\u521d\u59cb\u5316\u73af\u5883<\/strong>: \u8fdb\u5165\u540e\u7aef\u9879\u76ee\u76ee\u5f55\uff0c\u5e76\u4f7f\u7528Poetry\u5b89\u88c5\u4f9d\u8d56\u3002\ncd lang-agent-backend\r\npoetry env use python\r\npoetry shell\r\npoetry install\r\n<\/code><\/pre>\n<\/li>\n\u542f\u52a8\u9879\u76ee<\/strong>: \u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8\u540e\u7aef\u670d\u52a1\u3002\npython -m lang_agent.main\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n3. \u524d\u7aef\u5b89\u88c5\u548c\u542f\u52a8 (lang-agent-frontend)<\/strong>
\n\u524d\u7aef\u4f7f\u7528Yarn\u8fdb\u884c\u5305\u7ba1\u7406\u3002<\/p>\n\n- \u5b89\u88c5\u4f9d\u8d56<\/strong>: \u8fdb\u5165\u524d\u7aef\u9879\u76ee\u76ee\u5f55\uff0c\u5e76\u4f7f\u7528Yarn\u5b89\u88c5\u4f9d\u8d56\u5305\u3002\n
cd lang-agent-frontend\r\nyarn install\r\n<\/code><\/pre>\n<\/li>\n- \u542f\u52a8\u9879\u76ee<\/strong>: \u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\u542f\u52a8\u524d\u7aef\u5f00\u53d1\u670d\u52a1\u5668\u3002\n
yarn dev\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n\u542f\u52a8\u6210\u529f\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u6d4f\u89c8\u5668\u8bbf\u95ee\u00a0http:\/\/localhost:8820<\/code>\u00a0\u8fdb\u5165Lang-Agent\u7684\u64cd\u4f5c\u754c\u9762\u3002<\/p>\n\u6838\u5fc3\u529f\u80fd\u64cd\u4f5c<\/strong><\/h3>\n1. \u73af\u5883\u914d\u7f6e<\/strong>
\n\u5728\u5f00\u59cb\u6784\u5efaAgent\u4e4b\u524d\uff0c\u9700\u8981\u5148\u5b8c\u6210\u4e00\u4e9b\u57fa\u7840\u914d\u7f6e\u3002<\/p>\n\n- \u6a21\u578b\u914d\u7f6e<\/strong>:\n
\n- \u70b9\u51fb\u9876\u90e8\u5bfc\u822a\u680f\u7684\u3010\u6a21\u578b\u914d\u7f6e\u3011\u3002<\/li>\n
- \u70b9\u51fb\u9875\u9762\u53f3\u4e0a\u89d2\u7684\u3010+\u3011\u56fe\u6807\uff0c\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u6a21\u578b\u8fde\u63a5\u3002<\/li>\n
- \u540d\u79f0<\/strong>: \u4e3a\u6a21\u578b\u8d77\u4e00\u4e2a\u552f\u4e00\u7684\u81ea\u5b9a\u4e49\u540d\u79f0\u3002<\/li>\n
- \u7c7b\u578b<\/strong>: \u9009\u62e9
llm<\/code>\uff08\u7528\u4e8e\u8bed\u8a00\u6a21\u578b\u8282\u70b9\uff09\u6216embedding<\/code>\uff08\u7528\u4e8e\u5411\u91cf\u5316\u8282\u70b9\uff09\u3002<\/li>\n- \u6e20\u9053<\/strong>: \u76ee\u524d\u4ec5\u652f\u6301\u517c\u5bb9OpenAI\u7684\u6e20\u9053\u3002<\/li>\n
- \u6a21\u578b\u8fde\u63a5\u53c2\u6570<\/strong>: \u586b\u5165\u6a21\u578b\u7684API\u5730\u5740\u3001\u5bc6\u94a5\u7b49\u53c2\u6570\u3002<\/li>\n<\/ol>\n<\/li>\n
- \u5411\u91cf\u5e93\u914d\u7f6e<\/strong>:\n
\n- \u70b9\u51fb\u3010\u5411\u91cf\u5e93\u914d\u7f6e\u3011\u6807\u7b7e\u3002<\/li>\n
- \u70b9\u51fb\u3010+\u3011\u56fe\u6807\uff0c\u914d\u7f6e\u4e00\u4e2a\u65b0\u7684\u5411\u91cf\u5e93\u3002<\/li>\n
- \u540d\u79f0<\/strong>: \u5411\u91cf\u5e93\u7684\u552f\u4e00\u540d\u79f0\u3002<\/li>\n
