{"id":180199,"date":"2026-06-13T18:13:46","date_gmt":"2026-06-13T18:13:46","guid":{"rendered":"http:\/\/ktromedia.com\/?p=180199"},"modified":"2026-06-13T18:13:46","modified_gmt":"2026-06-13T18:13:46","slug":"%e4%b8%ba%e9%95%bf%e6%97%b6%e9%97%b4%e8%bf%90%e8%a1%8c%e7%9a%84%e4%bb%a3%e7%90%86%e6%9e%84%e5%bb%ba%e4%b8%8a%e4%b8%8b%e6%96%87%e4%bf%ae%e5%89%aa%e7%ae%a1%e9%81%93","status":"publish","type":"post","link":"https:\/\/ktromedia.com\/?p=180199","title":{"rendered":"\u4e3a\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u4ee3\u7406\u6784\u5efa\u4e0a\u4e0b\u6587\u4fee\u526a\u7ba1\u9053"},"content":{"rendered":"<div id=\"\">\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u5b66\u4e60\u5982\u4f55\u4e3a\u957f\u671f\u8fd0\u884c\u7684 AI \u4ee3\u7406\u5b9e\u73b0\u4e0a\u4e0b\u6587\u4fee\u526a\u7ba1\u9053\uff0c\u4f7f\u5b83\u4eec\u80fd\u591f\u901a\u8fc7\u8bed\u4e49\u76f8\u4f3c\u6027\u6709\u6548\u5730\u7ba1\u7406\u4f1a\u8bdd\u8bb0\u5fc6\u3002<\/p>\n<p>\u6211\u4eec\u5c06\u8ba8\u8bba\u7684\u4e3b\u9898\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u65e0\u754c\u5bf9\u8bdd\u5386\u53f2\u5bf9\u4e8e\u6784\u5efa\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e4b\u4e0a\u7684\u4ee3\u7406\u6765\u8bf4\u662f\u4e00\u4e2a\u95ee\u9898\uff0c\u4ee5\u53ca\u4e0a\u4e0b\u6587\u4fee\u526a\u7b56\u7565\u662f\u4ec0\u4e48\u6837\u7684\u3002<\/li>\n<li>\u5982\u4f55\u4f7f\u7528\u53e5\u5b50\u8f6c\u6362\u5668\u5d4c\u5165\u6a21\u578b\u6765\u8ba1\u7b97\u5f53\u524d\u63d0\u793a\u548c\u5b58\u6863\u5bf9\u8bdd\u8f6e\u6b21\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\u3002<\/li>\n<li>\u5982\u4f55\u6839\u636e\u6700\u8fd1\u7684\u56de\u5408\u3001\u8fc7\u53bb K \u4e2a\u8bed\u4e49\u76f8\u5173\u7684\u56de\u5408\u4ee5\u53ca\u5f53\u524d\u7684\u63d0\u793a\u6765\u7ec4\u88c5\u4fee\u526a\u540e\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002<\/li>\n<\/ul>\n<div style=\"width: 810px\" class=\"wp-caption aligncenter\"><\/p>\n<p class=\"wp-caption-text\">\u4e3a\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u4ee3\u7406\u6784\u5efa\u4e0a\u4e0b\u6587\u4fee\u526a\u7ba1\u9053<\/p>\n<\/div>\n<h2>\u4ecb\u7ecd<\/h2>\n<p>\u5efa\u7acb\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u4e4b\u4e0a\u7684\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u65e8\u5728\u8fde\u7eed\u8fd0\u884c\u3002\u56e0\u6b64\uff0c\u4ed6\u4eec\u7684\u5bf9\u8bdd\u5386\u53f2\u4f1a\u65e0\u9650\u589e\u957f\u3002\u5c06\u8fd9\u6837\u4e00\u4e2a\u5b8c\u6574\u7684\u5386\u53f2\u8bb0\u5f55\u4f5c\u4e3a LLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4f20\u9012\u662f\u89e3\u51b3\u8fc7\u9ad8\u7684\u4ee4\u724c\u6210\u672c\u3001\u5ef6\u8fdf\u74f6\u9888\u548c\u6700\u7ec8\u63a8\u7406\u9000\u5316\u7684\u5b8c\u7f8e\u65b9\u6cd5\u3002<\/p>\n<p>\u6784\u5efa\u4e0a\u4e0b\u6587\u4fee\u526a\u7ba1\u9053\u53ef\u4ee5\u901a\u8fc7\u52a8\u6001\u7ba1\u7406\u6700\u8fd1\u7684\u4f1a\u8bdd\u5185\u5b58\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\u672c\u6587\u6982\u8ff0\u4e86\u4e3a\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u4ee3\u7406\u5b9e\u73b0\u4e0a\u4e0b\u6587\u4fee\u526a\u7ba1\u9053\u7684\u57fa\u672c\u539f\u5219\u3002<\/p>\n<p>\u6211\u4eec\u4f7f\u7528\u57fa\u4e8e\u5f00\u6e90\u5d4c\u5165\u6a21\u578b\u7684\u5b8c\u5168\u53ef\u8bbf\u95ee\u4e14\u514d\u8d39\u8fd0\u884c\u7684\u672c\u5730\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u4e0d\u662f\u4ed8\u8d39 API\uff0c\u4f46\u5982\u679c\u60a8\u60f3\u8981\u66f4\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u60a8\u53ef\u4ee5\u5c06\u5176\u66ff\u6362\u4e3a\u4ed8\u8d39 API\u3002<\/p>\n<h2>\u5efa\u8bae\u7684\u5185\u5b58\u7b56\u7565<\/h2>\n<p>\u4ee3\u7406\u4e2d\u7684\u7ecf\u5178\u8bb0\u5fc6\u7b56\u7565\u4f9d\u8d56\u4e8e\u6ed1\u52a8\u7a97\u53e3\uff0c\u8be5\u7a97\u53e3\u4f1a\u5728\u65e7\u4fe1\u606f\u843d\u540e\u65f6\u5fd8\u8bb0\u5b83\uff0c\u5305\u62ec\u6f5c\u5728\u7684\u5173\u952e\u7ec6\u8282\u3002\u8d85\u8d8a\u8fd9\u79cd\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5efa\u7acb\u4e00\u4e2a\u6709\u9009\u62e9\u6027\u7684\u3001\u66f4\u667a\u80fd\u7684\u7ba1\u9053\uff0c\u4e3a\u6cd5\u5b66\u7855\u58eb\u63d0\u4f9b\u51c6\u786e\u7684\u80cc\u666f\u4fe1\u606f\u3002<\/p>\n<p>\u672c\u8d28\u4e0a\uff0c\u4e0a\u4e0b\u6587\u53ef\u4ee5\u7cbe\u7b80\u4e3a\u4ee5\u4e0b\u57fa\u672c\u5143\u7d20\uff1a<\/p>\n<ul>\n<li>\u8fd9 <strong>\u5f53\u524d\u63d0\u793a<\/strong>\uff0c\u5305\u542b\u7528\u6237\u7684\u8bf7\u6c42\u6216\u95ee\u9898\u3002<\/li>\n<li>\u8fd9 <strong>\u6700\u8fd1\u56de\u5408<\/strong>\uff0c\u5373\u524d\u4e00\u4e2a\u8f93\u5165-\u54cd\u5e94\u4ea4\u6362\uff0c\u8fd9\u662f\u4fdd\u6301\u4f1a\u8bdd\u8fde\u7eed\u6027\u7684\u5173\u952e\u3002<\/li>\n<li>\u8fd9 <strong>\u524d K \u4e2a\u8bed\u4e49\u76f8\u5173\u5339\u914d<\/strong>\uff0c\u6839\u636e\u76f8\u4f3c\u5ea6\u5206\u6570\u8ba1\u7b97\u3002\u8fd9\u4e9b\u662f\u4e0e\u5f53\u524d\u63d0\u793a\u5bc6\u5207\u76f8\u5173\u7684\u8fc7\u53bb\u56de\u5408\uff0c\u901a\u8fc7\u5411\u91cf\u5d4c\u5165\u68c0\u7d22\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u4e2d\u8d85\u51fa\u8fd9\u4e09\u4e2a\u5143\u7d20\u8303\u56f4\u7684\u6240\u6709\u5185\u5bb9\u90fd\u4f1a\u4ece\u6d3b\u52a8\u63d0\u793a\u7684\u4e0a\u4e0b\u6587\u4e2d\u4e22\u5f03\uff0c\u4ece\u800c\u8282\u7701\u8ba1\u7b97\u548c\u5185\u5b58\u3002<\/p>\n<h2>\u57fa\u4e8e\u4eff\u771f\u7684\u5b9e\u65bd<\/h2>\n<p>\u6211\u4eec\u7684\u793a\u4f8b\u5b9e\u73b0\u6a21\u62df\u4e86\u4e0a\u8ff0\u7b56\u7565\u7684\u5e94\u7528\uff0c\u9010\u6b65\u6784\u5efa\u4e0a\u4e0b\u6587\u4fee\u526a\u7a97\u53e3\u3002\u53e5\u5b50\u8f6c\u6362\u5668\u6a21\u578b\u7528\u4e8e\u6a21\u62df\u957f\u671f\u8fd0\u884c\u7684\u7ba1\u9053\u4ee5\u53ca\u6a21\u62df\u7684\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u3002<\/p>\n<p>\u6211\u4eec\u9996\u5148\u8fdb\u884c\u5fc5\u8981\u7684\u5bfc\u5165\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6a1ba553207ca249399619\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" touchscreen 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\" 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>\u5c06numpy\u5bfc\u5165\u4e3anp\u4ecesentence_transformers\u5bfc\u5165SentenceTransformer\u4ecescipy.spatial.distance\u5bfc\u5165cosine<\/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\">\u8fdb\u53e3 <\/span><span class=\"crayon-e\">\u9ebb\u6728 <\/span><span class=\"crayon-st\">\u4f5c\u4e3a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">NP<\/span><\/p>\n<p><span class=\"crayon-e\">\u4ece <\/span><span class=\"crayon-e\">\u53e5\u5b50\u8f6c\u6362\u5668 <\/span><span class=\"crayon-e\">\u8fdb\u53e3 <\/span><span class=\"crayon-e\">\u53e5\u5b50\u8f6c\u6362\u5668<\/span><\/p>\n<p><span class=\"crayon-e\">\u4ece <\/span><span class=\"crayon-v\">scipy<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-v\">\u7a7a\u95f4\u7684<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u8ddd\u79bb <\/span><span class=\"crayon-e\">\u8fdb\u53e3 <\/span><span class=\"crayon-v\">\u4f59\u5f26<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u52a0\u8f7d\u5e76\u521d\u59cb\u5316\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u5d4c\u5165\u6a21\u578b\u2014\u2014\u5177\u4f53\u6765\u8bf4 <code>all-MiniLM-L6-v2<\/code> \u4ece <code>sentence_transformers<\/code> \u56fe\u4e66\u9986\u3002\u8be5\u6a21\u578b\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u53ef\u4ee5\u5c06\u539f\u59cb\u6587\u672c\u8f6c\u6362\u4e3a\u6355\u83b7\u8bed\u4e49\u7279\u5f81\u7684\u5d4c\u5165\u5411\u91cf\u3002\u6211\u4eec\u8fd8\u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u6a21\u62df\u4ee3\u7406\u5386\u53f2\u8bb0\u5f55\uff0c\u5176\u4e2d\u5305\u542b\u7528\u6237\u4ee3\u7406\u4ea4\u4e92\uff08\u5728\u771f\u5b9e\u8bbe\u7f6e\u4e2d\uff0c\u8fd9\u5c06\u4ece\u6570\u636e\u5e93\u4e2d\u83b7\u53d6\uff09\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6a1ba553207d5280300823\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" touchscreen 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\" 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># \u521d\u59cb\u5316\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u5f00\u6e90\u5d4c\u5165\u6a21\u578b model = SentenceTransformer(&#8216;all-MiniLM-L6-v2&#8217;) # 1. \u6a21\u62df\u4ee3\u7406\u5386\u53f2\u8bb0\u5f55\uff08\u901a\u5e38\u4ece\u6570\u636e\u5e93\u4e2d\u83b7\u53d6\uff09 chat_history = [&#13;<br \/>\n    {&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: &#8220;My name is Alice and I work in logistics.&#8221;},&#13;<br \/>\n    {&#8220;role&#8221;: &#8220;agent&#8221;, &#8220;content&#8221;: &#8220;Nice to meet you, Alice. How can I help with logistics?&#8221;},&#13;<br \/>\n    {&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: &#8220;What&#8217;s the weather like today?&#8221;},&#13;<br \/>\n    {&#8220;role&#8221;: &#8220;agent&#8221;, &#8220;content&#8221;: &#8220;It&#8217;s sunny and 75 degrees.&#8221;},&#13;<br \/>\n    {&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: &#8220;I need help calculating route efficiency for my fleet.