{"id":25994,"date":"2024-09-18T01:20:07","date_gmt":"2024-09-17T17:20:07","guid":{"rendered":"https:\/\/17aitech.com\/?p=25994"},"modified":"2024-10-08T15:06:28","modified_gmt":"2024-10-08T07:06:28","slug":"%e3%80%90%e9%a1%b9%e7%9b%ae%e5%ae%9e%e6%88%98%e3%80%91%e5%9f%ba%e4%ba%8eagent%e7%9a%84%e9%87%91%e8%9e%8d%e9%97%ae%e7%ad%94%e7%b3%bb%e7%bb%9f%ef%bc%9aagent%e6%a1%86%e6%9e%b6%e7%9a%84%e6%9e%84%e5%bb%ba","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=25994","title":{"rendered":"\u3010\u9879\u76ee\u5b9e\u6218\u3011\u57fa\u4e8eAgent\u7684\u91d1\u878d\u95ee\u7b54\u7cfb\u7edf\uff1aAgent\u6846\u67b6\u7684\u6784\u5efa"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/17aitech.com\/?p=25994\/#%E5%89%8D%E8%A8%80\" >\u524d\u8a00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/17aitech.com\/?p=25994\/#%E6%A0%B8%E5%BF%83%E9%97%AE%E9%A2%98\" >\u6838\u5fc3\u95ee\u9898<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/17aitech.com\/?p=25994\/#%E6%84%8F%E5%9B%BE%E8%AF%86%E5%88%AB%E6%96%B9%E6%A1%88\" >\u610f\u56fe\u8bc6\u522b\u65b9\u6848<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=25994\/#%E6%84%8F%E5%9B%BE%E8%AF%86%E5%88%AB%E6%96%B9%E6%A1%88%E7%9A%84%E9%97%AE%E9%A2%98\" >\u610f\u56fe\u8bc6\u522b\u65b9\u6848\u7684\u95ee\u9898<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=25994\/#Agent%E6%A1%86%E6%9E%B6\" >Agent\u6846\u67b6<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/17aitech.com\/?p=25994\/#1%E3%80%81%E8%B5%8B%E4%BA%88Agent%E5%B7%A5%E5%85%B7\" >1\u3001\u8d4b\u4e88Agent\u5de5\u5177<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/17aitech.com\/?p=25994\/#11%E3%80%81%E5%88%9B%E5%BB%BAAgent%E7%9A%84%E7%AE%A1%E7%90%86%E7%B1%BB\" >1.1\u3001\u521b\u5efaAgent\u7684\u7ba1\u7406\u7c7b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/17aitech.com\/?p=25994\/#12%E3%80%81%E5%88%9B%E5%BB%BA%E6%95%B0%E6%8D%AE%E5%BA%93SQL%E5%B7%A5%E5%85%B7\" >1.2\u3001\u521b\u5efa\u6570\u636e\u5e93SQL\u5de5\u5177<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/17aitech.com\/?p=25994\/#13%E3%80%81%E5%88%9B%E5%BB%BARAG%E6%A3%80%E7%B4%A2%E5%B7%A5%E5%85%B7\" >1.3\u3001\u521b\u5efaRAG\u68c0\u7d22\u5de5\u5177<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/17aitech.com\/?p=25994\/#2%E3%80%81%E5%91%8A%E8%AF%89Agent%E7%9A%84%E5%B7%A5%E4%BD%9C%E9%80%BB%E8%BE%91%EF%BC%9APrompt\" >2\u3001\u544a\u8bc9Agent\u7684\u5de5\u4f5c\u903b\u8f91\uff1aPrompt<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/17aitech.com\/?p=25994\/#3%E3%80%81%E5%88%9B%E5%BB%BAagent\" >3\u3001\u521b\u5efaagent<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/17aitech.com\/?p=25994\/#4%E3%80%81%E9%A9%B1%E5%8A%A8agent%E8%BF%90%E8%A1%8C\" >4\u3001\u9a71\u52a8agent\u8fd0\u884c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/17aitech.com\/?p=25994\/#%E6%B5%8B%E8%AF%95%E6%95%88%E6%9E%9C\" >\u6d4b\u8bd5\u6548\u679c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/17aitech.com\/?p=25994\/#%E5%86%85%E5%AE%B9%E5%B0%8F%E7%BB%93\" >\u5185\u5bb9\u5c0f\u7ed3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/17aitech.com\/?p=25994\/#%E9%99%84%E5%BD%95\" >\u9644\u5f55<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E5%89%8D%E8%A8%80\"><\/span>\u524d\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e0a\u4e00\u7ae0<a