{"id":180348,"date":"2026-06-25T18:27:42","date_gmt":"2026-06-25T18:27:42","guid":{"rendered":"https:\/\/ktromedia.com\/?p=180348"},"modified":"2026-06-25T18:27:42","modified_gmt":"2026-06-25T18:27:42","slug":"%e4%b8%8a%e4%b8%8b%e6%96%87%e7%aa%97%e5%8f%a3%e4%b8%8d%e6%98%af%e5%86%85%e5%ad%98%ef%bc%9aai-%e4%bb%a3%e7%90%86%e5%bc%80%e5%8f%91%e4%ba%ba%e5%91%98%e9%9c%80%e8%a6%81%e4%ba%86%e8%a7%a3%e4%bb%80","status":"publish","type":"post","link":"https:\/\/ktromedia.com\/?p=180348","title":{"rendered":"\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0d\u662f\u5185\u5b58\uff1aAI \u4ee3\u7406\u5f00\u53d1\u4eba\u5458\u9700\u8981\u4e86\u89e3\u4ec0\u4e48"},"content":{"rendered":"<div id=\"\">\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u4e86\u89e3\u4e3a\u4ec0\u4e48\u5927\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0e\u4ee3\u7406\u8bb0\u5fc6\u4e0d\u540c\uff0c\u4ee5\u53ca\u68c0\u7d22\u3001\u538b\u7f29\u548c\u6458\u8981\u7b49\u6280\u672f\u5982\u4f55\u5728\u4ee3\u7406\u7684\u8ba4\u77e5\u5806\u6808\u4e2d\u7ec4\u5408\u5728\u4e00\u8d77\u3002<\/p>\n<p>\u6211\u4eec\u5c06\u8ba8\u8bba\u7684\u4e3b\u9898\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u884c\u4e3a\u5c31\u50cf\u65e0\u72b6\u6001\u6682\u5b58\u5668\u800c\u4e0d\u662f\u6301\u4e45\u5185\u5b58\u3002<\/li>\n<li>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3001\u538b\u7f29\u548c\u6458\u8981\u5982\u4f55\u5728\u7ba1\u7406\u8fdb\u5165\u6682\u5b58\u5668\u7684\u5185\u5bb9\u65b9\u9762\u53d1\u6325\u72ec\u7279\u7684\u4f5c\u7528\u3002<\/li>\n<li>\u4ee3\u7406\u5982\u4f55\u901a\u8fc7\u5145\u5f53\u6570\u636e\u5e93\u7ba1\u7406\u5458\u800c\u4e0d\u662f\u6570\u636e\u5e93\u672c\u8eab\u6765\u5b9e\u73b0\u771f\u6b63\u7684\u5185\u5b58\u6301\u4e45\u6027\u3002<\/li>\n<\/ul>\n<p><\/p>\n<h2>\u4ecb\u7ecd<\/h2>\n<p>\u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff08\u5c24\u5176\u662f\u8bed\u8a00\u6a21\u578b\uff09\u7684\u4e00\u4e2a\u5173\u952e\u65b9\u9762\uff0c\u8fd9\u4e9b\u6a21\u578b\u53ef\u4ee5\u5728\u4ea7\u751f\u54cd\u5e94\u65f6\u7acb\u5373\u5904\u7406\u548c\u5229\u7528\u6709\u9650\u6570\u91cf\u7684\u8f93\u5165\u548c\u5148\u524d\u7684\u5bf9\u8bdd\uff08\u901a\u5e38\u4ee5\u6807\u8bb0\u6570\u91cf\u6765\u8861\u91cf\uff09\u3002<\/p>\n<p>\u5f53\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u53d1\u5e03\u5177\u6709 200 \u4e07\u4e2a\u4ee4\u724c\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u6a21\u578b\u65f6\uff0c\u4e00\u4e9b\u5f00\u53d1\u4eba\u5458\u672c\u80fd\u5730\u8fd9\u6837\u60f3\u4e5f\u5c31\u4e0d\u8db3\u4e3a\u5947\u4e86\uff1a\u201c\u8ba9\u6211\u4eec\u5c06\u6574\u4e2a\u4ee3\u7801\u5e93\u63a8\u5165\u63d0\u793a\u7b26\u4e2d\uff01\u5185\u5b58\u95ee\u9898\u5df2\u89e3\u51b3\uff01\u201d\u4f46\u662f\uff0c\u6709\u4e00\u4e2a\u8b66\u544a\u3002\u4ece\u5efa\u7b51\u5b66\u89d2\u5ea6\u6765\u770b\uff0c\u5c06\u5de8\u5927\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u89c6\u4e3a\u201c\u5185\u5b58\u201d\u7c7b\u4f3c\u4e8e\u56e0\u4e3a\u4e0d\u613f\u610f\u8d2d\u4e70\u6587\u4ef6\u67dc\u800c\u8d2d\u4e70 25 \u82f1\u5c3a\u5bbd\u7684\u529e\u516c\u684c\u3002\u5f53\u7136\uff0c\u60a8\u53ef\u4ee5\u5c06\u6240\u6709\u6587\u4ef6\u653e\u5728\u60a8\u9762\u524d\uff0c\u4f46\u662f\u4e00\u65e6\u5de5\u4f5c\u7ed3\u675f\uff0c\u6574\u4e2a\u529e\u516c\u684c\u7684\u6587\u4ef6\u5c31\u4f1a\u88ab\u6e05\u9664\uff08\u88ab\u6e05\u6d01\u4eba\u5458\uff01\uff09\u3002<\/p>\n<p>\u4e3a\u4e86\u6f84\u6e05\u8fd9\u79cd\u533a\u522b\u5e76\u63ed\u5f00\u5176\u4ed6\u76f8\u5173\u6982\u5ff5\u7684\u795e\u79d8\u9762\u7eb1\uff0c\u672c\u6587\u5bf9\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u7684\u8ba4\u77e5\u5806\u6808\u4e2d\u7684\u591a\u4e2a\u5c42\u6b21\u8fdb\u884c\u4e86\u6982\u5ff5\u5206\u89e3\u3002\u6211\u4eec\u5c06\u4f7f\u7528\u51e0\u4e2a\u4e3b\u8981\u4e0e\u529e\u516c\u5ba4\u76f8\u5173\u7684\u9690\u55bb\u6765\u5e2e\u52a9\u66f4\u597d\u5730\u7406\u89e3\u8fd9\u4e9b\u6982\u5ff5\u3002<\/p>\n<h2>\u4e0a\u4e0b\u6587\u7a97\u53e3<\/h2>\n<p>\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4e2d\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u7279\u522b\u662f\u5177\u6709\u5e95\u5c42\u8bed\u8a00\u6a21\u578b\u7684\u57fa\u4e8e\u4ee3\u7406\u7684\u6a21\u578b\uff0c\u5c31\u50cf\u684c\u9762\u6216\u65e0\u72b6\u6001\u4fbf\u7b7e\u672c\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6a21\u578b\u672c\u8d28\u4e0a\u662f\u5b8c\u5168\u65e0\u72b6\u6001\u7684\u3002\u65e0\u8bba\u5982\u4f55\uff0c\u5bf9\u6a21\u578b\u7684\u6bcf\u4e2a API \u8c03\u7528\u90fd\u4ece\u201c\u7b2c\u96f6\u6b65\u201d\u5f00\u59cb\u3002<\/p>\n<p>\u5f53\u5411\u4ee3\u7406\u4f20\u9012\u8d85\u8fc7 