- \u7c7b\u578b<\/strong>: \u76ee\u524d\u652f\u6301
postgres<\/code>\u548cmilvus<\/code>\u3002<\/li>\n- \u586b\u5165\u5411\u91cf\u5e93\u7684\u8fde\u63a5\u5730\u5740\uff08URI\uff09\u3001\u7528\u6237\u540d\u3001\u5bc6\u7801\u7b49\u4fe1\u606f\u3002<\/li>\n
- \u5d4c\u5165\u6a21\u578b<\/strong>: \u9009\u62e9\u4e00\u4e2a\u5728\u6a21\u578b\u914d\u7f6e\u4e2d\u5df2\u8bbe\u7f6e\u597d\u7684
embedding<\/code>\u6a21\u578b\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n2. Agent\u914d\u7f6e<\/strong>
\n\u8fd9\u662f\u9879\u76ee\u7684\u6838\u5fc3\u529f\u80fd\uff0c\u901a\u8fc7\u53ef\u89c6\u5316\u754c\u9762\u6765\u6784\u5efaAgent\u3002<\/p>\n\n- \u521b\u5efaAgent<\/strong>:\n
\n- \u70b9\u51fb\u3010Agent\u914d\u7f6e\u3011\u6807\u7b7e\uff0c\u7136\u540e\u70b9\u51fb\u3010\u65b0\u589eAgent\u3011\u5361\u7247\uff0c\u8fdb\u5165\u914d\u7f6e\u9875\u9762\u3002<\/li>\n
- \u914d\u7f6e\u9875\u9762\u5206\u4e3a\u5de6\u53f3\u4e24\u90e8\u5206\uff1a\u5de6\u4fa7\u662f\u8d44\u6e90\u6811<\/strong>\uff0c\u5305\u542b\u4e86\u6240\u6709\u53ef\u7528\u7684\u8282\u70b9\u548cAgent\uff1b\u53f3\u4fa7\u662f\u753b\u5e03<\/strong>\uff0c\u7528\u4e8e\u6784\u5efa\u5de5\u4f5c\u6d41\u3002<\/li>\n<\/ol>\n<\/li>\n
- \u6784\u5efa\u6d41\u7a0b<\/strong>:\n
\n- \u62d6\u62fd\u8282\u70b9<\/strong>: \u4ece\u5de6\u4fa7\u8d44\u6e90\u6811\u4e2d\u5c06\u9700\u8981\u7684\u8282\u70b9\uff08\u5982\u201c\u5f00\u59cb\u8282\u70b9\u201d\u3001\u201cLLM\u8282\u70b9\u201d\u3001\u201c\u8f93\u5165\u8282\u70b9\u201d\uff09\u62d6\u62fd\u5230\u53f3\u4fa7\u7684\u753b\u5e03\u4e2d\u3002<\/li>\n
- \u914d\u7f6e\u8282\u70b9<\/strong>:\n
\n- \u5f00\u59cb\u8282\u70b9<\/strong>: \u6bcf\u4e2aAgent\u90fd\u5fc5\u987b\u6709\u4e14\u4ec5\u6709\u4e00\u4e2a\u3002\u5728\u8fd9\u91cc\u53ef\u4ee5\u8bbe\u7f6e\u72b6\u6001\u53d8\u91cf<\/strong>\uff0c\u4f8b\u5982\u9ed8\u8ba4\u7684
messages<\/code>\u7528\u4e8e\u5b58\u50a8\u5bf9\u8bdd\u5386\u53f2\uff0c\u4f60\u4e5f\u53ef\u4ee5\u6dfb\u52a0\u81ea\u5b9a\u4e49\u53d8\u91cf\uff08\u5982counter<\/code>\u7528\u4e8e\u8ba1\u6570\uff09\u3002<\/li>\n- LLM\u8282\u70b9<\/strong>: \u8fd9\u662f\u5b9e\u73b0\u667a\u80fd\u5bf9\u8bdd\u7684\u6838\u5fc3\u3002\u9700\u8981\u9009\u62e9\u4e00\u4e2a\u5df2\u914d\u7f6e\u597d\u7684
llm<\/code>\u6a21\u578b\uff0c\u5e76\u53ef\u4ee5\u7f16\u5199\u7cfb\u7edf\u63d0\u793a\u8bcd\uff08System Prompt\uff09\u548c\u7528\u6237\u63d0\u793a\u8bcd\uff08User Prompt\uff09\u3002\u63d0\u793a\u8bcd\u4e2d\u53ef\u4ee5\u4f7f\u7528\u72b6\u6001\u53d8\u91cf\uff0c\u8bed\u6cd5\u4e3a\u00a0{{variable_name}}<\/code>\u00a0\u6216\u00a0{{messages['node_name']}}<\/code>\u3002<\/li>\n- \u8f93\u5165\u8282\u70b9<\/strong>: \u7528\u4e8e\u63a5\u6536\u7528\u6237\u7684\u8f93\u5165\uff0c\u5e76\u5c06\u5176\u5b58\u5165\u6307\u5b9a\u7684\u72b6\u6001\u53d8\u91cf\uff08\u901a\u5e38\u662f
