{"id":15326,"date":"2025-04-18T21:53:06","date_gmt":"2025-04-18T13:53:06","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/15326.html"},"modified":"2025-04-18T21:53:06","modified_gmt":"2025-04-18T13:53:06","slug":"%e8%ae%a9%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%bb%99%e6%9c%8d%e5%8a%a1%e5%99%a8%e6%89%93%e5%b7%a5%ef%bc%9a%e6%88%91%e7%94%a8langchainglm4%e6%90%9e%e4%ba%86%e4%b8%aaai%e8%bf%90%e7%bb%b4%e5%b7%a5%e5%85%b7","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/15326.html","title":{"rendered":"\u8ba9\u5927\u6a21\u578b\u7ed9\u670d\u52a1\u5668\u6253\u5de5\uff1a\u6211\u7528LangChain+GLM4\u641e\u4e86\u4e2aAI\u8fd0\u7ef4\u5de5\u5177"},"content":{"rendered":"<p>\u6700\u8fd1\u516c\u53f8\u5b9e\u5728\u662f\u592a\u5fd9&#xff0c;\u9879\u76ee\u590d\u6742\u5ea6\u4e5f\u4e0d\u65ad\u63d0\u5347\u3002\u7136\u800c&#xff0c;\u5728\u6211\u4eec\u7684\u56e2\u961f\u4e2d&#xff0c;\u8d8a\u6765\u8d8a\u591a\u7684\u65f6\u95f4\u548c\u7cbe\u529b\u88ab\u5206\u6563\u5230\u4e86\u7e41\u7410\u7684\u8fd0\u7ef4\u5de5\u4f5c\u4e2d\u3002\u65e0\u8bba\u662f\u670d\u52a1\u5668\u914d\u7f6e\u3001\u73af\u5883\u90e8\u7f72&#xff0c;\u8fd8\u662f\u65e5\u5e38\u76d1\u63a7\u548c\u95ee\u9898\u6392\u67e5&#xff0c;\u8fd9\u4e9b\u4efb\u52a1\u5f80\u5f80\u5360\u636e\u4e86\u5f00\u53d1\u4eba\u5458\u5927\u91cf\u5b9d\u8d35\u7684\u65f6\u95f4\u3002<\/p>\n<p>\u8fd9\u79cd\u73b0\u8c61\u8ba9\u6211\u4eec\u4e0d\u5f97\u4e0d\u601d\u8003&#xff1a;\u5982\u4f55\u624d\u80fd\u8ba9\u5f00\u53d1\u4eba\u5458\u4e13\u6ce8\u4e8e\u521b\u65b0\u548c\u7f16\u7801&#xff0c;\u800c\u4e0d\u662f\u88ab\u8fd0\u7ef4\u7410\u4e8b\u675f\u7f1a&#xff1f;<\/p>\n<hr \/>\n<h4>\u7075\u611f&#xff1a;AI\u80fd\u5426\u6210\u4e3a\u5f00\u53d1\u8005\u7684\u5f97\u529b\u52a9\u624b&#xff1f;<\/h4>\n<p>\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55&#xff0c;\u6211\u4eec\u770b\u5230\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u53ef\u80fd\u6027\u2014\u2014\u5229\u7528AI\u6765\u8f85\u52a9\u751a\u81f3\u63a5\u7ba1\u90e8\u5206\u8fd0\u7ef4\u5de5\u4f5c\u3002\u4e8b\u5b9e\u4e0a&#xff0c;\u5e02\u9762\u4e0a\u5df2\u7ecf\u6709\u8bb8\u591a\u4f18\u79c0\u7684AI\u5de5\u5177&#xff0c;\u5982Cursor\u3001Cline\u3001windsurf\u7b49&#xff0c;\u5b83\u4eec\u4e0d\u4ec5\u80fd\u591f\u5e2e\u52a9\u5f00\u53d1\u8005\u751f\u6210\u4ee3\u7801&#xff0c;\u8fd8\u80fd\u63d0\u4f9b\u667a\u80fd\u5316\u7684\u89e3\u51b3\u65b9\u6848&#xff0c;\u63d0\u5347\u5de5\u4f5c\u6548\u7387\u3002\u7136\u800c&#xff0c;\u8981\u8ba9\u4ed6\u4eec\u7406\u89e3\u6211\u4eec\u76f8\u5bf9\u590d\u6742\u7684\u9879\u76ee\u7ed3\u6784&#xff0c;\u9700\