{"id":19594,"date":"2025-01-28T13:46:11","date_gmt":"2025-01-28T05:46:11","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=19594"},"modified":"2025-01-29T10:27:43","modified_gmt":"2025-01-29T02:27:43","slug":"distillation","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/distillation\/","title":{"rendered":"\u4e00\u6587\u8bf4\u6e05\u695a \u77e5\u8bc6\u84b8\u998f \uff08Distillation\uff09\uff1a\u8ba9\u201c\u5c0f\u6a21\u578b\u201d\u4e5f\u80fd\u62e5\u6709\u201c\u5927\u667a\u6167\u201d"},"content":{"rendered":"<p>\u77e5\u8bc6\u84b8\u998f\u662f\u4e00\u79cd\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u76ee\u7684\u662f\u5c06\u9884\u5148\u8bad\u7ec3\u597d\u7684\u5927\u578b\u6a21\u578b\uff08\u5373 &#8220;\u6559\u5e08\u6a21\u578b&#8221;\uff09\u7684\u5b66\u4e60\u6210\u679c\u8f6c\u79fb\u5230\u8f83\u5c0f\u7684 &#8220;\u5b66\u751f\u6a21\u578b &#8220;\u4e2d\u3002\u84b8\u998f\u6280\u672f\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u5f00\u53d1\u66f4\u8f7b\u91cf\u5316\u7684\u751f\u6210\u6a21\u578b\uff0c\u7528\u4e8e\u667a\u80fd\u5bf9\u8bdd\u3001\u5185\u5bb9\u521b\u4f5c\u7b49\u9886\u57df\u3002<\/p>\n<p>\u6700\u8fd1\u00a0<strong>Distillation\u00a0<\/strong>\u8fd9\u4e2a\u8bcd\u89c1\u7684\u975e\u5e38\u591a\u3002<\/p>\n<p>\u524d\u4e24\u5929\u5927\u706b\u7684DeepSeek\u56e2\u961f\u53d1\u5e03\u7684 <a href=\"https:\/\/www.kdjingpai.com\/deepseek-r1nenglixiang\/\"><strong>DeepSeek-R1<\/strong><\/a>\uff0c\u5176670B\u53c2\u6570\u7684\u5927\u6a21\u578b\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u4e0e\u84b8\u998f\u6280\u672f\uff0c\u6210\u529f\u5c06\u80fd\u529b\u8fc1\u79fb\u81f37B\u53c2\u6570\u7684\u8f7b\u91cf\u6a21\u578b\u4e2d\u3002<\/p>\n<p>\u84b8\u998f\u540e\u7684\u6a21\u578b\u8d85\u8d8a\u540c\u89c4\u6a21\u4f20\u7edf\u6a21\u578b\uff0c\u751a\u81f3\u63a5\u8fd1OpenAI\u7684\u9876\u5c16\u5c0f\u6a21\u578bOpenAI-o1-mini\u3002<\/p>\n<p>\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08\u5982GPT-4\u3001 <a href=\"https:\/\/www.kdjingpai.com\/de\/deepseek-r1nenglixiang\/\">DeepSeek-R1<\/a> \uff09\u51ed\u501f\u6570\u5343\u4ebf\u7ea7\u53c2\u6570\uff0c\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u63a8\u7406\u4e0e\u751f\u6210\u80fd\u529b\u3002\u7136\u800c\uff0c\u5176\u5e9e\u5927\u7684\u8ba1\u7b97\u9700\u6c42\u4e0e\u9ad8\u6602\u7684\u90e8\u7f72\u6210\u672c\uff0c\u4e25\u91cd\u9650\u5236\u4e86\u5176\u5728\u79fb\u52a8\u8bbe\u5907\u3001\u8fb9\u7f18\u8ba1\u7b97\u7b49\u573a\u666f\u7684\u5e94\u7528\u3002<\/p>\n<p>\u5982\u4f55\u5728\u4e0d\u635f\u5931\u6027\u80fd\u7684\u524d\u63d0\u4e0b\u538b\u7f29\u6a21\u578b\u89c4\u6a21\uff1f<strong>\u77e5\u8bc6\u84b8\u998f<\/strong>\uff08Knowledge