{"id":40222,"date":"2025-04-19T01:02:42","date_gmt":"2025-04-18T17:02:42","guid":{"rendered":"https:\/\/17aitech.com\/?p=40222"},"modified":"2025-04-19T01:02:42","modified_gmt":"2025-04-18T17:02:42","slug":"jeff-dean%e6%bc%94%e8%ae%b2%e5%9b%9e%e9%a1%bellm%e5%8f%91%e5%b1%95%e5%8f%b2%ef%bc%8ctransformer%e3%80%81%e8%92%b8%e9%a6%8f%e3%80%81moe%e3%80%81%e6%80%9d%e7%bb%b4%e9%93%be%e7%ad%89%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40222","title":{"rendered":"Jeff Dean\u6f14\u8bb2\u56de\u987eLLM\u53d1\u5c55\u53f2\uff0cTransformer\u3001\u84b8\u998f\u3001MoE\u3001\u601d\u7ef4\u94fe\u7b49\u6280\u672f\u90fd\u6765\u81ea\u8c37\u6b4c"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-18-4\" target=\"_blank\">Jeff Dean\u6f14\u8bb2\u56de\u987eLLM\u53d1\u5c55\u53f2\uff0cTransformer\u3001\u84b8\u998f\u3001MoE\u3001\u601d\u7ef4\u94fe\u7b49\u6280\u672f\u90fd\u6765\u81ea\u8c37\u6b4c<\/a><\/p>\n<p>4 \u6708 14 \u65e5\uff0c\u8c37\u6b4c\u9996\u5e2d\u79d1\u5b66\u5bb6 Jeff Dean \u5728\u82cf\u9ece\u4e16\u8054\u90a6\u7406\u5de5\u5b66\u9662\u4e3e\u529e\u7684\u4fe1\u606f\u5b66\u7814\u8ba8\u4f1a\u4e0a\u53d1\u8868\u4e86\u4e00\u573a\u6f14\u8bb2\uff0c\u4e3b\u9898\u4e3a\u300c<strong>AI \u7684\u91cd\u8981\u8d8b\u52bf\uff1a\u6211\u4eec\u662f\u5982\u4f55\u8d70\u5230\u4eca\u5929\u7684\uff0c\u6211\u4eec\u73b0\u5728\u80fd\u505a\u4ec0\u4e48\uff0c\u4ee5\u53ca\u6211\u4eec\u5982\u4f55\u5851\u9020 AI \u7684\u672a\u6765\uff1f<\/strong>\u300d<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-bc16bfcef7f167428838fcf7f3720c4c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-bc16bfcef7f167428838fcf7f3720c4c.png\"><\/a><\/section>\n<p>\u5728\u8fd9\u573a\u6f14\u8bb2\u4e2d\uff0cJeff Dean \u9996\u5148\u4ee5\u8c37\u6b4c\u591a\u5e74\u6765\u7684\u91cd\u8981\u7814\u7a76\u6210\u679c\u4e3a\u8109\u7edc\uff0c\u5c55\u73b0\u4e86 AI \u8fd1\u5341\u4e94\u5e74\u6765\u7684\u53d1\u5c55\u8f68\u8ff9\uff0c\u4e4b\u540e\u53c8\u5206\u4eab\u4e86 Gemini \u7cfb\u5217\u6a21\u578b\u7684\u53d1\u5c55\u5386\u53f2\uff0c\u6700\u540e\u5c55\u671b\u4e86 AI \u5c06\u7ed9\u6211\u4eec\u8fd9\u4e2a\u4e16\u754c\u5e26\u6765\u7684\u79ef\u6781\u6539\u53d8\u3002<\/p>\n<p>\u673a\u5668\u4e4b\u5fc3\u5c06\u5728\u672c\u6587\u4e2d\u5bf9 Jeff Dean \u7684\u6f14\u8bb2\u5185\u5bb9\u8fdb\u884c\u603b\u7ed3\u6027\u68b3\u7406\uff0c\u5176\u4e2d\u5c24\u5176\u4f1a\u5173\u6ce8\u6f14\u8bb2\u7684\u7b2c\u4e00\u90e8\u5206\uff0c\u5373\u8c37\u6b4c\u8fc7\u53bb\u8fd9\u4e9b\u5e74\u5bf9 AI \u9886\u57df\u505a\u51fa\u7684\u5960\u57fa\u6027\u7814\u7a76\u8d21\u732e\u3002\u6211\u4eec\u5c06\u770b\u5230\uff0cTransformer\u3001\u84b8\u998f\u3001MoE \u7b49\u8bb8\u591a\u5728\u73b0\u4ee3\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u591a\u6a21\u6001\u5927\u6a21\u578b\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u6280\u672f\u90fd\u6765\u81ea\u8c37\u6b4c\u3002\u6b63\u5982 \ud835\udd4f \u7f51\u53cb @bruce_x_offi \u8bf4\u7684\u90a3\u6837\uff0c\u4f60\u5c06\u5728\u8fd9\u91cc\u770b\u5230 AI \u7684\u8fdb\u5316\u53f2\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b2e00dbb27dfdbd5634e26816516c655.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b2e00dbb27dfdbd5634e26816516c655.png\"><\/a><\/section>\n<p>\u4e0b\u9762\u6211\u4eec\u5c31\u6765\u5177\u4f53\u770b\u770b Jeff Dean \u7684\u5206\u4eab\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/5EUQlD5isnEEzXBw1AJEig\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cdd6d93a70a6ad3e2454213972904878.