{"id":36643,"date":"2025-01-15T17:00:11","date_gmt":"2025-01-15T09:00:11","guid":{"rendered":"https:\/\/17aitech.com\/?p=36643"},"modified":"2025-01-15T17:00:11","modified_gmt":"2025-01-15T09:00:11","slug":"scaling-laws%e7%bb%88%e7%bb%93%ef%bc%8c%e9%87%8f%e5%8c%96%e6%97%a0%e7%94%a8%ef%bc%8cai%e5%a4%a7%e4%bd%ac%e9%83%bd%e5%9c%a8%e5%ae%a1%e8%a7%86%e8%bf%99%e7%af%87%e8%ae%ba%e6%96%87","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36643","title":{"rendered":"Scaling Laws\u7ec8\u7ed3\uff0c\u91cf\u5316\u65e0\u7528\uff0cAI\u5927\u4f6c\u90fd\u5728\u5ba1\u89c6\u8fd9\u7bc7\u8bba\u6587"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-13-9\" target=\"_blank\">Scaling Laws\u7ec8\u7ed3\uff0c\u91cf\u5316\u65e0\u7528\uff0cAI\u5927\u4f6c\u90fd\u5728\u5ba1\u89c6\u8fd9\u7bc7\u8bba\u6587<\/a><\/p>\n<section>\n<section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"27\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>\u7814\u7a76\u8868\u660e\uff0c\u4f60\u8bad\u7ec3\u7684 token \u8d8a\u591a\uff0c\u4f60\u9700\u8981\u7684\u7cbe\u5ea6\u5c31\u8d8a\u9ad8\u3002<\/p>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n<p>\u6700\u8fd1\u51e0\u5929\uff0cAI \u793e\u533a\u90fd\u5728\u8ba8\u8bba\u540c\u4e00\u7bc7\u8bba\u6587\u3002<\/p>\n<p>UCSD \u52a9\u7406\u6559\u6388 Dan Fu \u8bf4\u5b83\u6307\u660e\u4e86\u5927\u6a21\u578b\u91cf\u5316\u7684\u65b9\u5411\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f178e188d45e3188a6bdb155ae73274d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f178e188d45e3188a6bdb155ae73274d.png\"><\/a><\/p>\n<p>CMU \u6559\u6388 Tim Dettmers \u5219\u76f4\u63a5\u8bf4\uff1a\u5b83\u662f\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u4ee5\u6765\u6700\u91cd\u8981\u7684\u4e00\u7bc7\u8bba\u6587\u3002OpenAI \u521b\u59cb\u6210\u5458\u3001\u7279\u65af\u62c9\u524d AI \u9ad8\u7ea7\u603b\u76d1 Andrej Karpathy \u4e5f\u8f6c\u53d1\u4e86\u4ed6\u7684\u5e16\u5b50\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-63c047ee523073cf04a3b3830a60c797.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-63c047ee523073cf04a3b3830a60c797.png\"><\/a><\/section>\n<section>Tim Dettmers \u8868\u793a\uff0c\u53ef\u4ee5\u8bf4\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u5927\u90e8\u5206\u8fdb\u6b65\u90fd\u6765\u81ea\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u5347\uff0c\u800c\uff08\u5728\u6700\u8fd1\uff09\u8fd9\u4e3b\u8981\u4f9d\u8d56\u4e8e\u4f4e\u7cbe\u5ea6\u8def\u7ebf\u7684\u52a0\u901f\uff0832- &gt; 16 &#8211; &gt; 8 \u4f4d\uff09\u3002\u73b0\u5728\u770b\u6765\uff0c\u8fd9\u4e00\u8d8b\u52bf\u5373\u5c06\u7ed3\u675f\u3002\u518d\u52a0\u4e0a\u6469\u5c14\u5b9a\u5f8b\u7684\u7269\u7406\u9650\u5236\uff0c\u5927\u6a21\u578b\u7684\u5927\u89c4\u6a21\u6269\u5c55\u53ef\u4ee5\u8bf4\u8981\u5230\u5934\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u4f8b\u5982\uff0c\u82f1\u4f1f\u8fbe\u6700\u65b0\u7684 