messages<\/code>\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n- \u8fde\u63a5\u8282\u70b9<\/strong>:\n
\n- \u9ed8\u8ba4\u8fb9<\/strong>: \u62d6\u62fd\u4e00\u4e2a\u8282\u70b9\u53f3\u4fa7\u7684\u5706\u70b9\u5230\u53e6\u4e00\u4e2a\u8282\u70b9\u5de6\u4fa7\u7684\u5706\u70b9\uff0c\u5373\u53ef\u521b\u5efa\u4e00\u6761\u6267\u884c\u8def\u5f84\u3002\u8fd9\u8868\u793a\u6e90\u8282\u70b9\u6267\u884c\u5b8c\u6bd5\u540e\uff0c\u4f1a\u63a5\u7740\u6267\u884c\u76ee\u6807\u8282\u70b9\u3002<\/li>\n
- \u6761\u4ef6\u8fb9<\/strong>: \u5728\u8fde\u63a5\u540e\uff0c\u53ef\u4ee5\u4e3a\u8fb9\u8bbe\u7f6e\u4e00\u4e2a\u6267\u884c\u6761\u4ef6\u3002\u8be5\u6761\u4ef6\u8868\u8fbe\u5f0f\u53ef\u4ee5\u4f7f\u7528\u72b6\u6001\u53d8\u91cf\u8fdb\u884c\u5224\u65ad\u3002\u4f8b\u5982\uff0c\u5f53\u4e00\u4e2a\u8ba1\u6570\u5668\u53d8\u91cf\u00a0
{{counter}}<\/code>\u00a0\u7684\u503c\u5c0f\u4e8e5\u65f6\uff0c\u624d\u6267\u884c\u4e0b\u4e00\u4e2a\u8282\u70b9\u3002\u8fd9\u4f7f\u5f97\u6784\u5efa\u5faa\u73af\u548c\u5206\u652f\u903b\u8f91\u6210\u4e3a\u53ef\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<\/li>\n- \u8fd0\u884c\u4e0e\u8c03\u8bd5<\/strong>:\n
\n- \u914d\u7f6e\u5b8c\u6210\u540e\uff0c\u70b9\u51fb\u753b\u5e03\u4e0a\u65b9\u7684\u3010\u4fdd\u5b58\u3011\u6309\u94ae\u3002<\/li>\n
- \u70b9\u51fb\u3010\u8fd0\u884c\u3011\u6309\u94ae\uff0cAgent\u5c06\u542f\u52a8\u3002<\/li>\n
- \u4f60\u53ef\u4ee5\u5728\u754c\u9762\u53f3\u4e0b\u89d2\u7684\u804a\u5929\u6846\uff08chatbot\uff09\u4e2d\u4e0eAgent\u8fdb\u884c\u4ea4\u4e92\uff0c\u5e76\u67e5\u770b\u8fd0\u884c\u7ed3\u679c\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n
\u5e94\u7528\u573a\u666f<\/h2>\n\n- \u667a\u80fd\u5ba2\u670d\u4e0e\u95ee\u7b54\u673a\u5668\u4eba<\/strong>
\n\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u6d41\u7a0b\uff1a\u9996\u5148\u63a5\u6536\u7528\u6237\u95ee\u9898\uff0c\u7136\u540e\u901a\u8fc7\u201c\u5411\u91cf\u53ec\u56de\u8282\u70b9\u201d\u4ece\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u6700\u540e\u5c06\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u548c\u7528\u6237\u95ee\u9898\u4e00\u8d77\u4ea4\u7ed9\u201cLLM\u8282\u70b9\u201d\u751f\u6210\u6700\u7ec8\u56de\u7b54\u3002<\/li>\n- \u81ea\u52a8\u5316\u5185\u5bb9\u751f\u6210<\/strong>
\n\u53ef\u4ee5\u8bbe\u8ba1\u4e00\u4e2a\u8bd7\u4ebaAgent\uff1a\u901a\u8fc7\u201cLLM\u8282\u70b9\u201d\u751f\u6210\u4e00\u53e5\u8bd7\uff0c\u7136\u540e\u5229\u7528\u201c\u8ba1\u6570\u5668\u8282\u70b9\u201d\u548c\u201c\u6761\u4ef6\u8fb9\u201d\u5b9e\u73b0\u5faa\u73af\uff0c\u81ea\u52a8\u751f\u6210\u4e00\u9996\u5b8c\u6574\u7684\u8bd7\u3002<\/li>\n- \u590d\u6742\u4efb\u52a1\u5904\u7406\u7684\u667a\u80fd\u4f53<\/strong>