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cdd6d93a70a6ad3e2454213972904878.png\"><\/a><\/a><\/p>\n<ul>\n<li>\n<p>\u6e90\u5730\u5740\uff1ahttps:\/\/video.ethz.ch\/speakers\/d-infk\/2025\/spring\/251-0100-00L.html<\/p>\n<\/li>\n<li>\n<p>\u5e7b\u706f\u7247\uff1ahttps:\/\/drive.google.com\/file\/d\/12RAfy-nYi1ypNMIqbYHjkPXF_jILJYJP\/view<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-a58ef98185d414d9b26a79e95f547d2c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-a58ef98185d414d9b26a79e95f547d2c.png\"><\/a><\/section>\n<p>\u9996\u5148\uff0cJeff Dean \u5206\u4eab\u4e86\u4ed6\u5f97\u5230\u7684\u4e00\u4e9b\u89c2\u5bdf\uff1a<\/p>\n<ul>\n<li>\n<p>\u8fd1\u5e74\u6765\uff0c\u673a\u5668\u5b66\u4e60\u5f7b\u5e95\u6539\u53d8\u4e86\u6211\u4eec\u5bf9\u8ba1\u7b97\u673a\u53ef\u80fd\u6027\u7684\u671f\u671b\uff1b<\/p>\n<\/li>\n<li>\n<p>\u589e\u52a0\u89c4\u6a21\uff08\u8ba1\u7b97\u3001\u6570\u636e\u3001\u6a21\u578b\u5927\u5c0f\uff09\u53ef\u5e26\u6765\u66f4\u597d\u7684\u7ed3\u679c\uff1b<\/p>\n<\/li>\n<li>\n<p>\u7b97\u6cd5\u548c\u6a21\u578b\u67b6\u6784\u7684\u6539\u8fdb\u4e5f\u5e26\u6765\u4e86\u5de8\u5927\u7684\u63d0\u5347\uff1b<\/p>\n<\/li>\n<li>\n<p>\u6211\u4eec\u60f3\u8981\u8fd0\u884c\u7684\u8ba1\u7b97\u7c7b\u578b\u4ee5\u53ca\u8fd0\u884c\u8fd9\u4e9b\u8ba1\u7b97\u7684\u786c\u4ef6\u6b63\u5728\u53d1\u751f\u5de8\u5927\u7684\u53d8\u5316\u3002<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u673a\u5668\u5b66\u4e60\u5341\u4e94\u5e74<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-8f103453cc6563623cd7ae5a858b1750.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-8f103453cc6563623cd7ae5a858b1750.png\"><\/a><\/section>\n<p>\u9996\u5148\uff0c<strong>\u795e\u7ecf\u7f51\u7edc<\/strong>\uff01<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-00ab4cc161ed271759744152c3ab2816.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-00ab4cc161ed271759744152c3ab2816.png\"><\/a><\/section>\n<p>\u795e\u7ecf\u7f51\u7edc\u7684\u6982\u5ff5\u662f\u5728\u4e0a\u4e2a\u4e16\u7eaa\u63d0\u51fa\u7684\uff0c\u800c\u73b0\u5728 AI \u7684\u5404\u79cd\u80fd\u529b\u57fa\u672c\u4e0a\u90fd\u662f\u67d0\u79cd\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u8ba1\u7b97\u3002\u6211\u4eec\u53ef\u4ee5\u7c97\u7565\u5730\u5c06\u795e\u7ecf\u7f51\u7edc\u89c6\u4e3a\u771f\u5b9e\u795e\u7ecf\u5143\u884c\u4e3a\u7684\u975e\u5e38\u4e0d\u5b8c\u7f8e\u7684\u590d\u5236\u54c1\u3002\u5b83\u8fd8\u6709\u5f88\u591a\u6211\u4eec\u4e0d\u7406\u89e3\u7684\u5730\u65b9\uff0c\u4f46\u5b83\u4eec\u662f AI \u7684\u57fa\u672c\u6784\u5efa\u6a21\u5757\u4e4b\u4e00\u3002<\/p>\n<p><strong>\u53cd\u5411\u4f20\u64ad<\/strong>\u662f\u53e6\u4e00\u4e2a\u5173\u952e\u6784\u5efa\u6a21\u5757\uff0c\u8fd9\u662f\u4e00\u79cd\u4f18\u5316\u795e\u7ecf\u7f51\u7edc\u6743\u91cd\u7684\u65b9\u6cd5\u3002\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u8bef\u5dee\uff0c\u53ef\u8ba9\u6a21\u578b\u7684\u8f93\u51fa\u9010\u6e10\u53d8\u6210\u4f60\u60f3\u8981\u7684\u8f93\u51fa\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u6709\u6548\u5730\u7528\u4e8e\u66f4\u65b0\u795e\u7ecf\u7f51\u7edc\u7684\u6743\u91cd\uff0c\u4ee5\u6700\u5c0f\u5316\u6a21\u578b\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\u7684\u8bef\u5dee\u3002\u5e76\u4e14\u7531\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u6cdb\u5316\u7279\u6027\uff0c\u5f97\u5230\u7684\u6a21\u578b\u4e5f\u5177\u6709\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3c72911f5d05d80299390607b463ba03.