u8981\u4e0d\u65ad\u7684\u8c03\u6574cursorrules&#xff0c;\u6216\u8005\u901a\u8fc7\u8f93\u5165\u5f88\u957f\u7684\u63d0\u793a\u8bcd\u6765\u4ea4\u4ee3\u9879\u76ee\u80cc\u666f&#xff0c;\u8fd9\u5176\u5b9e\u5e76\u4e0d\u90a3\u4e48\u667a\u80fd\u3002<\/p>\n<p>\u4e8e\u662f&#xff0c;\u6211\u5f00\u59cb\u63a2\u7d22\u5982\u4f55\u5c06AI\u878d\u5165\u5230\u6211\u4eec\u7684\u5f00\u53d1\u6d41\u7a0b\u4e2d&#xff0c;\u7279\u522b\u662f\u5728\u5904\u7406\u590d\u6742\u7684\u8fd0\u7ef4\u4efb\u52a1\u65f6&#xff0c;\u628a\u6211\u4eec\u590d\u6742\u9879\u76ee\u7684\u7ed3\u6784\u5185\u5316\u5230\u6211\u81ea\u5df1\u5f00\u53d1\u7684\u5e94\u7528\u4e2d&#xff0c;\u8ba9AI\u6210\u4e3a\u6211\u4eec\u81ea\u5df1\u4e13\u5c5e\u7684\u201c\u865a\u62df\u8fd0\u7ef4\u5de5\u7a0b\u5e08\u201d\u3002<\/p>\n<hr \/>\n<h4>\u5b9e\u8df5&#xff1a;\u57fa\u4e8eLangChain\u4e0eZhipuAI\u7684\u667a\u80fd\u8fd0\u7ef4\u65b9\u6848<\/h4>\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u8fd9\u4e00\u60f3\u6cd5&#xff0c;\u6211\u5c1d\u8bd5\u7ed3\u5408LangChain\u6846\u67b6\u548c\u667a\u8c31\u65d7\u4e0b\u7684GLM-4\u6a21\u578b&#xff0c;\u6253\u9020\u4e86\u4e00\u4e2a\u667a\u80fd\u8fd0\u7ef4\u7cfb\u7edf\u3002\u4eca\u5929\u662f\u6211\u7684\u7b2c\u4e00\u6b65&#xff0c;\u4e00\u4e2a\u7528\u4e8eLangChain\u7684\u667a\u80fdssh\u5de5\u5177&#xff0c;LangChain\u53ef\u4ee5\u901a\u8fc7tool_call\u6765\u8c03\u7528\u8be5\u5de5\u5177&#xff0c;\u4e3a\u4ee5\u540e\u7cfb\u7edf\u5316\u7684\u667a\u80fd\u4f53\u56e2\u961f\u5960\u5b9a\u57fa\u7840\u3002<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418135301-6802593db67f2.png\" alt=\"image.png\" \/><\/p>\n<p>\u4ee5\u4e0b\u662f\u5177\u4f53\u5b9e\u73b0\u601d\u8def\u548c\u4ee3\u7801\u793a\u4f8b&#xff1a;<\/p>\n<h5>1. \u73af\u5883\u51c6\u5907<\/h5>\n<p>\u9996\u5148&#xff0c;\u6211\u4eec\u9700\u8981\u52a0\u8f7d\u5fc5\u8981\u7684\u73af\u5883\u53d8\u91cf&#xff0c;\u5305\u62ecAPI\u5bc6\u94a5\u3001SSH\u8fde\u63a5\u4fe1\u606f\u7b49\u3002\u8fd9\u90e8\u5206\u901a\u8fc7Python\u7684dotenv\u5e93\u5b8c\u6210&#xff0c;\u786e\u4fdd\u654f\u611f\u4fe1\u606f\u7684\u5b89\u5168\u6027\u3002<\/p>\n<p>load_dotenv()<br \/>\nprint(&#034;\\\\n&#061;&#061;&#061; \u73af\u5883\u53d8\u91cf &#061;&#061;&#061;&#034;)<br \/>\nprint(f&#034;ZHIPUAI_API_KEY: {&#039;*&#039; * 8}{os.getenv(&#039;ZHIPUAI_API_KEY&#039;)[-4:] if os.getenv(&#039;ZHIPUAI_API_KEY&#039;) else &#039;Not Set&#039;}&#034;)<\/p>\n<h5>2. \u521d\u59cb\u5316LLM\u6a21\u578b<\/h5>\n<p>\u63a5\u4e0b\u6765&#xff0c;\u6211\u4eec\u521d\u59cb\u5316ZhipuAI\u6a21\u578b&#xff0c;\u8bbe\u7f6e\u53c2\u6570\u5982\u6a21\u578b\u540d\u79f0\u3001\u6e29\u5ea6\u503c&#xff08;temperature&#xff09;\u3001Top