\u652f\u6301 Python >= 3.11\u3002<\/p>\n

            \u5b89\u88c5\u8981\u6c42： \u6b64\u547d\u4ee4\u9700\u8981\u5b89\u88c5 "inmem" \u989d\u5916\u4f9d\u8d56：<\/p>\n

            pip install<\/span> -U<\/span> "langgraph-cli[inmem]"<\/span><\/p>\n

            \u7528\u6cd5：<\/p>\n

            langgraph dev [<\/span>OPTIONS]<\/span><\/p>\n

            \u9009\u9879：<\/p>\n\n\u9009\u9879\u9ed8\u8ba4\u503c\u63cf\u8ff0<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n\n
            -c, –config FILE<\/td>\nlanggraph.json<\/td>\n\u58f0\u660e\u4f9d\u8d56\u3001\u56fe\u548c\u73af\u5883\u53d8\u91cf\u7684\u914d\u7f6e\u6587\u4ef6\u8def\u5f84\u3002<\/td>\n<\/tr>\n
            –host TEXT<\/td>\n127.0.0.1<\/td>\n\u670d\u52a1\u5668\u7ed1\u5b9a\u7684\u4e3b\u673a\u3002<\/td>\n<\/tr>\n
            –port INTEGER<\/td>\n2024<\/td>\n\u670d\u52a1\u5668\u7ed1\u5b9a\u7684\u7aef\u53e3\u3002<\/td>\n<\/tr>\n
            –no-reload<\/td>\n<\/td>\n\u7981\u7528\u81ea\u52a8\u91cd\u8f7d\u3002<\/td>\n<\/tr>\n
            –n-jobs-per-worker INTEGER<\/td>\n10<\/td>\n\u6bcf\u4e2a\u5de5\u4f5c\u8fdb\u7a0b\u7684\u4f5c\u4e1a\u6570，\u9ed8\u8ba4 10\u3002<\/td>\n<\/tr>\n
            –debug-port INTEGER<\/td>\n<\/td>\n\u8c03\u8bd5\u5668\u76d1\u542c\u7684\u7aef\u53e3\u3002<\/td>\n<\/tr>\n
            –wait-for-client<\/td>\nFalse<\/td>\n\u5728\u542f\u52a8\u670d\u52a1\u5668\u524d\u7b49\u5f85\u8c03\u8bd5\u5668\u5ba2\u6237\u7aef\u8fde\u63a5\u5230\u8c03\u8bd5\u7aef\u53e3\u3002<\/td>\n<\/tr>\n
            –no-browser<\/td>\n<\/td>\n\u542f\u52a8\u670d\u52a1\u5668\u65f6\u8df3\u8fc7\u81ea\u52a8\u6253\u5f00\u6d4f\u89c8\u5668\u3002<\/td>\n<\/tr>\n
            –studio-url TEXT<\/td>\nhttps:\/\/smith.langchain.com<\/td>\n\u8fde\u63a5\u7684 LangGraph Studio \u5b9e\u4f8b URL\u3002<\/td>\n<\/tr>\n
            –allow-blocking<\/td>\nFalse<\/td>\n\u4e0d\u5bf9\u4ee3\u7801\u4e2d\u7684\u540c\u6b65 I\/O \u963b\u585e\u64cd\u4f5c\u629b\u51fa\u9519\u8bef\u3002（0.2.6 \u8d77\u652f\u6301）<\/td>\n<\/tr>\n
            –tunnel<\/td>\nFalse<\/td>\n\u901a\u8fc7\u516c\u5171\u96a7\u9053（Cloudflare）\u66b4\u9732\u672c\u5730\u670d\u52a1\u5668，\u4f9b\u8fdc\u7a0b\u524d\u7aef\u8bbf\u95ee，\u907f\u514d Safari \u7b49\u6d4f\u89c8\u5668\u6216\u7f51\u7edc\u963b\u6b62\u672c\u5730\u8fde\u63a5\u7684\u95ee\u9898\u3002<\/td>\n<\/tr>\n
            –help<\/td>\n<\/td>\n\u663e\u793a\u547d\u4ee4\u6587\u6863\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
            3.1.2 build<\/h5>\n