AI \u8ba1\u7b97\u5361 Blackwell \u5c06\u62e5\u6709\u51fa\u8272\u7684 8 \u4f4d\u80fd\u529b\uff0c\u5e76\u5728\u786c\u4ef6\u5c42\u9762\u5b9e\u73b0\u9010\u5757\u91cf\u5316\u3002\u8fd9\u5c06\u4f7f 8 \u4f4d\u8bad\u7ec3\u53d8\u5f97\u50cf\u4ece FP16 \u5207\u6362\u5230 BF16 \u4e00\u6837\u7b80\u5355\u3002\u7136\u800c\uff0c\u6b63\u5982\u6211\u4eec\u4ece\u65b0\u8bba\u6587\u4e2d\u770b\u5230\u7684\u90a3\u6837\uff0c\u5bf9\u4e8e\u5f88\u591a\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u6765\u8bf4\uff0c8 \u4f4d\u662f\u4e0d\u591f\u7684\u3002<\/section>\n<section><\/section>\n<section>\u4e0e\u5176\u4ed6\u6a21\u578b\u76f8\u6bd4\uff0cLlama 405B \u6ca1\u6709\u5f97\u5230\u592a\u591a\u5e94\u7528\u7684\u4e3b\u8981\u539f\u56e0\u662f\u5b83\u4f53\u91cf\u592a\u5927\u4e86\uff0c\u8fd0\u884c 405B \u6a21\u578b\u8fdb\u884c\u63a8\u7406\u975e\u5e38\u9ebb\u70e6\u3002\u4f46\u8bba\u6587\u8868\u660e\uff0c\u8bad\u7ec3\u8f83\u5c0f\u7684\u6a21\u578b\uff08\u4f8b\u5982 70B\uff09\u65f6\uff0c\u4f60\u4e5f\u65e0\u6cd5\u5728\u4f4e\u7cbe\u5ea6\u4e0b\u6709\u6548\u5730\u8bad\u7ec3\u8fd9\u4e9b\u6a21\u578b\u3002\u89c1\u4e0b\u56fe 8B\uff08\u5706\u5f62\uff09 70B\uff08\u4e09\u89d2\u5f62\uff09 405B\uff08\u661f\u578b\uff09\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b6b39531c73a64913995d1eb41e2586b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b6b39531c73a64913995d1eb41e2586b.png\"><\/a><\/section>\n<section>\u53ef\u89c1\u5bf9\u4e8e 20B Token \u6570\u636e\u7684\u8bad\u7ec3\uff0c\u8bad\u7ec3 8B \u6a21\u578b\u5728 16 \u4f4d\u4e2d\u6548\u7387\u66f4\u9ad8\u3002\u5bf9\u4e8e 70B \u6a21\u578b\u6765\u8bf4 8 \u4f4d\u4ecd\u7136\u6709\u6548\uff0c\u4f46\u6548\u7387\u8d8a\u6765\u8d8a\u4f4e\u3002<\/section>\n<section><\/section>\n<section>Tim Dettmers \u611f\u53f9\u9053\uff1a\u4ece\u6211\u81ea\u5df1\u7684\u7ecf\u9a8c\uff08\u5927\u91cf\u5931\u8d25\u7684\u7814\u7a76\uff09\u6765\u770b\uff0c<strong>\u6548\u7387\u662f\u65e0\u6cd5\u6b3a\u9a97\u7684\u3002\u5982\u679c\u91cf\u5316\u5931\u8d25\uff0c\u90a3\u4e48\u7a00\u758f\u5316\u4e5f\u4f1a\u5931\u8d25\uff0c\u5176\u4ed6\u6548\u7387\u673a\u5236\u4e5f\u4f1a\u5931\u8d25\u3002\u5982\u679c\u8fd9\u662f\u771f\u7684\uff0c\u90a3\u4e48\u6211\u4eec\u73b0\u5728\u5c31\u5df2\u7ecf\u63a5\u8fd1\u6700\u4f18\u4e86\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u90a3\u4ee5\u540e\u6211\u4eec\u600e\u4e48\u529e\uff1f\u773c\u524d\u4f3c\u4e4e\u53ea\u6709\u4e09\u6761\u53ef\u80fd\u7684\u8def\u7ebf\uff1a<\/section>\n<ul>\n<li>\n<p>\u6269\u5927\u6570\u636e\u4e2d\u5fc3\u89c4\u6a21\uff1a\u672a\u6765\u7ea6 