P\u7b49&#xff0c;\u4ee5\u6ee1\u8db3\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u9700\u6c42\u3002<\/p>\n<p>llm &#061; ChatZhipuAI(<br \/>\n    model_name&#061;&#034;glm-4&#034;,<br \/>\n    temperature&#061;0.5,<br \/>\n    top_p&#061;0.7,<br \/>\n    api_key&#061;os.getenv(&#034;ZHIPUAI_API_KEY&#034;),<br \/>\n    verbose&#061;True<br \/>\n)<\/p>\n<h5>3. \u914d\u7f6eAgent\u5de5\u5177<\/h5>\n<p>\u4e3a\u4e86\u5b9e\u73b0\u81ea\u52a8\u5316\u8fd0\u7ef4&#xff0c;\u6211\u4eec\u5f15\u5165\u4e86SSHTool\u4f5c\u4e3a\u5de5\u5177\u4e4b\u4e00&#xff0c;\u5e76\u901a\u8fc7LangChain\u7684initialize_agent\u65b9\u6cd5\u521b\u5efa\u4e86\u4e00\u4e2a\u667a\u80fd\u4ee3\u7406&#xff08;Agent&#xff09;\u3002\u8fd9\u4e2aAgent\u80fd\u591f\u6839\u636e\u7528\u6237\u8f93\u5165\u81ea\u52a8\u751f\u6210\u5e76\u6267\u884c\u76f8\u5e94\u7684\u547d\u4ee4\u3002<\/p>\n<p>tools &#061; [SSHTool()]<br \/>\nagent &#061; initialize_agent(<br \/>\n    tools,<br \/>\n    llm,<br \/>\n    agent&#061;AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION,<br \/>\n    handle_parsing_errors&#061;True,<br \/>\n    verbose&#061;True<br \/>\n)<\/p>\n<p>\u5177\u4f53\u7684\u5de5\u5177\u5b9e\u73b0&#xff0c;\u662f\u5b9e\u73b0\u4e86\u4e00\u4e2a SSHTool \u5de5\u5177\u7c7b&#xff0c;\u57fa\u4e8e LangChain \u6846\u67b6\u548c Paramiko \u5e93&#xff0c;\u7528\u4e8e\u5728\u8fdc\u7a0b\u670d\u52a1\u5668\u4e0a\u6267\u884c SSH \u547d\u4ee4\u3002\u5b83\u901a\u8fc7\u5b9a\u4e49\u8f93\u5165\u53c2\u6570\u6a21\u578b SSHCommandInput \u6765\u652f\u6301\u7075\u6d3b\u7684\u547d\u4ee4\u914d\u7f6e&#xff0c;\u5e76\u4ece\u73af\u5883\u53d8\u91cf\u4e2d\u52a0\u8f7d\u9ed8\u8ba4\u8fde\u63a5\u4fe1\u606f&#xff08;\u5982\u4e3b\u673a\u3001\u7528\u6237\u540d\u3001\u5bc6\u7801\u7b49&#xff09;\u3002\u6838\u5fc3\u903b\u8f91\u7531_run\u65b9\u6cd5\u5b9e\u73b0&#xff0c;\u8d1f\u8d23\u5efa\u7acb SSH \u8fde\u63a5\u3001\u6267\u884c\u547d\u4ee4\u5e76\u8fd4\u56de\u7ed3\u679c\u6216\u9519\u8bef\u4fe1\u606f\u3002\u8be5\u5de5\u5177\u53ef\u8f7b\u677e\u96c6\u6210\u5230\u81ea\u52a8\u5316\u8fd0\u7ef4\u6d41\u7a0b\u4e2d&#xff0c;\u663e\u8457\u63d0\u5347\u6548\u7387\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418135301-6802593ded7bd.png\" alt=\"image.png\" \/>image.png<\/p>\n<h5>4. \u7528\u6237\u4ea4\u4e92\u4e0e\u547d\u4ee4\u6267\u884c<\/h5>\n<p>\u6700\u540e&#xff0c;\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u5faa\u73af\u754c\u9762&#xff0c;\u8ba9\u7528\u6237\u53ef\u4ee5\u5b9e\u65f6\u8f93\u5165\u9700\u8981\u6267\u884c\u7684\u64cd\u4f5c\u3002Agent\u4f1a\u89e3\u6790\u7528\u6237\u7684\u8bf7\u6c42&#xff0c;\u5e76\u8c03\u7528SSH\u5de5\u5177\u5b8c\u6210\u5177\u4f53\u7684\u4efb\u52a1\u3002<\/p>\n<p>while