            \u63cf\u8ff0： \u6784\u5efa LangGraph \u5e73\u53f0 API \u670d\u52a1\u5668 Docker \u955c\u50cf\u3002<\/p>\n

            \u7528\u6cd5：<\/p>\n

            langgraph build [<\/span>OPTIONS]<\/span><\/p>\n

            \u9009\u9879：<\/p>\n\n\u9009\u9879\u9ed8\u8ba4\u503c\u63cf\u8ff0<\/tr>\n\n\n\n\n\n\n
            –platform TEXT<\/td>\n<\/td>\n\u6784\u5efa Docker \u955c\u50cf\u7684\u76ee\u6807\u5e73\u53f0\u3002\u4f8b\u5982：langgraph build –platform linux\/amd64,linux\/arm64\u3002<\/td>\n<\/tr>\n
            -t, –tag TEXT<\/td>\n<\/td>\n\u5fc5\u586b\u3002Docker \u955c\u50cf\u7684\u6807\u7b7e\u3002\u4f8b\u5982：langgraph build -t my-image\u3002<\/td>\n<\/tr>\n
            –pull \/ –no-pull<\/td>\n–pull<\/td>\n\u4f7f\u7528\u6700\u65b0\u7684\u8fdc\u7a0b Docker \u955c\u50cf\u6784\u5efa\u3002\u4f7f\u7528 –no-pull \u4ee5\u4f7f\u7528\u672c\u5730\u6784\u5efa\u7684\u955c\u50cf\u8fd0\u884c LangGraph \u5e73\u53f0 API \u670d\u52a1\u5668\u3002<\/td>\n<\/tr>\n
            -c, –config FILE<\/td>\nlanggraph.json<\/td>\n\u58f0\u660e\u4f9d\u8d56\u3001\u56fe\u548c\u73af\u5883\u53d8\u91cf\u7684\u914d\u7f6e\u6587\u4ef6\u8def\u5f84\u3002<\/td>\n<\/tr>\n
            –help<\/td>\n<\/td>\n\u663e\u793a\u547d\u4ee4\u6587\u6863\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
            3.1.3 up<\/h5>\n

            \u63cf\u8ff0： \u542f\u52a8 LangGraph API \u670d\u52a1\u5668\u3002\u5bf9\u4e8e\u672c\u5730\u6d4b\u8bd5，\u9700\u8981\u5177\u6709 LangGraph \u5e73\u53f0\u95ed\u6d4b\u8bbf\u95ee\u6743\u9650\u7684 LangSmith API \u5bc6\u94a5\u3002\u751f\u4ea7\u4f7f\u7528\u9700\u8981\u8bb8\u53ef\u8bc1\u5bc6\u94a5\u3002<\/p>\n