&#8221;},&#13;<br \/>\n    {&#8220;role&#8221;: &#8220;agent&#8221;, &#8220;content&#8221;: &#8220;Route efficiency involves analyzing distance, traffic, and load weight.&#8221;},&#13;<br \/>\n    {&#8220;role&#8221;: &#8220;user&#8221;, &#8220;content&#8221;: &#8220;Thanks, that makes sense.&#8221;},&#13;<br \/>\n    {&#8220;role&#8221;: &#8220;agent&#8221;, &#8220;content&#8221;: &#8220;You&#8217;re welcome! Let me know if you need anything else.&#8221;}&#13;<br \/>\n]<\/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-p\"># \u521d\u59cb\u5316\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u5f00\u6e90\u5d4c\u5165\u6a21\u578b<\/span><\/p>\n<p><span class=\"crayon-v\">\u6a21\u578b<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u53e5\u5b50\u8f6c\u6362\u5668<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201c\u5168 MiniLM-L6-v2\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-p\"># 1. \u6a21\u62df\u4ee3\u7406\u5386\u53f2\u8bb0\u5f55\uff08\u901a\u5e38\u4ece\u6570\u636e\u5e93\u83b7\u53d6\uff09<\/span><\/p>\n<p><span class=\"crayon-v\">\u804a\u5929\u8bb0\u5f55<\/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;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;My name is Alice and I work in logistics.&#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;role&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;agent&#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;Nice to meet you, Alice. How can I help with logistics?&#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;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;What&#8217;s the weather like today?&#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;role&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;agent&#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;It&#8217;s sunny and 75 degrees.&#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;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;I need help calculating route efficiency for my fleet.&#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;role&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;agent&#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;Route efficiency involves analyzing distance, traffic, and load weight.&#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;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;Thanks, that makes sense.&#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;role&#8221;<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">&#8220;agent&#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;You&#8217;re welcome! Let me know if you need anything else.&#8221;<\/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>\u63a5\u4e0b\u6765\u662f\u4e0a\u4e0b\u6587\u4fee\u526a\u7ba1\u9053\u7684\u6838\u5fc3\u903b\u8f91\u3002\u5b83\u88ab\u5c01\u88c5\u5728\u4e00\u4e2a <code>prune_context()<\/code> \u63a5\u6536\u5f53\u524d\u63d0\u793a\u3001\u5b8c\u6574\u4ea4\u4e92\u5386\u53f2\u8bb0\u5f55\u4ee5\u53ca\u8981\u68c0\u7d22\u7684\u8bed\u4e49\u76f8\u5173\u7684\u8fc7\u53bb\u8f6e\u6570\u7684\u51fd\u6570\uff0c <code>k<\/code>\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6a1ba553207da716398663\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" touchscreen 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\" 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 prune_context(current_prompt, History, top_k=2): # \u5982\u679c\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u592a\u77ed\uff0c\u6211\u4eec\u53ea\u9700\u8fd4\u56de\u5b83 if len(history) <\/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<div class=\"urvanov-syntax-highlighter-nums-content\" style=\"font-size: 12px !important; line-height: 15px !important;\">\n<p>1<\/p>\n<p>2<\/p>\n<p>3<\/p>\n<p>4<\/p>\n<p>5<\/p>\n<p>6<\/p>\n<p>7<\/p>\n<p>8<\/p>\n<p>9<\/p>\n<p>10<\/p>\n<p>11<\/p>\n<p>12<\/p>\n<p>13<\/p>\n<p>14<\/p>\n<p>15<\/p>\n<p>16<\/p>\n<p>17 \u53f7<\/p>\n<p>18<\/p>\n<p>19<\/p>\n<p>20<\/p>\n<p>21<\/p>\n<p>22<\/p>\n<p>23<\/p>\n<p>24<\/p>\n<p>25<\/p>\n<p>26<\/p>\n<p>27<\/p>\n<p>28<\/p>\n<p>29<\/p>\n<p>30<\/p>\n<p>31<\/p>\n<p>32<\/p>\n<p>33<\/p>\n<\/div>\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\">\u526a\u679d\u4e0a\u4e0b\u6587<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u5f53\u524d\u63d0\u793a\u7b26<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u5386\u53f2<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u524dk\u4e2a<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-cn\">2<\/span><span class=\"crayon-sy\">\uff09<\/span><span