True:<br \/>\n    user_input &#061; input(&#034;\\\\n\u8bf7\u8f93\u5165\u8981\u5728\u670d\u52a1\u5668\u4e0a\u6267\u884c\u7684\u64cd\u4f5c&#xff08;\u8f93\u5165 &#039;quit&#039; \u9000\u51fa&#xff09;: &#034;)<br \/>\n    if user_input.lower() &#061;&#061; &#039;quit&#039;:<br \/>\n        break<\/p>\n<p>    result &#061; agent.invoke({&#034;input&#034;: user_input})<br \/>\n    # \u6839\u636e\u7ed3\u679c\u8fdb\u4e00\u6b65\u5904\u7406&#8230;<\/p>\n<hr \/>\n<h4>\u6210\u679c&#xff1a;\u4ece\u7e41\u7410\u8fd0\u7ef4\u5230\u9ad8\u6548\u5f00\u53d1<\/h4>\n<p>\u6700\u7ec8\u7684\u6548\u679c\u5982\u4e0b&#xff0c;\u53ea\u8981\u63d0\u524d\u628a\u4e3b\u673a\u5730\u5740\u3001\u7528\u6237\u540d\u3001\u5bc6\u7801\u7b49\u4fe1\u606f\u5199\u5165\u73af\u5883\u53d8\u91cf&#xff0c;\u5b83\u5c31\u53ef\u4ee5\u6839\u636e\u7528\u6237\u8f93\u5165\u7684\u5185\u5bb9\u81ea\u52a8\u751f\u6210\u8981\u6267\u884c\u7684\u547d\u4ee4&#xff0c;\u5e76\u6267\u884c&#xff0c;\u628a\u7ed3\u679c\u8fd4\u56de\u7ed9\u7528\u6237\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u770b\u5230\u5b83\u662f\u6709\u601d\u8003\u8fc7\u7a0b\u7684&#xff0c;\u662f\u4e0d\u662f\u6709\u70b9deepseek\u7684\u90a3\u4e2a\u5473\u513f\u4e86&#xff1f;\u56e0\u4e3aLangChain\u81ea\u52a8\u96c6\u6210\u4e86REACT\u6846\u67b6&#xff0c;\u6240\u4ee5&#xff0c;\u5b83\u662f\u6709\u601d\u8003\u7684\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418135302-6802593e144c0.png\" alt=\"image.png\" \/>image.png<\/p>\n<p>\u76ee\u524d\u7684\u8fd9\u4e2a\u8fd8\u53ea\u662f\u4e00\u4e2ademo&#xff0c;\u4ec5\u4ec5\u80fd\u667a\u80fd\u751f\u6210\u547d\u4ee4&#xff0c;\u5e76\u63a7\u5236\u8fdc\u7a0b\u4e3b\u673a\u6267\u884c\u547d\u4ee4&#xff0c;\u4f46\u8fd9\u53ea\u662f\u7b2c\u4e00\u6b65&#xff0c;\u6709\u4e86\u8fd9\u4e00\u6b65\u57fa\u7840&#xff0c;\u540e\u9762\u5c31\u6709\u53ef\u80fd\u5c06\u8bb8\u591a\u91cd\u590d\u6027\u3001\u4f4e\u4ef7\u503c\u7684\u8fd0\u7ef4\u5de5\u4f5c\u4ea4\u7ed9\u4e86AI\u6765\u5b8c\u6210\u3002\u4f8b\u5982&#xff1a;<\/p>\n<ul>\n<li>\u81ea\u52a8\u5316\u670d\u52a1\u5668\u914d\u7f6e\u548c\u73af\u5883\u90e8\u7f72&#xff1b;<\/li>\n<li>\u5b9e\u65f6\u76d1\u63a7\u548c\u544a\u8b66\u5904\u7406&#xff1b;<\/li>\n<li>\u5feb\u901f\u5b9a\u4f4d\u5e76\u4fee\u590d\u5e38\u89c1\u95ee\u9898\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u5b8c\u5584\u6210\u529f&#xff0c;\u8fd9\u4e0d\u4ec5\u53ef\u4ee5\u5927\u5e45\u964d\u4f4e\u4e86