            \u7528\u6cd5：<\/p>\n

            langgraph up [<\/span>OPTIONS]<\/span><\/p>\n

            \u9009\u9879：<\/p>\n\n\u9009\u9879\u9ed8\u8ba4\u503c\u63cf\u8ff0<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n\n
            –wait<\/td>\n<\/td>\n\u7b49\u5f85\u670d\u52a1\u542f\u52a8\u540e\u8fd4\u56de\u3002\u9690\u542b –detach\u3002<\/td>\n<\/tr>\n
            –postgres-uri TEXT<\/td>\n\u672c\u5730\u6570\u636e\u5e93<\/td>\n\u6570\u636e\u5e93\u4f7f\u7528\u7684 Postgres URI\u3002<\/td>\n<\/tr>\n
            –watch<\/td>\n<\/td>\n\u6587\u4ef6\u66f4\u6539\u65f6\u91cd\u542f\u3002<\/td>\n<\/tr>\n
            –debugger-base-url TEXT<\/td>\nhttp:\/\/127.0.0.1:[PORT]<\/td>\n\u8c03\u8bd5\u5668\u8bbf\u95ee LangGraph API \u7684 URL\u3002<\/td>\n<\/tr>\n
            –debugger-port INTEGER<\/td>\n<\/td>\n\u672c\u5730\u62c9\u53d6\u8c03\u8bd5\u5668\u955c\u50cf\u5e76\u5728\u6307\u5b9a\u7aef\u53e3\u63d0\u4f9b UI\u3002<\/td>\n<\/tr>\n
            –verbose<\/td>\n<\/td>\n\u663e\u793a\u66f4\u591a\u670d\u52a1\u5668\u65e5\u5fd7\u8f93\u51fa\u3002<\/td>\n<\/tr>\n
            -c, –config FILE<\/td>\nlanggraph.json<\/td>\n\u58f0\u660e\u4f9d\u8d56\u3001\u56fe\u548c\u73af\u5883\u53d8\u91cf\u7684\u914d\u7f6e\u6587\u4ef6\u8def\u5f84\u3002<\/td>\n<\/tr>\n
            -d, –docker-compose FILE<\/td>\n<\/td>\n\u5305\u542b\u8981\u542f\u52a8\u7684\u9644\u52a0\u670d\u52a1\u7684 docker-compose.yml \u6587\u4ef6\u8def\u5f84\u3002<\/td>\n<\/tr>\n
            -p, –port INTEGER<\/td>\n8123<\/td>\n\u66b4\u9732\u7684\u7aef\u53e3\u3002\u4f8b\u5982：langgraph up –port 8000\u3002<\/td>\n<\/tr>\n
            –pull \/ –no-pull<\/td>\n–pull<\/td>\n\u62c9\u53d6\u6700\u65b0\u955c\u50cf\u3002\u4f7f\u7528 –no-pull \u4ee5\u4f7f\u7528\u672c\u5730\u6784\u5efa\u7684\u955c\u50cf\u8fd0\u884c\u670d\u52a1\u5668\u3002\u4f8b\u5982：langgraph up –no-pull\u3002<\/td>\n<\/tr>\n
            –recreate \/ –no-recreate<\/td>\n–no-recreate<\/td>\n\u5373\u4f7f\u914d\u7f6e\u548c\u955c\u50cf\u672a\u66f4\u6539\u4e5f\u91cd\u65b0\u521b\u5efa\u5bb9\u5668\u3002<\/td>\n<\/tr>\n
            –help<\/td>\n<\/td>\n\u663e\u793a\u547d\u4ee4\u6587\u6863\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
            3.1.4 dockerfile<\/h5>\n

            \u63cf\u8ff0： \u751f\u6210\u7528\u4e8e\u6784\u5efa LangGraph \u5e73\u53f0 API \u670d\u52a1\u5668 Docker \u955c\u50cf\u7684 Dockerfile\u3002<\/p>\n

            \u7528\u6cd5：<\/p>\n

            langgraph dockerfile [<\/span>OPTIONS]<\/span> SAVE_PATH<\/p>\n

            \u9009\u9879：<\/p>\n\n\u9009\u9879\u9ed8\u8ba4\u503c\u63cf\u8ff0<\/tr>\n\n\n\n
            -c, –config FILE<\/td>\nlanggraph.json<\/td>\n\u58f0\u660e\u4f9d\u8d56\u3001\u56fe\u548c\u73af\u5883\u53d8\u91cf\u7684\u914d\u7f6e\u6587\u4ef6\u8def\u5f84\u3002<\/td>\n<\/tr>\n
            –help<\/td>\n<\/td>\n\u663e\u793a\u547d\u4ee4\u6587\u6863\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \u793a\u4f8b：<\/p>\n