200K \u4ee4\u724c\uff08\u5927\u4e0a\u4e0b\u6587\u7a97\u53e3\uff09\u7684\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u65f6\uff0c\u5b83\u4e0d\u4f1a\u53ca\u65f6\u8bb0\u4f4f\u4e0a\u4e00\u6b65\u53d1\u751f\u7684\u60c5\u51b5\u3002\u76f8\u53cd\uff0c\u5b83\u4f1a\u5728\u51e0\u6beb\u79d2\u5185\u4ece\u5934\u5f00\u59cb\u5feb\u901f\u91cd\u65b0\u8bfb\u53d6\u201c\u5b83\u7684\u5b87\u5b99\u201d\u3002\u4ece\u957f\u8fdc\u6765\u770b\uff0c\u5728\u57fa\u4e8e\u4ee3\u7406\u7684\u73af\u5883\u4e2d\u4f9d\u8d56\u6b64\u7b56\u7565\u53ef\u80fd\u4f1a\u5f15\u5165\u4e00\u4e9b\u5371\u9669\u7684\uff08\u5982\u679c\u4e0d\u662f\u81f4\u547d\u7684\uff09\u9677\u9631\uff1a<\/p>\n<ul>\n<li>\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5c31\u50cf\u4e00\u4e2a\u61d2\u60f0\u7684\u5b66\u751f\uff0c\u4ed6\u5bc6\u5207\u5173\u6ce8\u5927\u91cf\u63d0\u793a\uff08\u6587\u672c\uff09\u7684\u5f00\u5934\u548c\u7ed3\u5c3e\u90e8\u5206\uff0c\u4f46\u5b8c\u5168\u63a9\u76d6\u4e86\u6df1\u57cb\u5728\u4e2d\u95f4\u90e8\u5206\u7684\u60f3\u6cd5\u548c\u4e8b\u5b9e\u3002<\/li>\n<li>\u5b58\u5728\u6eda\u96ea\u7403\u6548\u5e94\uff1a\u968f\u7740\u5bf9\u8bdd\u7684\u589e\u957f\uff0c\u4ee3\u7406\u5fc5\u987b\u5728\u6bcf\u4e00\u6b65\u4e2d\u91cd\u65b0\u53d1\u9001\u5e76\u91cd\u65b0\u8bfb\u53d6\u6574\u4e2a\u5386\u53f2\u8bb0\u5f55\uff0c\u5305\u62ec\u6700\u65e9\u7684\u3001\u901a\u5e38\u4e0d\u76f8\u5173\u7684\u56de\u5408\u3002<\/li>\n<li>\u5728\u5ef6\u8fdf\u65b9\u9762\uff0c\u5b58\u5728\u201c\u5927\u8111\u51bb\u7ed3\u201d\u6548\u5e94\uff0c\u56e0\u6b64\u9762\u5bf9\u5de8\u5927\u7684\u6587\u672c\u5899\uff0c\u6a21\u578b\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u624d\u80fd\u5f00\u59cb\u751f\u6210\u54cd\u5e94\u4e2d\u7684\u7b2c\u4e00\u4e2a\u5355\u8bcd\u3002<\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u4f7f\u8fd9\u4e00\u70b9\u5177\u4f53\u5316\uff0c\u8bf7\u8003\u8651\u5355\u4e2a API \u8c03\u7528\u5728\u5e55\u540e\u7684\u5b9e\u9645\u60c5\u51b5\u3002\u7531\u4e8e\u6a21\u578b\u5728\u8c03\u7528\u4e4b\u95f4\u6ca1\u6709\u8bb0\u5fc6\uff0c\u56e0\u6b64\u4e4b\u524d\u7684\u6bcf\u4e00\u8f6e\u90fd\u5fc5\u987b\u5b8c\u5168\u91cd\u65b0\u53d1\u9001\uff0c\u53ea\u662f\u4e3a\u4e86\u63d0\u51fa\u4e00\u4e2a\u65b0\u95ee\u9898\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6a3d6c2adfc69079812422\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>\u6a21\u578b.\u751f\u6210\uff08\u6d88\u606f=[&#13;<br \/>\n        {&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: &#8220;Step 1: Let&#8217;s call this variable `session_id`.&#8221;},&#13;<br \/>\n        {&#8220;role&#8221;: &#8220;assistant&#8221;, &#8220;content&#8221;: &#8220;Got it, I&#8217;ll use `session_id` going forward.&#8221;},&#13;<br \/>\n        # &#8230; every intervening turn must be resent, every single time &#8230;&#13;<br \/>\n        {&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: &#8220;Step 47: What variable name did we agree on back in step 1?&#8221;}&#13;<br \/>\n    ]\uff09<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-v\">\u6a21\u578b<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u4ea7\u751f<\/span><span class=\"crayon-sy\">\uff08<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u6d88\u606f<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-sy\">[<\/span><\/p>\n<p><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-sy\">{<\/span><span class=\"crayon-s\">&#8220;role&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;user&#8221;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;content&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;Step 1: Let&#8217;s call this variable `session_id`.&#8221;<\/span><span class=\"crayon-sy\">}<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-sy\">{<\/span><span class=\"crayon-s\">&#8220;role&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;assistant&#8221;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;content&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;Got it, I&#8217;ll use `session_id` going forward.&#8221;<\/span><span class=\"crayon-sy\">}<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-p\"># &#8230; every intervening turn must be resent, every single time &#8230;<\/span><\/p>\n<p><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-sy\">{<\/span><span class=\"crayon-s\">&#8220;role&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;user&#8221;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;content&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;Step 47: What variable name did we agree on back in step 1?