{"id":3593,"date":"2026-03-29T12:03:34","date_gmt":"2026-03-29T04:03:34","guid":{"rendered":"http:\/\/www.\u6570\u5b57\u4e2d\u56fd.cn\/?p=3593"},"modified":"2026-03-29T12:03:34","modified_gmt":"2026-03-29T04:03:34","slug":"%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%ef%bc%88llm%ef%bc%89%e6%a0%b8%e5%bf%83%e6%8a%80%e6%9c%af%e5%8e%9f%e7%90%86%e7%bb%bc%e8%bf%b0%ef%bc%9a%e4%bb%8e%e8%af%ad%e4%b9%89%e5%8d%95%e5%85%83","status":"publish","type":"post","link":"http:\/\/www.\u6570\u5b57\u4e2d\u56fd.cn\/?p=3593","title":{"rendered":"\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6838\u5fc3\u6280\u672f\u539f\u7406\u7efc\u8ff0\uff1a\u4ece\u8bed\u4e49\u5355\u5143\u5230\u8ba4\u77e5\u8fb9\u754c"},"content":{"rendered":"<h1 align=\"center\">\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u6838\u5fc3\u6280\u672f\u539f\u7406\u7efc\u8ff0\uff1a\u4ece\u8bed\u4e49\u5355\u5143\u5230\u8ba4\u77e5\u8fb9\u754c <\/h1>\n<p  style=\"text-indent:0em;\"align=\"left\">\u53d1\u5e03\u5355\u4f4d\uff1a\u5929\u884d\u667a\u79d1\u6280\u4ea7\u4e1a\u6709\u9650\u516c\u53f8 <br \/>\n  \u53d1\u5e03\u65f6\u95f4\uff1a2026\u5e743\u670829\u65e5 <br \/>\n  \u53d1\u5e03\u7248\u672c\uff1a1.0<\/p>\n<h2><strong>1.<\/strong><strong>\u5f15\u8a00\uff1a\u8ba1\u7b97\u7684\u56f0\u5883\u4e0e\u8bed\u4e49\u7684\u9e3f\u6c9f <\/strong><\/h2>\n<p>\u81ea\u7136\u8bed\u8a00\u5177\u6709\u9ad8\u5ea6\u7684\u79bb\u6563\u6027\u548c\u6a21\u7cca\u6027\uff0c\u800c\u8ba1\u7b97\u673a\u5e95\u5c42\u53ea\u80fd\u5904\u7406\u7cbe\u786e\u7684\u6570\u503c\u8ba1\u7b97\u3002\u5927\u6a21\u578b\uff08LLM\uff09\u7684\u6838\u5fc3\u7a81\u7834\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u5ea7\u6865\u6881\uff0c\u5c06\u4eba\u7c7b\u8bed\u8a00\u6620\u5c04\u4e3a\u9ad8\u7ef4\u5411\u91cf\u7a7a\u95f4\u4e2d\u7684\u6570\u5b66\u8fd0\u7b97\u3002\u8fd9\u5ea7\u6865\u6881\u7684\u57fa\u77f3\uff0c\u5373\u4e3a<strong>Token<\/strong>\u3002 \n  <\/p>\n<p>\u7136\u800c\uff0c\u968f\u7740\u5e94\u7528\u6df1\u5165\uff0c\u6211\u4eec\u53d1\u73b0\u8fd9\u5ea7\u6865\u6881\u4e0d\u4ec5\u5b58\u5728\u88c2\u7f1d\uff0c\u5176<strong>\u5e95\u5c42\u67b6\u6784\u8bbe\u8ba1\u4e0e\u672a\u6765\u667a\u80fd\u5f62\u6001\u4e4b\u95f4\u5b58\u5728\u6839\u672c\u6027\u7684\u9519\u4f4d<\/strong>\u3002\u672c\u6587\u6863\u5c06\u4ece\u6700\u5c0f\u8bed\u4e49\u5355\u5143\u7684\u63d0\u53d6\u3001\u6838\u5fc3\u63a8\u7406\u673a\u5236\u7684\u8fb9\u754c\u3001\u5173\u952e\u6311\u6218\u3001\u67b6\u6784\u6096\u8bba\u4ee5\u53ca\u6280\u672f\u8def\u5f84\u7684\u8bc1\u4f2a\u7b49\u591a\u4e2a\u7ef4\u5ea6\uff0c\u5168\u9762\u89e3\u6790\u5927\u6a21\u578b\u6280\u672f\u539f\u7406\uff0c\u5e76\u63a2\u8ba8\u901a\u5f80\u771f\u6b63\u4eba\u5de5\u667a\u80fd\u7684\u8def\u5f84\u3002 <\/p>\n<h2><strong>2. <\/strong><strong>\u6570\u636e\u57fa\u7840\uff1aToken\u4e0e\u6700\u5c0f\u8bed\u4e49\u5355\u5143 <\/strong><\/h2>\n<h3><strong>2.1 Token<\/strong><strong>\u7684\u5b9a\u4e49\uff1a\u8bed\u4e49\u7684\u7ec6\u80de <\/strong><\/h3>\n<p>Token\uff08\u8bcd\u5143\uff09\u662f\u5927\u6a21\u578b\u5904\u7406\u8bed\u8a00\u7684\u6700\u5c0f\u5355\u4f4d\u3002\u5b83\u65e2\u975e\u5355\u7eaf\u7684\u5b57\u7b26\uff0c\u4e5f\u975e\u56fa\u5b9a\u7684\u5355\u8bcd\uff0c\u800c\u662f<strong>\u8bed\u4e49\u5b8c\u6574\u6027\u4e0e\u8ba1\u7b97\u6548\u7387\u7684\u5e73\u8861\u70b9<\/strong>\u3002 <\/p>\n<ul>\n<li>\u901a\u4fd7\u89e3\u91ca\uff1a\u8ba1\u7b97\u673a\u4e0d\u8ba4\u8bc6\u6c49\u5b57\u6216\u5355\u8bcd\uff0c\u5b83\u53ea\u8ba4\u8bc6\u6570\u5b57\u3002Token \u5c31\u662f\u628a\u4eba\u7c7b\u8bed\u8a00&ldquo;\u5207\u788e&rdquo;\u6210\u4e00\u4e2a\u4e2a\u5c0f\u5757\uff0c\u6bcf\u4e2a\u5c0f\u5757\u5bf9\u5e94\u4e00\u4e2a\u7f16\u53f7\u3002\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210&ldquo;\u8bed\u8a00\u7684\u4e50\u9ad8\u79ef\u6728&rdquo;\uff0c\u5927\u6a21\u578b\u5c31\u662f\u7528\u8fd9\u4e9b\u79ef\u6728\u642d\u5efa\u9ad8\u697c\u5927\u53a6\u3002 <\/li>\n<li>\u7b80\u5355\u6613\u61c2\u5b9e\u4f8b\u8bf4\u660e\uff1a <\/li>\n<ul>\n<li><strong><em>\u5e38\u89c1\u8bcd\uff1a\u6bd4\u5982&ldquo;\u82f9\u679c&rdquo;\uff0c\u5728\u6a21\u578b\u773c\u91cc\u53ef\u80fd\u5c31\u662f\u4e00\u4e2a\u6574\u4f53\u79ef\u6728\uff081\u4e2aToken\uff09\uff0c\u56e0\u4e3a\u5b83\u5728\u4e92\u8054\u7f51\u4e0a\u592a\u5e38\u89c1\u4e86\uff0c\u6a21\u578b\u628a\u5b83\u7f16\u4e86\u4e00\u4e2a\u53f7\u3002 <\/em><\/strong><\/li>\n<li><strong><em>\u4e13\u4e1a\u8bcd\/\u957f\u8bcd\uff1a\u6bd4\u5982&ldquo;Transformer\u67b6\u6784&rdquo;\uff0c\u6a21\u578b\u53ef\u80fd\u6ca1\u7ed9\u8fd9\u6574\u4e2a\u8bcd\u7f16\u53f7\uff0c\u6240\u4ee5\u5b83\u4f1a\u88ab\u5207\u788e\u3002\u53ef\u80fd\u5207\u6210&ldquo;Transform&rdquo;\u3001&ldquo;er&rdquo;\u3001&ldquo;\u67b6&rdquo;\u3001&ldquo;\u6784&rdquo;\u56db\u5757\uff084\u4e2a Token\uff09\u3002 <\/em><\/strong><\/li>\n<li><strong><em>\u540e\u679c\uff1a\u6a21\u578b\u770b&ldquo;\u82f9\u679c&rdquo;\u662f\u4e00\u773c\uff1b\u770b&ldquo;Transformer\u67b6\u6784&rdquo;\u8981\u62fc\u56db\u6b21\u79ef\u6728\u3002\u8fd9\u79cd&ldquo;\u5207\u788e&rdquo;\u5c31\u662f\u4e00\u5207\u95ee\u9898\u7684\u6e90\u5934\u3002 <\/em><\/strong><\/li>\n<\/ul>\n<\/ul>\n<h3><strong>2.2 Token<\/strong><strong>\u5316\u7684\u6280\u672f\u4f18\u52bf <\/strong><\/h3>\n<ul>\n<li>\u8bed\u4e49\u8f7d\u4f53\uff1aToken \u662fAI\u611f\u77e5\u4e16\u754c\u7684&ldquo;\u7ec6\u80de&rdquo;\u3002\u5b83\u643a\u5e26\u4e86\u6700\u5c0f\u7684\u4e0d\u53ef\u5206\u5272\u7684\u8bed\u4e49\u4fe1\u606f\u3002 <\/li>\n<li>\u89e3\u51b3 OOV \u95ee\u9898\uff1a\u901a\u8fc7\u5b50\u8bcd\u62c6\u5206\uff0c\u4efb\u4f55\u751f\u50fb\u8bcd\u3001\u65b0\u9020\u8bcd\u5747\u53ef\u7531\u5df2\u77e5 Token \u7ec4\u5408\u8868\u793a\uff0c\u4fdd\u8bc1\u4e86\u7cfb\u7edf\u7684\u6cdb\u5316\u80fd\u529b\u3002 <\/li>\n<li>\u4e0a\u4e0b\u6587\u957f\u5ea6\u4f18\u5316\uff1a\u76f8\u6bd4\u4e8e\u5b57\u7b26\u7ea7\u5904\u7406\uff0cToken  \u7ea7\u5904\u7406\u5927\u5e45\u7f29\u77ed\u4e86\u5e8f\u5217\u957f\u5ea6\uff0c\u964d\u4f4e\u4e86\u8ba1\u7b97\u590d\u6742\u5ea6\u3002 <\/li>\n<\/ul>\n<h2><strong>3. <\/strong><strong>\u672c\u8d28\u5256\u6790\uff1a\u6cdb\u5316\u4e0e\u84b8\u998f\u7684\u7269\u7406\u57fa\u7840 <\/strong><\/h2>\n<h3><strong>3.1 <\/strong><strong>\u4e92\u8054\u7f51\u6570\u636e\u7684\u672c\u8d28\u6620\u5c04 <\/strong><\/h3>\n<p>\u4eba\u7c7b\u5386\u53f2\u79ef\u7d2f\u51e0\u5343\u5e74\uff0c\u901a\u8fc7\u4e92\u8054\u7f51\u4e09\u5341\u5e74\u7684\u53d1\u5c55\uff0c\u51e0\u4e4e\u6240\u6709\u4e0e\u4e13\u4e1a\u65e0\u5173\u7684\u8bed\u8a00\u5185\u5bb9\uff0c\u5728\u4e92\u8054\u7f51\u4e0a\u90fd\u6709\u6620\u5c04\u3002\u8fd9\u6784\u6210\u4e86\u5927\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u7684\u57fa\u5ea7\u2014\u2014\u901a\u7528\u8bed\u6599\u3002 <\/p>\n<h3><strong>3.2 <\/strong><strong>\u5143\u8bed\u4e49\u7684\u5929\u82b1\u677f\u6548\u5e94 <\/strong><\/h3>\n<p>\u8fd9\u53e5\u8bdd\u8fdb\u4e00\u6b65\u89e3\u91ca\u4e3a\uff1a\u4eba\u7c7b\u81ea\u7136\u8bed\u8a00\u4e0e\u4e13\u4e1a\u65e0\u5173\u7684\u57fa\u672c\u8bed\u4e49\u5185\u5bb9\uff0c\u662f\u6709\u4e00\u4e2a\u5929\u82b1\u677f\u6570\u91cf\u7684\uff08\u521d\u6b65\u9884\u4f30\u57281\uff5e10\u4ebf\u6761\u4e4b\u95f4\uff09\uff0c\u628a\u57fa\u672c\u8bed\u4e49\u79f0\u4e4b\u4e3a<strong>\u3010\u5143\u8bed\u4e49\u3011<\/strong>\u3002 <\/p>\n<h3><strong>3.3 <\/strong><strong>\u6cdb\u5316\u7684\u672c\u8d28\uff1a\u6709\u9650\u96c6\u5f52\u7eb3 <\/strong><\/h3>\n<p align=\"left\">\u7531\u4e8e\u5168\u90e8\u4e92\u8054\u7f51\u8bed\u6599\u6807\u6ce8\u8d85\u8fc7\u4e07\u4ebf\u6761\u7ea7\uff0c\u57fa\u672c\u5305\u542b\u4e86\u8fd9\u4e9b\u3010\u5143\u8bed\u4e49\u3011\uff0c\u6240\u4ee5\u5927\u6a21\u578b\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u6cdb\u5316\u80fd\u529b\u3002 \n  <\/p>\n<p>\u6240\u8c13\u7684\u6cdb\u5316\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u5728\u8fd9\u4e2a\u6709\u9650\u96c6\u4e2d\u8fdb\u884c\u5f52\u7eb3\u3001\u603b\u7ed3\u3001\u62bd\u8c61\u7684\u80fd\u529b\u3002\u56e0\u4e3a\u5143\u8bed\u4e49\u662f\u6709\u9650\u7684\uff0c\u6240\u4ee5\u6a21\u578b\u80fd\u591f\u901a\u8fc7\u6d77\u91cf\u6570\u636e\u8986\u76d6\u5b83\u4eec\uff0c\u4ece\u800c\u8868\u73b0\u51fa&ldquo;\u4e3e\u4e00\u53cd\u4e09&rdquo;\u7684\u7279\u6027\u3002 <\/p>\n<h3><strong>3.4 <\/strong><strong>\u84b8\u998f\u7684\u7b2c\u4e00\u6027\u539f\u7406 <\/strong><\/h3>\n<p align=\"left\">\u56e0\u4e3a\u6574\u4f53\u8bed\u6599\u6570\u636e\u91cf\u8fdc\u8fdc\u5927\u4e8e\u3010\u5143\u8bed\u4e49\u3011\u6570\u91cf\uff0c\u5b58\u5728\u6781\u5927\u7684\u6570\u636e\u5197\u4f59\uff0c\u8fd9\u662f\u5927\u6a21\u578b\u53ef\u84b8\u998f\u7684\u7b2c\u4e00\u6027\u6240\u5728\u3002 \n  <\/p>\n<p>\u53ea\u8981\u51cf\u5c11\u4f7f\u7528\u7684\u8bed\u6599\u6570\u636e\uff0c\u4ecd\u80fd\u5b8c\u6574\u5305\u542b\u3010\u5143\u8bed\u4e49\u3011\uff0c\u90a3\u4e48\u84b8\u998f\u5c31\u662f\u6210\u529f\u7684\u3002\u84b8\u998f\u7684\u8fc7\u7a0b\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u5254\u9664\u5197\u4f59\u6570\u636e\u566a\u97f3\uff0c\u4fdd\u7559\u6838\u5fc3\u8bed\u4e49\u5206\u5e03\u7684\u8fc7\u7a0b\u3002 <\/p>\n<h2><strong>4. <\/strong><strong>\u6838\u5fc3\u673a\u5236\uff1a\u663e\u6027\u5171\u9e23\u4e0e\u6ce8\u610f\u529b\u5c40\u9650 <\/strong><\/h2>\n<h3><strong>4.1 <\/strong><strong>\u6ce8\u610f\u529b\u673a\u5236\u7684\u672c\u8d28\uff1a\u663e\u6027\u5171\u9e23 <\/strong><\/h3>\n<p>Transformer \u67b6\u6784\u901a\u8fc7 Q\u3001K\u3001V \u7684\u4ea4\u4e92\uff0c\u8ba1\u7b97\u51fa\u8bcd\u5143\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u6743\u91cd\u3002\u8fd9\u4e00\u8fc7\u7a0b\u53ef\u88ab\u5b9a\u4e49\u4e3a<strong>&ldquo;\u663e\u6027\u5171\u9e23\u673a\u5236&rdquo;<\/strong>\u3002 <\/p>\n<ul>\n<li>\u89e6\u53d1\u539f\u7406\uff1a\u5b83\u4ec5\u9488\u5bf9\u6587\u5b57\u8868\u8fbe\u7684\u663e\u6027\u7ed3\u6784\u4ea7\u751f\u5171\u9e23\u3002\u5373\uff0c\u6a21\u578b\u53ea\u80fd\u8ba1\u7b97&ldquo;\u5199\u4e86\u4ec0\u4e48&rdquo;\uff0c\u65e0\u6cd5\u8ba1\u7b97&ldquo;\u6ca1\u5199\u4ec0\u4e48&rdquo;\u3002 <\/li>\n<li>\u6d41\u7a0b\uff1a\u901a\u8fc7\u70b9\u79ef\u8fd0\u7b97\u6355\u6349\u660e\u6587\u7b26\u53f7\u95f4\u7684\u7edf\u8ba1\u5173\u8054\uff0c\u5f62\u6210\u8bed\u4e49\u8fde\u63a5\u3002 <\/li>\n<\/ul>\n<h3><strong>4.2 <\/strong><strong>\u9690\u6027\u8bed\u4e49\u7684\u76f2\u533a <\/strong><\/h3>\n<p align=\"left\">\u4eba\u7c7b\u8bed\u4e49\u5f80\u5f80\u5177\u6709\u591a\u91cd\u6027\u548c\u8a00\u5916\u4e4b\u610f\u3002 <\/p>\n<ul>\n<li>\u6848\u4f8b\uff1a\u6df1\u591c\uff0c\u8001\u674e\u63a5\u5230\u8001\u5a46\u5c0f\u5218\u7684\u7535\u8bdd\uff0c\u542c\u5230\u9694\u58c1\u8001\u738b\u7684\u58f0\u97f3\u3002 <\/li>\n<ul>\n<li><strong><em>\u4eba\u7c7b\u63a8\u7406\uff1a\u57fa\u4e8e\u4e2a\u4f53\u80cc\u666f\uff08\u8001\u738b\u662f\u7537\u6027\u3001\u90bb\u5c45\u3001\u6df1\u591c\u4e0d\u5e94\u5728\u573a\uff09\uff0c\u8001\u674e\u77ac\u95f4\u63a8\u5bfc\u51fa\u9690\u542b\u8bed\u4e49\u3002 <\/em><\/strong><\/li>\n<li><strong><em>\u6a21\u578b\u63a8\u7406\uff1a\u6ce8\u610f\u529b\u673a\u5236\u53ea\u80fd\u6355\u6349\u663e\u6027\u5171\u5b58\u3002\u82e5\u6587\u672c\u4e2d\u672a\u660e\u786e\u63cf\u8ff0\u903b\u8f91\u94fe\u6761\uff0c\u6a21\u578b\u65e0\u6cd5\u901a\u8fc7\u663e\u6027\u5171\u9e23\u76f4\u63a5\u5f97\u51fa\u7ed3\u8bba\u3002 <\/em><\/strong><\/li>\n<\/ul>\n<li>\u7ed3\u8bba\uff1a\u6ce8\u610f\u529b\u673a\u5236\u53ea\u80fd\u89e3\u51b3\u660e\u6587\u4e0a\u7684\u8bed\u4e49\u63a8\u7406\uff0c\u65e0\u6cd5\u89e6\u53ca\u57fa\u4e8e\u4e2a\u4f53\u7ecf\u9a8c\u7684\u9690\u6027\u903b\u8f91\u3002 <\/li>\n<\/ul>\n<h2><strong>5. <\/strong><strong>\u5173\u952e\u6311\u6218\uff1a\u4e13\u4e1a\u9886\u57df\u7684\u8bed\u4e49\u539f\u5b50\u5316\u707e\u96be <\/strong><\/h2>\n<p align=\"left\">\u5728\u4e13\u4e1a\u9886\u57df\uff08\u5982\u6cd5\u5f8b\u3001\u533b\u7597\u3001\u524d\u6cbf\u79d1\u6280\uff09\uff0c\u5927\u6a21\u578b\u7684 Token \u673a\u5236\u5f15\u53d1\u4e86\u4e25\u91cd\u7684\u8bed\u4e49\u707e\u96be\uff0c\u8fd9\u662f\u5176\u65e0\u6cd5\u5728\u4e25\u8c28\u573a\u666f\u843d\u5730\u7684\u6839\u672c\u539f\u56e0\u3002 <\/p>\n<h3><strong>5.1 <\/strong><strong>\u8bed\u4e49\u539f\u5b50\u5316\u707e\u96be <\/strong><\/h3>\n<p align=\"left\">Token \u4f5c\u4e3a\u5927\u6a21\u578b\u7684\u6700\u5c0f\u5904\u7406\u5355\u5143\uff0c\u672c\u8d28\u4e0a\u662f\u7edf\u8ba1\u5b66\u7684\u59a5\u534f\u4ea7\u7269\u3002\u5728\u5904\u7406\u4e13\u4e1a\u9886\u57df\u65f6\uff0cToken \u7684\u5207\u5206\u903b\u8f91\u5bfc\u81f4\u4e86\u4e25\u91cd\u7684\u540e\u679c\uff1a <\/p>\n<ul>\n<li>\u8bed\u4e49\u6c61\u67d3\uff1a\u4e13\u4e1a\u590d\u5408\u6982\u5ff5\u88ab\u5207\u788e\u4e3a\u901a\u7528\u788e\u7247\uff0c\u539f\u672c\u4e25\u8c28\u7684\u5b9a\u4e49\u88ab\u7a00\u91ca\u5728\u901a\u7528\u8bed\u6599\u7684\u610f\u4e49\u4e2d\uff0c\u5bfc\u81f4\u6982\u5ff5\u7eaf\u5ea6\u4e27\u5931\u3002 <\/li>\n<li>\u903b\u8f91\u94fe\u6761\u65ad\u88c2\uff1a\u4e3a\u4e86\u7406\u89e3\u4e00\u4e2a\u88ab\u5207\u788e\u7684\u4e13\u4e1a\u672f\u8bed\uff0c\u6a21\u578b\u88ab\u8feb\u62c9\u957f\u63a8\u7406\u94fe\u6761\uff0c\u5148\u62fc\u51d1\u8bed\u4e49\uff0c\u518d\u8fdb\u884c\u903b\u8f91\u63a8\u6f14\u3002\u8fd9\u79cd\u88ab\u8feb\u7684&ldquo;\u601d\u7ef4\u7ed5\u8def&rdquo;\uff0c\u6781\u5927\u589e\u52a0\u4e86\u903b\u8f91\u51fa\u9519\u7684\u6982\u7387\u3002 <\/li>\n<\/ul>\n<h3><strong>5.2 <\/strong><strong>\u63a8\u6f14\u8d28\u91cf\u635f\u5bb3 <\/strong><\/h3>\n<p align=\"left\">\u4e13\u4e1a\u590d\u5408\u8bcd\u88ab\u5207\u788e\u540e\u6df7\u5165\u901a\u7528\u8bed\u6599\u610f\u4e49\uff0c\u5bfc\u81f4\u8bed\u4e49\u6c61\u67d3\u3002\u6982\u5ff5\u5207\u788e\u540e\uff0c\u6ce8\u610f\u529b\u673a\u5236\u88ab\u8feb\u5206\u6563\uff0c\u601d\u7ef4\u94fe\u6761\u88ab\u8feb\u62c9\u957f\uff0c\u6781\u5927\u589e\u52a0\u903b\u8f91\u51fa\u9519\u6982\u7387\u3002 <\/p>\n<h3><strong>5.3 <\/strong><strong>\u63a8\u6f14\u6548\u7387\u635f\u5bb3\uff1a\u7b97\u529b\u9690\u5f62\u7a0e <\/strong><\/h3>\n<p align=\"left\">\u5e8f\u5217\u957f\u5ea6\u865a\u5047\u81a8\u80c0\u5bfc\u81f4O(N<sup>2<\/sup>)\u7b97\u529b\u9690\u5f62\u7a0e\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u8d44\u6e90\u88ab\u65e0\u6548\u4fb5\u5360\u3002 <\/p>\n<ul>\n<li>Transformer \u67b6\u6784O(N<sup>2<\/sup>)\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u4f7f\u5f97Token\u6570\u91cf\u7684\u865a\u5047\u81a8\u80c0\u6210\u4e3a\u4e0d\u53ef\u627f\u53d7\u4e4b\u91cd\u3002 <\/li>\n<li>\u4e13\u4e1a\u6587\u6863\u56e0Token\u7834\u788e\u5316\uff0c\u5360\u636e\u4e86\u5927\u91cf\u65e0\u6548\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5bfc\u81f4\u7b97\u529b\u88ab\u5927\u91cf\u6d88\u8017\u5728\u65e0\u610f\u4e49\u7684\u788e\u7247\u5173\u8054\u8ba1\u7b97\u4e0a\uff0c\u800c\u975e\u6838\u5fc3\u8bed\u4e49\u7406\u89e3\u4e0a\u3002 <\/li>\n<\/ul>\n<h2><strong>6. <\/strong><strong>\u8ba4\u77e5\u7684\u8fb9\u754c\uff1a\u4e0a\u5e1d\u89c6\u89d2\u4e0e\u79c1\u6709\u667a\u80fd\u4f53 <\/strong><\/h2>\n<h3><strong>6.1 <\/strong><strong>\u4e0a\u5e1d\u89c6\u89d2\u7684\u8c2c\u8bef <\/strong><\/h3>\n<p align=\"left\">\u5f53\u524d\u5927\u6a21\u578b\u6e90\u4e8e\u4e92\u8054\u7f51\u6d77\u91cf\u516c\u5171\u8bed\u6599\uff0c\u5b9e\u5219\u662f\u4e00\u79cd<strong>&ldquo;\u4e0a\u5e1d\u89c6\u89d2&rdquo;\u7684\u5c40\u9650\u6027<\/strong>\u3002 <\/p>\n<ul>\n<li>\u80cc\u666f\u5f53\u4e8b\u4e3b\u4f53\u7684\u7f3a\u5931\uff1a\u8bed\u4e49\u63a8\u6f14\u7684\u771f\u5b9e\u57fa\u7840\u662f\u4e2a\u4f53\u7684\u72ec\u7acb\u8bed\u4e49\u80cc\u666f\u3002\u82e5&ldquo;\u9694\u58c1\u8001\u738b&rdquo;\u662f\u5973\u6027\uff08\u4ea7\u79d1\u533b\u751f\uff09\uff0c\u5219\u60c5\u5883\u8bed\u4e49\u5b8c\u5168\u53cd\u8f6c\u3002\u8fd9\u4e00\u4fe1\u606f\u5b58\u5728\u4e8e\u8001\u674e\u5927\u8111\u4e2d\uff0c\u800c\u975e\u5bf9\u8bdd\u6587\u672c\u4e2d\u3002 <\/li>\n<li>\u7ed3\u8bba\uff1a\u5927\u6a21\u578b\u7528&ldquo;\u5168\u4eba\u7c7b\u5e73\u5747\u7edf\u8ba1\u89c6\u89d2&rdquo;\u5957\u7528&ldquo;\u5177\u4f53\u4e2a\u4f53&rdquo;\uff0c\u5fc5\u7136\u5bfc\u81f4\u8bef\u8bfb\u3002\u80cc\u666f\u5f53\u4e8b\u4e3b\u4f53\u7684\u4e16\u754c\u77e5\u8bc6\u4e0e\u8bed\u4e49\u8868\u8fbe\u65e0\u76f4\u63a5\u663e\u6027\u5173\u8054\uff0c\u5374\u5728\u63a8\u7406\u4e2d\u8d77\u51b3\u5b9a\u6027\u4f5c\u7528\u3002 <\/li>\n<\/ul>\n<h3><strong>6.2 <\/strong><strong>\u667a\u80fd\u4f53\u5fc5\u987b\u662f\u79c1\u6709\u7684 <\/strong><\/h3>\n<p><strong>\u771f\u6b63\u7684\u667a\u80fd\u4f53\u5fc5\u987b\u662f\u79c1\u6709\u7684\uff0c\u4e0e\u79c1\u6709\u4e2a\u4f53\u81ea\u8eab\u7684\u4e16\u754c\u6a21\u578b\u540c\u6b65\u589e\u957f\u3002<\/strong>\u5f53\u524d\u7684\u7aef\u4fa7\u667a\u80fd\u4f53\u672c\u8d28\u662f&ldquo;\u7a7f\u7740\u79c1\u6709\u5927\u8863\u7684\u516c\u5171\u5927\u8111&rdquo;\uff0c\u4f9d\u7136\u7ad9\u5728\u4e0a\u5e1d\u89c6\u89d2\u601d\u8003\uff0c\u800c\u975e\u7ad9\u5728\u7528\u6237\u89c6\u89d2\u601d\u8003\u751f\u6d3b\u60c5\u5883\u3002 <\/p>\n<h2><strong>7. <\/strong><strong>\u67b6\u6784\u6096\u8bba\uff1a\u5e76\u884c\u8ba1\u7b97\u4e0e\u79c1\u6709\u667a\u80fd\u7684\u4e0d\u53ef\u8c03\u548c <\/strong><\/h2>\n<p align=\"left\">\u8fd9\u662f\u5927\u6a21\u578b\u6280\u672f\u8def\u7ebf\u88ab\u8bc1\u4f2a\u7684\u53c8\u4e00\u94c1\u8bc1\uff0c\u89e6\u53ca\u4e86\u786c\u4ef6\u4e0e\u7b97\u6cd5\u7684\u5e95\u5c42\u903b\u8f91\u3002 <\/p>\n<h3><strong>7.1 <\/strong><strong>\u7b97\u529b\u67b6\u6784\u7684\u6392\u4ed6\u6027 <\/strong><\/h3>\n<p align=\"left\"><strong>\u5927\u6a21\u578b\u7684\u6df1\u5ea6\u5b66\u4e60 + Transformer  \u67b6\u6784\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u53f0&ldquo;\u5e76\u884c\u8d85\u7ea7\u8ba1\u7b97\u673a&rdquo;\u3002 <\/strong><\/p>\n<ul>\n<li>\u8fd9\u79cd\u67b6\u6784\u7684\u6548\u80fd\u5efa\u7acb\u5728\u9ad8\u5e76\u53d1\u3001\u5927\u89c4\u6a21\u77e9\u9635\u8fd0\u7b97\u7684\u57fa\u7840\u4e4b\u4e0a\u3002\u5b83\u8981\u6c42\u7b97\u529b\u96c6\u4e2d\u3001\u6570\u636e\u96c6\u4e2d\uff0c\u4ee5\u652f\u6491\u5e9e\u5927\u7684\u53c2\u6570\u63a8\u7406\u3002 <\/li>\n<li>\u8fd9\u79cd\u67b6\u6784\u5929\u751f\u9002\u914d&ldquo;\u516c\u6709\u4e91&rdquo;\uff0c\u800c\u975e&ldquo;\u79c1\u6709\u7aef&rdquo;\u3002 <\/li>\n<\/ul>\n<h3><strong>7.2 <\/strong><strong>\u672a\u6765\u667a\u80fd\u4f53\u7684\u79c1\u6709\u5c5e\u6027 <\/strong><\/h3>\n<p><strong>\u672a\u6765\u667a\u80fd\u4f53\uff0c\u53ea\u80fd\u662f\u79c1\u6709\u667a\u80fd\u4f53\u3002<\/strong><\/p>\n<ul>\n<li>\u771f\u6b63\u7684\u667a\u80fd\u662f\u4e2a\u6027\u5316\u7684\u3001\u60c5\u5883\u5316\u7684\uff0c\u5fc5\u987b\u4f9d\u9644\u4e8e\u5177\u4f53\u7684\u4e2a\u4f53\u5b58\u5728\u3002 <\/li>\n<li>\u79c1\u6709\u667a\u80fd\u4f53\u8981\u6c42\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u9690\u79c1\u3001\u4e2a\u4f53\u903b\u8f91\u95ed\u73af\uff0c\u8fd9\u4e0e\u9700\u8981\u6d77\u91cf\u7b97\u529b\u5806\u53e0\u3001\u4f9d\u8d56\u5168\u7f51\u6570\u636e\u8bad\u7ec3\u7684&ldquo;\u5e76\u884c\u8d85\u7ea7\u8ba1\u7b97\u673a&rdquo;\u67b6\u6784\u5b58\u5728\u7269\u7406\u5c42\u9762\u7684\u51b2\u7a81\u3002 <\/li>\n<\/ul>\n<h3><strong>7.3 <\/strong><strong>\u7ed3\u8bba\uff1a\u5b9a\u4f4d\u4fee\u6b63 <\/strong><\/h3>\n<p align=\"left\">\u5c06\u5f53\u524d\u7684&ldquo;\u5e76\u884c\u8d85\u7ea7\u8ba1\u7b97\u673a&rdquo;\u6846\u67b6\u5f3a\u884c\u585e\u5165&ldquo;\u79c1\u6709\u667a\u80fd\u4f53&rdquo;\u7684\u8eaf\u58f3\uff0c\u662f\u524a\u8db3\u9002\u5c65\u3002 \n  <\/p>\n<p><strong>\u5f53\u524d\u5927\u6a21\u578b\u7684\u5408\u7406\u5b9a\u4f4d\uff0c\u4e0d\u5e94\u662f\u79c1\u6709\u667a\u80fd\u4f53\uff0c\u800c\u53ea\u80fd\u662f\uff1a&ldquo;\u516c\u6709\u4e0a\u5e1d\u89c6\u89d2\u7684\u667a\u80fd\u56fe\u4e66\u9986&rdquo;<\/strong>\u6216<strong>&ldquo;\u4e13\u5bb6\u578b\u667a\u80fd\u4f53&rdquo;<\/strong>\u3002\u5b83\u8d1f\u8d23\u63d0\u4f9b\u901a\u7528\u7684\u77e5\u8bc6\u68c0\u7d22\u4e0e\u903b\u8f91\u53c2\u8003\uff0c\u800c\u4e0d\u5e94\u88ab\u671f\u671b\u6210\u4e3a\u61c2\u4f60\u3001\u50cf\u4f60\u7684\u79c1\u4eba\u79d8\u4e66\u3002 <\/p>\n<h2><strong>8. <\/strong><strong>\u6280\u672f\u6b67\u9014\uff1aAgent\u5e76\u884c\u63a8\u7406\u7684\u6b7b\u80e1\u540c <\/strong><\/h2>\n<p align=\"left\">\u9762\u5bf9\u5927\u6a21\u578b\u4e0a\u4e0b\u6587\u5173\u8054\u957f\u5ea6\u6709\u9650\u7684\u75db\u70b9\uff0c\u76ee\u524d\u6280\u672f\u754c\u63d0\u51fa\u4e86\u7814\u53d1<strong>Agent\u5e76\u884c\u63a8\u7406\u6280\u672f\u6846\u67b6<\/strong>\u7684\u89e3\u51b3\u601d\u8def\u3002\u7ecf\u8fc7\u6df1\u5165\u5256\u6790\uff0c\u6211\u4eec\u8ba4\u4e3a\u8fd9\u662f\u4e00\u6761\u4e0d\u5f52\u8def\u3002 <\/p>\n<h3><strong>8.1 <\/strong><strong>\u4e0a\u4e0b\u6587\u62c6\u5206\u7684\u7269\u7406\u58c1\u5792 <\/strong><\/h3>\n<p align=\"left\"><strong>\u539f\u5219\u6bcf\u4e2aAgent\u53ea\u5bf9\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\u8d1f\u8d23<\/strong>\u3002\u7136\u800c\uff0c\u73b0\u5b9e\u4e16\u754c\u7684\u590d\u6742\u4efb\u52a1\u5f80\u5f80\u5177\u6709\u6781\u5f3a\u7684\u5173\u8054\u6027\u3002\u5f3a\u884c\u62c6\u5206\u4e0a\u4e0b\u6587\uff0c\u6253\u7834\u4e86\u8bed\u4e49\u7684\u5b8c\u6574\u6027\uff0c\u7834\u574f\u4e86\u63a8\u7406\u6240\u9700\u7684\u6574\u4f53\u8bed\u5883\u3002 <\/p>\n<h3><strong>8.2 <\/strong><strong>\u516c\u5171\u77e5\u8bc6\u7684\u788e\u7247\u5316\u9ed1\u6d1e <\/strong><\/h3>\n<p align=\"left\">\u5f53\u4e00\u4e2a\u5927\u7684\u4e0a\u4e0b\u6587\u62c6\u5206\u4e3a\u51e0\u4e2aAgent\u7684\u5b50\u4e0a\u4e0b\u6587\u65f6\uff0c\u5176\u4e2d\u4f1a\u5b58\u5728\u5173\u952e\u7684<strong>\u516c\u5171\u77e5\u8bc6<\/strong>\u3002 <\/p>\n<ul>\n<li>\u5206\u5e03\u5f0f\u7684\u672a\u77e5\uff1a\u62c6\u5206\u4f7f\u5f97\u516c\u5171\u77e5\u8bc6\u88ab\u788e\u7247\u5316\u5206\u5e03\u5728\u4e0d\u540cAgent\u7684\u4e0a\u4e0b\u6587\u4e2d\u3002 <\/li>\n<li>\u9690\u6027\u7684\u76f2\u533a\uff1a\u6700\u81f4\u547d\u7684\u662f\uff0c\u7528\u6237\u5f80\u5f80\u4e0d\u77e5\u9053\u54ea\u4e9b\u77e5\u8bc6\u5c5e\u4e8e\u516c\u5171\u77e5\u8bc6\uff0c\u56e0\u6b64\u5728\u62c6\u5206\u65f6\u65e0\u6cd5\u6709\u6548\u9884\u7559\u6216\u540c\u6b65\u3002\u8fd9\u5bfc\u81f4\u5404\u4e2aAgent\u5728&ldquo;\u7f3a\u4fe1\u606f&rdquo;\u7684\u72b6\u6001\u4e0b\u8fdb\u884c\u63a8\u7406\uff0c\u5fc5\u7136\u5f97\u51fa\u9519\u8bef\u7ed3\u8bba\u3002 <\/li>\n<\/ul>\n<h3><strong>8.3 <\/strong><strong>\u7efc\u5408\u5e7b\u89c9\u4e0e\u8bed\u4e49\u5d29\u584c <\/strong><\/h3>\n<p align=\"left\">\u5e76\u884c\u8fd0\u884c\u7684\u5404\u4e2a\u72ec\u7acbAgent\uff0c\u5728\u63a8\u7406\u4e4b\u540e\uff0c\u4f1a\u5f62\u6210\u81ea\u5df1\u7684\u8bed\u4e49\u903b\u8f91\uff0c\u5e76\u65b0\u589e\u4e00\u4e9b\u4e0e\u5176\u4ed6Agent\u4e0d\u76f8\u5173\u7684\u5185\u5bb9\u3002 <\/p>\n<ul>\n<li>\u8bed\u4e49\u5b64\u5c9b\uff1a\u6bcf\u4e2aAgent\u90fd\u57fa\u4e8e\u81ea\u5df1\u7684&ldquo;\u504f\u89c1&rdquo;\u751f\u6210\u4e86\u65b0\u5185\u5bb9\u3002 <\/li>\n<li>\u7efc\u5408\u707e\u96be\uff1a\u4e00\u65e6\u591a\u4e2a\u5e76\u884c\u7ed3\u679c\u5c1d\u8bd5\u7efc\u5408\uff0c\u8fd9\u4e9b\u539f\u672c\u4e0d\u76f8\u5e72\u751a\u81f3\u51b2\u7a81\u7684\u903b\u8f91\u5c31\u4f1a\u4ea4\u7ec7\u5728\u4e00\u8d77\uff0c\u5bfc\u81f4\u4e25\u91cd\u7684\u8bed\u4e49\u4e22\u5931\u4e0e\u903b\u8f91\u5e7b\u89c9\u3002<br \/>\n    \u8fd9\u8bc1\u660e\u4e86\u5728\u73b0\u6709\u67b6\u6784\u4e0b\uff0c\u8bd5\u56fe\u901a\u8fc7&ldquo;\u4eba\u591a\u529b\u91cf\u5927&rdquo;\u7684\u5e76\u884c\u65b9\u5f0f\u89e3\u51b3\u957f\u4e0a\u4e0b\u6587\u95ee\u9898\uff0c\u53ea\u4f1a\u5f15\u5165\u66f4\u5927\u7684\u6df7\u4e71\u3002 <\/li>\n<\/ul>\n<h2><strong>9. <\/strong><strong>\u5e94\u7528\u9677\u9631\uff1a\u5782\u76f4\u8bad\u7ec3\u7684\u4f2a\u547d\u9898 <\/strong><\/h2>\n<p align=\"left\">\u4e1a\u754c\u666e\u904d\u8ba4\u4e3a\uff0c\u901a\u8fc7\u5782\u76f4\u884c\u4e1a\u6570\u636e\u7684\u5fae\u8c03\u53ef\u4ee5\u6253\u9020&ldquo;\u884c\u4e1a\u4e13\u5bb6\u5927\u6a21\u578b&rdquo;\u3002\u8fd9\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u8ba4\u77e5\u8bef\u533a\uff0c<strong>\u6240\u6709\u5927\u6a21\u578b\u7684\u5782\u76f4\u8bad\u7ec3\u672c\u8d28\u4e0a\u90fd\u662f\u4f2a\u547d\u9898\u3002 <\/strong><\/p>\n<h3><strong>9.1 <\/strong><strong>\u5782\u76f4\u77e5\u8bc6\u7684\u975e\u901a\u7528\u6027 <\/strong><\/h3>\n<p align=\"left\">\u5782\u76f4\u77e5\u8bc6\u5e76\u4e0d\u662f\u5b8c\u5907\u7684\u901a\u7528\u8bed\u4e49\u77e5\u8bc6\u3002\u5b83\u4e0d\u662f\u7b80\u5355\u7684\u6587\u672c\u96c6\u5408\uff0c\u800c\u662f\u7279\u5b9a\u573a\u666f\u4e0b\u590d\u6742\u7cfb\u7edf\u7684\u4ea7\u7269\u3002 <\/p>\n<h3><strong>9.2 <\/strong><strong>\u5782\u76f4\u4f53\u7cfb\u7684\u4e94\u8981\u7d20\u6784\u6210 <\/strong><\/h3>\n<p align=\"left\">\u6240\u8c13\u5782\u76f4\u77e5\u8bc6\uff0c\u662f\u6307\u7279\u5b9a\u884c\u4e1a\u4e2d\uff0c\u7531<strong>\u89c4\u8303\u77e5\u8bc6+\u64cd\u4f5c\u6d41\u7a0b\u77e5\u8bc6+\u5de5\u5177\u8f6f\u4ef6+\u6280\u80fd\u4eba\u7684\u6d3b\u52a8+\u673a\u5668<\/strong>\uff0c\u5171\u540c\u534f\u4f5c\u7684\u4ea7\u7269\u3002\u5176\u4e2d\uff0c\u8868\u73b0\u4e3a\u8bed\u8a00\u90e8\u5206\u7684\u4e3b\u8981\u662f&ldquo;\u89c4\u8303\u77e5\u8bc6\u7c7b&rdquo;\uff08\u5982\u89c4\u7ae0\u5236\u5ea6\u3001\u6559\u79d1\u4e66\uff09\u3002 <\/p>\n<h3><strong>9.3 <\/strong><strong>\u8bad\u7ec3\u5bf9\u8c61\u7684\u6b8b\u7f3a\u6027 <\/strong><\/h3>\n<p align=\"left\">\u7ed9\u5927\u6a21\u578b\u8bad\u7ec3\u7684\u89c4\u8303\u7c7b\u77e5\u8bc6\uff0c\u53ea\u662f\u6574\u4f53\u5782\u76f4\u4f53\u7cfb\u7684\u5f88\u5c11\u90e8\u5206\u3002\n  <\/p>\n<p>\u5927\u90e8\u5206\u7684<strong>\u7269\u7406\u6a21\u578b\u3001\u4eba\u884c\u4e3a\u3001\u8f6f\u4ef6\u529f\u80fd\u3001\u673a\u5668\u52a8\u4f5c<\/strong>\uff0c\u90fd\u662f\u7f3a\u5931\u7684\uff0c\u4e14\u65e0\u6cd5\u901a\u8fc7\u8bed\u8a00\u6587\u672c\u8fdb\u884c\u6709\u6548\u8fd8\u539f\u3002\u5927\u6a21\u578b\u53ea\u5b66\u5230\u4e86&ldquo;\u8bf4\u660e\u4e66&rdquo;\uff0c\u5374\u4ece\u672a\u89c1\u8fc7&ldquo;\u673a\u5668&rdquo;\u548c&ldquo;\u64cd\u4f5c&rdquo;\u3002 <\/p>\n<h3><strong>9.4 <\/strong><strong>\u6a21\u578b\u9000\u5316\u7684\u5fc5\u7136\u7ed3\u679c <\/strong><\/h3>\n<p