            langgraph dockerfile -c<\/span> langgraph.json Dockerfile<\/p>\n

            \u751f\u6210\u7684 Dockerfile \u7c7b\u4f3c\u4e8e：<\/p>\n

            FROM langchain\/langgraph-api:3.11
            \nADD .\/pipconf.txt \/pipconfig.txt
            \nRUN PIP_CONFIG_FILE=\/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 pip install –no-cache-dir -c \/api\/constraints.txt langchain_community langchain_anthropic langchain_openai wikipedia scikit-learn
            \nADD .\/graphs \/deps\/__outer_graphs\/src
            \nRUN set -ex && \\\\
            \n for line in '[project]' \\\\
            \n 'name = "graphs"' \\\\
            \n 'version = "0.1"' \\\\
            \n '[tool.setuptools.package-data]' \\\\
            \n '"*" = ["**\/*"]'; do \\\\
            \n echo "$line" >> \/deps\/__outer_graphs\/pyproject.toml; \\\\
            \n done
            \nRUN PIP_CONFIG_FILE=\/pipconfig.txt PYTHONDONTWRITEBYTECODE=1 pip install –no-cache-dir -c \/api\/constraints.txt -e \/deps\/*
            \nENV LANGSERVE_GRAPHS='{"agent": "\/deps\/__outer_graphs\/src\/agent.py:graph", "storm": "\/deps\/__outer_graphs\/src\/storm.py:graph"}'<\/p>\n

            \u66f4\u65b0 langgraph.json \u6587\u4ef6： langgraph dockerfile \u547d\u4ee4\u5c06 langgraph.json \u6587\u4ef6\u4e2d\u7684\u6240\u6709\u914d\u7f6e\u8f6c\u6362\u4e3a Dockerfile \u547d\u4ee4\u3002\u6bcf\u6b21\u66f4\u65b0 langgraph.json \u6587\u4ef6\u65f6，\u9700\u91cd\u65b0\u8fd0\u884c\u6b64\u547d\u4ee4，\u5426\u5219\u66f4\u6539\u4e0d\u4f1a\u53cd\u6620\u5728\u6784\u5efa\u6216\u8fd0\u884c\u7684 Dockerfile \u4e2d\u3002<\/p>\n

            3.2 JavaScript \u547d\u4ee4<\/h4>\n

            \u57fa\u672c\u547d\u4ee4\u4e3a langgraphjs \u6216\u4f7f\u7528 npx：<\/p>\n

            npx @langchain\/langgraph-cli [<\/span>OPTIONS]<\/span> COMMAND [<\/span>ARGS]<\/span><\/p>\n

            \u5efa\u8bae\u4f7f\u7528 npx \u4ee5\u59cb\u7ec8\u4f7f\u7528\u6700\u65b0\u7248\u672c\u7684 CLI\u3002<\/p>\n

            3.2.1 dev<\/h5>\n

            \u63cf\u8ff0： \u4ee5\u5f00\u53d1\u6a21\u5f0f\u8fd0\u884c LangGraph API \u670d\u52a1\u5668，\u652f\u6301\u70ed\u91cd\u8f7d\u529f\u80fd\u3002\u6b64\u8f7b\u91cf\u7ea7\u670d\u52a1\u5668\u65e0\u9700 Docker \u5b89\u88c5，\u9002\u5408\u5f00\u53d1\u548c\u6d4b\u8bd5\u3002\u72b6\u6001\u6301\u4e45\u5316\u5230\u672c\u5730\u76ee\u5f55\u3002<\/p>\n