&#8221;<\/span><span class=\"crayon-sy\">}<\/span><\/p>\n<p><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-sy\">]<\/span><\/p>\n<p><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u4ec5\u6b65\u9aa4 47 \u5c31\u8feb\u4f7f\u6574\u4e2a\u684c\u5b50\uff08\u4e4b\u524d\u7684\u6240\u6709 46 \u4e2a\u56de\u5408\uff09\u56de\u5230\u684c\u5b50\u4e0a\uff0c\u53ea\u662f\u4e3a\u4e86\u56de\u7b54\u6709\u5173\u6b65\u9aa4 1 \u7684\u95ee\u9898\u3002\u8fd9\u5c31\u662f\u4e0a\u9762\u63cf\u8ff0\u7684\u5177\u4f53\u7684\u6eda\u96ea\u7403\u6548\u5e94\u3002<\/p>\n<h2>\u68c0\u7d22<\/h2>\n<p>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf\u5c31\u50cf\u6574\u4e2a\u529e\u516c\u5ba4\u7684\u4e00\u4e2a\u5927\u4e66\u67b6\uff0c\u6709\u52a9\u4e8e\u4ee5\u201c\u5373\u65f6\u201d\u65b9\u5f0f\u83b7\u53d6\u4e0e\u5f53\u524d\u6b65\u9aa4\u76f8\u5173\u7684\u9759\u6001\u73b0\u6709\u6570\u636e\u3002 <a href=\"https:\/\/machinelearningmastery.com\/understanding-rag-part-i-why-its-needed\/\" target=\"_blank\">RAG\u7cfb\u7edf<\/a> \u5f53\u7528\u6237\u63d0\u51fa\u67d0\u4e2a\u95ee\u9898\u65f6\uff0c\u5c06\u524d K \u4e2a\u76f8\u5173\u6587\u6863\u5757\u62c9\u5165\u6682\u5b58\u5668\uff08\u4e0a\u4e0b\u6587\u7a97\u53e3\uff09\uff1a\u5f53\u7136\uff0c\u68c0\u7d22\u5230\u7684\u6587\u6863\u662f\u88ab\u786e\u5b9a\u4e3a\u4e0e\u7528\u6237\u7684\u95ee\u9898\u6216\u63d0\u793a\u5728\u8bed\u4e49\u4e0a\u6700\u76f8\u5173\u7684\u6587\u6863\u3002 <\/p>\n<p>\u7136\u800c\uff0c\u5f53\u667a\u80fd\u4f53\u5904\u4e8e\u5faa\u73af\u4e2d\u65f6\uff0c\u4e8b\u60c5\u5c31\u6ca1\u90a3\u4e48\u5bb9\u6613\u4e86\uff0c\u56e0\u4e3a\u5411\u91cf\u76f8\u4f3c\u6027\uff08RAG \u7cfb\u7edf\u4e2d\u4f7f\u7528\u7684\u76f8\u4f3c\u6027\u5ea6\u91cf\u548c\u6570\u636e\u8868\u793a\u7684\u7c7b\u578b\uff09\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u4e0d\u4e00\u5b9a\u7b49\u540c\u4e8e\u8bed\u4e49\u771f\u5b9e\u3002\u4f8b\u5982\uff0c\u5047\u8bbe\u7528\u6237\u544a\u8bc9\u5176\u8c03\u5ea6\u4ee3\u7406\u5c06\u4f1a\u8bae\u79fb\u81f3\u661f\u671f\u4e94\uff0c\u7136\u540e\u8bf4\u201c\u53d6\u6d88\u661f\u671f\u56db\uff0c\u7231\u4e3d\u4e1d\u751f\u75c5\u4e86\u201d\u3002\u77e2\u91cf\u641c\u7d22\u5f15\u64ce\u53ef\u4ee5\u4ece\u6587\u6863\u5e93\u4e2d\u68c0\u7d22\u8fd9\u4e24\u4e2a\u8bed\u53e5\uff0c\u5373\u4f7f\u5b83\u4eec\u5f7c\u6b64\u77db\u76fe\u3002\u4ee3\u7406\u53ca\u5176\u76f8\u5173\u7684\u8bed\u8a00\u6a21\u578b\u5fc5\u987b\u80fd\u591f\u5145\u5f53\u4f1a\u8ba1\u5e08\uff0c\u80fd\u591f\u786e\u5b9a\u54ea\u79cd\u9648\u8ff0\u66f4\u597d\u5730\u53cd\u6620\u5f53\u524d\u7684\u73b0\u5b9e\u3002<\/p>\n<p>\u7b80\u5355\u7684 RAG \u7ba1\u9053\u53ea\u662f\u8fde\u63a5\u5b83\u68c0\u7d22\u5230\u7684\u4efb\u4f55\u5185\u5bb9\uff0c\u5e76\u8ba9\u6a21\u578b\u731c\u6d4b\u54ea\u6761\u6307\u4ee4\u4ecd\u7136\u6709\u6548\u3002\u66f4\u53ef\u9760\u7684\u6a21\u5f0f\u53ef\u4ee5\u5728\u751f\u6210\u53d1\u751f\u4e4b\u524d\u89e3\u51b3\u51b2\u7a81\uff0c\u4f8b\u5982\u901a\u8fc7\u652f\u6301\u6700\u8fd1\u8bb0\u5f55\u7684\u8bed\u53e5\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6a3d6c2adfc76193737219\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>\u68c0\u7d22\u5230\u7684\u5757= [&#13;<br \/>\n    {&#8220;text&#8221;: &#8220;Move meeting to Friday&#8221;, &#8220;timestamp&#8221;: &#8220;2025-01-10T09:00:00&#8221;},&#13;<br \/>\n    {&#8220;text&#8221;: &#8220;Cancel Thursday, Alice is sick&#8221;, &#8220;timestamp&#8221;: &#8220;2025-01-12T14:30:00&#8221;}&#13;<br \/>\n]# \u5728\u77db\u76fe\u7684\u5757\u5230\u8fbe\u63d0\u793a\u4e4b\u524d\u8c03\u548c\u5b83\u4eeclatest_relevant = max(retrieved_chunks, key=lambda chunk: chunk[&#8220;timestamp&#8221;]\uff09<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-v\">\u68c0\u7d22\u5230\u7684\u5757<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-sy\">[<\/span><\/p>\n<p><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-sy\">{<\/span><span class=\"crayon-s\">&#8220;text&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;Move meeting to Friday&#8221;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;timestamp&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;2025-01-10T09:00:00&#8221;<\/span><span class=\"crayon-sy\">}<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">\u00a0\u00a0\u00a0\u00a0<\/span><span class=\"crayon-sy\">{<\/span><span class=\"crayon-s\">&#8220;text&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;Cancel Thursday, Alice is