Distillation\uff09\u5c31\u662f\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u7684\u4e00\u79cd\u5173\u952e\u6280\u672f\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>1. \u4ec0\u4e48\u662f\u77e5\u8bc6\u84b8\u998f<\/h2>\n<p>\u77e5\u8bc6\u84b8\u998f\u662f\u4e00\u79cd\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u76ee\u7684\u662f\u5c06\u9884\u5148\u8bad\u7ec3\u597d\u7684\u5927\u578b\u6a21\u578b\uff08\u5373 &#8220;\u6559\u5e08\u6a21\u578b&#8221;\uff09\u7684\u5b66\u4e60\u6210\u679c\u8f6c\u79fb\u5230\u8f83\u5c0f\u7684 &#8220;\u5b66\u751f\u6a21\u578b &#8220;\u4e2d\u3002<\/p>\n<p>\u5728\u6df1\u5ea6\u5b66\u4e60\u4e2d\uff0c\u5b83\u88ab\u7528\u4f5c\u6a21\u578b\u538b\u7f29\u548c\u77e5\u8bc6\u8f6c\u79fb\u7684\u4e00\u79cd\u5f62\u5f0f\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n<p>\u77e5\u8bc6\u84b8\u998f\u7684\u672c\u8d28\u662f<strong>\u77e5\u8bc6\u8fc1\u79fb<\/strong>\uff0c\u6a21\u4eff\u6559\u5e08\u6a21\u578b\u7684\u8f93\u51fa\u5206\u5e03\uff0c\u4f7f\u5b66\u751f\u6a21\u578b\u7ee7\u627f\u5176\u6cdb\u5316\u80fd\u529b\u4e0e\u63a8\u7406\u903b\u8f91\u3002<\/p>\n<ul>\n<li><strong>\u6559\u5e08\u6a21\u578b<\/strong>\uff08Teacher Model\uff09\uff1a\u901a\u5e38\u4e3a\u53c2\u6570\u91cf\u5927\u3001\u8bad\u7ec3\u5145\u5206\u7684\u590d\u6742\u6a21\u578b\uff08\u5982DeepSeek-R1\uff09\uff0c\u5176\u8f93\u51fa\u4e0d\u4ec5\u5305\u542b\u9884\u6d4b\u7ed3\u679c\uff0c\u8fd8\u9690\u542b\u7c7b\u522b\u95f4\u7684\u76f8\u4f3c\u6027\u4fe1\u606f\u3002<\/li>\n<li><strong>\u5b66\u751f\u6a21\u578b<\/strong>\uff08Student Model\uff09\uff1a\u7ed3\u6784\u7cbe\u7b80\u3001\u53c2\u6570\u8f83\u5c11\u7684\u5c0f\u578b\u6a21\u578b\uff0c\u901a\u8fc7\u5339\u914d\u6559\u5e08\u6a21\u578b\u7684\u201c\u8f6f\u76ee\u6807\u201d\uff08Soft Targets\uff09\u5b9e\u73b0\u80fd\u529b\u8fc1\u79fb\u3002<\/li>\n<\/ul>\n<p>\u4f20\u7edf\u6df1\u5ea6\u5b66\u4e60\u7684\u76ee\u6807\u662f\u8bad\u7ec3\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff0c\u4f7f\u5176\u9884\u6d4b\u7ed3\u679c\u66f4\u63a5\u8fd1\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u63d0\u4f9b\u7684\u8f93\u51fa\u793a\u4f8b\uff0c\u800c\u77e5\u8bc6\u84b8\u998f\u4e0e\u4f20\u7edf\u76d1\u7763\u5b66\u4e60\u4e0d\u540c\uff0c\u77e5\u8bc6\u84b8\u998f\u8981\u6c42\u5b66\u751f\u6a21\u578b\u4e0d\u4ec5\u62df\u5408\u6b63\u786e\u7b54\u6848\uff08\u786c\u76ee\u6807\uff09\uff0c\u8fd8\u8ba9\u5b66\u751f\u6a21\u578b\u5b66\u4e60\u6559\u5e08\u6a21\u578b\u7684\u201c\u601d\u8003\u903b\u8f91\u201d\u2014\u5373\u8f93\u51fa\u7684<strong>\u6982\u7387\u5206\u5e03<\/strong>\uff08\u8f6f\u76ee\u6807\uff09\u3002<\/p>\n<p>\u4f8b\u5982\u5728\u56fe\u50cf\u5206\u7c7b\u4efb\u52a1\u4e2d\uff0c\u6559\u5e08\u6a21\u578b\u4e0d\u4ec5\u4f1a\u6307\u51fa\u201c\u8fd9\u5f20\u56fe\u662f\