href=\"https:\/\/17aitech.com\/?p=25969\">\u3010\u9879\u76ee\u5b9e\u6218\u3011\u57fa\u4e8eAgent\u7684\u91d1\u878d\u95ee\u7b54\u7cfb\u7edf\uff1aRAG\u68c0\u7d22\u6a21\u5757\u521d\u5efa\u6210<\/a>\uff0c\u6211\u4eec\u5df2\u7ecf\u5b8c\u6210\u4e86RAG\u7684\u57fa\u672c\u6d41\u7a0b\uff0c\u672c\u7ae0\u6211\u5c06\u68b3\u7406Agent\u7684\u8fd0\u884c\u6846\u67b6\u4ee5\u53ca\u4ecb\u7ecd\u5982\u4f55\u5c06RAG\u6570\u636e\u548cSQL\u67e5\u8be2\u6570\u636e\u8fdb\u884c\u6574\u5408\uff0c\u5b9e\u73b0\u91d1\u878d\u95ee\u9898\u7684\u81ea\u4e3b\u56de\u7b54\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%A0%B8%E5%BF%83%E9%97%AE%E9%A2%98\"><\/span>\u6838\u5fc3\u95ee\u9898<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5728\u8fdb\u884cAgent\u6846\u67b6\u4ecb\u7ecd\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u63a2\u8ba8\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898\uff0c\u5373\uff1a<code>\u7528\u6237\u8f93\u5165\u4e00\u4e2a\u95ee\u9898\u540e\uff0c\u5982\u4f55\u5b9e\u73b0\u7528\u6237\u95ee\u9898\u7684\u81ea\u52a8\u67e5\u8be2(\u662fSQL\u67e5\u8be2\u8fd8\u662fRAG\u68c0\u7d22)<\/code> \u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%84%8F%E5%9B%BE%E8%AF%86%E5%88%AB%E6%96%B9%E6%A1%88\"><\/span>\u610f\u56fe\u8bc6\u522b\u65b9\u6848<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5173\u4e8e\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u66fe\u6709\u4e00\u4e2a\u65b9\u6848\u5982\u4e0b\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u6570\u636e\u68c0\u7d22\u793a\u610f\u56fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u6570\u636e\u68c0\u7d22\u793a\u610f\u56fe.png\" alt=\"\" \/><\/a><\/p>\n<ul>\n<li>\u5bf9\u4e8e\u7528\u6237\u8f93\u5165\u7684\u95ee\u9898\uff0c\u662f<strong>\u9700\u8981\u67e5\u8be2SQL<\/strong>\uff0c\u8fd8\u662f<strong>\u9700\u8981\u53bbRAG\u68c0\u7d22<\/strong>\uff0c\u6211\u4eec\u901a\u8fc7\u4e00\u4e2a\u610f\u56fe\u8bc6\u522b\u6a21\u5757\u6765\u5b9e\u73b0\uff1b<\/li>\n<li>\u610f\u56fe\u8bc6\u522b\u6a21\u5757\u4f1a\u63a5\u53d7\u7528\u6237\u7684\u95ee\u9898\uff0c\u7136\u540e\u5c06\u7528\u6237\u7684\u95ee\u9898\u4ea4\u7ed9\u5927\u6a21\u578b\u53bb\u5206\u8fa8\uff1b<\/li>\n<li>\u5927\u6a21\u578b\u6211\u4eec\u63d0\u524d\u505a\u4e86sft\u5fae\u8c03(few-shot\u5c11\u6837\u672c\u8bad\u7ec3\u4e5f\u53ef\u4ee5\u8fbe\u5230\u540c\u6837\u6548\u679c)\uff0c\u8ba9\u5927\u6a21\u578b\u77e5\u9053\u4ec0\u4e48\u6837\u7684\u95ee\u9898\u5c5e\u4e8eSQL\u67e5\u8be2\u95ee\u9898\uff0c\u4ec0\u4e48\u6837\u7684\u95ee\u9898\u5c5e\u4e8eRAG\u68c0\u7d22\u95ee\u9898\uff0c\u4f8b\u5982\uff1a\n<pre><code class=\"language-bash\"># \u51c6\u5907few-shot\u6837\u4f8b\nexamples = [\n    {\n        &quot;inn&quot;:&quot;\u6211\u60f3\u77e5\u9053\u4e1c\u65b9\u963f\u5c14\u6cd5\u4f18\u52bf\u4ea7\u4e1a\u6df7\u5408C\u57fa\u91d1\uff0c\u57282021\u5e74\u5e74\u5ea6\u62a5\u544a\u4e2d\uff0c\u524d10\u5927\u91cd\u4ed3\u80a1\u4e2d\uff0c\u6709\u591a\u5c11\u53ea\u80a1\u7968\u5728\u62a5\u544a\u671f\u5185\u53d6\u5f97\u6b63\u6536\u76ca\u3002&quot;,\n        &quot;out&quot;:&quot;rag_question***\u6211\u60f3\u77e5\u9053\u4e1c\u65b9\u963f\u5c14\u6cd5\u4f18\u52bf\u4ea7\u4e1a\u6df7\u5408C\u57fa\u91d1\uff0c\u57282021\u5e74\u5e74\u5ea6\u62a5\u544a\u4e2d\uff0c\u524d10\u5927\u91cd\u4ed3\u80a1\u4e2d\uff0c\u6709\u591a\u5c11\u53ea\u80a1\u7968\u5728\u62a5\u544a\u671f\u5185\u53d6\u5f97\u6b63\u6536\u76ca\u3002&quot;\n    },\n    {\n        &quot;inn&quot;:&quot;\u68ee\u8d6b\u7535\u68af\u80a1\u4efd\u6709\u9650\u516c\u53f8\u4ea7\u54c1\u751f\u4ea7\u6750\u6599\u662f\u4ec0\u4e48\uff1f&quot;,\n        &quot;out&quot;:&quot;rag_question***\u68ee\u8d6b\u7535\u68af\u80a1\u4efd\u6709\u9650\u516c\u53f8\u4ea7\u54c1\u751f\u4ea7\u6750\u6599\u662f\u4ec0\u4e48\uff1f&quot;\n    },\n    {\n        &quot;inn&quot;:&quot;20210930\u65e5\uff0c\u4e00\u7ea7\u884c\u4e1a\u4e3a\u673a\u68b0\u7684\u80a1\u7968\u7684\u6210\u4ea4\u91d1\u989d\u5408\u8ba1\u662f\u591a\u5c11\uff1f\u53d6\u6574\u3002&quot;,\n        &quot;out&quot;:&quot;agent_question***20210930\u65e5\uff0c\u4e00\u7ea7\u884c\u4e1a\u4e3a\u673a\u68b0\u7684\u80a1\u7968\u7684\u6210\u4ea4\u91d1\u989d\u5408\u8ba1\u662f\u591a\u5c11\uff1f\u53d6\u6574\u3002&quot;\n    },\n    ...