sick&#8221;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;timestamp&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;2025-01-12T14:30:00&#8221;<\/span><span class=\"crayon-sy\">}<\/span><\/p>\n<p><span class=\"crayon-sy\">]<\/span><\/p>\n<p><span class=\"crayon-p\"># \u5728\u51fa\u73b0\u63d0\u793a\u4e4b\u524d\u8c03\u548c\u77db\u76fe\u7684\u5757<\/span><\/p>\n<p><span class=\"crayon-v\">\u6700\u65b0\u76f8\u5173<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u6700\u5927\u9650\u5ea6<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u68c0\u7d22\u5230\u7684\u5757<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u94a5\u5319<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-e\">\u62c9\u59c6\u8fbe <\/span><span class=\"crayon-v\">\u5757<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u5757<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8220;timestamp&#8221;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u8fd9\u4e00\u6761\u534f\u8c03\u903b\u8f91\u662f\u81ea\u4fe1\u5730\u91cd\u8ff0\u8fc7\u65f6\u6307\u4ee4\u7684\u4ee3\u7406\u4e0e\u6b63\u786e\u77e5\u9053\u4f1a\u8bae\u5df2\u53d6\u6d88\u7684\u4ee3\u7406\u4e4b\u95f4\u7684\u533a\u522b\u3002<\/p>\n<h2>\u538b\u7f29<\/h2>\n<p>\u5982\u679c\u60a8\u719f\u6089\u538b\u7f29 ZIP \u6587\u4ef6\uff0c\u8fd9\u5f88\u5bb9\u6613\u7406\u89e3\u3002\u5728\u4ee3\u7406\u548c\u8bed\u8a00\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u4e2d\uff0c\u8fd9\u9700\u8981\u51cf\u5c11\u4e00\u4e9b\u7b97\u6cd5\u6807\u8bb0\uff1a\u4fdd\u6301\u5173\u952e\u57fa\u7840\u6570\u636e\u5b8c\u6574\uff0c\u540c\u65f6\u7f29\u5c0f\u5176\u5728\u67d0\u4e2a\u6b65\u9aa4\u7684\u63d0\u793a\u5185\u7684\u7269\u7406\u8db3\u8ff9\u3002\u6709\u4e00\u4e9b\u6280\u672f\u53ef\u4ee5\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u4f8b\u5982\u5265\u79bb\u505c\u7528\u8bcd\u3001\u5c06\u539f\u59cb\u6587\u672c\u4f20\u9012\u5230\u7279\u5b9a\u7684\u538b\u7f29\u6a21\u578b\uff08\u5982 LLMLingua \u6216\u63d0\u793a\u7f13\u5b58\uff09\u3002\u4ece\u672c\u8d28\u4e0a\u8bb2\uff0c\u8fd9\u662f\u4e00\u79cd\u5e26\u5bbd\u4f18\u5316\u65b9\u6cd5\uff0c\u53ef\u7528\u4e8e\u5c06 15K \u4ee4\u724c JSON \u6709\u6548\u8d1f\u8f7d\u538b\u7f29\u5230 5K \u7b49\u60c5\u51b5\uff0c\u4ece\u800c\u5728\u6a21\u578b\u4e2d\u7559\u4e0b\u8db3\u591f\u7684\u6682\u5b58\u5668\u7a7a\u95f4\u6765\u5b8c\u6210\u5176\u4e3b\u8981\u5de5\u4f5c\u3002<\/p>\n<p>\u5b9e\u9645\u4e0a\uff0c\u8fd9\u53ef\u80fd\u770b\u8d77\u6765\u5f88\u7b80\u5355\uff0c\u5c31\u50cf\u5728\u5230\u8fbe\u4e3b\u63d0\u793a\u7b26\u4e4b\u524d\u901a\u8fc7\u538b\u7f29\u6a21\u578b\u8def\u7531\u5927\u578b\u6709\u6548\u8d1f\u8f7d\u4e00\u6837\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6a3d6c2adfc7a066558354\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>raw_payload = json.dumps(large_api_response) # \u5927\u7ea6 15,000 \u4e2a\u4ee4\u724ccompressed_pa\u200b\u200byload = compress_with_llmlingua( raw_payload, target_token_count=5000 )prompt = f&#8221;\u9274\u4e8e\u6b64\u6570\u636e\uff1a{compressed_pa\u200b\u200byload}\\n\\n\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u3002&#8221;<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-v\">\u539f\u59cb\u6709\u6548\u8d1f\u8f7d<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">json<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u8f6c\u50a8<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u5927_api_\u54cd\u5e94<\/span><span class=\"crayon-sy\">\uff09<\/span><span class=\"crayon-h\">  <\/span><span class=\"crayon-p\"># \u5927\u7ea6 15,000 \u4e2a\u4ee3\u5e01<\/span><\/p>\n<p><span class=\"crayon-v\">\u538b\u7f29\u6709\u6548\u8d1f\u8f7d<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">compress_with_llmlingua<\/span><span class=\"crayon-sy\">\uff08<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u539f\u59cb\u6709\u6548\u8d1f\u8f7d<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u76ee\u6807\u4ee4\u724c\u8ba1\u6570<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-cn\">5000<\/span><\/p>\n<p><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-v\">\u8fc5\u901f\u7684<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-i\">f<\/span><span