class=\"crayon-o\">\uff1a<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-p\"># \u5982\u679c\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u592a\u77ed\uff0c\u6211\u4eec\u53ea\u9700\u8fd4\u56de\u5b83<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-st\">\u5982\u679c<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u4f26<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u5386\u53f2<\/span><span class=\"crayon-sy\">\uff09<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\"><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">2<\/span><span class=\"crayon-o\">\uff1a<\/span><\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-st\">\u8fd4\u56de<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u5386\u53f2<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">+<\/span><span class=\"crayon-h\"> <\/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\">current_prompt<\/span><span class=\"crayon-sy\">}<\/span><span class=\"crayon-sy\">]<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-p\"># \u63d0\u53d6\u6700\u8fd1\u7684\u56de\u5408\uff08\u6700\u540e\u4e00\u4e2a\u7528\u6237\/\u4ee3\u7406\u5bf9\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u6700\u8fd1\u7684\u56de\u5408<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u5386\u53f2<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-o\">&#8211;<\/span><span class=\"crayon-cn\">2<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-h\"> <\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-p\"># \u5176\u4f59\u7684\u5386\u53f2\u8bb0\u5f55\u5c06\u6709\u8d44\u683c\u8fdb\u884c\u8bed\u4e49\u4fee\u526a<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u5df2\u5b58\u6863\u7684\u56de\u5408\u6570<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u5386\u53f2<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-o\">&#8211;<\/span><span class=\"crayon-cn\">2<\/span><span class=\"crayon-sy\">]<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-p\"># 2. \u5d4c\u5165\u5f53\u524d\u63d0\u793a\u7b26<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u63d0\u793a_\u5d4c\u5165<\/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\">\u7f16\u7801<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u5f53\u524d\u63d0\u793a\u7b26<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-p\"># 3. \u5d4c\u5165\u5b58\u6863\u56de\u5408\u5e76\u8ba1\u7b97\u76f8\u4f3c\u5ea6<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u5f97\u5206\u56de\u5408\u6570<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-sy\">]<\/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\">\u8f6c\u52a8 <\/span><span class=\"crayon-st\">\u5728<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u5df2\u5b58\u6863\u7684\u56de\u5408\u6570<\/span><span class=\"crayon-o\">\uff1a<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-v\">\u8f6c\u5d4c\u5165<\/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\">\u7f16\u7801<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u8f6c\u52a8<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-s\">&#8220;content&#8221;<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-p\"># \u6211\u4eec\u60f3\u8981\u76f8\u4f3c\u6027\uff0c\u6240\u4ee5\u6211\u4eec\u7528 1 \u51cf\u53bb\u4f59\u5f26\u8ddd\u79bb<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-v\">\u76f8\u4f3c<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-cn\">1<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8211;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u4f59\u5f26<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u63d0\u793a_\u5d4c\u5165<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u8f6c\u5d4c\u5165<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">        <\/span><span class=\"crayon-v\">\u5f97\u5206\u56de\u5408\u6570<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u9644\u52a0<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u76f8\u4f3c<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u8f6c\u52a8<\/span><span class=\"crayon-sy\">\uff09<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-p\"># 4. \u6309\u6700\u9ad8\u76f8\u4f3c\u5ea6\u6392\u5e8f\u5e76\u5207\u7247 Top-K \u56de\u5408<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u5f97\u5206\u56de\u5408\u6570<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u79cd\u7c7b<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u94a5\u5319<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-i\">\u62c9\u59c6\u8fbe<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">x<\/span><span