2 \u5e74\u8fd9\u4ecd\u7136\u662f\u53ef\u4ee5\u505a\u5230\u7684\u4e8b\uff1b<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7\u52a8\u6001\u6269\u5c55\uff1a\u8def\u7531\u5230\u66f4\u5c0f\u7684\u4e13\u95e8\u6a21\u578b\u6216\u5927 \/ \u5c0f\u6a21\u578b\u4e0a\uff1b<\/p>\n<\/li>\n<li>\n<p>\u77e5\u8bc6\u7684\u63d0\u70bc\uff1a\u8fd9\u6761\u8def\u7ebf\u4e0e\u5176\u4ed6\u6280\u672f\u4e0d\u540c\uff0c\u5e76\u4e14\u53ef\u80fd\u5177\u6709\u4e0d\u540c\u7684\u7279\u6027\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u5bf9\u4e8e\u65b0\u786c\u4ef6\u6765\u8bf4\uff0c\u6211\u4eec\u4ecd\u7136\u6709 HBM4 \u5185\u5b58\uff0c\u8fd9\u5c06\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u63d0\u5347\u3002\u4f46 FP4 \u8bad\u7ec3\u4f3c\u4e4e\u662f\u4e00\u4e2a\u8c0e\u8a00\uff0c\u8282\u70b9\u7f29\u5c0f\u4e0d\u4f1a\u518d\u589e\u52a0\u591a\u5c11\u6548\u7387\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u7bc7\u540d\u4e3a\u300aScaling Laws for Precision\u300b\u7684\u8bba\u6587\u987e\u540d\u601d\u4e49\uff0c\u5236\u5b9a\u4e86\u4e00\u4e2a\u548c\u5927\u8bed\u8a00\u6a21\u578b\u4f7f\u7528\u6570\u636e\u7cbe\u5ea6\u6709\u5173\u7684\u6269\u5c55\u5b9a\u5f8b\uff0c\u6db5\u76d6\u4e86\u8bad\u7ec3\u524d\u548c\u8bad\u7ec3\u540e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fa90d12c3075ccf2f7dbda9c9689b4cd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fa90d12c3075ccf2f7dbda9c9689b4cd.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aScaling Laws for Precision<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2411.04330<\/p>\n<\/li>\n<\/ul>\n<section>\u636e\u8bba\u6587\u4e00\u4f5c\uff0c\u6765\u81ea\u54c8\u4f5b\u5927\u5b66\u7684 Tanishq Kumar \u4ecb\u7ecd\uff0c\u4ed6\u4eec\u7684\u7814\u7a76\u8ba4\u4e3a\uff1a<\/section>\n<ul>\n<li>\n<p>\u7531\u4e8e\u5f53\u4ee3\u5927\u6a21\u578b\u5728\u5927\u91cf\u6570\u636e\u4e0a\u7ecf\u5386\u4e86\u8fc7\u5ea6\u8bad\u7ec3\uff0c\u56e0\u6b64\u8bad\u7ec3\u540e\u91cf\u5316\u5df2\u53d8\u5f97\u975e\u5e38\u56f0\u96be\u3002\u56e0\u6b64\uff0c\u5982\u679c\u5728\u8bad\u7ec3\u540e\u91cf\u5316\uff0c\u6700\u7ec8\u66f4\u591a\u7684\u9884\u8bad\u7ec3\u6570\u636e\u53ef\u80fd\u4f1a\u9020\u6210\u526f\u4f5c\u7528\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5728\u9884\u8bad\u7ec3\u671f\u95f4\u4ee5\u4e0d\u540c\u7684\u7cbe\u5ea6\u653e\u7f6e\u6743\u91cd\u3001\u6fc0\u6d3b\u6216\u6ce8\u610f\u529b\u7684\u6548\u679c\u662f\u4e00\u81f4\u4e14\u53ef\u9884\u6d4b\u7684\uff0c\u5e76\u4e14\u62df\u5408\u6269\u5c55\u5b9a\u5f8b\u8868\u660e\uff0c\u9ad8\u7cbe\u5ea6\uff08BF16\uff09\u548c\u4e0b\u4e00\u4ee3\u7cbe\u5ea6\uff08FP4\uff09\u7684\u9884\u8bad\u7ec3\u53ef\u80fd\u90fd\u662f\u6b21\u4f18\u7684\u8bbe\u8ba1\u9009\u62e9\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u4f4e\u7cbe\u5ea6\u8bad\u7ec3\u548c\u63a8\u7406\u4f1a\u5f71\u54cd\u8bed\u8a00\u6a21\u578b\u7684\u8d28\u91cf\u548c\u6210\u672c\uff0c\u4f46\u5f53\u524d\u7684\u5927\u6a21\u578b