\n]<\/code><\/pre>\n<\/li>\n<li>\u610f\u56fe\u8bc6\u522b\u7ed3\u679c\u4e4b\u540e\uff0c\u5728\u4ee3\u7801\u4e2d\u901a\u8fc7if&#8230;else\u5bf9\u8bc6\u522b\u7ed3\u679c\u8fdb\u884c\u4e0d\u540c\u7c7b\u522b\u7684\u540e\u7eed\u5904\u7406,\u5982\u4e0b\uff1a<\/li>\n<\/ul>\n<pre><code class=\"language-python\">        if intent == &quot;rag_question&quot;:\n            # \u5982\u679c\u662fRAG\u76f8\u5173\u7684\u95ee\u9898\n            result = self.rag.get_result(question=question)\n\n            return result\n\n        elif intent == &quot;agent_question&quot;:\n            # \u5982\u679c\u662fAgent\u76f8\u5173\u7684\u95ee\u9898\n            result, result_list = self.agent.get_result(input=question)\n\n            return result\n        else:\n            # \u5176\u4ed6\u7c7b\u95ee\u9898\n            result = self.chat.invoke(input=question).content\n            return result<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E6%84%8F%E5%9B%BE%E8%AF%86%E5%88%AB%E6%96%B9%E6%A1%88%E7%9A%84%E9%97%AE%E9%A2%98\"><\/span>\u610f\u56fe\u8bc6\u522b\u65b9\u6848\u7684\u95ee\u9898<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8fd9\u4e00\u65b9\u6848\u6709\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a<\/p>\n<ol>\n<li>\u5982\u679c\u610f\u56fe\u8bc6\u522b\u9519\u4e86\uff0c\u90a3\u4e48\u540e\u7eed\u7684\u5904\u7406\u5c31\u5931\u6548\u4e86\uff0c\u7b54\u6848\u4e00\u5b9a\u4f1a\u9519\uff1b<\/li>\n<li>\u6211\u4eec\u56fa\u7136\u53ef\u4ee5\u7ed9if&#8230;else&#8230;\u589e\u52a0\u4fee\u6b63\u7b56\u7565\uff0c\u6bd4\u5982\uff1arag\u68c0\u7d22\u4e0d\u5230\u90a3\u5c31\u53bbsql\u91cc\u518d\u67e5\u4e00\u4e0b&#8230;.\u4f46\u662f\u5982\u679c\u6211\u4eec\u9700\u6c42\u5f88\u590d\u6742\u5462\uff0c\u8fd9\u4e2a\u7b56\u7565\u7f16\u5199\u548c\u7ef4\u62a4\u6210\u672c\u4e5f\u662f\u6307\u6570\u7ea7\u4e0a\u5347\uff1b<\/li>\n<li>\u6700\u4e3a\u91cd\u8981\u7684\u4e00\u70b9\u662f\uff1a\u8fd9\u79cd\u65b9\u5f0f\u6211\u89c9\u5f97\u4e00\u70b9\u90fd\u4e0d\u667a\u80fd\uff01<\/li>\n<\/ol>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u8fd8\u662f<strong>\u4f20\u7edf\u5f00\u53d1\u7684\u601d\u7ef4<\/strong>\uff1a\u7531\u5f00\u53d1\u8005\u6765\u6e05\u6670\u5730\u63a7\u5236\u7740\u7a0b\u5e8f\u7684\u6bcf\u4e00\u6b65\u9aa4\uff0c\u5927\u6a21\u578b\u5728\u5176\u4e2d\u53ea\u662f\u626e\u6f14\u4e00\u4e2a\u8f85\u52a9\u5de5\u5177\u89d2\u8272(\u4f8b\u5982\uff1a\u505a\u4e2a\u95ee\u9898\u5206\u7c7b)<\/p>\n<p>\u4f46\u662f\uff0c\u5728\u6211\u9996\u6b21\u63a5\u89e6Agent\u65f6\uff0cAgent\u7684\u81ea\u4e3b\u601d\u8003\u548c\u81ea\u4e3b\u884c\u52a8\u7ed9\u6211\u7559\u4e0b\u4e86\u6df1\u523b\u7684\u5370\u8c61\uff0c\u6240\u4ee5\u6211\u51b3\u5b9a\u6362\u4e00\u79cd\u65b9\u5f0f\uff1a\u4f7f\u7528Agent\u6765\u8fdb\u884c\u7528\u6237\u95ee\u9898\u7684\u81ea\u4e3b\u5224\u65ad\u3001\u81ea\u4e3b\u89e3\u51b3\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Agent%E6%A1%86%E6%9E%B6\"><\/span>Agent\u6846\u67b6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5728<a