class=\"crayon-o\">\uff1a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">x<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-cn\">0<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u64a4\u9500<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-t\">\u771f\u7684<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u9876\u90e8\u8bed\u4e49\u8f6c\u5f2f<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-e\">turn <\/span><span class=\"crayon-st\">for<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">score<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">turn <\/span><span class=\"crayon-st\">in<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">scored_turns<\/span><span class=\"crayon-sy\">[<\/span><span class=\"crayon-o\">:<\/span><span class=\"crayon-v\">top_k<\/span><span class=\"crayon-sy\">]<\/span><span class=\"crayon-sy\">]<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-p\"># \u6309\u65f6\u95f4\u987a\u5e8f\u5bf9\u8bed\u4e49\u8f6e\u6b21\u8fdb\u884c\u6392\u5e8f\uff08\u53ef\u9009\uff0c\u4f46\u5efa\u8bae\u6cd5\u5b66\u7855\u58eb\u4f7f\u7528\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u9876\u90e8\u8bed\u4e49\u8f6c\u5f2f<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u79cd\u7c7b<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u94a5\u5319<\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-i\">\u62c9\u59c6\u8fbe<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">x<\/span><span class=\"crayon-o\">\uff1a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u5df2\u5b58\u6863\u7684\u56de\u5408\u6570<\/span><span class=\"crayon-sy\">\u3002<\/span><span class=\"crayon-e\">\u6307\u6570<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">x<\/span><span class=\"crayon-sy\">\uff09<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-p\"># 5. \u7ec4\u88c5\u6700\u7ec8\u4fee\u526a\u540e\u7684\u4e0a\u4e0b\u6587<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-v\">\u526a\u679d\u4e0a\u4e0b\u6587<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u9876\u90e8\u8bed\u4e49\u8f6c\u5f2f<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">+<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u6700\u8fd1\u7684\u56de\u5408<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">+<\/span><span class=\"crayon-h\"> <\/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\">current_prompt<\/span><span class=\"crayon-sy\">}<\/span><span class=\"crayon-sy\">]<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/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\">\u526a\u679d\u4e0a\u4e0b\u6587<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u4e0a\u9762\u7684\u4ee3\u7801\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u4e0d\u8a00\u81ea\u660e\u7684\u3002\u5b83\u5c06\u903b\u8f91\u5206\u4e3a\u57fa\u672c\u60c5\u51b5\uff08\u5f53\u5bf9\u8bdd\u5386\u53f2\u8bb0\u5f55\u4ecd\u7136\u592a\u77ed\u65f6\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6574\u4e2a\u5386\u53f2\u8bb0\u5f55\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u4f20\u9012\uff09\u548c\u4e00\u822c\u60c5\u51b5\uff0c\u5176\u4e2d\u5b9e\u9645\u7684\u8bed\u4e49\u4fee\u526a\u7ba1\u9053\u901a\u8fc7\u51e0\u4e2a\u6b65\u9aa4\u8fdb\u884c\uff1a\u5d4c\u5165\u8fc7\u53bb\u7684\u56de\u5408\uff0c\u8ba1\u7b97\u4e0e\u5f53\u524d\u63d0\u793a\u5d4c\u5165\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\uff0c\u4ece\u6700\u9ad8\u5230\u6700\u4f4e\u76f8\u4f3c\u5ea6\u5bf9\u5b83\u4eec\u8fdb\u884c\u6392\u5e8f\uff0c\u5e76\u9009\u62e9\u524d K \u4e2a\u8fc7\u53bb\u7684\u56de\u5408\u3002\u5f53\u524d\u63d0\u793a\u3001\u6700\u8fd1\u7684\u56de\u5408\u548c\u8fc7\u53bb K \u4e2a\u8bed\u4e49\u76f8\u4f3c\u7684\u56de\u5408\u6700\u7ec8\u88ab\u7ec4\u88c5\u6210\u7ecf\u8fc7\u4fee\u526a\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u4ee5\u4e0b\u793a\u4f8b\u8bf4\u660e\u5982\u4f55\u83b7\u53d6\u65b0\u63d0\u793a\u7684\u4e0a\u4e0b\u6587\uff0c\u5728\u8be5\u63d0\u793a\u4e2d\u7528\u6237\u8fd4\u56de\u5230\u4e0e\u8f66\u961f\u8def\u7ebf\u6548\u7387\u76f8\u5173\u7684\u65b9\u9762\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6a1ba553207e0906057484\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" touchscreen 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\" 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\u62df\u6267\u884c current_request = &#8220;\u6211\u4eec\u53ef\u4ee5\u56de\u5230\u8230\u961f\u6570\u5b66\u5417\uff1f&#8221;  Optimized_context = prune_context(current_request, chat_history) # \u8f93\u51fa\u7ed3\u679c