            \u7528\u6cd5：<\/p>\n

            npx @langchain\/langgraph-cli dev [<\/span>OPTIONS]<\/span><\/p>\n

            \u9009\u9879：<\/p>\n\n\u9009\u9879\u9ed8\u8ba4\u503c\u63cf\u8ff0<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n\n
            -c, –config FILE<\/td>\nlanggraph.json<\/td>\n\u58f0\u660e\u4f9d\u8d56\u3001\u56fe\u548c\u73af\u5883\u53d8\u91cf\u7684\u914d\u7f6e\u6587\u4ef6\u8def\u5f84\u3002<\/td>\n<\/tr>\n
            –host TEXT<\/td>\n127.0.0.1<\/td>\n\u670d\u52a1\u5668\u7ed1\u5b9a\u7684\u4e3b\u673a\u3002<\/td>\n<\/tr>\n
            –port INTEGER<\/td>\n2024<\/td>\n\u670d\u52a1\u5668\u7ed1\u5b9a\u7684\u7aef\u53e3\u3002<\/td>\n<\/tr>\n
            –no-reload<\/td>\n<\/td>\n\u7981\u7528\u81ea\u52a8\u91cd\u8f7d\u3002<\/td>\n<\/tr>\n
            –n-jobs-per-worker INTEGER<\/td>\n10<\/td>\n\u6bcf\u4e2a\u5de5\u4f5c\u8fdb\u7a0b\u7684\u4f5c\u4e1a\u6570，\u9ed8\u8ba4 10\u3002<\/td>\n<\/tr>\n
            –debug-port INTEGER<\/td>\n<\/td>\n\u8c03\u8bd5\u5668\u76d1\u542c\u7684\u7aef\u53e3\u3002<\/td>\n<\/tr>\n
            –wait-for-client<\/td>\nFalse<\/td>\n\u5728\u542f\u52a8\u670d\u52a1\u5668\u524d\u7b49\u5f85\u8c03\u8bd5\u5668\u5ba2\u6237\u7aef\u8fde\u63a5\u5230\u8c03\u8bd5\u7aef\u53e3\u3002<\/td>\n<\/tr>\n
            –no-browser<\/td>\n<\/td>\n\u542f\u52a8\u670d\u52a1\u5668\u65f6\u8df3\u8fc7\u81ea\u52a8\u6253\u5f00\u6d4f\u89c8\u5668\u3002<\/td>\n<\/tr>\n
            –studio-url TEXT<\/td>\nhttps:\/\/smith.langchain.com<\/td>\n\u8fde\u63a5\u7684 LangGraph Studio \u5b9e\u4f8b URL\u3002<\/td>\n<\/tr>\n
            –allow-blocking<\/td>\nFalse<\/td>\n\u4e0d\u5bf9\u4ee3\u7801\u4e2d\u7684\u540c\u6b65 I\/O \u963b\u585e\u64cd\u4f5c\u629b\u51fa\u9519\u8bef\u3002<\/td>\n<\/tr>\n
            –tunnel<\/td>\nFalse<\/td>\n\u901a\u8fc7\u516c\u5171\u96a7\u9053（Cloudflare）\u66b4\u9732\u672c\u5730\u670d\u52a1\u5668，\u4f9b\u8fdc\u7a0b\u524d\u7aef\u8bbf\u95ee，\u907f\u514d\u6d4f\u89c8\u5668\u6216\u7f51\u7edc\u963b\u6b62\u672c\u5730\u8fde\u63a5\u7684\u95ee\u9898\u3002<\/td>\n<\/tr>\n
            –help<\/td>\n<\/td>\n\u663e\u793a\u547d\u4ee4\u6587\u6863\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
            3.2.2 build<\/h5>\n

            \u63cf\u8ff0： \u6784\u5efa LangGraph \u5e73\u53f0 API \u670d\u52a1\u5668 Docker \u955c\u50cf\u3002<\/p>\n

            \u7528\u6cd5：<\/p>\n

            npx @langchain\/langgraph-cli build [<\/span>OPTIONS]<\/span><\/p>\n

            \u9009\u9879：<\/p>\n\n\u9009\u9879\u9ed8\u8ba4\u503c\u63cf\u8ff0<\/tr>\n\n\n\n\n\n\n
            –platform TEXT<\/td>\n<\/td>\n\u6784\u5efa Docker \u955c\u50cf\u7684\u76ee\u6807\u5e73\u53f0\u3002\u4f8b\u5982：langgraph build –platform linux\/amd64,linux\/arm64\u3002<\/td>\n<\/tr>\n
            -t, –tag TEXT<\/td>\n<\/td>\n\u5fc5\u586b\u3002Docker \u955c\u50cf\u7684\u6807\u7b7e\u3002\u4f8b\u5982：langgraph build -t my-image\u3002<\/td>\n<\/tr>\n
            –no-pull<\/td>\n<\/td>\n\u4f7f\u7528\u672c\u5730\u6784\u5efa\u7684\u955c\u50cf\u3002\u9ed8\u8ba4 false，\u4f7f\u7528\u6700\u65b0\u7684\u8fdc\u7a0b Docker \u955c\u50cf\u6784\u5efa\u3002<\/td>\n<\/tr>\n
            -c, –config FILE<\/td>\nlanggraph.json<\/td>\n\u58f0\u660e\u4f9d\u8d56\u3001\u56fe\u548c\u73af\u5883\u53d8\u91cf\u7684\u914d\u7f6e\u6587\u4ef6\u8def\u5f84\u3002<\/td>\n<\/tr>\n
            –help<\/td>\n<\/td>\n\u663e\u793a\u547d\u4ee4\u6587\u6863\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
            3.2.3 up<\/h5>\n