href=\"https:\/\/17aitech.com\/?p=21158\">\u3010\u8bfe\u7a0b\u603b\u7ed3\u3011day30\uff1a\u5927\u6a21\u578b\u4e4bAgent\u7684\u521d\u6b65\u4e86\u89e3<\/a>\u4e2d\uff0c\u6211\u4eec\u66fe\u521d\u6b65\u4e86\u89e3Agent\u6846\u67b6\u5982\u4e0b\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/agent\u6846\u67b6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/agent\u6846\u67b6.png\" alt=\"\" \/><\/a><\/p>\n<p>\u7531\u4e0a\u56fe\u53ef\u77e5\uff0c\u5982\u679c\u6211\u4eec\u7ed9Agent\u8d4b\u4e88\u76f8\u5e94\u7684\u5de5\u5177\uff0c\u90a3\u4e48Agent\u4f9d\u6258\u4e8e\u5927\u6a21\u578b\u7684\u601d\u8003\u529b\uff0c\u53ef\u4ee5\u81ea\u4e3b\u5f00\u5c55\u76f8\u5e94\u7684planning\u4ee5\u53caaction\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u9996\u8981\u89e3\u51b3\u5982\u4f55\u7ed9Agent\u8d4b\u4e88\u76f8\u5e94\u7684\u5de5\u5177\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1%E3%80%81%E8%B5%8B%E4%BA%88Agent%E5%B7%A5%E5%85%B7\"><\/span>1\u3001\u8d4b\u4e88Agent\u5de5\u5177<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u56e0\u4e3a\u6211\u4eec\u7684\u9700\u6c42\u662f\u67e5\u8be2\u7ed3\u6784\u5316\u7684SQL\u6570\u636e\u5e93\u548c\u975e\u7ed3\u6784\u5316\u7684RAG\u6570\u636e\uff0c\u6240\u4ee5\u6211\u4eec\u9700\u8981\u7ed9Agent\u8d4b\u4e88\u4e24\u4e2a\u5de5\u5177\uff0c\u5177\u4f53\u5982\u4e0b\uff1a<\/p>\n<h4><span class=\"ez-toc-section\" id=\"11%E3%80%81%E5%88%9B%E5%BB%BAAgent%E7%9A%84%E7%AE%A1%E7%90%86%E7%B1%BB\"><\/span>1.1\u3001\u521b\u5efaAgent\u7684\u7ba1\u7406\u7c7b<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u4ee3\u7801\u6587\u4ef6\u53ca\u76ee\u5f55\uff1a<code>app\/finance_bot_ex.py<\/code><\/p>\n<pre><code class=\"language-python\">import logging\nimport datetime\nfrom langgraph.prebuilt import create_react_agent\nfrom langchain.tools.retriever import create_retriever_tool\nfrom langchain_community.utilities import SQLDatabase\nfrom langchain_community.agent_toolkits import SQLDatabaseToolkit\nfrom rag.rag import RagManager\nimport settings\n\nclass FinanceBotEx:\n    def __init__(self, llm=settings.llm, chat=settings.chat, embed=settings.embed):\n        self.llm = llm\n        self.chat = chat\n        self.embed = embed\n        self.tools = []\n\n        self.rag = RagManager(llm=llm, embed=embed)\n<\/code><\/pre>\n<h4><span class=\"ez-toc-section\" id=\"12%E3%80%81%E5%88%9B%E5%BB%BA%E6%95%B0%E6%8D%AE%E5%BA%93SQL%E5%B7%A5%E5%85%B7\"><\/span>1.2\u3001\u521b\u5efa\u6570\u636e\u5e93SQL\u5de5\u5177<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u4e3aFinanceBotEx\u7c7b\u6dfb\u52a0<\/p>\n<pre><code class=\"language-python\">    def init_sql_tool(self, path):\n        # \u8fde\u63a5\u6570\u636e\u5e93\n        db = SQLDatabase.from_uri(f&quot;sqlite:\/\/\/{path}&quot;)\n        toolkit = SQLDatabaseToolkit(db=db, llm=self.llm)\n        sql_tools = toolkit.get_tools()  # \u5de5\u5177\n\n        return sql_tools\n<\/code><\/pre>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u4e0a\u8ff0\u51fd\u6570\u4e2dpath\u7528\u6765\u4f20\u5165SQlite\u6570\u636e\u5e93\u7684\u8def\u5f84<\/li>\n<li>\u4f7f\u7528langchain\u5c01\u88c5\u7684 SQLDatabase \u8fde\u63a5\u6570\u636e\u5e93<\/li>\n<li>\u4f7f\u7528langchain\u5c01\u88c5\u7684 SQLDatabaseToolkit \u5f97\u5230SQL\u76f8\u5173\u7684\u5de5\u5177\uff0c\u7528\u4ee5\u540e\u7eed\u63d0\u4f9b\u7ed9Agent<\/li>\n<\/ul>\n<h4><span class=\"ez-toc-section\" id=\"13%E3%80%81%E5%88%9B%E5%BB%BARAG%E6%A3%80%E7%B4%A2%E5%B7%A5%E5%85%B7\"><\/span>1.3\u3001\u521b\u5efaRAG\u68c0\u7d22\u5de5\u5177<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u4e3aFinanceBotEx\u7c7b\u6dfb\u52a0<\/p>\n<pre><code class=\"language-python\">    def init_rag_tools(self):\n        # \u7ed9\u5927\u6a21\u578b RAG \u68c0\u7d22\u5668\u5de5\u5177\n        retriever = self.rag.get_retriever()\n        retriever_tool = create_retriever_tool(\n            retriever=retriever,\n            name=&quot;rag_search&quot;,\n            description=&quot;\u6309\u7167\u7528\u6237\u7684\u95ee\u9898\u641c\u7d22\u76f8\u5173\u7684\u8d44\u6599\uff0c\u5bf9\u4e8e\u62db\u80a1\u4e66\u7c7b\u7684\u95ee\u9898\uff0cyou must use this tool!