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3c72911f5d05d80299390607b463ba03.png\"><\/a><\/section>\n<p>\u795e\u7ecf\u7f51\u7edc\u548c\u53cd\u5411\u4f20\u64ad\u662f\u6df1\u5ea6\u5b66\u4e60\u9769\u547d\u7684\u4e24\u5927\u5173\u952e\u3002<\/p>\n<p>2012 \u5e74\u65f6\uff0cJeff Dean \u4e0e\u5176\u4ed6\u4e00\u4e9b\u7814\u7a76\u8005\u5f00\u59cb\u7814\u7a76\uff1a\u5982\u679c\u8bad\u7ec3\u771f\u6b63\u7684\u5927\u578b\u795e\u7ecf\u7f51\u7edc\uff0c\u5b83\u4eec\u4f1a\u6bd4\u5c0f\u578b\u795e\u7ecf\u7f51\u7edc\u8868\u73b0\u66f4\u597d\u3002\u5728\u8fd9\u4e00\u5047\u8bbe\u57fa\u7840\u4e0a\uff0c\u4ed6\u4eec\u51b3\u5b9a\u8bad\u7ec3\u4e00\u4e2a\u975e\u5e38\u5927\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u5e76\u4e14\u4ed6\u4eec\u4f7f\u7528\u4e86\u65e0\u76d1\u7763\u5b66\u4e60\u7b97\u6cd5\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5496d4954c698779f6d29dd7b1745953.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5496d4954c698779f6d29dd7b1745953.png\"><\/a><\/section>\n<p>\u8fd9\u4e2a\u5927\u578b\u795e\u7ecf\u7f51\u7edc\u6bd4 2012 \u5e74\u5df2\u77e5\u7684\u6700\u5927\u795e\u7ecf\u7f51\u7edc\u8fd8\u5927 60 \u500d\uff0c\u4f7f\u7528\u4e86 16,000 \u4e2a CPU \u6838\u5fc3\u3002<\/p>\n<p>Jeff Dean \u8bf4\uff1a\u300c\u5f53\u65f6\uff0c\u6211\u4eec\u7684\u6570\u636e\u4e2d\u5fc3\u8fd8\u6ca1\u6709 GPU\u3002\u6211\u4eec\u6709\u5f88\u591a\u666e\u901a\u7684\u65e7 CPU \u8ba1\u7b97\u673a\u3002\u6211\u4eec\u770b\u5230\u7684\u662f\uff0c\u8fd9\u4e2a\u65e0\u76d1\u7763\u7684\u8bad\u7ec3\u76ee\u6807\u518d\u52a0\u4e0a\u4e00\u4e9b\u76d1\u7763\u8bad\u7ec3\uff0c\u5c06 AI \u5728 ImageNet 22K \u4e0a\u7684\u6700\u4f73\u6027\u80fd\u63d0\u9ad8\u4e86 70% \u5de6\u53f3\u3002\u300d<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u76f8\u5f53\u5927\u7684\u8fdb\u6b65\uff0c\u4e5f\u8bc1\u660e\u4e86\u6211\u4eec\u7684\u5047\u8bbe\uff0c\u5373<strong>\u5982\u679c\u6295\u5165\u8db3\u591f\u7684\u8bad\u7ec3\u8ba1\u7b97\uff0c\u66f4\u5927\u6a21\u578b\u7684\u80fd\u529b\u4f1a\u66f4\u5f3a<\/strong>\u3002<\/p>\n<p>\u4f5c\u4e3a\u8fd9\u9879\u5de5\u4f5c\u7684\u4e00\u90e8\u5206\uff0c\u8c37\u6b4c\u5f00\u53d1\u4e86\u4ed6\u4eec\u7b2c\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u5927\u89c4\u6a21\u57fa\u7840\u8bbe\u65bd\u7cfb\u7edf\uff0c\u79f0\u4e3a <strong>DistBelief<\/strong>\u3002\u8fd9\u662f\u4e00\u4e2a\u5206\u5e03\u5f0f\u8ba1\u7b97\u7cfb\u7edf\uff0c\u5206\u6563\u5728\u8bb8\u591a\u673a\u5668\u4e0a\uff0c\u800c\u4e14\u6211\u4eec\u8bb8\u591a\u540c\u4e8b\u5e76\u4e0d\u8ba4\u4e3a\u5b83\u80fd\u5176\u4f5c\u7528\u3002\u4f46\u5b9e\u9645\u4e0a\uff0c\u5f53\u6a21\u578b\u5f88\u5927\u65f6\uff0c\u672c\u5c31\u4e0d\u9002\u5408\u4ec5\u4f7f\u7528\u5355\u53f0\u8ba1\u7b97\u673a\u3002<\/p>\n<p>\u5728\u5206\u644a\u8ba1\u7b97\u65f6\uff0c\u6709\u51e0\u79cd\u4e0d\u540c\u7684\u65b9\u6cd5\u3002\u7b2c\u4e00\u79cd\u662f\u5782\u76f4\u6216\u6c34\u5e73\u5730\u5207\u5206\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u795e\u7ecf\u5143\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u6bcf\u53f0\u8ba1\u7b97\u673a\u4e0a\u90fd\u53ea\u6709\u795e\u7ecf\u7f51\u7edc\u7684\u4e00\u90e8\u5206\uff0c\u7136\u540e\u4f60\u9700\u8981\u60f3\u529e\u6cd5\u8ba9\u8fd9\u4e9b\u4e0d\u540c\u90e8\u5206\u4e4b\u95f4\u4e92\u76f8\u901a\u4fe1\u3002\u8fd9\u53eb\u505a<strong>\u6a21\u578b\u5e76\u884c\u5316<\/strong>\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-23f7176ac451b7f26f88e59f914d911b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-23f7176ac451b7f26f88e59f914d911b.png\"><\/a><\/section>\n<p>\u53e6\u4e00\u79cd\u65b9\u6cd5\u662f<strong>\u6570\u636e\u5e76\u884c\u5316<\/strong>\uff0c\u5373\u5728\u8bb8\u591a\u4e0d\u540c\u7684\u673a\u5668\u4e0a\u90fd\u6709\u5e95\u5c42\u6a21\u578b\u7684\u526f\u672c\uff0c\u7136\u540e\u5c06\u8bad\u7ec3\u6570\u636e\u5212\u5206\u7ed9\u4e0d\u540c\u7684\u6a21\u578b\u526f\u672c\u3002<\/p>\n<p>\u6a21\u578b\u5e76\u884c\u5316\u4e0e\u6570\u636e\u5e76\u884c\u5316\u53ef\u4ee5\u540c\u65f6\u4f7f\u7528\u3002<\/p>\n<p>\u5728 