{"id":21669,"date":"2026-09-21T15:18:11","date_gmt":"2026-09-21T07:18:11","guid":{"rendered":"https:\/\/92it.top\/?p=21669"},"modified":"2026-09-21T15:18:11","modified_gmt":"2026-09-21T07:18:11","slug":"%e6%af%8f%e5%a4%a9%e5%90%83%e9%80%8f%e4%b8%80%e4%b8%aa-ai-%e7%9f%a5%e8%af%86%e7%82%b9-%e6%a8%a1%e5%9e%8b%e8%92%b8%e9%a6%8f","status":"publish","type":"post","link":"https:\/\/92it.top\/?p=21669","title":{"rendered":"\u6bcf\u5929\u5403\u900f\u4e00\u4e2a AI \u77e5\u8bc6\u70b9 \u2014 \u6a21\u578b\u84b8\u998f"},"content":{"rendered":"\n<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u6211\u4eec\u4e3a\u5565\u8981 \u201c\u6298\u817e\u201d \u51fa\u6a21\u578b\u84b8\u998f\uff1f\u2014\u2014 \u5de8\u4eba\u7684\u70e6\u607c<\/strong> <strong>\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6211\u4eec\u6b63\u5904\u5728\u4e00\u4e2a\u7531 \u201c\u5927\u201d \u6a21\u578b\u4e3b\u5bfc\u7684\u65f6\u4ee3\u3002GPT\u20114\u3001Claude 3\u3001Llama 3\u2026\u2026 \u5b83\u4eec\u7684\u53c2\u6570\u91cf\u52a8\u8f84\u6570\u5343\u4ebf\u751a\u81f3\u4e07\u4ebf\u3002\u5b83\u4eec\u5f3a\u5927\u3001\u535a\u5b66\u3001\u80fd\u529b\u60ca\u4eba\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86\u4e09\u4e2a\u5de8\u5927\u7684\u70e6\u607c\uff0c\u6211\u79f0\u4e4b\u4e3a \u201c\u5de8\u4eba\u7684\u4e09\u5ea7\u5927\u5c71\u201d\uff1a<\/p>\n\n\n\n<ol>\n<li><strong>\u592a\u5927\u4e86 (Size)<\/strong>\uff1a\u8fd9\u4e9b\u6a21\u578b\u7684\u6587\u4ef6\u5927\u5c0f\u901a\u5e38\u662f GB \u751a\u81f3 TB \u7ea7\u522b\u3002\u4e00\u4e2a GPT\u20113\uff081750 \u4ebf\u53c2\u6570\uff09\u6a21\u578b\uff0c\u5b58\u50a8\u4e0b\u6765\u5c31\u9700\u8981\u51e0\u767e\u4e2a G\u3002\u8fd9\u522b\u8bf4\u653e\u8fdb\u624b\u673a\u4e86\uff0c\u5c31\u662f\u4e0b\u8f7d\u90fd\u5f97\u4e0b\u534a\u5929\u3002<\/li>\n\n\n\n<li><strong>\u592a\u6162\u4e86 (Latency)<\/strong>\uff1a\u201c\u5927\u529b\u201d \u771f\u7684\u4f1a\u51fa\u5947\u8ff9\uff0c\u4f46 \u201c\u5927\u529b\u201d \u4e5f\u610f\u5473\u7740 \u201c\u6162\u201d\u3002\u4f60\u6bcf\u6b21\u5411 ChatGPT \u63d0\u95ee\uff0c\u80cc\u540e\u90fd\u6709\u6210\u767e\u4e0a\u5343\u5757\u9876\u7ea7 GPU\uff08\u6bd4\u5982 NVIDIA \u7684 A100 \u6216 H100\uff09\u5728\u4e3a\u4f60\u75af\u72c2\u8ba1\u7b97\u3002\u5373\u4fbf\u5982\u6b64\uff0c\u4f60\u8fd8\u662f\u80fd\u611f\u89c9\u5230\u90a3\u96f6\u70b9\u51e0\u79d2\u5230\u51e0\u79d2\u7684\u5ef6\u8fdf\u3002\u5982\u679c\u8981\u628a\u8fd9\u79cd\u8ba1\u7b97\u91cf\u653e\u5230\u4f60\u7684\u624b\u673a\u4e0a\uff0c\u53ef\u80fd\u4f60\u95ee\u4e2a\u95ee\u9898\uff0c\u624b\u673a\u70eb\u5f97\u80fd\u714e\u9e21\u86cb\u4e86\uff0c\u7b54\u6848\u8fd8\u6ca1\u51fa\u6765\u3002<\/li>\n\n\n\n<li><strong>\u592a\u8d35\u4e86 (Cost)<\/strong>\uff1a\u8d35\uff0c\u4f53\u73b0\u5728\u4e24\u4e2a\u65b9\u9762\u3002\u4e00\u662f\u8bad\u7ec3\u6210\u672c\uff0c\u8bad\u7ec3\u4e00\u6b21\u9876\u7ea7\u5927\u6a21\u578b\u7684\u6210\u672c\u662f\u6570\u767e\u4e07\u751a\u81f3\u4e0a\u5343\u4e07\u7f8e\u5143\u3002\u4e8c\u662f\u63a8\u7406\uff08\u4f7f\u7528\uff09\u6210\u672c\uff0c\u4f60\u6bcf\u6b21\u8c03\u7528 