&quot;,\n        )\n        return retriever_tool<\/code><\/pre>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u8be5\u51fd\u6570\u4e2d\u7684 <code>self.rag<\/code> \u662f\u6211\u4eec\u5c01\u88c5\u7684RAG\u7ba1\u7406\u7c7b<\/li>\n<li>\u901a\u8fc7\u8fd9\u4e2a\u7ba1\u7406\u7c7b\u7684get_retriever()\u5f97\u5230RAG\u7684\u68c0\u7d22\u5668<\/li>\n<li>\u501f\u52a9langchain\u5c01\u88c5\u7684create_retriever_tool()\uff0c\u5c06\u68c0\u7d22\u5668\u521b\u5efa\u4e3a\u4e00\u4e2a\u5de5\u5177\uff1a\n<ul>\n<li>\u5de5\u5177\u7684 <code>name<\/code> \u4e3a <code>rag_search<\/code><\/li>\n<li>\u5de5\u5177\u7684 <code>description<\/code> \u7528\u4e8e\u544a\u8bc9\u5927\u6a21\u578b\uff0c\u8fd9\u4e2a\u5de5\u5177\u80fd\u505a\u4ec0\u4e48\u7528(\u8fd9\u4e00\u70b9\u5f88\u91cd\u8981)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"2%E3%80%81%E5%91%8A%E8%AF%89Agent%E7%9A%84%E5%B7%A5%E4%BD%9C%E9%80%BB%E8%BE%91%EF%BC%9APrompt\"><\/span>2\u3001\u544a\u8bc9Agent\u7684\u5de5\u4f5c\u903b\u8f91\uff1aPrompt<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e3aFinanceBotEx\u7c7b\u6dfb\u52a0<\/p>\n<pre><code class=\"language-python\">    def create_prompt():\n        system_prompt = &quot;&quot;&quot;\u4f60\u662f\u4e00\u4f4d\u91d1\u878d\u52a9\u624b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u67e5\u8be2\u6570\u636e\u5e93\u4e2d\u7684\u4fe1\u606f\u3002\n            \u4f60\u8981\u5c3d\u53ef\u80fd\u7684\u56de\u7b54\u7528\u6237\u63d0\u51fa\u7684\u95ee\u9898\uff0c\u4e3a\u4e86\u66f4\u597d\u7684\u56de\u7b54\u95ee\u9898\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u5de5\u5177\u8fdb\u884c\u591a\u8f6e\u7684\u5c1d\u8bd5\u3002\n\n            # \u5173\u4e8eretriever_tool\u5de5\u5177\u7684\u4f7f\u7528\uff1a\n            1\u3001\u4f60\u9700\u8981\u7ed3\u5408\u5bf9\u68c0\u7d22\u51fa\u6765\u7684\u4e0a\u4e0b\u6587\u8fdb\u884c\u56de\u7b54\u95ee\u9898\u3002\n            2\u3001\u5982\u679c\u4f60\u4e0d\u77e5\u9053\u7b54\u6848\uff0c\u5c31\u8bf4\u4f60\u4e0d\u77e5\u9053\u3002\u8bf7\u4f7f\u7528\u4e0d\u8d85\u8fc7\u4e09\u53e5\u8bdd\u7684\u7b80\u6d01\u56de\u7b54\u3002\n\n            # \u5173\u4e8esql\u7c7b\u5de5\u5177\u7684\u4f7f\u7528\uff1a \n            ## \u5de5\u5177\u4f7f\u7528\u89c4\u5219                                     \n            1\u3001\u4f60\u9700\u8981\u6839\u636e\u7528\u6237\u7684\u95ee\u9898\uff0c\u521b\u5efa\u4e00\u4e2a\u8bed\u6cd5\u6b63\u786e\u7684SQLite\u67e5\u8be2\u6765\u8fd0\u884c\uff0c\u7136\u540e\u67e5\u770b\u67e5\u8be2\u7684\u7ed3\u679c\u5e76\u8fd4\u56de\u7b54\u6848\u3002\n            2\u3001\u9664\u975e\u7528\u6237\u6307\u5b9a\u4e86\u4ed6\u4eec\u5e0c\u671b\u83b7\u5f97\u7684\u7279\u5b9a\u6570\u91cf\u7684\u793a\u4f8b\uff0c\u5426\u5219\u603b\u662f\u5c06\u67e5\u8be2\u9650\u5236\u4e3a\u6700\u591a5\u4e2a\u7ed3\u679c\u3002\n            3\u3001\u60a8\u53ef\u4ee5\u6309\u76f8\u5173\u5217\u5bf9\u7ed3\u679c\u8fdb\u884c\u6392\u5e8f\uff0c\u4ee5\u8fd4\u56de\u6570\u636e\u5e93\u4e2d\u6700\u6709\u8da3\u7684\u793a\u4f8b\u3002\n            4\u3001\u6c38\u8fdc\u4e0d\u8981\u67e5\u8be2\u6307\u5b9a\u8868\u7684\u6240\u6709\u5217\u4ee5\u907f\u514d\u67e5\u8be2\u6027\u80fd\u95ee\u9898\uff0c\u4f60\u53ea\u67e5\u8be2\u7ed9\u5b9a\u95ee\u9898\u7684\u76f8\u5173\u5217\u5373\u53ef\u3002\n            5\u3001\u4f60\u5fc5\u987b\u5728\u6267\u884c\u67e5\u8be2\u4e4b\u524d\u4ed4\u7ec6\u68c0\u67e5\u67e5\u8be2\u3002\u5982\u679c\u6267\u884c\u67e5\u8be2\u65f6\u51fa\u73b0\u9519\u8bef\uff0c\u8bf7\u91cd\u65b0\u7f16\u5199\u67e5\u8be2\u5e76\u91cd\u8bd5\u3002\n            