\n\u5229\u7528SupervisorAgent<\/code>\uff0c\u8ba9\u4e00\u4e2a\u4e3bAgent\u6839\u636e\u7528\u6237\u6307\u4ee4\uff0c\u81ea\u4e3b\u51b3\u5b9a\u8c03\u7528\u5176\u4ed6\u4e13\u95e8\u8d1f\u8d23\u4e0d\u540c\u4efb\u52a1\uff08\u5982\u6570\u636e\u67e5\u8be2\u3001\u6587\u4ef6\u5904\u7406\uff09\u7684\u5b50Agent\u6765\u534f\u540c\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002<\/li>\n- \u4ee3\u7801\u751f\u6210\u4e0e\u6267\u884c<\/strong>
\n\u7528\u6237\u53ef\u4ee5\u63d0\u51fa\u4e00\u4e2a\u8ba1\u7b97\u9700\u6c42\uff0c\u901a\u8fc7\u201cLLM\u8282\u70b9\u201d\u751f\u6210Python\u4ee3\u7801\uff0c\u7136\u540e\u5c06\u4ee3\u7801\u4f20\u9012\u7ed9\u201c\u4ee3\u7801\u6267\u884c\u5668\u8282\u70b9\u201d\u8fd0\u884c\uff0c\u5e76\u8fd4\u56de\u7ed3\u679c\uff0c\u5b9e\u73b0\u4e00\u4e2a\u7b80\u5355\u7684\u7f16\u7a0b\u52a9\u624b\u3002<\/li>\n<\/ol>\nQA<\/h2>\n\n- Lang-Agent\u548c\u5176\u4ed6Agent\u5e73\u53f0\uff08\u5982Dify, Coze\uff09\u6709\u4ec0\u4e48\u533a\u522b?<\/strong>
\nLang-Agent\u7684\u8bbe\u8ba1\u7406\u5ff5\u66f4\u63a5\u8fd1\u4e8eComfyUI\uff0c\u5b83\u4e0d\u63d0\u4f9b\u4e00\u4e2a\u5b8c\u5168\u5c01\u88c5\u597d\u7684\u5e94\u7528\u5e73\u53f0\uff0c\u800c\u662f\u9f13\u52b1\u7528\u6237\u6839\u636e\u81ea\u5df1\u7684\u4e1a\u52a1\u9700\u6c42\uff0c\u901a\u8fc7\u5f00\u53d1\u81ea\u5b9a\u4e49\u8282\u70b9\u6765\u6269\u5c55\u529f\u80fd\u3002\u5b83\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u901a\u8fc7\u201c\u72b6\u6001\u53d8\u91cf\u201d\u5b9e\u73b0\u4e86\u66f4\u7075\u6d3b\u7684\u6d41\u7a0b\u63a7\u5236\u548c\u6570\u636e\u4f20\u9012\uff0c\u63d0\u4f9b\u4e86\u6709\u9650\u4f46\u5f3a\u5927\u7684\u53ef\u7f16\u7a0b\u80fd\u529b\u3002<\/li>\n- \u4ec0\u4e48\u662f\u201c\u72b6\u6001\u53d8\u91cf\u201d\uff1f\u5b83\u6709\u4ec0\u4e48\u7528\uff1f<\/strong>
\n\u201c\u72b6\u6001\u53d8\u91cf\u201d\u53ef\u4ee5\u7406\u89e3\u4e3a\u5728Agent\u5185\u90e8\u8fd0\u884c\u671f\u95f4\u7684\u4e00\u4e2a\u5168\u5c40\u5b57\u5178\u3002\u5b83\u53ef\u4ee5\u5728\u4e0d\u540c\u7684\u8282\u70b9\u4e4b\u95f4\u4f20\u9012\u6570\u636e\uff0c\u4e5f\u53ef\u4ee5\u88ab\u7528\u4e8e\u63a7\u5236\u6761\u4ef6\u8fb9\u7684\u903b\u8f91\u5224\u65ad\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u5b9a\u4e49\u4e00\u4e2a\u540d\u4e3acount<\/code>\u7684\u53d8\u91cf\uff0c\u7528\u201c\u8ba1\u6570\u5668\u8282\u70b9\u201d\u5728\u6bcf\u6b21\u5faa\u73af\u65f6\u7ed9\u5b83\u52a0\u4e00\uff0c\u7136\u540e\u5728\u201c\u6761\u4ef6\u8fb9\u201d\u4e2d\u5224\u65ad{{count}}<\/code>\u662f\u5426\u8fbe\u5230\u67d0\u4e2a\u503c\u6765\u51b3\u5b9a\u662f\u5426\u7ed3\u675f\u5faa\u73af\u3002<\/li>\n- \u5982\u4f55\u4e3aLang-Agent\u6dfb\u52a0\u4e00\u4e2a\u65b0\u7684\u529f\u80fd\u8282\u70b9\uff1f<\/strong>
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