DistBelief \u4e2d\uff0c\u5b9e\u9645\u4e0a\u8fd8\u6709\u4e00\u4e2a\u4e2d\u5fc3\u7cfb\u7edf\uff0c\u53ef\u4ee5\u63a5\u6536\u6765\u81ea\u6a21\u578b\u4e0d\u540c\u526f\u672c\u7684\u68af\u5ea6\u66f4\u65b0\uff0c\u5e76\u5c06\u5b83\u4eec\u5e94\u7528\u4e8e\u53c2\u6570\u3002\u4f46 Jeff Dean \u8868\u793a\u4ed6\u4eec\u7684\u505a\u6cd5\u5b9e\u9645\u4e0a\u5728\u6570\u5b66\u4e0a\u5e76\u4e0d\u6b63\u786e\uff0c\u56e0\u4e3a\u8fd9\u4e2a\u8fc7\u7a0b\u662f\u5b8c\u5168\u5f02\u6b65\u7684\u3002\u4e0d\u540c\u7684\u6a21\u578b\u526f\u672c\u5c06\u83b7\u5f97\u53c2\u6570\u7684\u65b0\u526f\u672c\uff0c\u5728\u4e00\u4e9b\u6570\u636e\u4e0a\u8fdb\u884c\u8ba1\u7b97\uff0c\u518d\u5c06\u57fa\u4e8e\u8fd9\u4e9b\u53c2\u6570\u548c\u8be5\u6279\u6b21\u8bad\u7ec3\u6570\u636e\u7684\u68af\u5ea6\u53d1\u9001\u56de\u53c2\u6570\u670d\u52a1\u5668\u3002\u4f46\u8fd9\u65f6\u5019\uff0c\u53c2\u6570\u5df2\u7ecf\u6709\u53d8\u5316\u4e86\uff0c\u56e0\u4e3a\u5176\u4ed6\u6a21\u578b\u526f\u672c\u5728\u6b64\u671f\u95f4\u5e94\u7528\u4e86\u5b83\u4eec\u7684\u68af\u5ea6\u3002\u56e0\u6b64\uff0c\u6839\u636e\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\uff0c\u8fd9\u5728\u6570\u5b66\u4e0a\u663e\u7136\u662f\u4e0d\u6b63\u786e\u7684\uff0c\u4f46\u5b83\u662f\u6709\u6548\u7684\u3002\u6240\u4ee5\u8fd9\u5c31\u662f\u4e2a\u597d\u65b9\u6cd5\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u4f7f\u6211\u4eec\u80fd\u591f\u771f\u6b63\u5c06\u6a21\u578b\u6269\u5c55\u5230\u975e\u5e38\u5927\u7684\u539f\u56e0 \u2014\u2014 \u5373\u4f7f\u53ea\u4f7f\u7528 CPU\u3002<\/p>\n<p>\u5728 2013 \u5e74\uff0c\u8c37\u6b4c\u4f7f\u7528\u8be5\u6846\u67b6\u6269\u5c55\u4e86\u4e00\u4e2a\u6269\u5927\u4e86\u8bcd\u7684\u5bc6\u96c6\u8868\u793a\u7684\u8bad\u7ec3\uff0c\u8fd9\u8fd8\u7528\u5230\u4e86\u4e00\u4e2a\u8bcd\u5d4c\u5165\u6a21\u578b Word2Vec\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-29a9d6c09f1fea4c568301a74d409e9a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-29a9d6c09f1fea4c568301a74d409e9a.png\"><\/a><\/section>\n<p>\u57fa\u4e8e\u6b64\uff0c\u8c37\u6b4c\u53d1\u73b0\uff0c\u901a\u8fc7\u4f7f\u7528\u9ad8\u7ef4\u5411\u91cf\u8868\u793a\u8bcd\uff0c\u5982\u679c\u518d\u7528\u7279\u5b9a\u7684\u65b9\u5f0f\u8bad\u7ec3\uff0c\u5c31\u80fd\u5f97\u5230\u4e24\u4e2a\u5f88\u597d\u7684\u5c5e\u6027\uff1a<\/p>\n<p>\u4e00\u3001\u5728\u8bad\u7ec3\u5927\u91cf\u6570\u636e\u540e\uff0c\u8fd9\u4e2a\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u7684\u8fd1\u90bb\u8bcd\u5f80\u5f80\u662f\u76f8\u5173\u7684\uff0c\u6bd4\u5982\u6240\u6709\u4e0e\u732b\u3001\u7f8e\u6d32\u72ee\u548c\u8001\u864e\u76f8\u5173\u7684\u8bcd\u90fd\u6c47\u96c6\u5230\u4e86\u4e00\u4e2a\u9ad8\u7ef4\u7a7a\u95f4\u7684\u540c\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u4e8c\u3001\u65b9\u5411\u5728\u8fd9\u79cd\u9ad8\u7ef4\u7a7a\u95f4\u4e2d\u662f\u6709\u610f\u4e49\u7684\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4e3a\u4e86\u5c06\u4e00\u4e2a\u7537\u6027\u7248\u672c\u7684\u8bcd\u8f6c\u5316\u4e3a\u5973\u6027\u7248\u672c\uff0c\u6bd4\u5982 king \u2192 queen\u3001man\u2192woman\uff0c\u90fd\u8981\u671d\u7740\u5927\u81f4\u76f8\u540c\u7684\u65b9\u5411\u524d\u8fdb\u3002<\/p>\n<p>2014 \u5e74\uff0c\u6211\u7684\u4e09\u4f4d\u540c\u4e8b Ilya Sutskever\u3001Oriol Vinyals\u3001Quoc