class=\"crayon-s\">\u201c\u9274\u4e8e\u6b64\u6570\u636e\uff1a{compressed_pa\u200b\u200byload}\\n\\n\u56de\u7b54\u7528\u6237\u7684\u95ee\u9898\u3002\u201d<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u57fa\u672c\u4e8b\u5b9e\u5728\u65c5\u9014\u4e2d\u5b8c\u597d\u65e0\u635f\uff1b\u53ea\u662f\u4ed6\u4eec\u5728\u684c\u5b50\u4e0a\u7684\u8db3\u8ff9\u7f29\u5c0f\u4e86\u3002<\/p>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u4e0e\u538b\u7f29\u4e0d\u540c\uff0c\u6458\u8981\u4f1a\u5220\u9664\u539f\u59cb\u6570\u636e\u5e76\u7528\u62bd\u8c61\u4ee3\u66ff\u3002\u5fc5\u987b\u6309\u5176\u672c\u6765\u9762\u76ee\u5bf9\u5f85\u5b83\uff1a\u672c\u8d28\u4e0a\u662f\u4e0d\u53ef\u9006\u8f6c\u7684\u5355\u7a0b\u65c5\u884c\u3002\u56e0\u6b64\uff0c\u5728\u5e94\u7528\u4e0a\u4e0b\u6587\u6458\u8981\u65f6\uff0c\u4e00\u4e2a\u51e0\u4e4e\u52bf\u5728\u5fc5\u884c\u7684\u597d\u505a\u6cd5\u662f\u4f7f\u7528\u5206\u53c9\u5b58\u50a8\uff1a\u5c06\u539f\u59cb\u8bb0\u5f55\u8f6c\u50a8\u5230 S3 \u5b58\u50a8\u6876\u6216\u57fa\u672c SQL \u8868\u7b49\u5ec9\u4ef7\u5b58\u50a8\u4e2d\uff0c\u7136\u540e\u4ec5\u5c06\u5408\u6210\u7684\u6458\u8981\u4f20\u9012\u5230\u6d3b\u52a8\u63d0\u793a\u4e2d\u3002<\/p>\n<p>\u8fd9\u79cd\u5206\u53c9\u5b58\u50a8\u6a21\u5f0f\u53ef\u4ee5\u7b80\u5355\u5730\u8868\u793a\u4e3a\u4e24\u6b65\u5199\u5165\uff0c\u4e00\u6b65\u5199\u5165\u51b7\u5b58\u50a8\uff0c\u4e00\u6b65\u5199\u5165\u6d3b\u52a8\u63d0\u793a\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6a3d6c2adfc7d377324349\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>defsummary_turn(raw_transcript, session_id,turn_id): # 1. \u5c06\u539f\u59cb\u7684\u3001\u672a\u5220\u8282\u7684\u8f6c\u5f55\u672c\u4fdd\u5b58\u5230\u51b7\u5b58\u50a8\u4e2d s3_client.put_object( Bucket=&#8221;agent-transcripts&#8221;, Key=f&#8221;{session_id}\/turn_{turn_id}.json&#8221;, Body=raw_transcript ) # 2. \u4e3a\u6d3b\u52a8\u63d0\u793a\u751f\u6210\u7d27\u51d1\u6458\u8981 \u6458\u8981 = summarizer_model.generate(raw_transcript) # 3.\u53ea\u6709\u6458\u8981\u91cd\u65b0\u8fdb\u5165\u4e0a\u4e0b\u6587\u7a97\u53e3\u8fd4\u56de\u6458\u8981<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-e\">\u5b9a\u4e49 <\/span><span class=\"crayon-e\">\u603b\u7ed3\u8f6c<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u539f\u59cb\u8bb0\u5f55<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u4f1a\u8bddID<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u56de\u5408\u7f16\u53f7<\/span><span class=\"crayon-sy\">\uff09<\/span><span class=\"crayon-o\">:<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-p\"># 1. \u5c06\u539f\u59cb\u7684\u3001\u672a\u5220\u8282\u7684\u8f6c\u5f55\u672c\u4fdd\u5b58\u5230\u51b7\u5e93\u4e2d<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">s3_\u5ba2\u6237\u7aef<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u653e\u7f6e\u5bf9\u8c61<\/span><span class=\"crayon-sy\">\uff08<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-v\">\u6876<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-s\">\u201c\u4ee3\u7406\u8bb0\u5f55\u201d<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-v\">\u94a5\u5319<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-i\">f<\/span><span class=\"crayon-s\">\u201c{session_id}\/turn_{turn_id}.json\u201d<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-v\">\u8eab\u4f53<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">\u751f\u7684<\/span><span class=\"crayon-sy\">_<\/span>\u6210\u7ee9\u5355<\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-p\"># 2. \u4e3a\u6d3b\u52a8\u63d0\u793a\u751f\u6210\u7d27\u51d1\u7684\u6458\u8981<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u6982\u62ec<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u603b\u7ed3\u6a21\u578b<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u4ea7\u751f<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u539f\u59cb\u8bb0\u5f55<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-p\"># 3.\u53ea\u6709\u6458\u8981\u91cd\u65b0\u8fdb\u5165\u4e0a\u4e0b\u6587\u7a97\u53e3<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-st\">\u8fd4\u56de<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u6982\u62ec<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u5982\u679c\u540e\u7eed\u6b65\u9aa4\u9700\u8981\u539f\u59cb\u8be6\u7ec6\u4fe1\u606f\uff0c\u5219\u59cb\u7ec8\u53ef\u4ee5\u4ece S3 \u68c0\u7d22\u3002\u4e0e\u538b\u7f29\u4e0d\u540c\uff0c\u6458\u8981\u4e0d\u9700\u8981\u4ece\u6d3b\u52a8\u63d0\u793a\u672c\u8eab\u5185\u90e8\u91cd\u5efa\u3002<\/p>\n<h2>\u4f5c\u4e3a\u72b6\u6001\u673a\u7684\u5185\u5b58\u6301\u4e45\u5316<\/h2>\n<p>\u4ee3\u7406\u4e2d\u7684\u5185\u5b58\u6301\u4e45\u6027\u901a\u5e38\u88ab\u8ba4\u4e3a\u662f\u7406\u6240\u5f53\u7136\u7684\uff0c\u5c24\u5176\u662f\u521d\u7ea7\u5f00\u53d1\u4eba\u5458\u3002\u4f46\u8981\u7ed9\u4ee3\u7406\u771f\u6b63\u7684\u8bb0\u5fc6\uff0c\u5b83\u4e0d\u80fd\u5145\u5f53\u6570\u636e\u5e93\uff0c\u800c\u5e94\u8be5\u5145\u5f53\u6570\u636e\u5e93\u7ba1\u7406\u5458\u3002\u5047\u8bbe\u7528\u6237\u8bf4\uff1a\u201c\u6211\u7684\u72d7\u7684\u540d\u5b57\u662f