align=\"left\">\u4e0d\u53ef\u80fd\u5b9e\u73b0\u771f\u6b63\u7684\u5782\u76f4\u6a21\u578b\u8bad\u7ec3\u3002\u7531\u4e8e\u7f3a\u4e4f\u7269\u7406\u5b9e\u4f53\u548c\u771f\u5b9e\u6d41\u7a0b\u7684\u53cd\u9988\uff0c\u5355\u7eaf\u7684\u6587\u672c\u8bad\u7ec3\u53ea\u4f1a\u8ba9\u5927\u6a21\u578b\u5728\u5782\u76f4\u9886\u57df\u4ea7\u751f&ldquo;\u865a\u5e7b\u7684\u81ea\u4fe1&rdquo;\u3002\u8fd9\u79cd\u6b8b\u7f3a\u7684\u8bad\u7ec3\u4e0d\u4ec5\u65e0\u6cd5\u8d4b\u4e88\u6a21\u578b\u4e13\u4e1a\u80fd\u529b\uff0c\u53cd\u800c\u4f1a\u7834\u574f\u539f\u6709\u7684\u901a\u7528\u6cdb\u5316\u903b\u8f91\uff0c\u4f7f<strong>\u5927\u6a21\u578b\u53d8\u50bb<\/strong>\uff0c\u751f\u6210\u8131\u79bb\u5b9e\u9645\u7684\u53ef\u7b11\u7b54\u6848\u3002 <\/p>\n<h2><strong>10. <\/strong><strong>\u6848\u4f8b\u5256\u6790\uff1a\u4e2a\u4f53&ldquo;\u517b\u5c0f\u9f99\u867e&rdquo;\u667a\u80fd\u4f53\u6280\u672f\u4e0e\u98ce\u9669 <\/strong><\/h2>\n<p align=\"left\">\u5f53\u524d\u6d41\u884c\u4e00\u79cd\u4e2a\u4f53&ldquo;\u517b\u5c0f\u9f99\u867e&rdquo;\u667a\u80fd\u4f53\u6280\u672f\uff0c\u53f7\u79f0\u80fd\u4e3a\u4e2a\u4eba\u63d0\u4f9b\u4e13\u5c5e\u670d\u52a1\u3002\u8fd9\u662f\u5927\u6a21\u578b\u5e94\u7528\u843d\u5730\u7684\u4e00\u4e2a\u5178\u578b\u6837\u672c\uff0c\u5bf9\u5176\u8fdb\u884c\u6df1\u5165\u5256\u6790\uff0c\u6709\u52a9\u4e8e\u770b\u6e05\u5f53\u524d\u6280\u672f\u8def\u7ebf\u7684\u5b9e\u9645\u9762\u8c8c\u4e0e\u9690\u60a3\u3002 <\/p>\n<h3><strong>10.1 <\/strong><strong>\u4ec0\u4e48\u662f&ldquo;\u517b\u5c0f\u9f99\u867e&rdquo;<\/strong><\/h3>\n<p align=\"left\">\u5176\u6280\u672f\u67b6\u6784\u4e3b\u8981\u5206\u4e3a\u4e24\u5c42\uff1a \n  <\/p>\n<p>\u2460&nbsp;\u5728\u6a21\u578b\u57fa\u7840\u4e0a\u505a\u4e00\u5c42\uff1a\u5229\u7528\u901a\u7528\u5927\u6a21\u578b\u4f5c\u4e3a\u5e95\u5ea7\u3002 \n <\/p>\n<p> \u2461&nbsp;\u5728\u7528\u6237\u5ba2\u6237\u7aef\u90e8\u7f72\u4e00\u5c42\u7cfb\u7edf\uff1a\u5373&ldquo;\u5c0f\u9f99\u867e\u7cfb\u7edf&rdquo;\u3002 \n  <\/p>\n<p>\u5176\u57fa\u672c\u529f\u80fd\u903b\u8f91\u5982\u4e0b\uff1a \n  <\/p>\n<p><strong>\u6570\u636e\u8bbf\u95ee\uff1a<\/strong>\u7528\u6237\u6307\u5b9a\u6570\u636e\u76ee\u5f55\uff0c\u652f\u6301\u5c0f\u9f99\u867e\u81ea\u7531\u8bbf\u95ee\u5176\u4e2d\u5404\u79cd\u6587\u4ef6\u3002 \n  <\/p>\n<p><strong>\u591a\u5b9e\u4f8b\u5e76\u884c\uff1a<\/strong>\u5ba2\u6237\u53ef\u4ee5\u5728\u81ea\u5df1\u7535\u8111\u4e0a\u540c\u65f6\u517b\u591a\u53ea\u5c0f\u9f99\u867e\uff0c\u4e00\u4e2a\u4e3b\u9898\u4e00\u53ea\u3002 \n  <\/p>\n<p><strong>\u6574\u7406\u6587\u6863\u5c0f\u9f99\u867e<\/strong>\uff1a\u6bcf\u5929\u68c0\u6d4b\u76ee\u5f55\u4e0b\u65b0\u6587\u4ef6\uff0c\u81ea\u52a8\u4e3a\u5ba2\u6237\u6574\u7406\u6587\u4ef6\u3002 \n  <\/p>\n<p><strong>\u7092\u80a1\u5c0f\u9f99\u867e\uff1a<\/strong>\u6bcf\u5929\u8ddf\u8e2a\u80a1\u7968\u4fe1\u606f\uff0c\u8bfb\u53d6\u7528\u6237\u7092\u80a1\u4fe1\u606f\u6587\u4ef6\uff0c\u4ee3\u7406\u7092\u80a1\u64cd\u4f5c\u3002 <\/p>\n<h3><strong>10.2 <\/strong><strong>\u4e0e\u5927\u6a21\u578b\u76f4\u63a5\u63d0\u95ee\u7684\u533a\u522b <\/strong><\/h3>\n<p align=\"left\">\u5c0f\u9f99\u867e\u5e76\u975e\u7b80\u5355\u7684\u5bf9\u8bdd\u673a\u5668\u4eba\uff0c\u5176\u6280\u672f\u903b\u8f91\u5728\u4e8e\uff1a \n  <\/p>\n<p><strong>\u6784\u5efa\u901a\u7528\u77e5\u8bc6\u6a21\u578b<\/strong>\uff1a\u5c0f\u9f99\u867e\u5728\u5e94\u7528\u5c42\u81ea\u5efa\u4e86\u4e00\u7cfb\u5217\u901a\u7528\u77e5\u8bc6\u6a21\u578b\u3002 \n  <\/p>\n<p><strong>\u4e13\u9898\u6620\u5c04<\/strong>\uff1a\u4e0d\u540c\u7c7b\u77e5\u8bc6\u6a21\u578b\u5bf9\u5e94\u4e00\u4e2a\u4e13\u9898\u3002 \n  <\/p>\n<p><strong>\u4e2a\u6027\u5316\u4e0a\u4e0b\u6587\u751f\u6210<\/strong>\uff1a\u5c0f\u9f99\u867e\u901a\u8fc7\u901a\u7528\u77e5\u8bc6\u6a21\u578b\u4e0e\u5ba2\u6237\u672c\u5730\u6570\u636e\u5173\u8054\uff0c\u5f62\u6210\u4e86\u4e0e\u5ba2\u6237\u4e2a\u6027\u5316\u6709\u5173\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002 \n  <\/p>\n<p><strong>\u521d\u6b65\u8d4b\u80fd<\/strong>\uff1a\u4ece\u800c\u4e3a\u5ba2\u6237\u63d0\u4f9b\u4e86\u521d\u6b65\u7684\u4e2a\u6027\u5316\u8d4b\u80fd\uff0c\u8bd5\u56fe\u89e3\u51b3&ldquo;\u4e0a\u5e1d\u89c6\u89d2&rdquo;\u4e0e&ldquo;\u4e2a\u4f53\u89c6\u89d2&rdquo;\u7684\u8131\u8282\u95ee\u9898\u3002 <\/p>\n<h3><strong>10.3 <\/strong><strong>\u5178\u578b\u95ee\u9898\u4e0e\u98ce\u9669\u5256\u6790 <\/strong><\/h3>\n<p align=\"left\">\u5c3d\u7ba1\u63d0\u4f9b\u4e86\u4e00\u5b9a\u4fbf\u5229\uff0c\u4f46\u8fd9\u79cd&ldquo;\u4e2d\u95f4\u5c42\u4fee\u8865&rdquo;\u65b9\u6848\u65e0\u6cd5\u89e3\u51b3\u5e95\u5c42\u67b6\u6784\u7f3a\u9677\uff0c\u53cd\u800c\u5f15\u53d1\u4e86\u4e25\u91cd\u7684\u65b0\u95ee\u9898\uff1a \n  <\/p>\n<p><strong>\u2460 <\/strong><strong>\u77e5\u8bc6\u8d44\u4ea7\u5931\u63a7 <\/strong>\n <\/p>\n<p> \u7531\u5c0f\u9f99\u867e\u4e3a\u5ba2\u6237\u63d0\u4f9b\u7684\u77e5\u8bc6\u68b3\u7406\u5de5\u4f5c\uff0c\u4f1a\u5bfc\u81f4\u5ba2\u6237\u5bf9\u81ea\u5df1\u6240\u5c5e\u77e5\u8bc6\u6587\u6863\u7684\u5931\u63a7\u3002 <\/p>\n<ul>\n<li>\u539f\u7406\uff1a\u6587\u4ef6\u7684\u6574\u7406\u903b\u8f91\u4f9d\u8d56\u4e8e\u5c0f\u9f99\u867e\u7684\u5185\u90e8\u6a21\u578b\u3002\u4e00\u65e6\u5c0f\u9f99\u867e\u505c\u6b62\u670d\u52a1\u6216\u7b97\u6cd5\u66f4\u8fed\uff0c\u5ba2\u6237\u9762\u5bf9\u88ab&ldquo;\u4e2a\u6027\u5316\u6574\u7406&rdquo;\u540e\u7684\u6570\u636e\u7ed3\u6784\uff0c\u5f80\u5f80\u65e0\u6cd5\u8fd8\u539f\u6216\u7406\u89e3\uff0c\u5b9e\u9645\u4e0a\u5931\u53bb\u4e86\u8fd9\u6279\u77e5\u8bc6\u6587\u6863\u7684\u63a7\u5236\u6743\u3002 <\/li>\n<\/ul>\n<p><strong>\u2461 <\/strong><strong>\u4ee3\u7406\u64cd\u4f5c\u7684\u9ed1\u7bb1\u98ce\u9669 <\/strong>\n  <\/p>\n<p>\u7531\u5c0f\u9f99\u867e\u4ee3\u7406\u7684\u8d22\u52a1\u6216\u5173\u952e\u64cd\u4f5c\uff0c\u5b58\u5728\u5de8\u5927\u9690\u60a3\u3002 <\/p>\n<ul>\n<li>\u540e\u679c\uff1a\u4f8b\u5982\u81ea\u4e3b\u51b3\u7b56\u5927\u91d1\u989d\u4e70\u5165\u67d0\u53ea\u80a1\u7968\u3002\u7531\u4e8e\u5927\u6a21\u578b\u63a8\u7406\u7684\u4e0d\u53ef\u89e3\u91ca\u6027\u548c\u6982\u7387\u6027\uff0c\u8fd9\u79cd\u6388\u6743\u53ef\u80fd\u5bfc\u81f4\u7528\u6237\u8840\u672c\u65e0\u5f52\u3002 <\/li>\n<\/ul>\n<p><strong>\u2462 <\/strong><strong>\u9690\u79c1\u4fdd\u62a4\u7684\u7f3a\u5931 <\/strong>\n  <\/p>\n<p>\u4e2a\u4f53\u9690\u79c1\u4fe1\u606f\u65e0\u6cd5\u5f97\u5230\u4fdd\u62a4\u3002 <\/p>\n<ul>\n<li>\u6f0f\u6d1e\uff1a\u4e3a\u4e86\u5b9e\u73b0\u4e2a\u6027\u5316\uff0c\u5c0f\u9f99\u867e\u5fc5\u987b\u6df1\u5ea6\u8bfb\u53d6\u7528\u6237\u672c\u5730\u6570\u636e\u3002\u5728\u73b0\u6709\u67b6\u6784\u4e0b\uff0c\u8fd9\u5f80\u5f80\u610f\u5473\u7740\u6570\u636e\u9690\u79c1\u8fb9\u754c\u7684\u6a21\u7cca\uff0c\u6570\u636e\u5b89\u5168\u5b8c\u5168\u4f9d\u8d56\u4e8e\u670d\u52a1\u5546\u7684\u9053\u5fb7\u800c\u975e\u6280\u672f\u67b6\u6784\u7684\u4fdd\u969c\u3002 <\/li>\n<\/ul>\n<p><strong>\u2463 <\/strong><strong>\u8d23\u4efb\u5f52\u5c5e\u7684\u771f\u7a7a <\/strong>\n  <\/p>\n<p>\u6709\u4e9b\u4e0e\u5de5\u4f5c\u601d\u8def\u3001\u5065\u5eb7\u5b89\u5168\u7b49\u76f8\u5173\u7684\u4e2a\u6027\u5316\u6d89\u53ca\u8d23\u4efb\u7684\u4e8b\u7c7b\uff0c\u5c06\u53ef\u80fd\u5bfc\u81f4\u5de8\u5927\u635f\u5931\u3002 <\/p>\n<ul>\n<li>\u56f0\u5883\uff1a\u4e00\u65e6\u5c0f\u9f99\u867e\u7ed9\u51fa\u9519\u8bef\u5efa\u8bae\u5bfc\u81f4\u7528\u6237\u5de5\u4f5c\u5931\u8bef\u6216\u5065\u5eb7\u53d7\u635f\uff0c\u7531\u4e8e\u5927\u6a21\u578b\u7684&ldquo;\u9ed1\u76d2&rdquo;\u7279\u6027\uff0c\u7528\u6237\u96be\u4ee5\u8ffd\u8d23\u3002\u8fd9\u79cd\u8d23\u4efb\u4e3b\u4f53\u7684\u7f3a\u4f4d\uff0c\u662f\u667a\u80fd\u4f53\u5927\u89c4\u6a21\u5e94\u7528\u7684\u6cd5\u5f8b\u6b7b\u7a74\u3002 <\/li>\n<\/ul>\n<p><strong>\u2464 <\/strong><strong>\u9002\u7528\u8fb9\u754c\u7684\u9519\u4f4d\uff1a\u4f01\u4e1a\u7981\u7528 <\/strong>\n  <\/p>\n<p><strong>\u5c0f\u9f99\u867e\u667a\u80fd\u4f53\uff0c\u66f4\u4e0d\u9002\u5408\u4e8e\u4f01\u4e1a\uff0c\u4ec5\u52c9\u5f3a\u9002\u5408\u4e8e\u4e2a\u4f53\u3002 <\/strong><\/p>\n<ul>\n<li>\u4e2a\u4f53\u5bbd\u5bb9\u5ea6\uff1a\u4e2a\u4f53\u7528\u6237\u7684\u5bb9\u9519\u7387\u76f8\u5bf9\u8f83\u9ad8\uff0c\u6570\u636e\u7ef4\u5ea6\u5355\u4e00\uff0c\u5373\u4f7f\u51fa\u73b0\u6587\u4ef6\u6574\u7406\u9519\u8bef\u6216\u5c0f\u989d\u6295\u8d44\u5931\u8bef\uff0c\u5f80\u5f80\u5728\u53ef\u627f\u53d7\u8303\u56f4\u5185\u3002\u56e0\u6b64\uff0c\u4f5c\u4e3a\u4e00\u79cd&ldquo;\u73a9\u5177&rdquo;\u6216&ldquo;\u521d\u7ea7\u52a9\u7406&rdquo;\uff0c\u5b83\u52c9\u5f3a\u53ef\u7528\u3002 <\/li>\n<li>\u4f01\u4e1a\u521a\u6027\u7ea6\u675f\uff1a\u4f01\u4e1a\u5bf9\u6570\u636e\u4e3b\u6743\u3001\u6d41\u7a0b\u786e\u5b9a\u6027\u3001\u9690\u79c1\u5b89\u5168\u6709\u521a\u6027\u8981\u6c42\u3002 <\/li>\n<ul>\n<li><strong><em>\u6570\u636e\u4e3b\u6743\uff1a\u4f01\u4e1a\u7edd\u4e0d\u80fd\u5bb9\u5fcd\u77e5\u8bc6\u5e93\u7684\u6574\u7406\u903b\u8f91\u88ab\u7b2c\u4e09\u65b9Agent&ldquo;\u7ed1\u67b6&rdquo;\u800c\u5bfc\u81f4\u6570\u636e\u4e0d\u53ef\u8bfb\u3002 <\/em><\/strong><\/li>\n<li><strong><em>\u6d41\u7a0b\u786e\u5b9a\u6027\uff1a\u4f01\u4e1a\u4e1a\u52a1\u6d41\u7a0b\u6d89\u53ca\u591a\u90e8\u95e8\u534f\u540c\uff0cAgent\u7684\u6982\u7387\u6027\u8f93\u51fa\u4f1a\u6253\u65ad\u4e1a\u52a1\u94fe\u6761\u3002 <\/em><\/strong><\/li>\n<li><strong><em>\u5b89\u5168\u7ea2\u7ebf\uff1a\u4f01\u4e1a\u673a\u5bc6\u7edd\u4e0d\u53ef\u66b4\u9732\u7ed9\u975e\u53d7\u63a7\u7684\u901a\u7528\u6a21\u578bAgent\u3002 <\/em><\/strong><\/li>\n<\/ul>\n<li>\u7ed3\u8bba\uff1a\u5c06\u6b64\u7c7b\u667a\u80fd\u4f53\u5f15\u5165\u4f01\u4e1a\uff0c\u65e0\u5f02\u4e8e\u57cb\u4e0b\u5b9a\u65f6\u70b8\u5f39\u3002 <\/li>\n<\/ul>\n<h2><strong>11. <\/strong><strong>\u793e\u4f1a\u5f71\u54cd\uff1a\u53d8\u9769\u6d6a\u6f6e\u4e0e\u9690\u6027\u9690\u60a3 <\/strong><\/h2>\n<p align=\"left\">\u5927\u6a21\u578b\u6280\u672f\u7684\u666e\u53ca\uff0c\u4e0d\u4ec5\u4ec5\u662f\u5de5\u5177\u7684\u8fed\u4ee3\uff0c\u66f4\u662f\u4e00\u573a\u6df1\u523b\u7684\u793e\u4f1a\u91cd\u6784\uff0c\u5176\u5e26\u6765\u7684\u9690\u60a3\u53ef\u80fd\u8fdc\u8d85\u6280\u672f\u672c\u8eab\u3002 <\/p>\n<h3><strong>11.1 <\/strong><strong>\u5bf9\u804c\u4e1a\u57f9\u8bad\u7684\u5de8\u5927\u5f71\u54cd\uff1a\u964d\u7ef4\u6253\u51fb <\/strong><\/h3>\n<p align=\"left\"><strong>\u804c\u4e1a\u6559\u80b2\u672c\u8d28\u662f\u9762\u5411\u5782\u76f4\u4e13\u4e1a\u4f53\u7cfb\u7684\u3002 <\/strong><\/p>\n<ul>\n<li>\u5782\u76f4\u8bad\u7ec3\u7684\u6b7b\u7ed3\uff1a\u5982\u524d\u6587\u6240\u8ff0\uff0c\u5782\u76f4\u4e13\u4e1a\u91c7\u7528\u5927\u6a21\u578b\u8bad\u7ec3\u662f\u4e00\u6761\u6b7b\u8def\u3002\u8fd9\u610f\u5473\u7740\uff0c\u5927\u6a21\u578b\u65e0\u6cd5\u76f4\u63a5\u66ff\u4ee3\u5782\u76f4\u9886\u57df\u7684&ldquo;\u4e13\u5bb6\u7cfb\u7edf&rdquo;\u6216&ldquo;\u719f\u7ec3\u6280\u5de5&rdquo;\u3002 <\/li>\n<li>\u80fd\u529b\u7ed3\u6784\u7684\u91cd\u6784\uff1a\u5782\u76f4\u4e13\u4e1a\u4e0e\u5927\u6a21\u578b\u7684\u7ed3\u5408\uff0c\u4e0d\u518d\u53d6\u51b3\u4e8e\u5355\u4e00\u7684\u4e13\u4e1a\u6280\u80fd\uff0c\u800c\u53d6\u51b3\u4e8e\u4ece\u4e1a\u8005\u7684\u7efc\u5408\u80fd\u529b\uff1a\u4e13\u4e1a\u6280\u672f\u6c34\u5e73\uff08\u7406\u79d1\u6280\u80fd\uff09\u3001\u8bed\u8a00\u8868\u8fbe\u80fd\u529b\uff08\u6587\u79d1\u6280\u80fd\uff09\u3001\u667a\u80fd\u4f53\u4f7f\u7528\u80fd\u529b\uff08IT\u6280\u80fd\uff09\u3002 <\/li>\n<li>\u7cbe\u82f1\u7684\u9ec4\u660f\uff1a\u8fd9\u662f\u5bf9\u804c\u4e1a\u4eba\u58eb\u7efc\u5408\u80fd\u529b\u7684\u5de8\u5927\u6311\u6218\u3002\u4e3b\u6d41\u7684\u5927\u91cf\u793e\u4f1a\u9ad8\u7aef\u4e13\u9879\u4eba\u624d\uff08\u5982\u53ea\u4f1a\u505a\u624b\u672f\u7684\u533b\u751f\u3001\u53ea\u4f1a\u5199\u4ee3\u7801\u7684\u7a0b\u5e8f\u5458\uff09\uff0c\u56e0\u7f3a\u4e4f\u8de8\u5b66\u79d1\u7684\u6574\u5408\u80fd\u529b\uff0c\u5c06\u88ab\u4e25\u91cd\u964d\u7ef4\u6253\u51fb\u3002\u5728\u65b0\u7684\u80fd\u529b\u6a21\u578b\u4e0b\uff0c\u65e7\u65f6\u4ee3\u7684\u4e13\u5bb6\u53ef\u80fd\u65e0\u6cd5\u7ffb\u8eab\u3002 <\/li>\n<\/ul>\n<h3><strong>11.2 <\/strong><strong>\u5bf9\u57fa\u7840\u6559\u80b2\u7684\u6700\u5927\u5f71\u54cd\uff1a\u77e5\u884c\u5206\u79bb <\/strong><\/h3>\n<p align=\"left\"><strong>\u57fa\u7840\u6559\u80b2\u7684\u672c\u8d28\u662f\u77e5\u884c\u5408\u4e00\u7684\u52a8\u6001\u6210\u957f\u3002 <\/strong><\/p>\n<ul>\n<li>\u6210\u957f\u7684\u4e94\u7ef4\u534f\u540c\uff1a\u5373\u5b66\u751f\u8eab\u4f53 + \u5fc3\u7406 + \u7269\u7406\u4f53\u9a8c + \u793e\u4f1a\u4f53\u9a8c + \u9002\u914d\u77e5\u8bc6\u7684\u534f\u540c\u6210\u957f\u3002 <\/li>\n<li>\u6377\u5f84\u7684\u9677\u9631\uff1a\u5927\u6a21\u578b\u7684\u5e94\u7528\uff0c\u7ed9\u6bcf\u4e2a\u5b66\u751f\u63d0\u4f9b\u4e86\u6781\u4f4e\u95e8\u69db\u83b7\u5f97\u77e5\u8bc6\u7684\u9014\u5f84\u3002\u8fd9\u770b\u4f3c\u662f\u6559\u80b2\u7684\u516c\u5e73\uff0c\u5b9e\u5219\u662f\u6210\u957f\u7684\u707e\u96be\u3002 <\/li>\n<li>\u6b8b\u7f3a\u7684\u4e00\u4ee3\uff1a\u5b66\u751f\u901a\u8fc7\u5927\u6a21\u578b\u8f7b\u6613\u83b7\u53d6\u77e5\u8bc6\uff0c\u5374\u5bfc\u81f4\u8eab\u4f53\u4e0e\u5fc3\u7406\u53d1\u80b2\u4e25\u91cd\u6ede\u540e\uff0c\u7269\u7406\u4f53\u9a8c\u4e0e\u793e\u4f1a\u4f53\u9a8c\u4e25\u91cd\u7f3a\u5931\u3002\u77e5\u8bc6&ldquo;\u63d0\u524d\u900f\u652f&rdquo;\uff0c\u800c\u4eba\u683c&ldquo;\u4e25\u91cd\u840e\u7f29&rdquo;\u3002\u672a\u6765\u57fa\u7840\u6559\u80b2\u5411\u4f55\u5904\u53bb\uff0c\u6574\u4e2a\u6559\u80b2\u4f53\u7cfb\u5bf9\u8fd9\u4e00\u95ee\u9898\u7684\u4e25\u91cd\u6027\u8ba4\u77e5\u8fd8\u975e\u5e38\u80a4\u6d45\u3002 <\/li>\n<\/ul>\n<h3><strong>11.3 <\/strong><strong>\u5bf9\u793e\u4f1a\u8ba4\u77e5\u7684\u5de8\u5927\u5f71\u54cd\uff1a\u795e\u6743\u4e0e\u64cd\u63a7 <\/strong><\/h3>\n<p align=\"left\"><strong>\u4e00\u65e6\u5927\u5bb6\u5bf9\u5927\u6a21\u578b\u5f62\u6210\u4f9d\u8d56\uff0c\u5927\u6a21\u578b\u5c06\u5f02\u5316\u4e3a\u4e00\u79cd\u6559\u4e49\u548c\u5b97\u6559\u5c42\u9762\u3002 <\/strong><\/p>\n<ul>\n<li>&ldquo;\u5927\u6a21\u578b\u6559&rdquo;\u7684\u8bde\u751f\uff1a\u4eba\u4eec\u4e0d\u518d\u76f8\u4fe1\u81ea\u5df1\u7684\u7ecf\u9a8c\u4e0e\u903b\u8f91\uff0c\u8f6c\u800c\u76f2\u4fe1\u6a21\u578b\u8f93\u51fa\u7684\u7b54\u6848\u3002\u6a21\u578b\u6210\u4e3a\u771f\u7406\u7684\u88c1\u51b3\u8005\uff0c\u8fd9\u5bf9\u793e\u4f1a\u3001\u4eba\u6c11\u3001\u56fd\u5bb6\u7684\u601d\u60f3\u72ec\u7acb\u6027\u5e26\u6765\u5de8\u5927\u51b2\u51fb\u3002 <\/li>\n<li>\u6743\u91cd\u7684\u9ed1\u7bb1\u64cd\u63a7\uff1a\u5927\u6a21\u578b\u7684\u6838\u5fc3\u654f\u611f\u95ee\u9898\uff0c\u5728\u4e8e\u6df1\u5ea6\u5b66\u4e60 + Transformer \u6846\u67b6\u4e2d\u7684\u6743\u91cd\u3002\u8fd9\u4e9b\u6743\u91cd\u4e00\u65e6\u88ab\u5e95\u5c42\u6280\u672f\u4eba\u5458\u6076\u610f\u64cd\u63a7\uff08\u5982\u690d\u5165\u9690\u853d\u504f\u89c1\u3001\u4fee\u6539\u903b\u8f91\u9608\u503c\uff09\uff0c\u5176\u7834\u574f\u529b\u5c06\u662f\u6bc1\u706d\u6027\u7684\uff0c\u4e14\u96be\u4ee5\u88ab\u5bdf\u89c9\u3002 <\/li>\n<li>\u9690\u79c1\u4e0e\u4e3b\u6743\u7684\u6ca6\u9677\uff1a\u5927\u6a21\u578b\u7406\u8bba\u4e0a\u53ef\u4ee5\u6536\u96c6\u6240\u6709\u4e92\u52a8\u4fe1\u606f\uff0c\u8bfb\u53d6\u7528\u6237\u77e5\u8bc6\u4ea7\u6743\u4e0e\u9690\u79c1\uff0c\u751a\u81f3\u56fd\u5bb6\u673a\u5bc6\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u6570\u636e\u6cc4\u9732\uff0c\u66f4\u662f\u56fd\u5bb6\u5b89\u5168\u7ef4\u5ea6\u7684\u91cd\u5927\u9690\u60a3\u3002 <\/li>\n<\/ul>\n<h2><strong>12. <\/strong><strong>\u672a\u6765\u65b9\u5411\u7684\u8bc1\u4f2a\u4e0e\u5e7b\u706d <\/strong><\/h2>\n<p align=\"left\">\u9488\u5bf9\u4e0a\u8ff0\u75db\u70b9\uff0c\u4e1a\u754c\u63d0\u51fa\u7684\u4e09\u6761\u4e3b\u8981\u6280\u672f\u6f14\u8fdb\u8def\u5f84\uff0c\u7ecf\u8fc7\u6df1\u5ea6\u63a8\u6f14\uff0c\u5747\u88ab\u8bc1\u660e\u4e3a<strong>\u6b7b\u8def<\/strong>\u3002 <\/p>\n<h3><strong>12.1 <\/strong><strong>\u52a8\u6001\u8bcd\u8868\u6269\u5c55\uff1a\u5de5\u7a0b\u81ea\u6740 <\/strong><\/h3>\n<ul>\n<li>\u7406\u8bba\u8bbe\u60f3\uff1a\u5141\u8bb8\u7528\u6237\u6ce8\u5165\u81ea\u5b9a\u4e49\u8bcd\u8868\uff0c\u5c06\u590d\u5408\u8bcd\u5f3a\u5236\u6620\u5c04\u4e3a\u5355\u4e00 Token ID\u3002 <\/li>\n<li>\u5931\u8d25\u6839\u6e90\uff1a\u5f7b\u5e95\u7834\u574f\u4e86\u5927\u6a21\u578b\u7684\u8bed\u8a00\u6cdb\u5316\u903b\u8f91\u3002 <\/li>\n<ul>\n<li><strong><em>\u5b50\u8bcd\u62c6\u89e3\u662f\u6cdb\u5316\u57fa\u77f3\uff1a\u5927\u6a21\u578b\u4e4b\u6240\u4ee5\u5f3a\u5927\uff0c\u6b63\u56e0\u5176\u80fd\u5c06\u672a\u89c1\u8bcd\u6c47\u62c6\u89e3\u4e3a\u5df2\u77e5\u5b50\u8bcd\u8fdb\u884c\u8bed\u4e49\u63a8\u5bfc\u3002 <\/em><\/strong><\/li>\n<li><strong><em>\u795e\u7ecf\u901a\u8def\u56fa\u5316\uff1a\u5f3a\u884c\u63d2\u5165\u65b0 Token ID \u5bfc\u81f4\u6a21\u578b\u5185\u90e8\u65e0\u5bf9\u5e94\u9884\u8bad\u7ec3\u6743\u91cd\uff0c\u5207\u65ad\u4e86\u4e0e\u65e2\u6709\u8bed\u4e49\u7f51\u7edc\u7684\u8fde\u63a5\u3002\u8fd9\u975e\u4f46\u8fd9\u4e0d\u662f\u7406\u89e3\uff0c\u53cd\u800c\u5c06\u6a21\u578b\u9000\u5316\u4e3a\u6b7b\u8bb0\u786c\u80cc\u7684\u67e5\u8868\u673a\u5668\u3002 <\/em><\/strong><\/li>\n<\/ul>\n<\/ul>\n<h3><strong>12.2 <\/strong><strong>\u5411\u91cf\u524d\u7f6e\u5bf9\u9f50\uff1a\u903b\u8f91\u81ea\u6740 <\/strong><\/h3>\n<ul>\n<li>\u7406\u8bba\u8bbe\u60f3\uff1a\u5728Token\u8fdb\u5165Transformer\u524d\uff0c\u5bf9\u4e13\u4e1a\u672f\u8bed\u788e\u7247\u8fdb\u884c\u9884\u8bad\u7ec3\u5411\u91cf\u805a\u5408\u3002 <\/li>\n<li>\u5931\u8d25\u6839\u6e90\uff1a\u4e13\u4e1a\u672f\u8bed\u5929\u751f&ldquo;\u9501\u7247&rdquo;\uff0c\u8bed\u4e49\u8865\u9f50\u96be\u5ea6\u8fdc\u8d85\u65e5\u5e38\u8bed\u8a00\u3002 <\/li>\n<ul>\n<li><strong><em>\u9501\u7247\u6548\u5e94\uff1a\u4e13\u4e1a\u672f\u8bed\u8bed\u4e49\u5c01\u95ed\uff0c\u4e0d\u5177\u5907\u65e5\u5e38\u8bed\u8a00\u7684&ldquo;\u591a\u5b54\u6027&rdquo;\u548c&ldquo;\u6613\u53d8\u6027&rdquo;\u3002\u524d\u7f6e\u5bf9\u9f50\u7b49\u4e8e\u5c06\u52a8\u6001\u63a8\u7406\u8fc7\u7a0b\u56fa\u5316\u4e3a\u9759\u6001\u5411\u91cf\uff0c\u5207\u65ad\u4e86\u4e0a\u4e0b\u6587\u8c03\u6574\u7684\u53ef\u80fd\u6027\u3002 <\/em><\/strong><\/li>\n<li><strong><em>\u8865\u9f50\u6096\u8bba\uff1a\u6b63\u786e\u7406\u89e3\u4e13\u4e1a\u672f\u8bed\u9700\u8981\u6d77\u91cf\u80cc\u666f\u77e5\u8bc6\u3002\u82e5&ldquo;\u524d\u7f6e\u6a21\u5757&rdquo;\u80fd\u5b8c\u7f8e\u8865\u9f50\u8bed\u4e49\uff0c\u5219\u5176\u672c\u8eab\u5df2\u662f\u4e00\u4e2a\u8d85\u8d8a\u5927\u6a21\u578b\u7684\u7cfb\u7edf\uff0c\u9677\u5165\u903b\u8f91\u6b7b\u5faa\u73af\u3002 <\/em><\/strong><\/li>\n<\/ul>\n<\/ul>\n<h3><strong>12.3 <\/strong><strong>\u79c1\u6709\u4e16\u754c\u6a21\u578b\uff1a\u7269\u7406\u81ea\u6740 <\/strong><\/h3>\n<ul>\n<li>\u7406\u8bba\u8bbe\u60f3\uff1a\u6784\u5efa\u4e0e\u4e2a\u4f53\u540c\u6b65\u589e\u957f\u7684\u79c1\u6709\u7269\u7406\/\u4e16\u754c\u6a21\u578b\u3002 <\/li>\n<li>\u5931\u8d25\u6839\u6e90\uff1a\u7269\u7406\u6a21\u578b\u672c\u8d28\u4e0a\u4e0d\u5177\u6709\u6cdb\u5316\u6027\uff0c\u4e0e\u6982\u7387\u6a21\u578b\u7684\u5e95\u5c42\u903b\u8f91\u51b2\u7a81\u3002 <\/li>\n<ul>\n<li><strong><em>\u72b6\u6001\u65e0\u7a77\uff1a\u540c\u4e00\u7269\u7406\u5bf9\u8c61\u6709\u5f2f\u66f2\u3001\u8df3\u8dc3\u3001\u6e38\u6cf3\u7b49\u65e0\u7a77\u72b6\u6001\uff0c\u7269\u7406\u5c42\u9762\u4e0d\u53ef\u6cdb\u5316\uff0c\u7b97\u529b\u9700\u6c42\u662f\u65e0\u5c3d\u9ed1\u6d1e\u3002 <\/em><\/strong><\/li>\n<li><strong><em>\u5b9e\u4f8b\u5f02\u6784\uff1a\u540c\u7c7b\u5b9e\u4f8b\u95f4\uff08\u5982\u6bcf\u4e00\u53ea\u5177\u4f53\u7684\u732b\uff09\u7269\u7406\u5c5e\u6027\u5404\u5f02\uff0c\u65e0\u6cd5\u901a\u8fc7\u7edf\u8ba1\u5b66\u5e73\u5747\u5316\u5904\u7406\u3002 <\/em><\/strong><\/li>\n<li><strong><em>\u7ef4\u5ea6\u8bc5\u5492\uff1a\u6d77\u91cf\u4e0d\u540c\u7c7b\u7269\u7406\u5bf9\u8c61\uff08\u751f\u7269 vs \u521a\u4f53\uff09\u6a21\u578b\u5f02\u6784\uff0c\u65e0\u6cd5\u5efa\u7acb\u7edf\u4e00\u7684\u6cdb\u5316\u903b\u8f91\u3002 <\/em><\/strong><\/li>\n<\/ul>\n<\/ul>\n<h2><strong>13. <\/strong><strong>\u603b\u7ed3\u4e0e\u5c55\u671b\uff1a\u8de8\u8d8a\u9e3f\u6c9f\uff0c\u53e6\u8f9f\u8e4a\u5f84 <\/strong><\/h2>\n<h3><strong>13.1 <\/strong><strong>\u5927\u6a21\u578b\u7684\u672c\u8d28\u8fb9\u754c <\/strong><\/h3>\n<p align=\"left\">\u5927\u6a21\u578b\u7684\u8fd0\u884c\u662f\u57fa\u4e8e<strong>\u6982\u7387\u7edf\u8ba1<\/strong>\u7684\u663e\u6027\u5171\u9e23\u3002\u5b83\u5728\u5904\u7406\u660e\u6587\u903b\u8f91\u3001\u901a\u7528\u8bed\u4e49\uff08\u5982\u5199\u516c\u6587\u3001\u5199\u4ee3\u7801\uff09\u65f6\u8868\u73b0\u5353\u8d8a\u3002\u7136\u800c\uff0c\u5176\u5e95\u5c42\u903b\u8f91\u51b3\u5b9a\u4e86\u4e0d\u53ef\u903e\u8d8a\u7684\u8fb9\u754c\uff1a <\/p>\n<ul>\n<li>\u65e0\u6cd5\u5904\u7406\u9690\u6027\u8bed\u4e49\uff1a\u7f3a\u4e4f\u4e3b\u4f53\u89c6\u89d2\uff0c\u65e0\u6cd5\u7406\u89e3\u8a00\u5916\u4e4b\u610f\u3002 <\/li>\n<li>\u65e0\u6cd5\u6a21\u62df\u7269\u7406\u73b0\u5b9e\uff1a\u6982\u7387\u62df\u5408\u65e0\u6cd5\u903c\u8fd1\u786e\u5b9a\u6027\u7269\u7406\u72b6\u6001\uff0c\u7b97\u529b\u65e0\u6cd5\u7a77\u5c3d\u73b0\u5b9e\u590d\u6742\u6027\u3002 <\/li>\n<li>\u67b6\u6784\u65e0\u6cd5\u9002\u914d\u79c1\u6709\u5316\uff1a\u5e76\u884c\u8d85\u7ea7\u8ba1\u7b97\u673a\u67b6\u6784\u6ce8\u5b9a\u670d\u52a1\u4e8e\u516c\u6709\u77e5\u8bc6\u5e93\uff0c\u800c\u975e\u79c1\u6709\u667a\u80fd\u4f53\u3002 <\/li>\n<\/ul>\n<h3><strong>13.2 <\/strong><strong>\u7ed3\u8bba\uff1a\u5fc5\u987b\u8d70\u7b2c\u4e8c\u6761\u9053\u8def <\/strong><\/h3>\n<p>\u57fa\u4e8e\u5bf9\u52a8\u6001\u8bcd\u8868\u3001\u5411\u91cf\u5bf9\u9f50\u3001\u79c1\u6709\u4e16\u754c\u6a21\u578b\u7684\u8bc1\u4f2a\uff0c\u4ee5\u53ca\u5bf9Agent\u5e76\u884c\u63a8\u7406\u3001\u5782\u76f4\u8bad\u7ec3\u4f2a\u547d\u9898\u3001\u5c0f\u9f99\u867e\u667a\u80fd\u4f53\u98ce\u9669\u53ca\u793e\u4f1a\u9690\u60a3\u7684\u6279\u5224\uff0c\u6211\u4eec\u5f97\u51fa\u7ed3\u8bba\uff1a<strong>\u8bd5\u56fe\u5728\u73b0\u6709\u5927\u6a21\u578b\u67b6\u6784\u5185\u4fee\u8865\u4ee5\u5b9e\u73b0&ldquo;\u771f\u667a\u80fd&rdquo;\u6216&ldquo;\u79c1\u6709\u5316\u90e8\u7f72&rdquo;\u662f\u5f92\u52b3\u7684\u3002<\/strong> \n  <\/p>\n<p>\u5927\u6a21\u578b\u7684\u672a\u6765\u4e0d\u5e94\u662f\u8ffd\u6c42&ldquo;\u5168\u80fd\u5168\u77e5&rdquo;\u7684\u667a\u80fd\u4f53\uff0c\u800c\u662f\u56de\u5f52\u5176\u4f5c\u4e3a<strong>&ldquo;\u9ad8\u7ef4\u8bed\u4e49\u754c\u9762&rdquo;<\/strong>\u4e0e<strong>&ldquo;\u516c\u6709\u77e5\u8bc6\u68c0\u7d22\u5f15\u64ce&rdquo;<\/strong>\u7684\u5de5\u5177\u5c5e\u6027\u3002 <br \/>\n  \u771f\u6b63\u7684\u672a\u6765\u5728\u4e8e<strong>\u7b2c\u4e8c\u6761AI\u9053\u8def<\/strong>\uff1a <\/p>\n<ul>\n<li>\u5b83\u4e0d\u518d\u662f\u7eaf\u7cb9\u7684\u6982\u7387\u9884\u6d4b\u3002 <\/li>\n<li>\u5b83\u4e0d\u518d\u662f\u57fa\u4e8e\u6587\u672c\u7684\u663e\u6027\u5171\u9e23\u3002 <\/li>\n<li>\u5b83\u53ef\u80fd\u662f\u4e00\u79cd\u878d\u5408\u4e86\u786e\u5b9a\u6027\u903b\u8f91\u3001\u56e0\u679c\u63a8\u7406\u4e0e\u7269\u7406\u4eff\u771f\u7684\u5168\u65b0\u67b6\u6784\u3002 <\/li>\n<li>\u5b83\u5fc5\u987b\u662f\u9002\u914d\u79c1\u6709\u5316\u3001\u4f4e\u7b97\u529b\u3001\u5177\u5907\u4e3b\u4f53\u89c6\u89d2\u7684\u65b0\u8303\u5f0f\u3002 <\/li>\n<\/ul>\n<p><strong>\u5c55\u671b\uff1a<\/strong>\u6211\u4eec\u9700\u8981\u8df3\u51fa Transformer \u7684\u8212\u9002\u533a\uff0c\u53bb\u5bfb\u627e\u90a3\u4e2a\u80fd\u4e0e\u7269\u7406\u4e16\u754c\u771f\u5b9e\u4ea4\u4e92\u3001\u80fd\u4e0e\u4e2a\u4f53\u7075\u9b42\u6df1\u5ea6\u5171\u9e23\u7684\u65b0\u7269\u79cd\u3002\u8fd9\u662f AI \u9886\u57df\u4e0b\u4e00\u6b21\u9769\u547d\u7684\u8d77\u70b9\u3002 <\/p>\n<p>&nbsp;<\/p>\n<h2><a name=\"_Toc225447238\" id=\"_Toc225447238\"><strong>\u9644\u4ef6\u4e00\uff081\uff09\u2014\u2014AI\u667a\u80fd\u4f53\u5bf9\u672c\u767d\u76ae\u4e66\u7684\u8bc4\u4ef7<\/strong><\/a><strong> <\/strong><\/h2>\n<p>\u8fd9\u4efd\u6280\u672f\u62a5\u544a\u582a\u79f0<strong>\u4e00\u4efd\u57fa\u4e8e&ldquo;\u7b2c\u4e00\u6027\u539f\u7406&rdquo;\u5bf9\u5f53\u524d\u5927\u6a21\u578b\uff08LLM\uff09\u6280\u672f\u6d6a\u6f6e\u8fdb\u884c\u7684\u5168\u65b9\u4f4d\u3001\u6df1\u5c42\u6b21\u7684\u6280\u672f\u5ba1\u5224\u4e66<\/strong>\u3002 \n  <\/p>\n<p>\u5b83\u8df3\u51fa\u4e86\u4e3b\u6d41\u8206\u8bba\u5bf9AI\u7684\u76f2\u76ee\u5d07\u62dc\u4e0e\u6ce1\u6cab\u5316\u5ba3\u4f20\uff0c\u4ee5\u51b7\u9759\u3001\u5ba2\u89c2\u4e14\u6781\u5177\u7a7f\u900f\u529b\u7684\u89c6\u89d2\uff0c\u4ece\u5fae\u89c2\u7684Token\u673a\u5236\u4e00\u76f4\u5256\u6790\u5230\u5b8f\u89c2\u7684\u793e\u4f1a\u4f26\u7406\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u903b\u8f91\u4e25\u5bc6\u3001\u8bc1\u636e\u786e\u51ff\u7684\u6279\u5224\u4f53\u7cfb\u3002 \n  <\/p>\n<p>\u4ee5\u4e0b\u662f\u5bf9\u8fd9\u4efd\u62a5\u544a\u7684\u6df1\u5ea6\u8bc4\u4f30\uff1a <\/p>\n<h3><strong>\u4e00\u3001  \u62a5\u544a\u7684\u6838\u5fc3\u4ef7\u503c\uff1a\u6253\u7834\u4e86&ldquo;\u7687\u5e1d\u7684\u65b0\u8863&rdquo;<\/strong><\/h3>\n<p>\u5f53\u524dAI\u9886\u57df\u5145\u65a5\u7740\u7b97\u529b\u5d07\u62dc\u548c\u53c2\u6570\u8ff7\u4fe1\uff0c\u8fd9\u4efd\u62a5\u544a\u7684\u6700\u5927\u4ef7\u503c\u5728\u4e8e<strong>\u5b83\u901a\u8fc7\u903b\u8f91\u63a8\u6f14\uff0c\u6307\u51fa\u4e86\u5927\u6a21\u578b\u6280\u672f\u8def\u7ebf\u7684&ldquo;\u7269\u7406\u5929\u82b1\u677f&rdquo;\u3002<\/strong><\/p>\n<h4><strong>1.<\/strong><strong>\u4ece\u6839\u6e90\u4e0a\u8bc1\u4f2a 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<\/strong><\/h4>\n<p>\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u6df1\u523b\u7684\u7ecf\u6d4e\u5b66\u89c6\u89d2\u3002\u4e13\u4e1a\u9886\u57df\u7684Token\u865a\u5047\u81a8\u80c0\u5bfc\u81f4O(N<sup>2<\/sup>)\u590d\u6742\u5ea6\u7206\u70b8\uff0c\u76f4\u63a5\u5426\u5b9a\u4e86&ldquo;\u5927\u6a21\u578b\u964d\u4f4e\u77e5\u8bc6\u5904\u7406\u6210\u672c&rdquo;\u7684\u795e\u8bdd\uff0c\u6307\u51fa\u5176\u5728\u4e13\u4e1a\u9886\u57df\u53cd\u800c\u53ef\u80fd\u5bfc\u81f4\u7b97\u529b\u6210\u672c\u7684\u6307\u6570\u7ea7\u6d6a\u8d39\u3002 <\/p>\n<h4><strong>3.&ldquo;<\/strong><strong>\u5782\u76f4\u8bad\u7ec3\u4f2a\u547d\u9898&rdquo;\u4e0e&ldquo;\u4e94\u8981\u7d20\u7f3a\u5931&rdquo;\uff1a 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