print(&#8220;&#8212; PRUNED CONTEXT WINDOW &#8212;&#8220;) for msg in optimization_context: print(f&#8221;{msg[&#8216;role&#8217;].upper()}: {\u6d88\u606f[&#8216;content&#8217;]}\u201d\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-p\"># \u6a21\u62df\u6267\u884c<\/span><\/p>\n<p><span class=\"crayon-v\">\u5f53\u524d\u8bf7\u6c42<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-s\">\u201c\u6211\u4eec\u53ef\u4ee5\u56de\u5230\u8230\u961f\u6570\u5b66\u5417\uff1f\u201d<\/span><\/p>\n<p><span class=\"crayon-v\">\u4f18\u5316\u4e0a\u4e0b\u6587<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">=<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u526a\u679d\u4e0a\u4e0b\u6587<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-v\">\u5f53\u524d\u8bf7\u6c42<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u804a\u5929\u8bb0\u5f55<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-p\"># \u8f93\u51fa\u7ed3\u679c<\/span><\/p>\n<p><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-s\">\u201c&#8212; \u4fee\u526a\u4e0a\u4e0b\u6587\u7a97\u53e3 &#8212;\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<p><span class=\"crayon-st\">\u4e3a\u4e86<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u5473\u7cbe <\/span><span class=\"crayon-st\">\u5728<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u4f18\u5316\u4e0a\u4e0b\u6587<\/span><span class=\"crayon-o\">\uff1a<\/span><\/p>\n<p><span class=\"crayon-h\">    <\/span><span class=\"crayon-e\">\u6253\u5370<\/span><span class=\"crayon-sy\">\uff08<\/span><span class=\"crayon-i\">f<\/span><span class=\"crayon-s\">\u201c{\u6d88\u606f[&#8216;role&#8217;].upper()}: {\u6d88\u606f[&#8216;content&#8217;]}\u201d<\/span><span class=\"crayon-sy\">\uff09<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u6211\u4eec\u7684\u4fee\u526a\u7b56\u7565\u4ea7\u751f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6a1ba553207e9362373202\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" touchscreen 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\" 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>&#8212; \u4fee\u526a\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3 &#8212; \u7528\u6237\uff1a\u6211\u9700\u8981\u5e2e\u52a9\u8ba1\u7b97\u6211\u7684\u8f66\u961f\u7684\u8def\u7ebf\u6548\u7387\u3002  \u4ee3\u7406\uff1a\u8def\u7ebf\u6548\u7387\u6d89\u53ca\u5206\u6790\u8ddd\u79bb\u3001\u6d41\u91cf\u548c\u8d1f\u8f7d\u91cd\u91cf\u3002  \u7528\u6237\uff1a\u8c22\u8c22\uff0c\u8fd9\u662f\u6709\u9053\u7406\u7684\u3002  \u4ee3\u7406\u4eba\uff1a \u4e0d\u5ba2\u6c14\uff01\u5982\u679c\u60a8\u8fd8\u9700\u8981\u4ec0\u4e48\uff0c\u8bf7\u544a\u8bc9\u6211\u3002  \u7528\u6237\uff1a\u6211\u4eec\u53ef\u4ee5\u56de\u5230\u8230\u961f\u6570\u5b66\u5417\uff1f<\/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-o\">&#8212;<\/span><span class=\"crayon-o\">&#8211;<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u4fee\u526a <\/span><span class=\"crayon-e\">\u8bed\u5883 <\/span><span class=\"crayon-v\">\u7a97\u6237<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-o\">&#8212;<\/span><span class=\"crayon-o\">&#8211;<\/span><\/p>\n<p><span class=\"crayon-v\">\u7528\u6237<\/span><span class=\"crayon-o\">\uff1a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-i\">\u6211<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u9700\u8981 <\/span><span class=\"crayon-e\">\u5e2e\u52a9 <\/span><span class=\"crayon-e\">\u8ba1\u7b97 <\/span><span class=\"crayon-e\">\u8def\u7ebf <\/span><span class=\"crayon-e\">\u6548\u7387 <\/span><span class=\"crayon-st\">\u4e3a\u4e86<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u6211\u7684 <\/span><span class=\"crayon-v\">\u8230\u961f<\/span><span class=\"crayon-sy\">\u3002<\/span><\/p>\n<p><span class=\"crayon-v\">\u4ee3\u7406\u4eba<\/span><span class=\"crayon-o\">\uff1a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u8def\u7ebf <\/span><span class=\"crayon-e\">\u6548\u7387 <\/span><span class=\"crayon-e\">\u6d89\u53ca <\/span><span class=\"crayon-e\">\u5206\u6790 <\/span><span class=\"crayon-v\">\u8ddd\u79bb<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u4ea4\u901a<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-st\">\u548c<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u52a0\u8f7d <\/span><span class=\"crayon-v\">\u91cd\u91cf<\/span><span class=\"crayon-sy\">\u3002<\/span><\/p>\n<p><span class=\"crayon-v\">\u7528\u6237<\/span><span