\u8fd0\u7ef4\u6210\u672c&#xff0c;\u8fd8\u8ba9\u5f00\u53d1\u4eba\u5458\u6709\u66f4\u591a\u65f6\u95f4\u4e13\u6ce8\u4e8e\u6838\u5fc3\u4e1a\u52a1\u903b\u8f91\u7684\u5f00\u53d1&#xff0c;\u4ece\u800c\u63d0\u5347\u4e86\u6574\u4f53\u6548\u7387\u3002<\/p>\n<p>\u6211\u662f\u52a0\u52a0&#xff0c;\u5341\u5e74\u7f16\u7a0b\u8001\u5175&#xff0c;\u5168\u6808\u6280\u672f\u9886\u822a\u8005&#xff0c;\u73b0\u4e13\u6ce8\u5927\u6a21\u578b\u4e0eAI\u72ec\u7acb\u5f00\u53d1\u3002<\/p>\n<p>\u6211\u4e0d\u4ec5\u662f\u6280\u672f\u7684\u63a2\u7d22\u8005&#xff0c;\u66f4\u662f\u68a6\u60f3\u7684\u5f15\u8def\u4eba\u3002<\/p>\n<p>\u52a0\u5165\u6211\u7684AI\u72ec\u7acb\u5f00\u53d1\u793e\u7fa4&#xff0c;\u8ba9\u6211\u4eec\u4e00\u8d77\u9a7e\u9a6dAI&#xff0c;\u89e3\u9501\u72ec\u7acb\u5f00\u53d1\u7684\u65e0\u9650\u6f5c\u529b&#xff0c;\u5171\u521b\u6280\u672f\u65b0\u7eaa\u5143\u3002<\/p>\n<p>\u6211\u5728\u524d\u884c\u7684\u8def\u4e0a&#xff0c;\u7b49\u4f60\u4e00\u8d77\u98de\u8dc3\u3002<\/p>\n<h3>\u5982\u4f55\u96f6\u57fa\u7840\u5165\u95e8 \/ \u5b66\u4e60AI\u5927\u6a21\u578b&#xff1f;<\/h3>\n<p>\u5927\u6a21\u578b\u65f6\u4ee3&#xff0c;\u706b\u7206\u51fa\u5708\u7684LLM\u5927\u6a21\u578b\u8ba9\u7a0b\u5e8f\u5458\u4eec\u5f00\u59cb\u91cd\u65b0\u8bc4\u4f30\u81ea\u5df1\u7684\u672c\u9886\u3002 \u201cAI\u4f1a\u53d6\u4ee3\u90a3\u4e9b\u884c\u4e1a&#xff1f;\u201d\u201c\u8c01\u7684\u996d\u7897\u53c8\u5c06\u4e0d\u4fdd\u4e86&#xff1f;\u201d\u7b49\u95ee\u9898\u70ed\u8bae\u4e0d\u65ad\u3002<\/p>\n<p>\u4e0d\u5982\u6210\u4e3a\u300c\u638c\u63e1AI\u5de5\u5177\u7684\u6280\u672f\u4eba\u300d&#xff0c;\u6bd5\u7adfAI\u65f6\u4ee3&#xff0c;\u8c01\u5148\u5c1d\u8bd5&#xff0c;\u8c01\u5c31\u80fd\u5360\u5f97\u5148\u673a&#xff01;<\/p>\n<p>\u60f3\u6b63\u5f0f\u8f6c\u5230\u4e00\u4e9b\u65b0\u5174\u7684 AI 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alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418135304-6802594024ccb.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418135304-680259408f237.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>&#x1f449;\u5b66\u4f1a\u540e\u7684\u6536\u83b7&#xff1a;&#x1f448; \u2022 \u57fa\u4e8e\u5927\u6a21\u578b\u5168\u6808\u5de5\u7a0b\u5b9e\u73b0&#xff08;\u524d\u7aef\u3001\u540e\u7aef\u3001\u4ea7\u54c1\u7ecf\u7406\u3001\u8bbe\u8ba1\u3001\u6570\u636e\u5206\u6790\u7b49&#xff09;&#xff0c;\u901a\u8fc7\u8fd9\u95e8\u8bfe\u53ef\u83b7\u5f97\u4e0d\u540c\u80fd\u529b&#xff1b;<\/p>\n<p>\u2022 \u80fd\u591f\u5229\u7528\u5927\u6a21\u578b\u89e3\u51b3\u76f8\u5173\u5b9e\u9645\u9879\u76ee\u9700\u6c42&#xff1a; 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