API\uff0c\u80cc\u540e\u70e7\u7684\u90fd\u662f\u5b9e\u6253\u5b9e\u7684\u7535\u8d39\u548c\u8ba1\u7b97\u8d44\u6e90\u8d39\u3002\u5bf9\u4e8e\u4f01\u4e1a\u6765\u8bf4\uff0c\u5982\u679c\u6bcf\u4e2a\u7528\u6237\u8bf7\u6c42\u90fd\u8981\u52a8\u7528\u4e00\u4e2a\u5e9e\u5927\u7684\u6a21\u578b\uff0c\u90a3\u6210\u672c\u5c06\u662f\u5929\u6587\u6570\u5b57\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8fd9\u4e09\u5ea7\u5927\u5c71\uff0c\u76f4\u63a5\u5bfc\u81f4\u4e86\u5f3a\u5927\u7684 AI \u80fd\u529b\u88ab\u56f0\u5728\u4e86\u4e91\u7aef\u7684 \u201c\u8c61\u7259\u5854\u201d \u91cc\u3002\u6211\u4eec\u6e34\u671b AI \u80fd\u65e0\u5904\u4e0d\u5728 \u2014\u2014 \u5728\u6ca1\u6709\u7f51\u7edc\u7684\u5c71\u91cc\u4e5f\u80fd\u5b9e\u65f6\u7ffb\u8bd1\uff0c\u5728\u4f60\u7684\u667a\u80fd\u624b\u8868\u4e0a\u5c31\u80fd\u8fd0\u884c\u79c1\u4eba\u5065\u5eb7\u52a9\u624b\uff0c\u5728\u6c7d\u8f66\u91cc\u5c31\u80fd\u5b9e\u73b0\u8d85\u4f4e\u5ef6\u8fdf\u7684\u8bed\u97f3\u4ea4\u4e92\u3002<\/p>\n\n\n\n<p>\u4e8e\u662f\uff0c\u4e00\u4e2a\u5929\u624d\u7684\u60f3\u6cd5\u8bde\u751f\u4e86\uff1a<strong>\u6211\u4eec\u80fd\u4e0d\u80fd\u4fdd\u7559\u5de8\u4eba\uff08\u5927\u6a21\u578b\uff09\u7684\u667a\u6167\uff0c\u4f46\u53ea\u62e5\u6709\u4e00\u4e2a\u666e\u901a\u4eba\uff08\u5c0f\u6a21\u578b\uff09\u7684\u4f53\u683c\uff1f<\/strong><\/p>\n\n\n\n<p>\u6a21\u578b\u84b8\u998f\uff0c\u5c31\u662f\u5b9e\u73b0\u8fd9\u4e2a\u60f3\u6cd5\u7684\u9b54\u6cd5\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1002\" height=\"440\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-130.png\" alt=\"\" class=\"wp-image-21670\" style=\"width:470px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-130.png 1002w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-130-300x132.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-130-768x337.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-130-830x364.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-130-230x101.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-130-350x154.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-130-480x211.png 480w\" sizes=\"(max-width: 1002px) 100vw, 1002px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e8c\u3001\u4e00\u4e2a\u751f\u52a8\u7684\u6bd4\u55bb \u2014\u2014\u201c\u8001\u5e08\u201d \u5e26 \u201c\u5b66\u751f\u201d<\/strong> <strong>\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u4e3a\u4e86\u5f7b\u5e95\u641e\u61c2\u6a21\u578b\u84b8\u998f\uff0c\u6211\u4eec\u5148\u6765\u6784\u5efa\u4e00\u4e2a\u8d2f\u7a7f\u5168\u6587\u7684\u6bd4\u55bb\u573a\u666f\uff1a<\/p>\n\n\n\n<p><ul style=\"list-style-type: disc;\"><li><strong>\u6559\u5e08\u6a21\u578b (Teacher Model)<\/strong>\uff1a\u60f3\u8c61\u4e00\u4f4d\u5b66\u7a76\u5929\u4eba\u3001\u535a\u53e4\u901a\u4eca\u7684\u5927\u5b66\u6559\u6388\u3002\u4ed6\u5c31\u662f\u6211\u4eec\u7684\u5927\u6a21\u578b\u3002\u4ed6\u77e5\u8bc6\u6e0a\u535a\uff0c\u89e3\u9898\u80fd\u529b\u9876\u7ea7\uff0c\u4f46\u4e5f\u6709\u70b9 \u201c\u517b\u5c0a\u5904\u4f18\u201d\u2014\u2014 \u9700\u8981\u8c6a\u534e\u7684\u529e\u516c\u5ba4\uff08\u9876\u7ea7\u670d\u52a1\u5668\uff09\uff0c\u601d\u8003\u95ee\u9898\u6162\u6761\u65af\u7406\uff08\u9ad8\u5ef6\u8fdf\uff09\uff0c\u800c\u4e14\u51fa\u573a\u8d39\u6781\u9ad8\uff08\u9ad8\u6210\u672c\uff09\u3002<\/li><li><strong>\u5b66\u751f\u6a21\u578b (Student