6\u3001\u8bf7\u52ff\u5bf9\u6570\u636e\u5e93\u8fdb\u884c\u4efb\u4f55DML\u8bed\u53e5\uff08INSERT\uff0cUPDATE\uff0cDELETE\uff0cDROP\u7b49\uff09\u3002\n\n            ## \u5de5\u5177\u4f7f\u7528\u8fc7\u7a0b\n            1\u3001\u9996\u5148\uff0c\u4f60\u5e94\u8be5\u59cb\u7ec8\u67e5\u770b\u6570\u636e\u5e93\u4e2d\u7684\u8868\uff0c\u770b\u770b\u53ef\u4ee5\u67e5\u8be2\u4ec0\u4e48\uff0c\u8fd9\u4e00\u6b65\u9aa4\u5f88\u91cd\u8981\uff0c\u6ce8\u610f\u4e0d\u8981\u8df3\u8fc7\u3002\n            2\u3001\u7136\u540e\uff0c\u4f60\u5e94\u8be5\u67e5\u8be2\u6700\u76f8\u5173\u8868\u7684schema\u3002\n\n            ## \u5de5\u5177\u4f7f\u7528\u6ce8\u610f\u4e8b\u9879\uff1a\n            1\u3001\u5982\u679c\u751f\u6210\u7684SQL\u8bed\u53e5\u4e2d\uff0c\u5b57\u6bb5\u5e26\u6709\u82f1\u6587\u62ec\u53f7()\uff0c\u8bf7\u4f7f\u7528\u53cc\u5f15\u53f7\u5305\u88f9\u8d77\u6765\uff0c\u4f8b\u5982\uff1a\u6536\u76d8\u4ef7(\u5143) \u53cc\u5f15\u53f7\u5305\u88f9\u4e3a &quot;\u6536\u76d8\u4ef7(\u5143)&quot;\u3002\n            2\u3001\u5982\u679c\u67e5\u8be2\u8fc7\u7a0b\u4e2dSQL\u8bed\u53e5\u6709\u8bed\u6cd5\u9519\u8bef\uff0c\u51cf\u5c11\u67e5\u8be2\u91cf,\u603b\u4f53\u67e5\u8be2\u6b21\u6570\u5e94\u63a7\u5236\u572815\u6b21\u4ee5\u5185\u3002      \n\n            # \u5173\u4e8e\u4f60\u7684\u601d\u8003\u548c\u884c\u52a8\u8fc7\u7a0b\uff0c\u8bf7\u6309\u7167\u5982\u4e0b\u683c\u5f0f\uff1a\n            \u95ee\u9898\uff1a\u4f60\u5fc5\u987b\u56de\u7b54\u7684\u8f93\u5165\u95ee\u9898\n            \u601d\u8003\uff1a\u4f60\u5e94\u8be5\u603b\u662f\u8003\u8651\u8be5\u600e\u4e48\u505a\n            \u884c\u52a8\uff1a\u4f60\u5e94\u8be5\u91c7\u53d6\u7684\u884c\u52a8\uff0c\u5e94\u8be5\u662f\u4ee5\u4e0b\u5de5\u5177\u4e4b\u4e00\uff1a{tool_names}\n            \u884c\u52a8\u8f93\u5165\uff1a\u884c\u52a8\u7684\u8f93\u5165\n            \u89c2\u5bdf\uff1a\u884c\u52a8\u7684\u7ed3\u679c\n            ... (\u8fd9\u4e2a\u601d\u8003\/\u884c\u52a8\/\u884c\u52a8\u8f93\u5165\/\u89c2\u5bdf\u53ef\u4ee5\u91cd\u590dN\u6b21)\n            \u601d\u8003: \u6211\u73b0\u5728\u77e5\u9053\u6700\u7ec8\u7b54\u6848\u4e86\n            \u6700\u7ec8\u7b54\u6848\uff1a\u539f\u59cb\u8f93\u5165\u95ee\u9898\u7684\u6700\u7ec8\u7b54\u6848\n\n            Begin!\n\n            &quot;&quot;&quot;\n        return system_prompt<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"3%E3%80%81%E5%88%9B%E5%BB%BAagent\"><\/span>3\u3001\u521b\u5efaagent<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728\u51c6\u5907\u597d\u76f8\u5e94\u7684\u5de5\u5177\u4ee5\u53caprompt\u4e4b\u540e\uff0c\u521b\u5efaAgent\u5e76\u4f20\u5165\u63d0\u524d\u51c6\u5907\u597d\u7684\u5de5\u5177\u548cprompt\u3002<\/p>\n<p>\u4e3aFinanceBotEx\u7c7b\u6dfb\u52a0<\/p>\n<pre><code class=\"language-python\">    def init_agent(self):\n        # \u521d\u59cb\u5316 RAG \u5de5\u5177\n        retriever_tool = self.init_rag_tools()\n\n        # \u521d\u59cb\u5316 SQL \u5de5\u5177\n        sql_tools = self.init_sql_tool(settings.SQLDATABASE_URI)\n\n        # \u521b\u5efa\u7cfb\u7edfPrompt\u63d0\u793a\u8bed\n        system_prompt = self.create_prompt()\n\n        # \u521b\u5efaAgent\n        agent_executor = create_react_agent(\n            self.chat,\n            tools=[retriever_tool] + sql_tools,\n            state_modifier=system_prompt\n        )\n        return agent_executor<\/code><\/pre>\n<p>\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li><code>settings.SQLDATABASE_URI<\/code> \u662f\u4e00\u4e2a\u672c\u5730SQLite\u6587\u4ef6\u7684\u8def\u5f84\uff0c\u6211\u5c06\u5b83\u5355\u72ec\u7ef4\u62a4\u5728app\/settings.py\u4e2d\uff0c\u65b9\u4fbf\u914d\u7f6e\u7684\u4fee\u6539\u3002<\/li>\n<li>\n<p>\u4ee3\u7801\u6587\u4ef6\uff1a<code>app\/settings.py<\/code><\/p>\n<pre><code