            \u63cf\u8ff0： \u542f\u52a8 LangGraph API \u670d\u52a1\u5668\u3002\u5bf9\u4e8e\u672c\u5730\u6d4b\u8bd5，\u9700\u8981\u5177\u6709 LangGraph \u5e73\u53f0\u95ed\u6d4b\u8bbf\u95ee\u6743\u9650\u7684 LangSmith API \u5bc6\u94a5\u3002\u751f\u4ea7\u4f7f\u7528\u9700\u8981\u8bb8\u53ef\u8bc1\u5bc6\u94a5\u3002<\/p>\n

            \u7528\u6cd5：<\/p>\n

            npx @langchain\/langgraph-cli up [<\/span>OPTIONS]<\/span><\/p>\n

            \u9009\u9879：<\/p>\n\n\u9009\u9879\u9ed8\u8ba4\u503c\u63cf\u8ff0<\/tr>\n\n\n\n\n\n\n\n\n\n\n
            –wait<\/td>\n<\/td>\n\u7b49\u5f85\u670d\u52a1\u542f\u52a8\u540e\u8fd4\u56de\u3002\u9690\u542b –detach\u3002<\/td>\n<\/tr>\n
            –postgres-uri TEXT<\/td>\n\u672c\u5730\u6570\u636e\u5e93<\/td>\n\u6570\u636e\u5e93\u4f7f\u7528\u7684 Postgres URI\u3002<\/td>\n<\/tr>\n
            –watch<\/td>\n<\/td>\n\u6587\u4ef6\u66f4\u6539\u65f6\u91cd\u542f\u3002<\/td>\n<\/tr>\n
            -c, –config FILE<\/td>\nlanggraph.json<\/td>\n\u58f0\u660e\u4f9d\u8d56\u3001\u56fe\u548c\u73af\u5883\u53d8\u91cf\u7684\u914d\u7f6e\u6587\u4ef6\u8def\u5f84\u3002<\/td>\n<\/tr>\n
            -d, –docker-compose FILE<\/td>\n<\/td>\n\u5305\u542b\u8981\u542f\u52a8\u7684\u9644\u52a0\u670d\u52a1\u7684 docker-compose.yml \u6587\u4ef6\u8def\u5f84\u3002<\/td>\n<\/tr>\n
            -p, –port INTEGER<\/td>\n8123<\/td>\n\u66b4\u9732\u7684\u7aef\u53e3\u3002\u4f8b\u5982：langgraph up –port 8000\u3002<\/td>\n<\/tr>\n
            –no-pull<\/td>\n<\/td>\n\u4f7f\u7528\u672c\u5730\u6784\u5efa\u7684\u955c\u50cf\u3002\u9ed8\u8ba4 false，\u4f7f\u7528\u6700\u65b0\u7684\u8fdc\u7a0b Docker \u955c\u50cf\u3002<\/td>\n<\/tr>\n
            –recreate<\/td>\n<\/td>\n\u5373\u4f7f\u914d\u7f6e\u548c\u955c\u50cf\u672a\u66f4\u6539\u4e5f\u91cd\u65b0\u521b\u5efa\u5bb9\u5668\u3002<\/td>\n<\/tr>\n
            –help<\/td>\n<\/td>\n\u663e\u793a\u547d\u4ee4\u6587\u6863\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
            3.2.4 dockerfile<\/h5>\n

            \u63cf\u8ff0： \u751f\u6210\u7528\u4e8e\u6784\u5efa LangGraph \u5e73\u53f0 API \u670d\u52a1\u5668 Docker \u955c\u50cf\u7684 Dockerfile\u3002<\/p>\n