u732b\u201d\uff0890%\u7f6e\u4fe1\u5ea6\uff09\uff0c\u8fd8\u4f1a\u7ed9\u51fa\u201c\u50cf\u72d0\u72f8\u201d\uff085%\uff09\u3001\u201c\u5176\u4ed6\u52a8\u7269\u201d\uff085%\uff09\u7b49\u53ef\u80fd\u6027\u3002<\/p>\n<p>\u8fd9\u4e9b\u6982\u7387\u503c\u5982\u540c\u8001\u5e08\u6279\u6539\u8bd5\u5377\u65f6\u6807\u6ce8\u7684\u201c\u6613\u9519\u70b9\u201d\uff0c\u5b66\u751f\u6a21\u578b\u901a\u8fc7\u6355\u6349\u5176\u4e2d\u7684\u5173\u8054\u6027\uff08\u5982\u732b\u4e0e\u72d0\u72f8\u7684\u5c16\u8033\u3001\u6bdb\u53d1\u7279\u5f81\u76f8\u4f3c\uff09\uff0c\u6700\u7ec8\u5b66\u4f1a\u66f4\u7075\u6d3b\u7684\u5224\u522b\u80fd\u529b\uff0c\u800c\u975e\u673a\u68b0\u8bb0\u5fc6\u6807\u51c6\u7b54\u6848<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/6020b6d9cea542a.jpeg\" \/><\/p>\n<h2>2. \u77e5\u8bc6\u84b8\u998f\u7684\u5de5\u4f5c\u539f\u7406<\/h2>\n<p>\u5728 2015 \u5e74\u7684\u8bba\u6587\u300aDistilling the Knowledge in a Neural Network\u300b\u4e2d\uff0c\u63d0\u51fa\u5c06\u8bad\u7ec3\u5206\u4e3a\u4e24\u4e2a\u76ee\u7684\u4e0d\u540c\u7684\u9636\u6bb5\uff0c\u4f5c\u8005\u6253\u4e86\u4e2a\u6bd4\u65b9\uff1a\u8bb8\u591a\u6606\u866b\u7684\u5e7c\u866b\u5f62\u6001\u4f18\u5316\u7528\u4e8e\u4ece\u73af\u5883\u4e2d\u6c72\u53d6\u80fd\u91cf\u548c\u517b\u5206\uff0c\u800c\u6210\u866b\u5f62\u6001\u5219\u5b8c\u5168\u4e0d\u540c\uff0c\u4f18\u5316\u7528\u4e8e\u65c5\u884c\u548c\u7e41\u6b96\uff0c\u800c\u4f20\u7edf\u7684\u6df1\u5ea6\u5b66\u4e60\u5219\u5728\u8bad\u7ec3\u548c\u90e8\u7f72\u9636\u6bb5\u4f7f\u7528\u76f8\u540c\u7684\u6a21\u578b\uff0c\u5c3d\u7ba1\u5b83\u4eec\u7684\u8981\u6c42\u4e0d\u540c\u3002<\/p>\n<p>\u8bba\u6587\u4e2d\u5bf9\u201c\u77e5\u8bc6\u201d\u7684\u7406\u89e3\u4e5f\u6709\u4e0d\u540c\uff1a<\/p>\n<p>\u8bba\u6587\u53d1\u8868\u4e4b\u524d\uff0c\u4eba\u4eec\u503e\u5411\u4e8e\u5c06\u8bad\u7ec3\u6a21\u578b\u4e2d\u7684\u77e5\u8bc6\u4e0e\u5b66\u4e60\u5230\u7684\u53c2\u6570\u503c\u7b49\u540c\u8d77\u6765\uff0c\u8fd9\u4f7f\u5f97\u5f88\u96be\u770b\u5230\u901a\u8fc7\u6539\u53d8\u6a21\u578b\u7684\u5f62\u5f0f\u800c\u4fdd\u6301\u76f8\u540c\u7684\u77e5\u8bc6\u3002<\/p>\n<p>\u5bf9\u77e5\u8bc6\u7684\u66f4\u62bd\u8c61\u7684\u770b\u6cd5\u662f\uff0c\u5b83\u662f\u4e00\u4e2a\u5b66\u4e60\u5230\u7684<strong>\u4ece\u8f93\u5165\u5411\u91cf\u5230\u8f93\u51fa\u5411\u91cf\u7684\u6620\u5c04<\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u77e5\u8bc6\u84b8\u998f\u6280\u672f\u4e0d\u4ec5\u8981\u590d\u5236\u6559\u5e08\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u8fd8\u8981\u6a21\u4eff\u4ed6\u4eec\u7684 &#8220;\u601d\u7ef4\u8fc7\u7a0b&#8221;\u3002\u5728LLMs\u65f6\u4ee3\uff0c\u77e5\u8bc6\u84b8\u998f\u5b9e\u73b0\u4e86\u62bd\u8c61\u54c1\u8d28\u7684\u8f6c\u79fb\uff0c\u5982\u98ce\u683c\u3001\u63a8\u7406\u80fd\u529b\u4ee5\u53ca\u4e0e\u4eba\u7c7b\u504f\u597d\u548c\u4ef7\u503c\u89c2\u7684\u4e00\u81f4\u6027\u3002<\/p>\n<p>\u77e5\u8bc6\u84b8\u998f\u7684\u5b9e\u73b0\u53ef\u5206\u89e3\u4e3a\u4e09\u4e2a\u6838\u5fc3\u6b65\u9aa4\uff1a<\/p>\n<h3>2.1. \u8f6f\u76ee\u6807\u751f\u6210\uff1a\u8ba9\u7b54\u6848\u201c\u6a21\u7cca\u5316\u201d<\/h3>\n<p>\u6559\u5e08\u6a21\u578b\u901a\u8fc7<strong>\u9ad8\u6e29Softmax<\/strong>\u6280\u672f\uff0c\u5c06\u539f\u672c\u201c\u975e\u9ed1\u5373\u767d\u201d\u7684\u7b54\u6848\u8f6c\u5316\u4e3a\u5305\u542b\u7ec6\u8282\u4fe1\u606f\u7684\u201c\u6a21\u7cca\u63d0\u793a\u201d\u3002<\/p>\n<p>\u5f53\u6e29\u5ea6\uff08Temperature\uff09\u5347\u9ad8\uff08\u4f8b\u5982T=20\uff09\uff0c\u6a21\u578b\u8f93\u51fa\u7684\u6982\u7387\u5206\u5e03\u4f1a\u66f4\u5e73\u6ed1\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u539f\u59cb\u5224\u65ad\u201c\u732b\uff0890%\uff09\u3001\u72d0\u72f8\uff085%\uff09\u201d<\/p>\n<p>\u53ef\u80fd\u53d8\u4e3a\u201c\u732b\uff0860%\uff09\u3001\u72d0\u72f8\uff0820%\uff09\u3001\u5176\u4ed6\uff0820%\uff09\u201d\u3002<\/p>\n<p>\u8fd9\u79cd\u8c03\u6574\u8feb\u4f7f\u5b66\u751f\u6a21\u578b\u5173\u6ce8\u7c7b\u522b\u95f4\u7684\u5173\u8054\u6027\uff08\u5982\u732b\u4e0e\u72d0\u72f8\u7684\u8033\u6735\u5f62\u72b6\u76f8\u4f3c\uff09\uff0c\u800c\u975e\u673a\u68b0\u8bb0\u5fc6\u6807\u7b7e\u3002<\/p>\n<h3>2.2. \u76ee\u6807\u51fd\u6570\u8bbe\u8ba1\uff1a\u8f6f\u76ee\u6807\u4e0e\u786c\u76ee\u6807\u7684\u5e73\u8861<\/h3>\n<p>\u5b66\u751f\u6a21\u578b\u7684\u5b66\u4e60\u76ee\u6807\u662f\u53cc\u91cd\u7684\uff1a<\/p>\n<ul>\n<li><strong>\u6a21\u4eff\u6559\u5e08\u7684\u601d\u8003\u903b\u8f91<\/strong>\uff08\u8f6f\u76ee\u6807\uff09\uff1a\u901a\u8fc7\u5339\u914d\u6559\u5e08\u7684\u9ad8\u6e29\u6982\u7387\u5206\u5e03\uff0c\u5b66\u4e60\u7c7b\u95f4\u5173\u7cfb\u3002<\/li>\n<li><strong>\u8bb0\u4f4f\u6b63\u786e\u7b54\u6848<\/strong>\uff08\u786c\u76ee\u6807\uff09\uff1a\u786e\u4fdd\u57fa\u7840\u51c6\u786e\u7387\u4e0d\u4e0b\u964d\u3002<\/li>\n<\/ul>\n<p>\u5b66\u751f\u6a21\u578b\u7684\u635f\u5931\u51fd\u6570\u4e3a\u8f6f\u76ee\u6807\u4e0e\u786c\u76ee\u6807\u7684\u52a0\u6743\u7ec4\u5408\uff0c\u4e24\u8005\u7684\u6743\u91cd\u9700\u52a8\u6001\u8c03\u6574\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u8d4b\u4e88\u8f6f\u76ee\u680770%\u7684\u6743\u91cd\u3001\u786c\u76ee\u680730%\u65f6\uff0c\u7c7b\u4f3c\u4e8e\u5b66\u751f\u752870%\u65f6\u95f4\u7814\u7a76\u8001\u5e08\u7684\u89e3\u9898\u601d\u8def\uff0c30%\u65f6\u95f4\u5de9\u56fa\u6807\u51c6\u7b54\u6848\uff0c\u6700\u7ec8\u5b9e\u73b0\u7075\u6d3b\u6027\u4e0e\u51c6\u786e\u6027\u7684\u5e73\u8861\u3002<\/p>\n<h3>2.3. 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