class=\"crayon-o\">\uff1a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u8c22\u8c22<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u90a3 <\/span><span class=\"crayon-e\">\u4f7f <\/span><span class=\"crayon-v\">\u611f\u89c9<\/span><span class=\"crayon-sy\">\u3002<\/span><\/p>\n<p><span class=\"crayon-v\">\u4ee3\u7406\u4eba<\/span><span class=\"crayon-o\">\uff1a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-i\">\u4f60<\/span>&#8216;<span class=\"crayon-e\">\u5173\u4e8e <\/span><span class=\"crayon-v\">\u6b22\u8fce<\/span><span class=\"crayon-o\">\uff01<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u8ba9 <\/span><span class=\"crayon-e\">\u6211 <\/span><span class=\"crayon-e\">\u77e5\u9053 <\/span><span class=\"crayon-st\">\u5982\u679c<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u4f60 <\/span><span class=\"crayon-e\">\u9700\u8981 <\/span><span class=\"crayon-e\">\u4efb\u4f55\u4e8b\u7269 <\/span><span class=\"crayon-st\">\u522b\u7684<\/span><span class=\"crayon-sy\">\u3002<\/span><\/p>\n<p><span class=\"crayon-v\">\u7528\u6237<\/span><span class=\"crayon-o\">\uff1a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u80fd <\/span><span class=\"crayon-e\">\u6211\u4eec <\/span><span class=\"crayon-e\">\u53bb <\/span><span class=\"crayon-e\">\u540e\u9000 <\/span><span class=\"crayon-st\">\u5230<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u8fd9 <\/span><span class=\"crayon-e\">\u8230\u961f <\/span><span class=\"crayon-v\">\u6570\u5b66<\/span><span class=\"crayon-sy\">\uff1f<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u8bf7\u6ce8\u610f\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u9ed8\u8ba4\u503c <code>k<\/code>\uff0c IE <code>top_k=2<\/code>\u3002\u6700\u540e\u4e00\u8f6e\u59cb\u7ec8\u5305\u542b\u5728\u6211\u4eec\u5b9a\u4e49\u7684\u7ba1\u9053\u4e2d\uff0c\u7531\u6d88\u606f\u5bf9\u7ec4\u6210\uff1a<\/p>\n<div id=\"urvanov-syntax-highlighter-6a1ba553207ed874562309\" class=\"urvanov-syntax-highlighter-syntax crayon-theme-classic urvanov-syntax-highlighter-font-monaco urvanov-syntax-highlighter-os-pc print-yes notranslate\" data-settings=\" touchscreen 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\" 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>\u7528\u6237\uff1a\u8c22\u8c22\uff0c\u8fd9\u662f\u6709\u9053\u7406\u7684\u3002  \u4ee3\u7406\u4eba\uff1a \u4e0d\u5ba2\u6c14\uff01\u5982\u679c\u60a8\u8fd8\u9700\u8981\u4ec0\u4e48\uff0c\u8bf7\u544a\u8bc9\u6211\u3002<\/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\">\u7528\u6237<\/span><span class=\"crayon-o\">\uff1a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-v\">\u8c22\u8c22<\/span><span class=\"crayon-sy\">,<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u90a3 <\/span><span class=\"crayon-e\">\u4f7f <\/span><span class=\"crayon-v\">\u611f\u89c9<\/span><span class=\"crayon-sy\">\u3002<\/span><\/p>\n<p><span class=\"crayon-v\">\u4ee3\u7406\u4eba<\/span><span class=\"crayon-o\">\uff1a<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-i\">\u4f60<\/span>&#8216;<span class=\"crayon-e\">\u5173\u4e8e <\/span><span class=\"crayon-v\">\u6b22\u8fce<\/span><span class=\"crayon-o\">\uff01<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u8ba9 <\/span><span class=\"crayon-e\">\u6211 <\/span><span class=\"crayon-e\">\u77e5\u9053 <\/span><span class=\"crayon-st\">\u5982\u679c<\/span><span class=\"crayon-h\"> <\/span><span class=\"crayon-e\">\u4f60 <\/span><span class=\"crayon-e\">\u9700\u8981 <\/span><span class=\"crayon-e\">\u4efb\u4f55\u4e8b\u7269 <\/span><span class=\"crayon-st\">\u522b\u7684<\/span><span class=\"crayon-sy\">\u3002<\/span><\/p>\n<\/div>\n<\/td>\n<\/tr>\n<\/table><\/div>\n<\/p><\/div>\n<p>\u90a3\u4e48\u4e3a\u4ec0\u4e48\u5728\u8fd9\u4e00\u8f6e\u4e4b\u524d\u53ea\u51fa\u73b0\u4e00\u6b21\u989d\u5916\u7684\u7528\u6237\u4ee3\u7406\u4ea4\u4e92\uff0c\u800c\u4e0d\u662f\u4e24\u6b21\u5462\uff1f\u539f\u56e0\u662ftop-k\u7b56\u7565\u4e0d\u662f\u5728\u5168\u56de\u5408\u7ea7\u522b\uff08\u5373\u4e00\u5bf9\u6d88\u606f\uff09\u8fd0\u884c\uff0c\u800c\u662f\u5728\u5355\u4e2a\u6d88\u606f\u7ea7\u522b\u8fd0\u884c\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u57fa\u4e8e\u76f8\u4f3c\u6027\u68c0\u7d22\u5230\u7684\u4e24\u6761\u6d88\u606f\u6070\u597d\u5f62\u6210\u540c\u4e00\u4ea4\u4e92\u7684\u4e24\u534a\uff0c\u4f46\u662f\u4e24\u6761\u6700\u76f8\u5173\u7684\u6d88\u606f\u540c\u6837\u6709\u53ef\u80fd\u90fd\u662f\u7528\u6237\u6d88\u606f\u3001\u90fd\u662f\u4ee3\u7406\u6d88\u606f\u6216\u8005\u53ea\u662f\u804a\u5929\u5386\u53f2\u8bb0\u5f55\u7684\u4e0d\u8fde