            \u7528\u6cd5：<\/p>\n

            npx @langchain\/langgraph-cli dockerfile [<\/span>OPTIONS]<\/span> SAVE_PATH<\/p>\n

            \u9009\u9879：<\/p>\n\n\u9009\u9879\u9ed8\u8ba4\u503c\u63cf\u8ff0<\/tr>\n\n\n\n
            -c, –config FILE<\/td>\nlanggraph.json<\/td>\n\u58f0\u660e\u4f9d\u8d56\u3001\u56fe\u548c\u73af\u5883\u53d8\u91cf\u7684\u914d\u7f6e\u6587\u4ef6\u8def\u5f84\u3002<\/td>\n<\/tr>\n
            –help<\/td>\n<\/td>\n\u663e\u793a\u547d\u4ee4\u6587\u6863\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \u793a\u4f8b：<\/p>\n

            npx @langchain\/langgraph-cli dockerfile -c<\/span> langgraph.json Dockerfile<\/p>\n

            \u751f\u6210\u7684 Dockerfile \u7c7b\u4f3c\u4e8e：<\/p>\n

            FROM langchain\/langgraphjs-api:20
            \nADD . \/deps\/agent
            \nRUN cd \/deps\/agent && yarn install
            \nENV LANGSERVE_GRAPHS='{"agent":".\/src\/react_agent\/graph.ts:graph"}'
            \nWORKDIR \/deps\/agent
            \nRUN (test ! -f \/api\/langgraph_api\/js\/build.mts && echo "Prebuild script not found, skipping") || tsx \/api\/langgraph_api\/js\/build.mts<\/p>\n

            \u66f4\u65b0 langgraph.json \u6587\u4ef6： npx @langchain\/langgraph-cli dockerfile \u547d\u4ee4\u5c06 langgraph.json \u6587\u4ef6\u4e2d\u7684\u6240\u6709\u914d\u7f6e\u8f6c\u6362\u4e3a Dockerfile \u547d\u4ee4\u3002\u6bcf\u6b21\u66f4\u65b0 langgraph.json \u6587\u4ef6\u65f6，\u9700\u91cd\u65b0\u8fd0\u884c\u6b64\u547d\u4ee4，\u5426\u5219\u66f4\u6539\u4e0d\u4f1a\u53cd\u6620\u5728\u6784\u5efa\u6216\u8fd0\u884c\u7684 Dockerfile \u4e2d\u3002<\/p>\n