Goofy\uff0c\u4f46\u6211\u4eec\u53ef\u4ee5\u5c06\u4ed6\u91cd\u547d\u540d\u4e3a Pluto\u201d\u3002\u7136\u540e\u4ee3\u7406\u5e94\u8be5\u80fd\u591f\u663e\u5f0f\u89e6\u53d1\u5de5\u5177\u8c03\u7528\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6a3d6c2adfc85322232322\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>{ &#8220;tool&#8221;: &#8220;update_entity_graph&#8221;, &#8220;params&#8221;: { &#8220;subject&#8221;: &#8220;User_Dog&#8221;, &#8220;attribute&#8221;: &#8220;Name&#8221;, &#8220;value&#8221;: &#8220;Goofy&#8221;, &#8220;notes&#8221;: &#8220;\u8003\u8651\u51a5\u738b\u661f&#8221; } }<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-sy\">{<\/span><\/p>\n<p><span class=\"crayon-h\">  <\/span><span class=\"crayon-s\">\u201c\u5de5\u5177\u201d<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">\u201c\u66f4\u65b0\u5b9e\u4f53\u56fe\u201d<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">  <\/span><span class=\"crayon-s\">\u201c\u53c2\u6570\u201d<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-sy\">{<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-s\">\u201c\u4e3b\u9898\u201d<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">\u201c\u7528\u6237_\u72d7\u201d<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-s\">\u201c\u5c5e\u6027\u201d<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">\u201c\u59d3\u540d\u201d<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-s\">\u201c\u4ef7\u503c\u201d<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">\u201c\u9ad8\u98de\u201d<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-s\">\u201c\u7b14\u8bb0\u201d<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">\u201c\u8003\u8651\u51a5\u738b\u661f\u201d<\/span><\/p>\n<p><span class=\"crayon-h\">  <\/span><span class=\"crayon-sy\">}<\/span><\/p>\n<p><span class=\"crayon-sy\">}<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u5b83\u662f\u5426\u7531\u6807\u51c6 SQL \u8868\u3001\u77e5\u8bc6\u56fe\u6216 Redis \u652f\u6301\u90fd\u65e0\u5173\u7d27\u8981\uff1a\u65e0\u8bba\u54ea\u79cd\u65b9\u5f0f\uff0c\u90fd\u5e94\u8be5\u6559\u4f1a\u4ee3\u7406\u5728\u6bcf\u4e2a\u56de\u5408\u5f00\u59cb\u65f6\u67e5\u8be2\u72b6\u6001\u673a\uff0c\u5e76\u5728\u8be5\u56de\u5408\u7ed3\u675f\u65f6\u63d0\u4ea4\u5b83\u3002\u4f5c\u4e3a\u4e00\u4e2a\u5faa\u73af\uff0c\u8fd9\u4e2a\u201c\u67e5\u8be2\u7136\u540e\u63d0\u4ea4\u201d\u89c4\u5219\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6a3d6c2adfc88273013851\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" minimize scroll-mouseover disable-anim\" style=\" margin-top: 12px; margin-bottom: 12px; font-size: 12px !important; line-height: 15px !important;\">\n<p><textarea wrap=\"soft\" class=\"urvanov-syntax-highlighter-plain print-no\" data-settings=\"dblclick\" readonly=\"readonly\" style=\"-moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4; font-size: 12px !important; line-height: 15px !important;\"><\/p>\n<p>def agent_turn(user_message,Entity_graph): # \u67e5\u8be2\u6bcf\u56de\u5408\u5f00\u59cb\u65f6\u7684\u73b0\u6709\u72b6\u6001 current_state =entity_graph.query(subject=&#8221;User_Dog&#8221;) response = model.generate(messages=[{&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: user_message}]context=current_state ) # \u5728\u6bcf\u8f6e\u7ed3\u675f\u65f6\u63d0\u4ea4\u4efb\u4f55\u66f4\u65b0\uff0c\u4ee5\u4fbf\u5728 response.tool_calls \u4e2d\u8fdb\u884c\u8c03\u7528\uff1aentity_graph.update(**call.params) return response<\/textarea><\/p>\n<div class=\"urvanov-syntax-highlighter-main\" style=\"\">\n<table class=\"crayon-table\">\n<tr class=\"urvanov-syntax-highlighter-row\">\n<td class=\"crayon-nums \" data-settings=\"show\">\n<\/td>\n<td class=\"urvanov-syntax-highlighter-code\">\n<div class=\"crayon-pre\" style=\"font-size: 12px !important; line-height: 15px !important; -moz-tab-size:4; -o-tab-size:4; -webkit-tab-size:4; tab-size:4;\">\n<p><span class=\"crayon-e\">\u5b9a\u4e49 <\/span><span class=\"crayon-e\">\u4ee3\u7406\u8f6e\u8f6c<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u7528\u6237\u6d88\u606f<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u5b9e\u4f53\u56fe<\/span><span class=\"crayon-sy\">\uff09<\/span><span