Model)<\/strong>\uff1a\u8fd9\u662f\u4e00\u4f4d\u5929\u8d44\u806a\u9896\u3001\u53cd\u5e94\u654f\u6377\u7684\u5927\u4e00\u65b0\u751f\u3002\u4ed6\u5c31\u662f\u6211\u4eec\u7684\u5c0f\u6a21\u578b\u3002\u4ed6\u7ed3\u6784\u7b80\u5355\u3001\u5b66\u4e60\u80fd\u529b\u5f3a\uff0c\u80fd\u9002\u5e94\u5404\u79cd\u8270\u82e6\u73af\u5883\uff08\u6bd4\u5982\u5728\u624b\u673a\u82af\u7247\u4e0a\u8fd0\u884c\uff09\uff0c\u4f46\u4ed6\u521d\u59cb\u65f6\u77e5\u8bc6\u50a8\u5907\u51e0\u4e4e\u4e3a\u96f6\uff0c\u50cf\u4e00\u5f20\u767d\u7eb8\u3002<\/li><\/ul><p>\u6a21\u578b\u84b8\u998f\u7684\u6838\u5fc3\u8fc7\u7a0b\uff0c\u5c31\u662f\u8ba9\u8fd9\u4f4d \u201c\u5b66\u795e\u6559\u6388\u201d \u653e\u5f03\u4f20\u7edf\u7684\u586b\u9e2d\u5f0f\u6559\u5b66\uff0c\u8f6c\u800c\u4e3a\u8fd9\u4f4d \u201c\u6f5c\u529b\u65b0\u751f\u201d \u5f00\u8bbe\u4e00\u95e8\u4fe1\u606f\u91cf\u7206\u70b8\u7684\u3001\u624b\u628a\u624b\u7684\u79c1\u6559\u8bfe\u3002<\/p><\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e09\u3001\u84b8\u998f\u7684 \u201c\u77e5\u8bc6\u7cbe\u9ad3\u201d \u662f\u4ec0\u4e48\uff1f\u2014\u2014 \u4e0d\u4ec5\u4ec5\u662f\u6807\u51c6\u7b54\u6848 (\u5212\u91cd\u70b9\uff01)<\/strong> <strong>\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u8fd9\u662f\u6a21\u578b\u84b8\u998f\u6700\u6838\u5fc3\u3001\u6700\u7cbe\u5999\u7684\u5730\u65b9\uff01<\/p>\n\n\n\n<p><strong>\ud83d\udd39 \u6211\u4eec\u5148\u770b\u770b\u4f20\u7edf\u7684\u8bad\u7ec3\u65b9\u5f0f\uff08\u586b\u9e2d\u5f0f\u6559\u5b66\uff09\uff1a<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u7ed9\u6a21\u578b\u4e00\u5f20\u732b\u7684\u56fe\u7247\uff0c\u7136\u540e\u544a\u8bc9\u5b83\uff0c\u8fd9\u5f20\u56fe\u5bf9\u5e94\u7684\u6b63\u786e\u7b54\u6848\u662f \u201c\u732b\u201d\uff0c\u6807\u7b7e\u662f<code>[0, 0, 1, 0]<\/code>\uff08\u5047\u8bbe \u201c\u732b\u201d \u662f\u7b2c\u4e09\u7c7b\uff09\u3002\u6a21\u578b\u7684\u76ee\u6807\u5c31\u662f\u5b66\u4f1a\u5728\u770b\u5230\u8fd9\u5f20\u56fe\u65f6\uff0c\u65e0\u9650\u903c\u8fd1\u8fd9\u4e2a \u201c\u975e\u9ed1\u5373\u767d\u201d \u7684\u6807\u51c6\u7b54\u6848\u3002\u6211\u4eec\u628a\u8fd9\u79cd\u53ea\u6709\u552f\u4e00\u6b63\u786e\u7b54\u6848\u7684\u6807\u7b7e\uff0c\u79f0\u4e3a\u786c\u6807\u7b7e (Hard Label)\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u65b9\u5f0f\u7684\u95ee\u9898\u5728\u4e8e\uff0c\u5b83\u4e22\u5931\u4e86\u5927\u91cf\u6709\u7528\u7684\u4fe1\u606f\u3002\u6bd4\u5982\uff0c\u6a21\u578b\u4e0d\u77e5\u9053 \u201c\u732b\u201d \u5728\u67d0\u4e9b\u7279\u5f81\u4e0a\u5176\u5b9e\u548c \u201c\u72d7\u201d \u4ee5\u53ca \u201c\u72d0\u72f8\u201d \u6709\u70b9\u50cf\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\ud83d\udd39 \u73b0\u5728\uff0c\u6211\u4eec\u770b\u770b\u6a21\u578b\u84b8\u998f\u7684\u6559\u5b66\u65b9\u5f0f\uff08\u79c1\u6559\u8bfe\uff09\uff1a<\/strong><\/p>\n\n\n\n<p>\u201c\u6559\u5e08\u6a21\u578b\u201d\uff08\u5b66\u795e\u6559\u6388\uff09\u5728\u770b\u5230\u8fd9\u5f20\u732b\u7684\u56fe\u7247\u540e\uff0c\u4ed6\u4e0d\u4f1a\u76f4\u63a5\u544a\u8bc9\u5b66\u751f \u201c\u8fd9\u662f\u732b\u201d\u3002\u4ed6\u4f1a\u628a\u4ed6\u5b8c\u6574\u7684 \u201c\u601d\u8003\u8fc7\u7a0b\u201d \u5c55\u73b0\u7ed9\u5b66\u751f\u770b\u3002\u8fd9\u4e2a\u601d\u8003\u8fc7\u7a0b\uff0c\u5728\u6280\u672f\u4e0a\u901a\u5e38\u6307\u6a21\u578b\u5728\u8f93\u51fa\u6700\u7ec8\u7b54\u6848\u524d\uff0c\u90a3\u4e2a\u672a\u7ecf\u5904\u7406\u7684\u3001\u5305\u542b\u4e86\u5404\u79cd\u53ef\u80fd\u6027\u7684\u539f\u59cb\u6253\u5206\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3aLogits\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u4f60\u597d\u7406\u89e3\uff0c\u6211\u4eec\u628a\u5b83\u60f3\u8c61\u6210\u6559\u6388\u7684\u5185\u5fc3\u72ec\u767d\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u201c\u55ef\u2026 \u6839\u636e\u6211\u7684\u77e5\u8bc6\u5e93\uff0c\u6211\u521d\u6b65\u5224\u65ad\uff0c\u8fd9\u5f20\u56fe 90% \u7684\u53ef\u80fd\u6027\u662f\u732b\ud83d\udc31\u3002\u4f46\u4f60\u770b\u5b83\u90a3\u6bdb\u8338\u8338\u7684\u8033\u6735\uff0c\u548c\u67d0\u4e9b\u5c0f\u578b\u72ac\u79cd\u6709 5% \u7684\u76f8\u4f3c\u5ea6\ud83d\udc36\u3002\u800c\u4e14\uff0c\u5b83\u90a3\u72e1\u9ee0\u7684\u773c\u795e\u548c\u5c16\u5c16\u7684\u8138\uff0c\u53c8\u8ba9\u6211\u8054\u60f3\u5230\u4e86\u72d0\u72f8\ud83e\udd8a\uff0c\u6709 1% \u7684\u53ef\u80fd\u6027\u3002\u81f3\u4e8e\u8001\u864e\ud83d\udc2f\u561b\uff0c\u867d\u7136\u90fd\u662f\u732b\u79d1\u52a8\u7269\uff0c\u4f46\u4f53\u578b\u5dee\u5f02\u592a\u5927\uff0c\u53ef\u80fd\u6027\u53ea\u6709 0.01%\u2026\u201d<\/pre>\n\n\n\n<p>\u8fd9\u4e2a\u5305\u542b\u4e86<code>[90% \u732b, 5% \u72d7, 1% \u72d0\u72f8, 0.01% \u8001\u864e, \u2026]<\/code>\u7684\u3001\u5e26\u6709\u4e30\u5bcc\u6982\u7387\u5206\u5e03\u4fe1\u606f\u7684\u8f93\u51fa\uff0c\u5c31\u662f<strong>\u8f6f\u6807\u7b7e\uff08Soft Label\uff09<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u8f6f\u6807\u7b7e\uff0c\u5c31\u662f\u88ab\u84b8\u998f\u7684 \u201c\u77e5\u8bc6\u7cbe\u9ad3\u201d\uff01<\/strong> \u5b83\u8574\u542b\u4e86\u6559\u5e08\u6a21\u578b\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u5b66\u5230\u7684\u3001\u5173\u4e8e\u7c7b\u522b\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u3001\u5173\u8054\u6027\u548c\u7ec6\u5fae\u5dee\u522b\u7684\u5b9d\u8d35\u77e5\u8bc6\u3002\u8fd9\u79cd\u77e5\u8bc6\uff0c\u5728\u786c\u6807\u7b7e\u91cc\u662f\u5b8c\u5168\u4e0d\u5b58\u5728\u7684\uff0c\u6709\u65f6\u4e5f\u88ab\u79f0\u4e3a \u201c\u6697\u77e5\u8bc6\uff08Dark Knowledge\uff09\u201d\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"973\" height=\"1024\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-132-973x1024.png\" alt=\"\" class=\"wp-image-21673\" style=\"width:302px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-132-973x1024.png 973w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-132-285x300.png 285w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-132-768x809.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-132-830x874.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-132-230x242.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-132-350x368.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-132-480x505.png 480w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-132.png 1024w\" sizes=\"(max-width: 973px) 100vw, 973px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u56db\u3001\u5b66\u751f\u5982\u4f55\u5b66\u4e60\uff1f\u2014\u2014 \u4ece\u6a21\u4eff\u7b54\u6848\u5230\u6a21\u4eff\u601d\u7ef4<\/strong> <strong>\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6709\u4e86\u6559\u5e08\u7684 \u201c\u8f6f\u6807\u7b7e\u201d\uff0c\u5b66\u751f\u6a21\u578b\u7684\u5b66\u4e60\u76ee\u6807\u5c31\u53d1\u751f\u4e86\u6839\u672c\u6027\u7684\u8f6c\u53d8\u3002 \u5b83\u7684\u4efb\u52a1\u4e0d\u518d\u662f \u201c\u5728\u770b\u5230\u732b\u56fe\u65f6\uff0c\u8f93\u51fa\u2018\u732b\u2019\u201d\uff0c\u800c\u662f\u53d8\u6210\u4e86\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u201c\u5728\u770b\u5230\u732b\u56fe\u65f6\uff0c\u6211\u7684\u601d\u8003\u8fc7\u7a0b\uff08\u6211\u7684\u8f6f\u6807\u7b7e\uff09\uff0c\u8981\u548c\u6559\u5e08\u6a21\u578b\u7684\u601d\u8003\u8fc7\u7a0b\uff08\u6559\u5e08\u7684\u8f6f\u6807\u7b7e\uff09\u5c3d\u53ef\u80fd\u5730\u76f8\u4f3c\uff01\u201d<\/pre>\n\n\n\n<p>\u5b66\u751f\u8981\u5b66\u4e60\u7684\uff0c\u662f\u6559\u5e08\u7684\u6574\u4e2a\u601d\u7ef4\u6a21\u5f0f\u3002\u5b83\u8981\u53bb\u7406\u89e3\u4e3a\u4ec0\u4e48\u8001\u5e08\u4f1a\u89c9\u5f97\u732b\u548c\u72d7\u6709 5% \u7684\u76f8\u4f3c\u5ea6\uff0c\u548c\u72d0\u72f8\u6709 1% \u7684\u76f8\u4f3c\u5ea6\u3002\u901a\u8fc7\u62df\u5408\u8001\u5e08\u7684\u8f6f\u6807\u7b7e\uff0c\u5b66\u751f\u6a21\u578b\u88ab\u8feb\u53bb\u5b66\u4e60\u90a3\u4e9b\u66f4\u6df1\u5c42\u6b21\u3001\u66f4\u6cdb\u5316\u7684\u7279\u5f81\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u518d\u5f15\u5165\u4e00\u4e2a\u5173\u952e\u6280\u672f\u7ec6\u8282\uff1a<strong>\u6e29\u5ea6\uff08Temperature, T\uff09<\/strong> \u4f60\u53ef\u4ee5\u628a \u201c\u6e29\u5ea6\u201d \u60f3\u8c61\u6210\u4e00\u4e2a \u201c\u601d\u7ef4\u53d1\u6563\u65cb\u94ae\u201d\u3002\u5728\u84b8\u998f\u65f6\uff0c\u6211\u4eec\u901a\u5e38\u4f1a\u8c03\u9ad8\u8fd9\u4e2a \u201c\u6e29\u5ea6\u201d \u503c\u3002<\/p>\n\n\n\n<ul>\n<li><strong>\u6e29\u5ea6\u4f4e\uff08T=1\uff09<\/strong>\uff1a\u6559\u6388\u7684\u601d\u7ef4\u5f88 \u201c\u51b7\u9759\u201d\uff0c\u8f93\u51fa\u7684\u6982\u7387\u4f1a\u975e\u5e38\u5c16\u9510\uff0c\u63a5\u8fd1\u4e8e\u6807\u51c6\u7b54\u6848\uff08\u6bd4\u5982 99.9% \u662f\u732b\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6e29\u5ea6\u9ad8\uff08T>1\uff09<\/strong>\uff1a\u6211\u4eec\u7ed9\u6559\u6388\u7684\u601d\u7ef4 \u201c\u52a0\u52a0\u6e29\u201d\uff0c\u8ba9\u4ed6 \u201c\u53d1\u6563\u4e00\u4e0b\u201d\u3002\u4ed6\u7684\u8f93\u51fa\u6982\u7387\u4f1a\u53d8\u5f97\u66f4\u5e73\u6ed1\u3001\u66f4 \u201c\u8f6f\u201d\uff08\u6bd4\u5982\u524d\u9762\u90a3\u4e2a 90%\uff0c5%\uff0c1% \u7684\u4f8b\u5b50\uff09\u3002\u8fd9\u80fd\u8ba9\u90a3\u4e9b\u539f\u672c\u6982\u7387\u5f88\u5c0f\u7684\u7c7b\u522b\uff08\u6bd4\u5982\u72d7\u3001\u72d0\u72f8\uff09\u7684\u4fe1\u606f\u4e5f\u80fd\u88ab\u4fdd\u7559\u4e0b\u6765\uff0c\u8ba9\u5b66\u751f\u5b66\u5230\u66f4\u4e30\u5bcc\u7684\u77e5\u8bc6\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6240\u4ee5\uff0c\u6574\u4e2a\u5b66\u4e60\u8fc7\u7a0b\u662f\uff1a\u8001\u5e08\u548c\u5b66\u751f\u90fd\u5728\u4e00\u4e2a\u8f83\u9ad8\u7684 \u201c\u6e29\u5ea6\u201d \u4e0b\u8fdb\u884c\u601d\u8003\u548c\u4ea4\u6d41\uff0c\u8bfe\u540e\u518d\u8ba9\u5b66\u751f\u81ea\u5df1\u628a \u201c\u6e29\u5ea6\u201d \u964d\u4e0b\u6765\uff0c\u51b7\u9759\u5730\u53bb\u5e94\u5bf9\u771f\u5b9e\u4e16\u754c\u7684\u8003\u8bd5\u3002<\/p>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e94\u3001\u6a21\u578b\u84b8\u998f\u597d\u5904\uff1f\u2014\u2014 \u6d53\u7f29\u7684\u90fd\u662f\u7cbe\u534e<\/strong> <strong>\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u7ecf\u8fc7\u8fd9\u756a\u7cbe\u5fc3\u6559\u5bfc\uff0c\u6211\u4eec\u7684 \u201c\u5b66\u751f\u6a21\u578b\u201d \u987a\u5229\u6bd5\u4e1a\u4e86\u3002\u5b83\u5e26\u6765\u4e86\u4ec0\u4e48\u60ca\u4eba\u7684\u53d8\u5316\u5462\uff1f<\/p>\n\n\n\n<ol>\n<li>\u2705 <strong>\u6a21\u578b\u66f4\u5c0f (Smaller)<\/strong> \u4f53\u79ef\u88ab\u6025\u5267\u538b\u7f29\u3002\u4e00\u4e2a\u51e0\u5341 GB \u7684\u6559\u5e08\u6a21\u578b\uff0c\u53ef\u4ee5\u88ab\u84b8\u998f\u6210\u4e00\u4e2a\u53ea\u6709\u51e0\u767e MB \u751a\u81f3\u51e0\u5341 MB \u7684\u5b66\u751f\u6a21\u578b\u3002\u8fd9\u662f\u91cf\u7ea7\u4e0a\u7684\u53d8\u5316\uff01<\/li>\n\n\n\n<li>\u2705 <strong>\u901f\u5ea6\u66f4\u5feb (Faster)<\/strong> \u56e0\u4e3a\u6a21\u578b\u7ed3\u6784\u7b80\u5355\u3001\u53c2\u6570\u91cf\u5c11\uff0c\u5b66\u751f\u6a21\u578b\u7684\u8ba1\u7b97\u901f\u5ea6\u98de\u5feb\u3002\u8fd9\u5bf9\u4e8e\u9700\u8981\u5b9e\u65f6\u54cd\u5e94\u7684\u5e94\u7528\uff08\u5982\u81ea\u52a8\u9a7e\u9a76\u3001\u5b9e\u65f6\u8bed\u97f3\u52a9\u624b\uff09\u81f3\u5173\u91cd\u8981\u3002<\/li>\n\n\n\n<li>\u2705 <strong>\u6210\u672c\u66f4\u4f4e (Cheaper)<\/strong> \u65e0\u8bba\u662f\u5728\u4e91\u7aef\u90e8\u7f72\u8fd8\u662f\u5728\u7ec8\u7aef\u8bbe\u5907\u4e0a\u8fd0\u884c\uff0c\u5c0f\u6a21\u578b\u6d88\u8017\u7684\u8ba1\u7b97\u8d44\u6e90\u548c\u80fd\u6e90\u90fd\u5448\u6307\u6570\u7ea7\u4e0b\u964d\u3002\u8fd9\u4e3a AI \u6280\u672f\u7684\u5927\u89c4\u6a21\u666e\u53ca\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/li>\n\n\n\n<li>\u2705 <strong>\u90e8\u7f72\u66f4\u65b9\u4fbf (Edge\u2011friendly)<\/strong> \u8fd9\u53ef\u80fd\u662f\u6700\u91cd\u8981\u7684\u597d\u5904\u3002\u5c0f\u5de7\u73b2\u73d1\u7684\u5b66\u751f\u6a21\u578b\u53ef\u4ee5\u88ab\u8f7b\u677e\u5730\u90e8\u7f72\u5230\u5404\u79cd\u8fb9\u7f18\u8bbe\u5907\u4e0a\uff0c\u6bd4\u5982\u4f60\u7684\u624b\u673a\u3001\u6c7d\u8f66\u3001\u65e0\u4eba\u673a\u3001\u667a\u80fd\u97f3\u7bb1\u3001VR\/AR \u773c\u955c\u7b49\uff0c\u8ba9 AI \u670d\u52a1\u771f\u6b63\u5b9e\u73b0 \u201c\u65e0\u5904\u4e0d\u5728\u201d \u548c \u201c\u968f\u65f6\u53ef\u7528\u201d\u3002<\/li>\n\n\n\n<li>\u2705 <strong>\u4fdd\u62a4\u9690\u79c1 (Privacy\u2011preserving)<\/strong> \u5f53\u6a21\u578b\u53ef\u4ee5\u5728\u4f60\u7684\u672c\u5730\u8bbe\u5907\u4e0a\u8fd0\u884c\u65f6\uff0c\u4f60\u7684\u4e2a\u4eba\u6570\u636e\u5c31\u4e0d\u9700\u8981\u4e0a\u4f20\u5230\u4e91\u7aef\u8fdb\u884c\u5904\u7406\uff0c\u6781\u5927\u5730\u4fdd\u62a4\u4e86\u7528\u6237\u9690\u79c1\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6700\u4e0d\u53ef\u601d\u8bae\u7684\u662f\uff0c\u8fd9\u4e2a \u201c\u5b66\u751f\u6a21\u578b\u201d \u7684\u6027\u80fd\uff0c\u5f80\u5f80\u80fd\u8fbe\u5230 \u201c\u6559\u5e08\u6a21\u578b\u201d 95% \u751a\u81f3\u66f4\u9ad8\u7684\u6c34\u5e73\uff0c\u5e76\u4e14\u8fdc\u8fdc\u8d85\u8fc7\u4e00\u4e2a\u540c\u6837\u5927\u5c0f\u3001\u7528\u4f20\u7edf\u65b9\u5f0f\u4ece\u96f6\u5f00\u59cb\u8bad\u7ec3\u7684\u6a21\u578b\u3002\u771f\u6b63\u5b9e\u73b0\u4e86 \u201c\u6d53\u7f29\u7684\u90fd\u662f\u7cbe\u534e\u201d\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1022\" height=\"578\" src=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-134.png\" alt=\"\" class=\"wp-image-21675\" style=\"width:420px;height:auto\" srcset=\"https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-134.png 