\u7eed\u90e8\u5206\u3002<\/p>\n<h2>\u603b\u7ed3<\/h2>\n<p>\u672c\u6587\u6f14\u793a\u4e86\u5982\u4f55\u57fa\u4e8e\u6a21\u62df\u4ee3\u7406\u5bf9\u8bdd\u5386\u53f2\u6765\u5b9e\u73b0\u4e0a\u4e0b\u6587\u4fee\u526a\u7ba1\u9053\uff0c\u8be5\u7ba1\u9053\u4f9d\u8d56\u4e8e\u8bed\u4e49\u76f8\u4f3c\u6027\u6765\u9009\u62e9\u5bf9\u8bdd\u4e2d\u6700\u76f8\u5173\u7684\u90e8\u5206\u4f5c\u4e3a\u5f53\u524d\u63d0\u793a\u7684\u4e0a\u4e0b\u6587\u3002\u5bf9\u4e8e\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u4ee3\u7406\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u9879\u91cd\u8981\u6280\u672f\uff0c\u6709\u52a9\u4e8e\u51cf\u5c11\u5185\u5b58\u4f7f\u7528\u548c\u8ba1\u7b97\u6210\u672c\uff0c\u540c\u65f6\u63d0\u9ad8\u6574\u4f53\u6548\u7387\u3002<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c06\u5b66\u4e60\u5982\u4f55\u4e3a\u957f\u671f\u8fd0\u884c\u7684 AI \u4ee3\u7406\u5b9e\u73b0\u4e0a\u4e0b\u6587\u4fee\u526a\u7ba1\u9053\uff0c\u4f7f\u5b83\u4eec\u80fd\u591f\u901a\u8fc7\u8bed\u4e49\u76f8\u4f3c\u6027\u6709\u6548\u5730\u7ba1\u7406\u4f1a\u8bdd\u8bb0\u5fc6\u3002 \u6211\u4eec\u5c06\u8ba8\u8bba\u7684\u4e3b\u9898\u5305\u62ec\uff1a \u4e3a\u4ec0\u4e48\u65e0\u754c\u5bf9\u8bdd\u5386\u53f2\u5bf9\u4e8e\u6784\u5efa\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e4b\u4e0a\u7684\u4ee3\u7406\u6765\u8bf4\u662f\u4e00\u4e2a\u95ee\u9898\uff0c\u4ee5\u53ca\u4e0a\u4e0b\u6587\u4fee\u526a\u7b56\u7565\u662f\u4ec0\u4e48\u6837\u7684\u3002 \u5982\u4f55\u4f7f\u7528\u53e5\u5b50\u8f6c\u6362\u5668\u5d4c\u5165\u6a21\u578b\u6765\u8ba1\u7b97\u5f53\u524d\u63d0\u793a\u548c\u5b58\u6863\u5bf9\u8bdd\u8f6e\u6b21\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\u3002 \u5982\u4f55\u6839\u636e\u6700\u8fd1\u7684\u56de\u5408\u3001\u8fc7\u53bb K \u4e2a\u8bed\u4e49\u76f8\u5173\u7684\u56de\u5408\u4ee5\u53ca\u5f53\u524d\u7684\u63d0\u793a\u6765\u7ec4\u88c5\u4fee\u526a\u540e\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u3002 \u4e3a\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u4ee3\u7406\u6784\u5efa\u4e0a\u4e0b\u6587\u4fee\u526a\u7ba1\u9053 \u4ecb\u7ecd \u5efa\u7acb\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u4e4b\u4e0a\u7684\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\u65e8\u5728\u8fde\u7eed\u8fd0\u884c\u3002\u56e0\u6b64\uff0c\u4ed6\u4eec\u7684\u5bf9\u8bdd\u5386\u53f2\u4f1a\u65e0\u9650\u589e\u957f\u3002\u5c06\u8fd9\u6837\u4e00\u4e2a\u5b8c\u6574\u7684\u5386\u53f2\u8bb0\u5f55\u4f5c\u4e3a LLM \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4f20\u9012\u662f\u89e3\u51b3\u8fc7\u9ad8\u7684\u4ee4\u724c\u6210\u672c\u3001\u5ef6\u8fdf\u74f6\u9888\u548c\u6700\u7ec8\u63a8\u7406\u9000\u5316\u7684\u5b8c\u7f8e\u65b9\u6cd5\u3002 \u6784\u5efa\u4e0a\u4e0b\u6587\u4fee\u526a\u7ba1\u9053\u53ef\u4ee5\u901a\u8fc7\u52a8\u6001\u7ba1\u7406\u6700\u8fd1\u7684\u4f1a\u8bdd\u5185\u5b58\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u3002\u672c\u6587\u6982\u8ff0\u4e86\u4e3a\u957f\u65f6\u95f4\u8fd0\u884c\u7684\u4ee3\u7406\u5b9e\u73b0\u4e0a\u4e0b\u6587\u4fee\u526a\u7ba1\u9053\u7684\u57fa\u672c\u539f\u5219\u3002 \u6211\u4eec\u4f7f\u7528\u57fa\u4e8e\u5f00\u6e90\u5d4c\u5165\u6a21\u578b\u7684\u5b8c\u5168\u53ef\u8bbf\u95ee\u4e14\u514d\u8d39\u8fd0\u884c\u7684\u672c\u5730\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u4e0d\u662f\u4ed8\u8d39 API\uff0c\u4f46\u5982\u679c\u60a8\u60f3\u8981\u66f4\u9ad8\u6548\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u60a8\u53ef\u4ee5\u5c06\u5176\u66ff\u6362\u4e3a\u4ed8\u8d39 API\u3002 \u5efa\u8bae\u7684\u5185\u5b58\u7b56\u7565 \u4ee3\u7406\u4e2d\u7684\u7ecf\u5178\u8bb0\u5fc6\u7b56\u7565\u4f9d\u8d56\u4e8e\u6ed1\u52a8\u7a97\u53e3\uff0c\u8be5\u7a97\u53e3\u4f1a\u5728\u65e7\u4fe1\u606f\u843d\u540e\u65f6\u5fd8\u8bb0\u5b83\uff0c\u5305\u62ec\u6f5c\u5728\u7684\u5173\u952e\u7ec6\u8282\u3002\u8d85\u8d8a\u8fd9\u79cd\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5efa\u7acb\u4e00\u4e2a\u6709\u9009\u62e9\u6027\u7684\u3001\u66f4\u667a\u80fd\u7684\u7ba1\u9053\uff0c\u4e3a\u6cd5\u5b66\u7855\u58eb\u63d0\u4f9b\u51c6\u786e\u7684\u80cc\u666f\u4fe1\u606f\u3002 \u672c\u8d28\u4e0a\uff0c\u4e0a\u4e0b\u6587\u53ef\u4ee5\u7cbe\u7b80\u4e3a\u4ee5\u4e0b\u57fa\u672c\u5143\u7d20\uff1a \u8fd9 \u5f53\u524d\u63d0\u793a\uff0c\u5305\u542b\u7528\u6237\u7684\u8bf7\u6c42\u6216\u95ee\u9898\u3002 \u8fd9 \u6700\u8fd1\u56de\u5408\uff0c\u5373\u524d\u4e00\u4e2a\u8f93\u5165-\u54cd\u5e94\u4ea4\u6362\uff0c\u8fd9\u662f\u4fdd\u6301\u4f1a\u8bdd\u8fde\u7eed\u6027\u7684\u5173\u952e\u3002 \u8fd9 \u524d K 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