class=\"crayon-o\">:<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-p\"># \u67e5\u8be2\u6bcf\u56de\u5408\u5f00\u59cb\u65f6\u7684\u73b0\u6709\u72b6\u6001<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u5f53\u524d\u72b6\u6001<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u5b9e\u4f53\u56fe<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u8be2\u95ee<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u4e3b\u9898<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-s\">\u201c\u7528\u6237_\u72d7\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u56de\u590d<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u6a21\u578b<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u4ea7\u751f<\/span><span class=\"crayon-sy\">\uff08<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-v\">\u6d88\u606f<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-sy\">{<\/span><span class=\"crayon-s\">&#8220;role&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;user&#8221;<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;content&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">user_message<\/span><span class=\"crayon-sy\">}<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">,<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-v\">\u8bed\u5883<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-v\">\u5f53\u524d\u7684<\/span><span class=\"crayon-sy\">_<\/span>\u72b6\u6001<\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-p\"># \u5728\u6bcf\u56de\u5408\u7ed3\u675f\u65f6\u63d0\u4ea4\u4efb\u4f55\u66f4\u65b0<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-st\">\u4e3a\u4e86<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u79f0\u547c <\/span><span class=\"crayon-st\">\u5728<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u56de\u590d<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-v\">\u5de5\u5177\u8c03\u7528<\/span><span class=\"crayon-o\">:<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-v\">\u5b9e\u4f53\u56fe<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u66f4\u65b0<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-o\">*<\/span><span class=\"crayon-o\">*<\/span><span class=\"crayon-v\">\u79f0\u547c<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-v\">\u53c2\u6570<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-st\">\u8fd4\u56de<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u56de\u590d<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u901a\u8fc7\u8fd9\u4e9b\u6982\u5ff5\uff0c\u60a8\u73b0\u5728\u5e94\u8be5\u66f4\u6e05\u695a\u5730\u4e86\u89e3\u5728\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u6784\u5efa\u7684\u4ee3\u7406\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u4e2d\u53d1\u6325\u4f5c\u7528\u7684\u5143\u7d20\u3002\u8fd9\u4e2a\u6559\u8bad\u5f88\u7b80\u5355\uff1a\u505c\u6b62\u5c1d\u8bd5\u8d2d\u4e70\u4e00\u5f20\u4ef7\u503c 1000 \u4e07\u4ee3\u5e01\u7684\u5de8\u5927\u529e\u516c\u684c\u3002\u76f8\u53cd\uff0c\u53ea\u9700\u627e\u4e00\u5f20\u666e\u901a\u7684\u684c\u5b50\uff0c\u7ed9\u4f60\u7684\u7279\u5de5\u4e00\u652f\u950b\u5229\u7684\u94c5\u7b14\uff0c\u5e76\u6559\u5b83\u5982\u4f55\u6253\u5f00\u6587\u4ef6\u67dc\u5e76\u6700\u4f73\u5730\u5229\u7528\u5176\u4e2d\u7684\u5185\u5bb9\u6765\u5b8c\u6210\u5de5\u4f5c\u3002<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u4e86\u89e3\u4e3a\u4ec0\u4e48\u5927\u578b\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0e\u4ee3\u7406\u8bb0\u5fc6\u4e0d\u540c\uff0c\u4ee5\u53ca\u68c0\u7d22\u3001\u538b\u7f29\u548c\u6458\u8981\u7b49\u6280\u672f\u5982\u4f55\u5728\u4ee3\u7406\u7684\u8ba4\u77e5\u5806\u6808\u4e2d\u7ec4\u5408\u5728\u4e00\u8d77\u3002 \u6211\u4eec\u5c06\u8ba8\u8bba\u7684\u4e3b\u9898\u5305\u62ec\uff1a \u4e3a\u4ec0\u4e48\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u884c\u4e3a\u5c31\u50cf\u65e0\u72b6\u6001\u6682\u5b58\u5668\u800c\u4e0d\u662f\u6301\u4e45\u5185\u5b58\u3002 \u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3001\u538b\u7f29\u548c\u6458\u8981\u5982\u4f55\u5728\u7ba1\u7406\u8fdb\u5165\u6682\u5b58\u5668\u7684\u5185\u5bb9\u65b9\u9762\u53d1\u6325\u72ec\u7279\u7684\u4f5c\u7528\u3002 \u4ee3\u7406\u5982\u4f55\u901a\u8fc7\u5145\u5f53\u6570\u636e\u5e93\u7ba1\u7406\u5458\u800c\u4e0d\u662f\u6570\u636e\u5e93\u672c\u8eab\u6765\u5b9e\u73b0\u771f\u6b63\u7684\u5185\u5b58\u6301\u4e45\u6027\u3002 \u4ecb\u7ecd \u4e0a\u4e0b\u6587\u7a97\u53e3\u662f\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff08\u5c24\u5176\u662f\u8bed\u8a00\u6a21\u578b\uff09\u7684\u4e00\u4e2a\u5173\u952e\u65b9\u9762\uff0c\u8fd9\u4e9b\u6a21\u578b\u53ef\u4ee5\u5728\u4ea7\u751f\u54cd\u5e94\u65f6\u7acb\u5373\u5904\u7406\u548c\u5229\u7528\u6709\u9650\u6570\u91cf\u7684\u8f93\u5165\u548c\u5148\u524d\u7684\u5bf9\u8bdd\uff08\u901a\u5e38\u4ee5\u6807\u8bb0\u6570\u91cf\u6765\u8861\u91cf\uff09\u3002 \u5f53\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u53d1\u5e03\u5177\u6709 200 \u4e07\u4e2a\u4ee4\u724c\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u6a21\u578b\u65f6\uff0c\u4e00\u4e9b\u5f00\u53d1\u4eba\u5458\u672c\u80fd\u5730\u8fd9\u6837\u60f3\u4e5f\u5c31\u4e0d\u8db3\u4e3a\u5947\u4e86\uff1a\u201c\u8ba9\u6211\u4eec\u5c06\u6574\u4e2a\u4ee3\u7801\u5e93\u63a8\u5165\u63d0\u793a\u7b26\u4e2d\uff01\u5185\u5b58\u95ee\u9898\u5df2\u89e3\u51b3\uff01\u201d\u4f46\u662f\uff0c\u6709\u4e00\u4e2a\u8b66\u544a\u3002\u4ece\u5efa\u7b51\u5b66\u89d2\u5ea6\u6765\u770b\uff0c\u5c06\u5de8\u5927\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u89c6\u4e3a\u201c\u5185\u5b58\u201d\u7c7b\u4f3c\u4e8e\u56e0\u4e3a\u4e0d\u613f\u610f\u8d2d\u4e70\u6587\u4ef6\u67dc\u800c\u8d2d\u4e70 25 \u82f1\u5c3a\u5bbd\u7684\u529e\u516c\u684c\u3002\u5f53\u7136\uff0c\u60a8\u53ef\u4ee5\u5c06\u6240\u6709\u6587\u4ef6\u653e\u5728\u60a8\u9762\u524d\uff0c\u4f46\u662f\u4e00\u65e6\u5de5\u4f5c\u7ed3\u675f\uff0c\u6574\u4e2a\u529e\u516c\u684c\u7684\u6587\u4ef6\u5c31\u4f1a\u88ab\u6e05\u9664\uff08\u88ab\u6e05\u6d01\u4eba\u5458\uff01\uff09\u3002 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\u8c03\u7528\u90fd\u4ece\u201c\u7b2c\u96f6\u6b65\u201d\u5f00\u59cb\u3002 \u5f53\u5411\u4ee3\u7406\u4f20\u9012\u8d85\u8fc7 200K \u4ee4\u724c\uff08\u5927\u4e0a\u4e0b\u6587\u7a97\u53e3\uff09\u7684\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u65f6\uff0c\u5b83\u4e0d\u4f1a\u53ca\u65f6\u8bb0\u4f4f\u4e0a\u4e00\u6b65\u53d1\u751f\u7684\u60c5\u51b5\u3002\u76f8\u53cd\uff0c\u5b83\u4f1a\u5728\u51e0\u6beb\u79d2\u5185\u4ece\u5934\u5f00\u59cb\u5feb\u901f\u91cd\u65b0\u8bfb\u53d6\u201c\u5b83\u7684\u5b87\u5b99\u201d\u3002\u4ece\u957f\u8fdc\u6765\u770b\uff0c\u5728\u57fa\u4e8e\u4ee3\u7406\u7684\u73af\u5883\u4e2d\u4f9d\u8d56\u6b64\u7b56\u7565\u53ef\u80fd\u4f1a\u5f15\u5165\u4e00\u4e9b\u5371\u9669\u7684\uff08\u5982\u679c\u4e0d\u662f\u81f4\u547d\u7684\uff09\u9677\u9631\uff1a \u4eba\u5de5\u667a\u80fd\u6a21\u578b\u5c31\u50cf\u4e00\u4e2a\u61d2\u60f0\u7684\u5b66\u751f\uff0c\u4ed6\u5bc6\u5207\u5173\u6ce8\u5927\u91cf\u63d0\u793a\uff08\u6587\u672c\uff09\u7684\u5f00\u5934\u548c\u7ed3\u5c3e\u90e8\u5206\uff0c\u4f46\u5b8c\u5168\u63a9\u76d6\u4e86\u6df1\u57cb\u5728\u4e2d\u95f4\u90e8\u5206\u7684\u60f3\u6cd5\u548c\u4e8b\u5b9e\u3002 \u5b58\u5728\u6eda\u96ea\u7403\u6548\u5e94\uff1a\u968f\u7740\u5bf9\u8bdd\u7684\u589e\u957f\uff0c\u4ee3\u7406\u5fc5\u987b\u5728\u6bcf\u4e00\u6b65\u4e2d\u91cd\u65b0\u53d1\u9001\u5e76\u91cd\u65b0\u8bfb\u53d6\u6574\u4e2a\u5386\u53f2\u8bb0\u5f55\uff0c\u5305\u62ec\u6700\u65e9\u7684\u3001\u901a\u5e38\u4e0d\u76f8\u5173\u7684\u56de\u5408\u3002 \u5728\u5ef6\u8fdf\u65b9\u9762\uff0c\u5b58\u5728\u201c\u5927\u8111\u51bb\u7ed3\u201d\u6548\u5e94\uff0c\u56e0\u6b64\u9762\u5bf9\u5de8\u5927\u7684\u6587\u672c\u5899\uff0c\u6a21\u578b\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u624d\u80fd\u5f00\u59cb\u751f\u6210\u54cd\u5e94\u4e2d\u7684\u7b2c\u4e00\u4e2a\u5355\u8bcd\u3002 \u4e3a\u4e86\u4f7f\u8fd9\u4e00\u70b9\u5177\u4f53\u5316\uff0c\u8bf7\u8003\u8651\u5355\u4e2a API \u8c03\u7528\u5728\u5e55\u540e\u7684\u5b9e\u9645\u60c5\u51b5\u3002\u7531\u4e8e\u6a21\u578b\u5728\u8c03\u7528\u4e4b\u95f4\u6ca1\u6709\u8bb0\u5fc6\uff0c\u56e0\u6b64\u4e4b\u524d\u7684\u6bcf\u4e00\u8f6e\u90fd\u5fc5\u987b\u5b8c\u5168\u91cd\u65b0\u53d1\u9001\uff0c\u53ea\u662f\u4e3a\u4e86\u63d0\u51fa\u4e00\u4e2a\u65b0\u95ee\u9898\uff1a \u6a21\u578b.\u751f\u6210\uff08\u6d88\u606f=[&#13; {&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: &#8220;Step 1: Let&#8217;s call this variable `session_id`.&#8221;},&#13; {&#8220;role&#8221;: &#8220;assistant&#8221;, &#8220;content&#8221;: &#8220;Got it, I&#8217;ll use `session_id` going forward.&#8221;},&#13; # &#8230; every intervening turn must be resent,<\/p>\n","protected":false},"author":1,"featured_media":180349,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[42],"tags":[],"class_list":{"0":"post-180348","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0d\u662f\u5185\u5b58\uff1aAI \u4ee3\u7406\u5f00\u53d1\u4eba\u5458\u9700\u8981\u4e86\u89e3\u4ec0\u4e48 - Ktromedia<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ktromedia.com\/?p=180348\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" 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