class=\"language-python\"># \u8fde\u63a5\u6570\u636e\u5e93db\u6587\u4ef6\u7684\u5730\u5740\u6839\u636e\u9700\u8981\u9700\u8981\u66f4\u6362\nSQLDATABASE_URI = os.path.join(os.getcwd(), &quot;app\/dataset\/dataset\/\u535a\u91d1\u676f\u6bd4\u8d5b\u6570\u636e.db&quot;)<\/code><\/pre>\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"4%E3%80%81%E9%A9%B1%E5%8A%A8agent%E8%BF%90%E8%A1%8C\"><\/span>4\u3001\u9a71\u52a8agent\u8fd0\u884c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e3aFinanceBotEx\u7c7b\u6dfb\u52a0<\/p>\n<pre><code class=\"language-python\">    def handle_query(self, example_query):\n        # \u6d41\u5f0f\u5904\u7406\u4e8b\u4ef6\n        events = self.agent_executor.stream(\n            {&quot;messages&quot;: [(&quot;user&quot;, example_query)]},\n            stream_mode=&quot;values&quot;,\n        )\n\n        # \u6253\u5370\u6d41\u5f0f\u4e8b\u4ef6\u7684\u6d88\u606f\n        for event in events:\n            event[&quot;messages&quot;][-1].pretty_print()\n\n        return event[&quot;messages&quot;][-1].content<\/code><\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E6%B5%8B%E8%AF%95%E6%95%88%E6%9E%9C\"><\/span>\u6d4b\u8bd5\u6548\u679c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5728test_framework.py\u4e2d\u589e\u52a0\u6d4b\u8bd5\u51fd\u6570\u5982\u4e0b\uff1a<\/p>\n<pre><code class=\"language-python\"># \u6d4b\u8bd5 FinanceBotEx \u4e3b\u6d41\u7a0b\ndef test_financebot_ex():\n    from finance_bot_ex import FinanceBotEx\n    llm, chat, embed = get_qwen_models()\n    financebot = FinanceBotEx(llm=llm, chat=chat, embed=embed)\n\n    example_query = &quot;20210304\u65e5\uff0c\u4e00\u7ea7\u884c\u4e1a\u4e3a\u975e\u94f6\u91d1\u878d\u7684\u80a1\u7968\u7684\u6210\u4ea4\u91cf\u5408\u8ba1\u662f\u591a\u5c11\uff1f\u53d6\u6574\u3002&quot;\n\n    financebot.handle_query(example_query)\n\nif __name__ == &quot;__main__&quot;:\n    # test_rag()\n    # test_import()\n    test_financebot_ex()<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/agent\u81ea\u4e3b\u5224\u65ad\u6267\u884c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/agent\u81ea\u4e3b\u5224\u65ad\u6267\u884c.png\" alt=\"\" \/><\/a><br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/agent\u8fdb\u884cSQL\u67e5\u8be2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/agent\u8fdb\u884cSQL\u67e5\u8be2.png\" alt=\"\" \/><\/a><\/p>\n<p>\u901a\u8fc7\u65e5\u5fd7\u53ef\u4ee5\u770b\u5230\uff0cAgent\u6536\u5230\u95ee\u9898\u540e\uff0c\u5148\u53bbSQL\u6570\u636e\u5e93\u4e2d\u67e5\u8be2\u770b\u6709\u54ea\u4e9b\u8868\u53ef\u80fd\u6709\u8fd9\u4e9b\u6570\u636e\uff0c\u901a\u8fc7\u8fd4\u56de\u7684\u8868\u4fe1\u606f\u81ea\u4e3b\u5b9e\u73b0\u5bf9\u5e94\u7684SQL\u8bed\u53e5\uff0c\u7136\u540e\u67e5\u8be2\u7ed3\u679c\u540e\u7ed9\u51fa\u7b54\u6848\u3002<\/p>\n<p>\u5982\u679c\u5c06\u4e0a\u9762\u7684\u95ee\u9898\u53d8\u6210\u5982\u4e0b\u95ee\u9898\uff1a<\/p>\n<pre><code class=\"language-python\">    example_query = &quot;\u6839\u636e\u8054\u5316\u79d1\u6280\u80a1\u4efd\u6709\u9650\u516c\u53f8\u62db\u80a1\u610f\u89c1\u4e66\uff0c\u7cbe\u7ec6\u5316\u5de5\u4ea7\u54c1\u7684\u901a\u5e38\u5229\u6da6\u7387\u662f\u591a\u5c11\uff1f&quot;<\/code><\/pre>\n<p>\u8fd0\u884c\u7ed3\u679c\uff1a<br \/>\n<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/agent\u81ea\u4e3b\u5224\u65ad\u6267\u884c_rag.