Scaling Law \u5e76\u672a\u8003\u8651\u5230\u8fd9\u4e00\u70b9\u3002\u5728\u8fd9\u9879\u5de5\u4f5c\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u4e3a\u8bad\u7ec3\u548c\u63a8\u7406\u8bbe\u8ba1\u4e86\u300c\u7cbe\u5ea6\u611f\u77e5\u300d\u6269\u5c55\u5b9a\u5f8b\u3002<\/section>\n<section><\/section>\n<section>\u4f5c\u8005\u63d0\u51fa\uff0c\u4ee5\u8f83\u4f4e\u7684\u7cbe\u5ea6\u8fdb\u884c\u8bad\u7ec3\u4f1a\u964d\u4f4e\u6a21\u578b\u7684\u6709\u6548\u53c2\u6570\u6570\u91cf\uff0c\u4ece\u800c\u4f7f\u6211\u4eec\u80fd\u591f\u9884\u6d4b\u4f4e\u7cbe\u5ea6\u8bad\u7ec3\u548c\u8bad\u7ec3\u540e\u91cf\u5316\u5e26\u6765\u7684\u989d\u5916\u635f\u5931\u3002\u5bf9\u4e8e\u63a8\u7406\uff0c\u968f\u7740\u6a21\u578b\u5728\u66f4\u591a\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u8bad\u7ec3\u540e\u91cf\u5316\u5e26\u6765\u7684\u6027\u80fd\u4e0b\u964d\u4f1a\u52a0\u5267\uff0c\u6700\u7ec8\u5bfc\u81f4\u989d\u5916\u7684\u9884\u8bad\u7ec3\u6570\u636e\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd\u3002\u5bf9\u4e8e\u8bad\u7ec3\uff0c\u6269\u5c55\u5b9a\u5f8b\u4f7f\u6211\u4eec\u80fd\u591f\u9884\u6d4b\u5177\u6709\u4e0d\u540c\u7cbe\u5ea6\u7684\u4e0d\u540c\u90e8\u5206\u7684\u6a21\u578b\u7684\u635f\u5931\uff0c\u4ee5\u8f83\u4f4e\u7cbe\u5ea6\u8bad\u7ec3\u8f83\u5927\u7684\u6a21\u578b\u53ef\u80fd\u662f\u8ba1\u7b97\u6700\u4f18\u7684\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u5de5\u4f5c\u7edf\u4e00\u4e86\u8bad\u7ec3\u540e\u91cf\u5316\u548c\u8bad\u7ec3\u524d\u91cf\u5316\u7684\u6269\u5c55\u5b9a\u5f8b\uff0c\u5f97\u51fa\u4e00\u4e2a\u5355\u4e00\u7684\u51fd\u6570\u5f62\u5f0f\uff0c\u53ef\u4ee5\u9884\u6d4b\u4e0d\u540c\u7cbe\u5ea6\u4e0b\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u6027\u80fd\u4e0b\u964d\u3002<\/section>\n<section><\/section>\n<section>\u9884\u8bad\u7ec3 scaling law \u8868\u660e\uff0c\u8ba1\u7b97\u6700\u4f73\u9884\u8bad\u7ec3\u7cbe\u5ea6\u901a\u5e38\u72ec\u7acb\u4e8e\u8ba1\u7b97\u9884\u7b97\u3002\u7136\u800c\uff0c\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u5982\u679c\u6a21\u578b\u5927\u5c0f\u53d7\u5230\u9650\u5236\uff0c\u8fd9\u79cd\u72ec\u7acb\u6027\u5c31\u4e0d\u518d\u6210\u7acb\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u8ba1\u7b97\u6700\u4f73\u7cbe\u5ea6\u5728\u8ba1\u7b97\u4e2d\u589e\u957f\u7f13\u6162\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u4ee5 3-16 bit \u7cbe\u5ea6\u9884\u8bad\u7ec3\u4e86 465 \u4e2a\u8bed\u8a00\u6a21\u578b\uff0c\u5e76\u5bf9\u6bcf\u4e2a\u6a21\u578b\u8fdb\u884c\u4e86\u8bad\u7ec3\u540e\u91cf\u5316\u3002\u5bf9\u4e8e\u5177\u6709 