            4. \u603b\u7ed3<\/h3>\n
              \n
            • CLI \u673a\u5236：LangGraph CLI \u63d0\u4f9b\u4e86\u5728\u672c\u5730 Docker \u4e2d\u6784\u5efa\u548c\u8fd0\u884c LangGraph \u5e73\u53f0 API \u670d\u52a1\u5668\u7684\u5de5\u5177，\u652f\u6301 Python \u548c JavaScript \u9879\u76ee，\u9002\u5408\u5f00\u53d1\u3001\u6d4b\u8bd5\u548c\u751f\u4ea7\u90e8\u7f72\u3002<\/li>\n
            • \u5b89\u88c5\u8981\u6c42：\n
                \n
              • \u9700\u8981\u5b89\u88c5 Docker \u548c CLI \u5305（Python：langgraph-cli，JavaScript：@langchain\/langgraph-cli）\u3002<\/li>\n
              • Python \u9879\u76ee\u9700 Python >= 3.11，JavaScript \u9879\u76ee\u9700 Node.js 20\u3002<\/li>\n<\/ul>\n<\/li>\n
              • \u914d\u7f6e\u6587\u4ef6：\n
                  \n
                • \u4f7f\u7528 langgraph.json \u5b9a\u4e49\u4f9d\u8d56\u3001\u56fe\u3001\u5b58\u50a8\u3001\u68c0\u67e5\u70b9\u3001\u8ba4\u8bc1\u548c HTTP \u914d\u7f6e\u3002<\/li>\n
                • \u652f\u6301\u8bed\u4e49\u641c\u7d22（store.index）\u3001TTL（store.ttl \u548c checkpointer.ttl）\u548c\u81ea\u5b9a\u4e49\u8ba4\u8bc1（auth）\u3002<\/li>\n
                • Python \u652f\u6301\u66f4\u591a\u914d\u7f6e\u9009\u9879（\u5982 python_version\u3001pip_config_file），JavaScript \u914d\u7f6e\u66f4\u7b80\u6d01\u3002<\/li>\n<\/ul>\n<\/li>\n
                • \u547d\u4ee4：\n
                    \n
                  • dev：\u5f00\u53d1\u6a21\u5f0f，\u652f\u6301\u70ed\u91cd\u8f7d，\u9002\u5408\u5feb\u901f\u8fed\u4ee3\u3002<\/li>\n
                  • build：\u6784\u5efa Docker \u955c\u50cf，\u6307\u5b9a\u5e73\u53f0\u548c\u6807\u7b7e\u3002<\/li>\n
                  • up：\u542f\u52a8 API \u670d\u52a1\u5668，\u652f\u6301\u672c\u5730\u6d4b\u8bd5\u548c\u751f\u4ea7\u90e8\u7f72\u3002<\/li>\n
                  • dockerfile：\u751f\u6210 Dockerfile，\u9700\u968f langgraph.json \u66f4\u65b0\u91cd\u65b0\u8fd0\u884c\u3002<\/li>\n<\/ul>\n<\/li>\n
                  • \u4f7f\u7528\u5efa\u8bae：\n
                      \n
                    • \u5728\u5f00\u53d1\u4e2d\u4f7f\u7528 dev \u547d\u4ee4\u4ee5\u5229\u7528\u70ed\u91cd\u8f7d\u548c\u8c03\u8bd5\u529f\u80fd\u3002<\/li>\n
                    • \u5728\u751f\u4ea7\u4e2d，\u4f7f\u7528 up \u547d\u4ee4\u5e76\u914d\u7f6e LangSmith API \u5bc6\u94a5\u6216\u8bb8\u53ef\u8bc1\u5bc6\u94a5\u3002<\/li>\n
                    • \u4e3a\u5b58\u50a8\u548c\u68c0\u67e5\u70b9\u914d\u7f6e TTL \u4ee5\u7ba1\u7406\u6570\u636e\u751f\u547d\u5468\u671f\u3002<\/li>\n
                    • \u4f7f\u7528\u8bed\u4e49\u641c\u7d22\u548c\u81ea\u5b9a\u4e49\u5d4c\u5165\u51fd\u6570\u589e\u5f3a BaseStore \u529f\u80fd\u3002<\/li>\n
                    • \u786e\u4fdd langgraph.json \u4e0e Dockerfile \u4fdd\u6301\u540c\u6b65\u4ee5\u53cd\u6620\u6700\u65b0\u914d\u7f6e\u3002<\/li>\n<\/ul>\n<\/li>\n
                    • \u6ce8\u610f\u4e8b\u9879：\n
                        \n
                      • \u68c0\u67e5 Docker \u662f\u5426\u6b63\u786e\u5b89\u88c5\u548c\u8fd0\u884c\u3002<\/li>\n
                      • Python \u7684 dev \u547d\u4ee4\u9700\u8981\u5b89\u88c5 "inmem" \u989d\u5916\u4f9d\u8d56\u3002<\/li>\n
                      • \u751f\u4ea7\u90e8\u7f72\u9700\u8981 LangGraph \u5e73\u53f0\u8bb8\u53ef\u8bc1\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

                        LangGraph CLI \u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u5de5\u5177\u6765\u6784\u5efa\u548c\u90e8\u7f72 LangGraph API \u670d\u52a1\u5668，\u9002\u5408\u4ece\u5feb\u901f\u539f\u578b\u8bbe\u8ba1\u5230\u751f\u4ea7\u73af\u5883\u7684\u5404\u79cd\u573a\u666f\u3002<\/p>\n

                        \n

                        \u53c2\u8003\u8d44\u6599：<\/p>\n

                          \n
                        • https:\/\/langchain-ai.github.io\/langgraph\/cloud\/reference\/cli\/<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

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