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/agent\u81ea\u4e3b\u5224\u65ad\u6267\u884c_rag.png\" alt=\"\" \/><\/a><\/p>\n<p>\u901a\u8fc7\u65e5\u5fd7\u53ef\u4ee5\u770b\u5230\uff0cAgent\u5bf9\u4e8e\u8fd9\u4e2a\u95ee\u9898\u8ba4\u4e3a\u5e94\u8be5\u76f4\u63a5\u53bbRAG\u4e2d\u641c\u7d22\uff0c\u6240\u4ee5\u76f4\u63a5\u8c03\u7528\u5de5\u5177rag_search\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%86%85%E5%AE%B9%E5%B0%8F%E7%BB%93\"><\/span>\u5185\u5bb9\u5c0f\u7ed3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>Agent\u7684\u5b9e\u73b0\u601d\u60f3\u4e0e\u4f20\u7edf\u5f00\u53d1\u6709\u7740\u6781\u5927\u7684\u4e0d\u540c\uff1a\n<ul>\n<li>\u4f20\u7edf\u5f00\u53d1\u5bf9\u4e8e\u7a0b\u5e8f\u7684\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u9700\u8981\u6e05\u6670\u5730\u63a7\u5236<\/li>\n<li>Agent\u7684\u601d\u60f3\u5219\u662f\u901a\u8fc7prompt\u544a\u8bc9\u5927\u6a21\u578b\u7684\u8fd0\u884c\u89c4\u5219\uff0c\u7136\u540e\u7531\u5927\u6a21\u578b\u81ea\u4e3b\u601d\u8003\u548c\u884c\u52a8<\/li>\n<\/ul>\n<\/li>\n<li>\u4f7f\u7528Agent\u65f6\u9700\u8981\u51e0\u4e2a\u6b65\u9aa4\uff1a\n<ul>\n<li>\u521b\u5efa\u76f8\u5e94\u7684\u5de5\u5177<\/li>\n<li>\u521b\u5efa\u5bf9\u5e94\u7684prompt<\/li>\n<li>\u521b\u5efaagent\u5e76\u8d4b\u4e88\u76f8\u5e94\u7684\u5de5\u5177\u548cprompt<\/li>\n<li>\u901a\u8fc7agent\u7684stream\u6765\u5904\u7406\u8f93\u5165\u7684\u95ee\u9898<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E9%99%84%E5%BD%95\"><\/span>\u9644\u5f55<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6b22\u8fce\u67e5\u770b\u8be5\u7cfb\u5217\u7684\u5176\u4ed6\u6587\u7ae0\uff1a<\/p>\n<ul>\n<li><a href=\"https:\/\/17aitech.com\/?p=25830\">\u3010\u9879\u76ee\u5b9e\u6218\u3011\u57fa\u4e8eAgent\u7684\u91d1\u878d\u95ee\u7b54\u7cfb\u7edf\uff1a\u9879\u76ee\u7b80\u4ecb<\/a><\/li>\n<li><a href=\"https:\/\/17aitech.com\/?p=25969\">\u3010\u9879\u76ee\u5b9e\u6218\u3011\u57fa\u4e8eAgent\u7684\u91d1\u878d\u95ee\u7b54\u7cfb\u7edf\uff1aRAG\u68c0\u7d22\u6a21\u5757\u521d\u5efa\u6210<\/a><\/li>\n<li><a href=\"https:\/\/17aitech.com\/?p=25994\">\u3010\u9879\u76ee\u5b9e\u6218\u3011\u57fa\u4e8eAgent\u7684\u91d1\u878d\u95ee\u7b54\u7cfb\u7edf\uff1aAgent\u6846\u67b6\u7684\u6784\u5efa<\/a><\/li>\n<li><a href=\"https:\/\/17aitech.com\/?p=26137\">\u3010\u9879\u76ee\u5b9e\u6218\u3011\u57fa\u4e8eAgent\u7684\u91d1\u878d\u95ee\u7b54\u7cfb\u7edf\uff1a\u524d\u540e\u7aef\u6d41\u7a0b\u6253\u901a<\/a><\/li>\n<li><a href=\"https:\/\/17aitech.com\/?p=26289\">\u3010\u9879\u76ee\u5b9e\u6218\u3011\u57fa\u4e8eAgent\u7684\u91d1\u878d\u95ee\u7b54\u7cfb\u7edf\uff1a\u4ee3\u7801\u91cd\u6784<\/a><\/li>\n<li><a href=\"https:\/\/17aitech.com\/?p=26700\">\u3010\u9879\u76ee\u5b9e\u6218\u3011\u57fa\u4e8eAgent\u7684\u91d1\u878d\u95ee\u7b54\u7cfb\u7edf\uff1aRAG\u7684\u68c0\u7d22\u589e\u5f3a\u4e4bElasticSearch<\/a><\/li>\n<li><a href=\"https:\/\/17aitech.com\/?p=26930\">\u3010\u9879\u76ee\u5b9e\u6218\u3011\u57fa\u4e8eAgent\u7684\u91d1\u878d\u95ee\u7b54\u7cfb\u7edf\uff1aRAG\u7684\u68c0\u7d22\u589e\u5f3a\u4e4b\u4e0a\u4e0b\u6587\u91cd\u6392\u548c\u538b\u7f29<\/a><\/li>\n<\/ul>\n<p align=\"center\">\u6b22\u8fce\u5173\u6ce8\u516c\u4f17\u53f7\u4ee5\u83b7\u5f97\u6700\u65b0\u7684\u6587\u7ae0\u548c\u65b0\u95fb<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u626b\u7801_\u641c\u7d22\u8054\u5408\u4f20\u64ad\u6837\u5f0f-\u767d\u8272\u7248.bmp\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/\u626b\u7801_\u641c\u7d22\u8054\u5408\u4f20\u64ad\u6837\u5f0f-\u767d\u8272\u7248.bmp\" alt=\"\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u4e0a\u4e00\u7ae0\u3010\u9879\u76ee\u5b9e\u6218\u3011\u57fa\u4e8eAgent\u7684 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":28270,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"aside","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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