N \u4e2a\u53c2\u6570\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u5728 D \u4e2a token \u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u8bad\u7ec3\u7cbe\u5ea6\u4e3a P_train\uff0c\u8bad\u7ec3\u540e\u6743\u91cd\u7cbe\u5ea6\u4e3a P_post\uff0c\u8be5\u7814\u7a76\u6700\u7ec8\u627e\u5230\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684 Scaling Law\uff0c\u5176\u5f62\u5f0f\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-88dbc8abd09feb7c5f131594a617ed62.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-88dbc8abd09feb7c5f131594a617ed62.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0cA\u3001B\u3001E\u3001\u03b1\u3001\u03b2 \u662f\u6b63\u62df\u5408\u5e38\u6570\uff0c\u03b4_PTQ \u662f\u6307\u63a8\u7406\u524d\u8bad\u7ec3\u540e\u91cf\u5316\u5f15\u8d77\u7684\u635f\u5931\u9000\u5316\u3002<\/section>\n<section><\/section>\n<section><strong>\u7814\u7a76\u7b80\u4ecb<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u9996\u5148\u7814\u7a76\u4e86\u8bad\u7ec3\u540e\u91cf\u5316\u6a21\u578b\u6743\u91cd\u7684\u5e38\u7528\u65b9\u6cd5\uff0c\u53d1\u73b0\u8bad\u7ec3\u65f6\u95f4\u8d8a\u957f \/ \u9884\u8bad\u7ec3\u671f\u95f4\u300c\u770b\u5230\u300d\u7684\u6570\u636e\u8d8a\u591a\uff0c\u6a21\u578b\u5728\u63a8\u7406\u65f6\u5bf9\u91cf\u5316\u5c31\u8d8a\u654f\u611f\uff0c\u8fd9\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48 Llama-3 \u53ef\u80fd\u66f4\u96be\u91cf\u5316\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e4d2835ba8236308b154573ad31e191f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e4d2835ba8236308b154573ad31e191f.png\"><\/a><\/section>\n<section>\u4e8b\u5b9e\u4e0a\uff0c\u8fd9\u79cd\u635f\u5931\u9000\u5316\u5927\u81f4\u662f\u9884\u8bad\u7ec3\u671f\u95f4\u770b\u5230\u7684 token \/ \u53c2\u6570\u6bd4\u503c\u7684\u5e42\u5f8b\uff0c\u56e0\u6b64\u53ef\u4ee5\u63d0\u524d\u9884\u6d4b\u5173\u952e\u6570\u636e\u5927\u5c0f\uff0c\u8d85\u8fc7\u8be5\u6570\u636e\u5927\u5c0f\u7684\u66f4\u591a\u6570\u636e\u7684\u9884\u8bad\u7ec3\u4f1a\u975e\u5e38\u6709\u5bb3\u3002\u76f4\u89c9\u53ef\u80fd\u662f\uff0c\u5f53\u4f60\u8bad\u7ec3\u66f4\u591a\u7684\u6570\u636e\u65f6\uff0c\u66f4\u591a\u7684\u77e5\u8bc6\u88ab\u538b\u7f29\u6210\u6743\u91cd\uff0c\u7ed9\u5b9a\u7684\u6270\u52a8\u4f1a\u5bf9\u6a21\u578b\u6027\u80fd\u9020\u6210\u66f4\u5927\u7684\u635f\u5bb3\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8814fdaaf9747d1a891ee317f92ca969.