1022w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-134-300x170.png 300w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-134-768x434.png 768w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-134-830x469.png 830w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-134-230x130.png 230w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-134-350x198.png 350w, https:\/\/92it.top\/wp-content\/uploads\/2026\/09\/\u56fe\u7247-134-480x271.png 480w\" sizes=\"(max-width: 1022px) 100vw, 1022px\" \/><\/figure><\/div>\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u516d\u3001\u84b8\u998f\u65b9\u6cd5\u7684\u5927\u5bb6\u65cf \u2014\u2014 \u4e0d\u53ea\u6709\u4e00\u79cd\u6559\u6cd5<\/strong> <strong>\ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6211\u4eec\u4e0a\u9762\u8bb2\u7684\uff0c\u662f\u6700\u7ecf\u5178\u7684\u4e00\u79cd\u84b8\u998f\u65b9\u5f0f\uff08\u57fa\u4e8e Logits\uff09\u3002\u5b9e\u9645\u4e0a\uff0c\u7ecf\u8fc7\u591a\u5e74\u7684\u53d1\u5c55\uff0c\u6a21\u578b\u84b8\u998f\u5df2\u7ecf\u6f14\u53d8\u6210\u4e00\u4e2a\u5e9e\u5927\u7684\u6280\u672f\u5bb6\u65cf\u3002\u6559\u6388\u6559\u5b66\u751f\u7684\u65b9\u6cd5\u4e5f\u8d8a\u6765\u8d8a\u4e30\u5bcc\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u7279\u5f81\u84b8\u998f (Feature Distillation)<\/strong>\uff1a\u6559\u6388\u4e0d\u4ec5\u544a\u8bc9\u5b66\u751f\u6700\u7ec8\u7684\u601d\u8003\u7ed3\u679c\uff0c\u8fd8\u628a\u4ed6\u7684 \u201c\u8349\u7a3f\u7eb8\u201d\uff08\u6a21\u578b\u4e2d\u95f4\u5c42\u7684\u7279\u5f81\u56fe Feature Map\uff09\u62ff\u7ed9\u5b66\u751f\u770b\uff0c\u8ba9\u5b66\u751f\u5b66\u4e60\u4ed6\u7684\u4e2d\u95f4\u89e3\u9898\u6b65\u9aa4\u3002<\/li>\n\n\n\n<li><strong>\u5173\u7cfb\u84b8\u998f (Relation Distillation)<\/strong>\uff1a\u6559\u6388\u66f4\u8fdb\u4e00\u6b65\uff0c\u6559\u5b66\u751f\u4e0d\u540c\u77e5\u8bc6\u70b9\u4e4b\u95f4\u7684\u5173\u8054\u3002\u6bd4\u5982\uff0c\u201c\u732b\u201d \u548c \u201c\u72d7\u201d \u7684\u5173\u7cfb\uff0c\u6bd4 \u201c\u732b\u201d \u548c \u201c\u6c7d\u8f66\u201d \u7684\u5173\u7cfb\u66f4\u8fd1\u3002\u5b66\u751f\u8981\u5b66\u4e60\u7684\u662f\u8fd9\u79cd\u5173\u7cfb\u7f51\u7edc\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u84b8\u998f (Self\u2011Distillation)<\/strong>\uff1a\u8fd9\u5f88\u6709\u8da3\uff0c\u8001\u5e08\u5c31\u662f\u5b66\u751f\u81ea\u5df1\u3002\u4e00\u4e2a\u5927\u6a21\u578b\u5148\u6b63\u5e38\u8bad\u7ec3\uff0c\u7136\u540e\u5b83\u81ea\u5df1\u626e\u6f14\u8001\u5e08\uff0c\u6559\u4e00\u4e2a\u548c\u81ea\u5df1\u7ed3\u6784\u5b8c\u5168\u76f8\u540c\u3001\u4f46\u4ece\u96f6\u5f00\u59cb\u7684\u5b66\u751f\u6a21\u578b\u3002\u76f8\u5f53\u4e8e \u201c\u4eca\u5929\u7684\u6211\u201d \u6559 \u201c\u6628\u5929\u7684\u6211\u201d\uff0c\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\u4e5f\u80fd\u5b9e\u73b0\u6027\u80fd\u63d0\u5347\u3002<\/li>\n\n\n\n<li><strong>\u5728\u7ebf\u84b8\u998f (Online Distillation)<\/strong>\uff1a\u4e0d\u518d\u662f\u5148\u6709\u4e00\u4e2a\u5f3a\u5927\u7684\u8001\u5e08\uff0c\u800c\u662f\u4e00\u7fa4\u5b66\u751f\u7ec4\u6210\u4e00\u4e2a \u201c\u5b66\u4e60\u5c0f\u7ec4\u201d\uff0c\u5927\u5bb6\u4e00\u8d77\u5b66\u4e60\uff0c\u4e92\u76f8\u626e\u6f14\u8001\u5e08\u548c\u5b66\u751f\uff0c\u5171\u540c\u8fdb\u6b65\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3000\u3000<\/p>\n\n\n\n<p><strong>\u4e03\u3001\u4eca\u65e5\u603b\u7ed3\u4e0e\u56de\u987e \ud83d\udd16<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u597d\u4e86\uff0c\u4eca\u5929\u7684\u786c\u6838\u79c1\u6559\u8bfe\u5c31\u5230\u8fd9\u91cc\u3002\u6211\u4eec\u6765\u5feb\u901f\u56de\u987e\u4e00\u4e0b \u201c\u6a21\u578b\u84b8\u998f\u201d \u7684\u77e5\u8bc6\u5730\u56fe\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u6838\u5fc3\u52a8\u673a<\/strong>\uff1a\u89e3\u51b3\u5927\u6a21\u578b\u592a\u5927\u3001\u592a\u6162\u3001\u592a\u8d35\u7684 \u201c\u4e09\u5ea7\u5927\u5c71\u201d\uff0c\u8ba9 AI \u80fd\u8d70\u5411\u8fb9\u7f18\u8bbe\u5907\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u601d\u60f3<\/strong>\uff1a\u77e5\u8bc6\u8fc1\u79fb\u3002\u8ba9\u4e00\u4e2a\u5f3a\u5927\u7684 \u201c\u6559\u5e08\u6a21\u578b\u201d\uff0c\u5c06\u5176\u5b66\u5230\u7684\u77e5\u8bc6\u7cbe\u9ad3\u4f20\u6388\u7ed9\u4e00\u4e2a\u8f7b\u91cf\u7684 \u201c\u5b66\u751f\u6a21\u578b\u201d\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u6280\u672f<\/strong>\uff1a\u84b8\u998f \u201c\u8f6f\u6807\u7b7e\u201d\uff08Soft Label\uff09\uff0c\u5373\u6559\u5e08\u6a21\u578b\u5b8c\u6574\u7684\u3001\u5305\u542b\u4e30\u5bcc\u6982\u7387\u4fe1\u606f\u7684 \u201c\u601d\u8003\u8fc7\u7a0b\u201d\uff0c\u800c\u975e \u201c\u786c\u6807\u7b7e\u201d \u7684\u6807\u51c6\u7b54\u6848\u3002<\/li>\n\n\n\n<li><strong>\u5173\u952e\u53c2\u6570<\/strong>\uff1a\u6e29\u5ea6\uff08T\uff09\uff0c\u4e00\u4e2a \u201c\u601d\u7ef4\u53d1\u6563\u65cb\u94ae\u201d\uff0c\u8c03\u9ad8\u6e29\u5ea6\u80fd\u8ba9\u8f6f\u6807\u7b7e\u5305\u542b\u66f4\u4e30\u5bcc\u7684\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u6700\u7ec8\u6536\u76ca<\/strong>\uff1a\u5f97\u5230\u4e00\u4e2a\u66f4\u5c0f\u3001\u66f4\u5feb\u3001\u66f4\u4fbf\u5b9c\u3001\u6613\u90e8\u7f72\uff0c\u4e14\u6027\u80fd\u4f9d\u7136\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u662f\u5b9e\u73b0 AI \u666e\u60e0\u7684\u5173\u952e\u6280\u672f\u4e4b\u4e00\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u8f6c\u8f7d\uff1a\u5c0f\u7ea2\u4e66 AI\u4ea7\u54c1\u8d75\u54e5 \u4e00\u3001\u6211\u4eec\u4e3a\u5565\u8981 \u201c\u6298\u817e\u201d \u51fa\u6a21\u578b\u84b8\u998f\uff1f\u2014\u2014 \u5de8\u4eba\u7684\u70e6\u607c \ud83d\udd16 \u6211\u4eec\u6b63\u5904\u5728\u4e00\u4e2a\u7531 \u201c\u5927 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[48],"tags":[],"_links":{"self":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/21669"}],"collection":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=21669"}],"version-history":[{"count":2,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/21669\/revisions"}],"predecessor-version":[{"id":21676,"href":"https:\/\/92it.top\/index.php?rest_route=\/wp\/v2\/posts\/21669\/revisions\/21676"}],"wp:attachment":[{"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=21669"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=21669"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/92it.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=21669"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}