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8814fdaaf9747d1a891ee317f92ca969.png\"><\/a><\/section>\n<section><em><sup>\u56fe 1\uff1a\u4e3b\u8981\u53d1\u73b0\u793a\u610f\u56fe\u3002\u5728 BF16 \u4e2d\u5c06\u56fa\u5b9a\u5927\u5c0f\u7684\u6a21\u578b\u5728\u5404\u79cd\u6570\u636e\u9884\u7b97\u4e0a\u8bad\u7ec3\uff0c\u5e76\u5728\u6700\u540e\u91cf\u5316\u6743\u91cd\u3002\u53ef\u4ee5\u53d1\u73b0\uff0c\u7531\u4e8e\u8bad\u7ec3\u540e\u91cf\u5316\u800c\u5bfc\u81f4\u7684\u9000\u5316\u4f1a\u968f\u7740\u9884\u8bad\u7ec3\u671f\u95f4\u770b\u5230\u7684 token \u6570\u91cf\u589e\u52a0\u800c\u589e\u52a0\uff0c\u56e0\u6b64\u989d\u5916\u7684\u9884\u8bad\u7ec3\u6570\u636e\u53ef\u80fd\u4f1a\u9020\u6210\u635f\u5bb3\u3002<\/sup><\/em><\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-516dd9eb93d1cfed28e6f4d328acc086.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-516dd9eb93d1cfed28e6f4d328acc086.png\"><\/a><\/em><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u7ecf\u8fc7\u6269\u5c55\u9a8c\u8bc1\u8868\u660e\uff0c\u4ee5\u8f83\u4f4e\u7684\u7cbe\u5ea6\u8bad\u7ec3\u8f83\u5927\u7684\u6a21\u578b\u53ef\u4ee5\u5b9e\u73b0\u8ba1\u7b97\u4f18\u5316\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u7136\u540e\u8be5\u7814\u7a76\u5c06\u6ce8\u610f\u529b\u8f6c\u5411\u4f4e\u7cbe\u5ea6\u8bad\u7ec3\uff0c\u4e3b\u8981\u7814\u7a76\u91cf\u5316\u611f\u77e5\u8bad\u7ec3\uff08\u4ec5\u6743\u91cd\uff09\u548c\u4f4e\u7cbe\u5ea6\u8bad\u7ec3\u3002\u8be5\u7814\u7a76\u5c06\u6a21\u578b\u5206\u89e3\u4e3a\u6743\u91cd\u3001\u6fc0\u6d3b\u548c KV \u7f13\u5b58\uff0c\u627e\u5230\u5176\u4e2d\u4efb\u4f55\u4e00\u4e2a\u91cf\u5316\u5230\u4efb\u610f\u7cbe\u5ea6\u65f6\u635f\u5931\u7684 Scaling Law\uff0c\u5e76\u5f00\u53d1\u4e00\u79cd\u7ec4\u5408\u4e14\u53ef\u89e3\u91ca\u7684\u51fd\u6570\u5f62\u5f0f\u6765\u9884\u6d4b\u5728\u9884\u8bad\u7ec3\u671f\u95f4\uff0c\u91cf\u5316\u8fd9\u4e09\u8005\u7684\u4efb\u610f\u7ec4\u5408\u5bf9\u635f\u5931\u7684\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u7684 Scaling Law \u4f9d\u8d56\u4e8e\u300c\u6709\u6548\u53c2\u6570\u8ba1\u6570\u300d\u7684\u6982\u5ff5\uff0c\u7814\u7a76\u56e2\u961f\u5047\u8bbe\u5f53\u4f60\u964d\u4f4e\u7cbe\u5ea6\uff0c\u53c2\u6570\u4e5f\u964d\u4f4e\u4e00\u5b9a\u6570\u91cf\uff0c\u8ba1\u6570\u5c31\u964d\u4f4e\uff0c\u90a3\u4e48\u5305\u542b FP4 \u4e2d\u6240\u6709\u5185\u5bb9\u7684 10 \u4ebf\u53c2\u6570\u6a21\u578b\u5177\u6709\u53ef\u6bd4\u8f83\u7684\u6570\u91cf BF16 \u4e2d 250m \u6a21\u578b\u7684\u300c\u6709\u6548\u53c2\u6570\u300d\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2c36b33fcca3bce152b240a36960019e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2c36b33fcca3bce152b240a36960019e.png\"><\/a><\/section>\n<section>\u867d\u7136\u6743\u91cd\u53ef\u4ee5\u6beb\u65e0\u95ee\u9898\u5730\u4ee5\u4f4e\u7cbe\u5ea6\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46\u6fc0\u6d3b\u548c KV \u7f13\u5b58\u5f88\u654f\u611f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4fab562ad8e8c18c0daf1f491436396f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4fab562ad8e8c18c0daf1f491436396f.png\"><\/a><\/section>\n<section>\u6700\u540e\uff0c\u8be5\u7814\u7a76\u5c06\u8bad\u7ec3\u524d\u548c\u8bad\u7ec3\u540e\u7684\u53d1\u73b0\u7edf\u4e00\u4e3a\u53ef\u89e3\u91ca\u7684\u51fd\u6570\u5f62\u5f0f\uff0c\u53ef\u4ee5\u4ee5\u4efb\u4f55\u7cbe\u5ea6\u7ec4\u5408\u9884\u6d4b\u8bad\u7ec3\u524d\u548c\u8bad\u7ec3\u540e\u7684\u635f\u5931\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u8fd8\u53d1\u73b0\uff0c\u4f4e\u7cbe\u5ea6\u7684\u9884\u8bad\u7ec3\u53ef\u4ee5\u4ee5\u5b9a\u91cf\u53ef\u9884\u6d4b\u7684\u65b9\u5f0f\u300c\u589e\u5f3a\u300d\u6a21\u578b\u7684\u8bad\u7ec3\u540e\u91cf\u5316\uff0c\u4f46\u5176\u7a0b\u5ea6\u4f4e\u4e8e\u76f4\u89c2\u9884\u671f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c17d5b559ef1dc4ca25c1dfbed1510af.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c17d5b559ef1dc4ca25c1dfbed1510af.png\"><\/a><\/section>\n<section>\u4f5c\u8005\u8868\u793a\uff1a\u300c\u8be5\u7814\u7a76\u5728\u8fdb\u884c\u5b9e\u9a8c\u65f6\u4fdd\u6301\u53d7\u63a7\u7684\u67b6\u6784\u548c\u8bbe\u7f6e\uff0c\u4f46\u5728\u5b9e\u8df5\u4e2d\uff0c\u901a\u5e38\u4f1a\u6545\u610f\u8fdb\u884c\u67b6\u6784\u8c03\u6574\u4ee5\u9002\u5e94\u4f4e\u7cbe\u5ea6\u8bad\u7ec3\u3002\u300d\u8fd9\u4e5f\u662f\u8fd9\u9879\u7814\u7a76\u7684\u4e00\u70b9\u5c40\u9650\u6027\u3002<\/section>\n<section><\/section>\n<section>\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u9605\u8bfb\u8bba\u6587\u539f\u6587\uff0c\u4e86\u89e3\u66f4\u591a\u7814\u7a76\u5185\u5bb9\u3002<\/section>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u5185\u5bb9\uff1a<\/sup><\/em><\/section>\n<section><sup><em>https:\/\/twitter.com\/Tim_Dettmers\/status\/1856338240099221674<\/em><\/sup><\/section>\n<section><em><sup>https:\/\/twitter.com\/Tanishq97836660\/status\/1856045600355352753<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-13-9\" target=\"_blank\">Scaling Laws\u7ec8\u7ed3\uff0c\u91cf\u5316\u65e0\u7528\uff0cAI\u5927\u4f6c\u90fd\u5728\u5ba1\u89c6\u8fd9\u7bc7\u8bba\u6587<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Scaling Law [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[68],"class_list":["post-36643","post","type-post","status-publish","format-standard","hentry","category-news","tag-68"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Scaling Laws\u7ec8\u7ed3\uff0c\u91cf\u5316\u65e0\u7528\uff0cAI\u5927\u4f6c\u90fd\u5728\u5ba1\u89c6\u8fd9\u7bc7\u8bba\u6587 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=36643\" \/>\n<script type=\"application\/ld+json\" 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