V. Le \u5f00\u53d1\u4e86\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u540d\u4e3a<strong>\u5e8f\u5217\u5230\u5e8f\u5217\u5b66\u4e60\u6a21\u578b<\/strong>\u3002\u8fd9\u91cc\u7684\u60f3\u6cd5\u662f\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u8f93\u5165\u5e8f\u5217\uff0c\u6216\u8bb8\u53ef\u4ee5\u6839\u636e\u5b83\u9884\u6d4b\u51fa\u4e00\u4e2a\u8f93\u51fa\u5e8f\u5217\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-c8039e77ef32e22e3eaced0ab286f7f2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-c8039e77ef32e22e3eaced0ab286f7f2.png\"><\/a><\/section>\n<p>\u4e00\u4e2a\u975e\u5e38\u7ecf\u5178\u7684\u4f8b\u5b50\u662f\u7ffb\u8bd1\u3002\u6bd4\u5982\u5982\u679c\u6e90\u53e5\u5b50\u662f\u82f1\u8bed\uff0c\u53ef\u4ee5\u4e00\u4e2a\u8bcd\u4e00\u4e2a\u8bcd\u5730\u5904\u7406\u8f93\u5165\u7684\u82f1\u8bed\u53e5\u5b50\u6765\u6784\u5efa\u8868\u793a\uff0c\u5f97\u5230\u4e00\u4e2a\u5bc6\u96c6\u8868\u793a\uff0c\u7136\u540e\u4f60\u53ef\u4ee5\u5c06\u8fd9\u4e2a\u8868\u793a\u89e3\u7801\u6210\u6cd5\u8bed\u53e5\u5b50\u3002\u5982\u679c\u6709\u5927\u91cf\u7684\u82f1\u8bed &#8211; \u6cd5\u8bed\u5bf9\uff0c\u5c31\u53ef\u4ee5\u5b66\u4e60\u5f97\u5230\u4e00\u4e2a\u8bed\u8a00\u7ffb\u8bd1\u7cfb\u7edf\u3002\u6574\u4e2a\u8fc7\u7a0b\u90fd\u662f\u4f7f\u7528\u8fd9\u79cd\u5e8f\u5217\u5230\u5e8f\u5217\u7684\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n<p>Jeff Dean \u8868\u793a\u81ea\u5df1\u5728 2013 \u5e74\u5de6\u53f3\u5f00\u59cb\u62c5\u5fc3\uff1a\u7531\u4e8e\u6a21\u578b\u8d8a\u6765\u8d8a\u5927\uff0c\u8bed\u97f3\u8bc6\u522b\u7b49\u65b9\u9762\u4e5f\u5f00\u59cb\u51fa\u73b0\u4e00\u4e9b\u597d\u7528\u7684\u5e94\u7528\uff0c\u7528\u6237\u91cf\u53ef\u80fd\u6709\u5f88\u591a\uff0c\u90a3\u4e48\u8be5\u5982\u4f55\u63d0\u4f9b\u6240\u9700\u8ba1\u7b97\u5462\uff1f<\/p>\n<p>\u56e0\u6b64\uff0c\u8c37\u6b4c\u5f00\u59cb\u5c1d\u8bd5\u6539\u8fdb\u786c\u4ef6\uff0c\u5e76\u51b3\u5b9a\u4e3a\u795e\u7ecf\u7f51\u7edc\u63a8\u7406\u6784\u5efa\u66f4\u5b9a\u5236\u7684\u786c\u4ef6\u3002\u8fd9\u5c31\u662f<strong>\u5f20\u91cf\u5904\u7406\u5355\u5143\uff08TPU\uff09<\/strong>\u7684\u8d77\u6e90\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-10631658c76a432d33a167170898f8f8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-10631658c76a432d33a167170898f8f8.png\"><\/a><\/section>\n<p>\u7b2c\u4e00\u4e2a\u7248\u672c\u7684 TPU \u53ea\u4e13\u95e8\u7528\u4e8e\u63a8\u7406\uff0c\u6240\u4ee5\u5b83\u4f7f\u7528\u4e86\u975e\u5e38\u4f4e\u7684\u7cbe\u5ea6 \u2014\u2014 \u5b83\u7684\u4e58\u6cd5\u5668\u53ea\u652f\u6301 8 \u4f4d\u6574\u6570\u8fd0\u7b97\u3002\u4f46\u4ed6\u4eec\u771f\u6b63\u7684\u76ee\u6807\u662f\u6784\u5efa\u4e00\u79cd\u975e\u5e38\u64c5\u957f\u4f4e\u7cbe\u5ea6\u7ebf\u6027\u4ee3\u6570\u7684\u786c\u4ef6\uff0c\u5b83\u5c06\u80fd\u670d\u52a1\u4e8e\u8bb8\u591a\u4e0d\u540c\u7c7b\u578b\u7684\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u6a21\u578b\u3002\u8fd9\u4e2a\u786c\u4ef6\u4e5f\u4e0d\u9700\u8981\u73b0\u4ee3 CPU \u4e2d\u90a3\u4e9b\u82b1\u54e8\u590d\u6742\u7684\u529f\u80fd\uff0c\u4f8b\u5982\u5206\u652f\u9884\u6d4b\u5668\u6216\u5404\u79cd\u7f13\u5b58\u3002\u76f8\u53cd\uff0c\u4ed6\u4eec\u7684\u505a\u6cd5\u662f\u5c3d\u529b\u4ee5\u66f4\u4f4e\u7684\u7cbe\u5ea6\u6784\u5efa\u6700\u5feb\u548c\u6700\u5c0f\u7684\u5bc6\u96c6\u7ebf\u6027\u4ee3\u6570\u786c\u4ef6\u3002<\/p>\n<p>\u4e0d\u51fa\u6240\u6599\uff0c\u6700\u7ec8\u751f\u4ea7\u51fa\u7684 TPU \u5728\u8fd9\u4e9b\u4efb\u52a1\u4e0a\u6bd4\u5f53\u65f6\u7684 CPU \u548c GPU \u5feb 15 \u5230 30 \u500d\uff0c\u80fd\u6e90\u6548\u7387\u9ad8 30 \u5230 80 \u500d\u3002\u987a\u4fbf\u8bf4\u4e00\u4e0b\uff0c<strong>\u8fd9\u662f ISCA 50 \u5e74\u5386\u53f2\u4e0a\u88ab\u5f15\u7528\u6700\u591a\u7684\u8bba\u6587<\/strong>\u3002\u8fd9\u5f88\u4e86\u4e0d\u8d77\uff0c\u56e0\u4e3a\u5b83 2017 \u5e74\u624d\u53d1\u8868\u3002<\/p>\n<p>\u4e4b\u540e\uff0c\u8c37\u6b4c\u5f00\u59cb\u7814\u53d1\u4e13\u7528\u4e8e\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u7684\u4e13\u7528\u578b\u8d85\u7ea7\u8ba1\u7b97\u673a \u2014\u2014 \u5927\u91cf\u82af\u7247\u7528\u9ad8\u901f\u7f51\u7edc\u8fde\u63a5\u8d77\u6765\u3002\u73b0\u5728\u8c37\u6b4c <strong>TPU pod <\/strong>\u5728\u63a8\u7406\u548c\u8bad\u7ec3\u65b9\u9762\u90fd\u9002\u7528\uff0c\u5e76\u4e14\u8fde\u63a5\u7684 TPU \u4e5f\u8d8a\u6765\u8d8a\u591a\u3002\u6700\u65e9\u662f 256 \u53f0\uff0c\u7136\u540e\u662f 1000\uff0c\u4e4b\u540e\u662f 4000\uff0c\u6700\u8fd1\u5df2\u7ecf\u6765\u5230\u4e86\u516b\u4e5d\u5343\u3002\u800c\u4e14\u8c37\u6b4c\u4f7f\u7528\u4e86\u5b9a\u5236\u7684\u9ad8\u901f\u7f51\u7edc\u6765\u8fde\u63a5\u5b83\u4eec\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-57d2e865cf489c359c64c802e2706ba8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-57d2e865cf489c359c64c802e2706ba8.png\"><\/a><\/section>\n<p>\u4e0a\u5468\uff0c<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650964063&amp;idx=2&amp;sn=fae1953e7bd488ebb976b91c51ba334b&amp;scene=21#wechat_redirect\" target=\"_blank\">\u8c37\u6b4c\u5ba3\u5e03\u4e86\u65b0\u4e00\u4ee3\u7684 TPU<\/a>\uff0c\u540d\u4e3a <strong>Ironwood<\/strong>\u3002Jeff Dean \u8868\u793a\u8c37\u6b4c\u4e0d\u4f1a\u7ee7\u7eed\u518d\u7528\u6570\u5b57\u6765\u547d\u540d TPU\u3002Ironwood \u7684 pod \u975e\u5e38\u5927\uff1a\u5b83\u6709 9216 \u5757\u82af\u7247\uff0c\u6bcf\u5757\u82af\u7247\u53ef\u4ee5\u6267\u884c 4614 TFLOPS \u7684\u8fd0\u7b97\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-829bf36e1071d46f06602285d031f6e4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-829bf36e1071d46f06602285d031f6e4.png\"><\/a><\/section>\n<p>TPU \u7684\u80fd\u6e90\u6548\u7387\u4e5f\u5728\u5feb\u901f\u63d0\u5347\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-842cf1af75cc1f1ccbaa3cb5a1b8425c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-842cf1af75cc1f1ccbaa3cb5a1b8425c.png\"><\/a><\/section>\n<p>\u53e6\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u8d8b\u52bf\u662f\u5f00\u6e90\u3002\u8fd9\u80fd\u5438\u5f15\u66f4\u5e7f\u6cdb\u7684\u793e\u533a\u53c2\u4e0e\u5e76\u6539\u8fdb\u8fd9\u4e9b\u5de5\u5177\u3002Jeff Dean \u8ba4\u4e3a\uff0c<strong>TensorFlow <\/strong>\u548c <strong>Jax<\/strong>\uff08\u90fd\u662f\u8c37\u6b4c\u5f00\u53d1\u7684\uff09\u53e6\u5916\u518d\u52a0\u4e0a PyTorch\uff0c\u5bf9\u63a8\u52a8 AI \u9886\u57df\u7684\u53d1\u5c55\u505a\u51fa\u4e86\u5de8\u5927\u7684\u8d21\u732e\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-faef94238de662c229a7acab34a78f95.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-faef94238de662c229a7acab34a78f95.png\"><\/a><\/section>\n<p>\u7136\u540e\u5230 2017 \u5e74\uff0c<strong>Transformer <\/strong>\u8bde\u751f\u4e86\u3002\u5f53\u65f6\uff0c\u4ed6\u4eec\u89c2\u5bdf\u5230\uff1a\u5faa\u73af\u6a21\u578b\u6709\u4e00\u4e2a\u975e\u5e38\u987a\u5e8f\u5316\u7684\u8fc7\u7a0b\uff0c\u5373\u4e00\u6b21\u5438\u6536\u4e00\u4e2a token\uff0c\u7136\u540e\u5728\u8f93\u51fa\u4e0b\u4e00\u4e2a token \u4e4b\u524d\u66f4\u65b0\u6a21\u578b\u7684\u5185\u90e8\u72b6\u6001\u3002\u8fd9\u79cd\u56fa\u6709\u7684\u987a\u5e8f\u6b65\u9aa4\u4f1a\u9650\u5236\u4ece\u5927\u91cf\u6570\u636e\u5b66\u4e60\u7684\u5e76\u884c\u6027\u548c\u6548\u7387\u3002\u56e0\u6b64\uff0c\u4ed6\u4eec\u7684\u505a\u6cd5\u662f\u4fdd\u5b58\u6240\u6709\u5185\u90e8\u72b6\u6001\uff0c\u7136\u540e\u4f7f\u7528\u4e00\u79cd\u540d\u4e3a\u6ce8\u610f\u529b\u7684\u673a\u5236\u53bb\u56de\u987e\u7ecf\u5386\u8fc7\u7684\u6240\u6709\u72b6\u6001\uff0c\u7136\u540e\u770b\u5b83\u4eec\u54ea\u4e9b\u90e8\u5206\u4e0e\u5f53\u524d\u6267\u884c\u7684\u4efb\u52a1\uff08\u901a\u5e38\u662f\u9884\u6d4b\u4e0b\u4e00 token\uff09\u6700\u76f8\u5173\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5b2d2dff3b9206668c23d965401934a9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5b2d2dff3b9206668c23d965401934a9.png\"><\/a><\/section>\n<p>\u8fd9\u662f\u4e00\u7bc7\u975e\u5e38\u6709\u5f71\u54cd\u529b\u7684\u8bba\u6587\u3002\u90e8\u5206\u539f\u56e0\u662f\uff0c\u4ed6\u4eec\u6700\u521d\u5728\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\u4e0a\u8bc1\u660e\uff0c\u7528\u5c11 10 \u5230 100 \u500d\u7684\u8ba1\u7b97\u91cf\u548c\u5c0f 10 \u500d\u7684\u6a21\u578b\uff0c\u5c31\u53ef\u4ee5\u83b7\u5f97\u6bd4\u5f53\u65f6\u6700\u5148\u8fdb\u7684 LSTM \u6216\u5176\u4ed6\u6a21\u578b\u67b6\u6784\u66f4\u597d\u7684\u6027\u80fd\u3002\u6ce8\u610f\uff0c\u4e0b\u56fe\u4f7f\u7528\u4e86\u5bf9\u6570\u523b\u5ea6\u3002\u6240\u4ee5\u5c3d\u7ba1\u7bad\u5934\u770b\u8d77\u6765\u5f88\u5c0f\uff0c\u4f46\u5176\u4e2d\u5dee\u5f02\u5b9e\u9645\u975e\u5e38\u5927\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cbcc5309ccfbf4dc655d1ea3d337462e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cbcc5309ccfbf4dc655d1ea3d337462e.png\"><\/a><\/section>\n<p>\u8fd9\u7bc7\u8bba\u6587\u5f88\u91cd\u8981\uff0c\u51e0\u4e4e\u6240\u6709\u73b0\u4ee3\u5927\u578b\u8bed\u8a00\u6a21\u578b\u90fd\u4f7f\u7528 Transformer \u6216\u5176\u67d0\u79cd\u53d8\u4f53\u4f5c\u4e3a\u5e95\u5c42\u6a21\u578b\u67b6\u6784\u3002<\/p>\n<p>2018 \u5e74\u65f6\uff0c\u4e00\u4e2a\u65b0\u601d\u6f6e\u5f00\u59cb\u6d41\u884c\uff08\u5f53\u7136\u8fd9\u4e2a\u60f3\u6cd5\u4e4b\u524d\u5c31\u6709\u4e86\uff09\u3002\u4e5f\u5c31\u662f\u4eba\u4eec\u610f\u8bc6\u5230<strong>\u5927\u89c4\u6a21\u8bed\u8a00\u5efa\u6a21\u53ef\u4ee5\u4f7f\u7528\u81ea\u76d1\u7763\u6570\u636e\u5b8c\u6210<\/strong>\u3002\u6bd4\u5982\u5bf9\u4e8e\u4e00\u6bb5\u6587\u672c\uff0c\u4f60\u53ef\u4ee5\u7528\u5176\u4e2d\u4e00\u90e8\u5206\u6765\u9884\u6d4b\u6587\u672c\u7684\u5176\u4ed6\u90e8\u5206\u3002\u8fd9\u6837\u505a\u80fd\u591f\u5f97\u5230\u4e00\u4e9b\u95ee\u9898\u7684\u7b54\u6848\u3002\u5b9e\u9645\u60c5\u51b5\u4e5f\u8bc1\u660e\u4e86\u8fd9\u4e00\u70b9\u3002\u5e76\u4e14\u4eba\u4eec\u4e5f\u53d1\u73b0\uff0c<strong>\u4f7f\u7528\u66f4\u591a\u6570\u636e\u53ef\u4ee5\u8ba9\u6a21\u578b\u53d8\u5f97\u66f4\u597d<\/strong>\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ebb24d530596cdc27d60e10437185c93.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ebb24d530596cdc27d60e10437185c93.png\"><\/a><\/section>\n<p>\u8fd9\u7c7b\u6a21\u578b\u6709\u591a\u79cd\u8bad\u7ec3\u76ee\u6807\u3002\u4e00\u662f\u81ea\u56de\u5f52\uff0c\u5373\u67e5\u770b\u524d\u9762\u7684\u8bcd\u6765\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u3002\u4eca\u5929\u5927\u591a\u6570\u6a21\u578b\u90fd\u91c7\u7528\u4e86\u8fd9\u79cd\u5f62\u5f0f\u3002\u53e6\u4e00\u79cd\u5219\u662f\u586b\u7a7a\u3002\u4e0a\u56fe\u4e2d\u5c55\u793a\u4e86\u4e00\u4e9b\u4f8b\u5b50\u3002<\/p>\n<p>\u8fd9\u4e24\u79cd\u8bad\u7ec3\u76ee\u6807\u90fd\u975e\u5e38\u6709\u7528\u3002\u81ea\u56de\u5f52\u5f0f\u5982\u4eca\u88ab\u7528\u5f97\u66f4\u591a\uff0c\u6bd4\u5982\u4f60\u5728\u4e0e\u804a\u5929\u673a\u5668\u4eba\u5bf9\u8bdd\u65f6\uff0c\u6a21\u578b\u5c31\u5728\u6839\u636e\u4e4b\u524d\u7684\u5bf9\u8bdd\u8fdb\u884c\u81ea\u56de\u5f52\u9884\u6d4b\u3002<\/p>\n<p>2021 \u5e74\uff0c\u8c37\u6b4c\u5f00\u53d1\u4e86\u4e00\u79cd\u65b9\u6cd5\uff0c<strong>\u53ef\u5c06\u56fe\u50cf\u4efb\u52a1\u6620\u5c04\u5230\u57fa\u4e8e Transformer \u7684\u6a21\u578b<\/strong>\u3002\u5728\u6b64\u4e4b\u524d\uff0c\u5927\u591a\u6570\u4eba\u90fd\u5728\u4f7f\u7528\u67d0\u79cd\u5f62\u5f0f\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u3002\u672c\u8d28\u4e0a\u8bb2\uff0c\u56fe\u50cf\u53ef\u88ab\u5206\u89e3\u6210\u50cf\u7d20\u5757\uff1b\u5c31\u50cf Word2Vec \u5c06\u8bcd\u5d4c\u5165\u5230\u5bc6\u96c6\u8868\u793a\u4e2d\u4e00\u6837\uff0c\u4e5f\u53ef\u4ee5\u5bf9\u50cf\u7d20\u5757\u505a\u7c7b\u4f3c\u7684\u4e8b\u60c5 \u2014\u2014 \u7528\u4e00\u4e9b\u9ad8\u7ef4\u5411\u91cf\u6765\u8868\u793a\u8fd9\u4e9b\u5757\u3002\u7136\u540e\uff0c\u5c31\u53ef\u4ee5\u5c06\u5b83\u4eec\u8f93\u5165\u5230 Transformer \u6a21\u578b\uff0c\u4f7f\u5176\u80fd\u591f\u5904\u7406\u56fe\u50cf\u6570\u636e\u3002\u73b0\u5728\u6211\u4eec\u77e5\u9053\uff0c\u56fe\u50cf\u548c\u6587\u672c\u8fd8\u53ef\u4ee5\u7ec4\u5408\u6210\u591a\u6a21\u6001\u6570\u636e\u3002\u56e0\u6b64\uff0c\u8fd9\u9879\u7814\u7a76\u5728\u7edf\u4e00\u6587\u672c Transformer \u548c\u56fe\u50cf Transformer \u65b9\u9762\u4ea7\u751f\u4e86\u5de8\u5927\u7684\u5f71\u54cd\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6d56c8a6fc55f25e6e5e3ea945b39769.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6d56c8a6fc55f25e6e5e3ea945b39769.png\"><\/a><\/section>\n<p>\u53e6\u5916\uff0c\u5728 2017 \u5e74\uff0cJeff Dean \u8fd8\u53c2\u4e0e\u5f00\u53d1\u4e86\u4e00\u79cd\u521b\u9020<strong>\u7a00\u758f\u6a21\u578b<\/strong>\u7684\u65b9\u6cd5\u3002\u672c\u8d28\u4e0a\u8bb2\uff0c\u5c31\u662f\u5bf9\u4e8e\u4e00\u4e2a\u5f88\u5927\u7684\u6a21\u578b\uff0c\u4ec5\u6fc0\u6d3b\u5176\u4e2d\u4e00\u5c0f\u90e8\u5206\uff0c\u800c\u4e0d\u662f\u9488\u5bf9\u6bcf\u4e2a token \u6216\u6837\u672c\u90fd\u6fc0\u6d3b\u6574\u4e2a\u6a21\u578b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9e793f2e00201bae42e1c8a1a130595b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9e793f2e00201bae42e1c8a1a130595b.png\"><\/a><\/section>\n<p>\u5728\u6700\u521d\u7684\u8bba\u6587\u4e2d\uff0c\u5b9e\u9645\u4e0a\u6709\u76f8\u5f53\u591a\u7684\u4e13\u5bb6 \u2014\u2014 \u6bcf\u5c42\u6709 2048 \u540d\u4e13\u5bb6\u3002\u800c\u6bcf\u6b21\u4f1a\u6fc0\u6d3b\u5176\u4e2d 2 \u4e2a\u3002\u8fd9\u5f88\u4e0d\u9519\uff0c\u56e0\u4e3a\u6a21\u578b\u73b0\u5728\u6709\u4e86\u975e\u5e38\u5927\u7684\u8bb0\u5fc6\u80fd\u529b\uff0c\u53ef\u4ee5\u8bb0\u4f4f\u5f88\u591a\u4e1c\u897f\u3002\u5e76\u4e14\u9009\u62e9\u5177\u4f53\u6fc0\u6d3b\u54ea\u4e9b\u4e13\u5bb6\u4e5f\u53ef\u4ee5\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u4ee5\u7aef\u5230\u7aef\u7684\u65b9\u5f0f\u5b66\u4e60\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u4f60\u53ef\u4ee5\u5f97\u5230\u64c5\u957f\u4e0d\u540c\u4efb\u52a1\u7684\u4e13\u5bb6\uff0c\u6bd4\u5982\u6709\u7684\u64c5\u957f\u5904\u7406\u65f6\u95f4\u548c\u65e5\u671f\uff0c\u6709\u7684\u64c5\u957f\u5730\u7406\u4f4d\u7f6e\uff0c\u6709\u7684\u64c5\u957f\u751f\u7269\u5b66\u3002<\/p>\n<p>\u7136\u540e\uff0cJeff Dean \u5217\u51fa\u4e86\u66f4\u591a\u8c37\u6b4c\u5728\u7a00\u758f\u6a21\u578b\u65b9\u9762\u7684\u7814\u7a76\u6210\u679c\uff0c\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u53c2\u7167\u9605\u8bfb\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-22ba064f05df4763959053cd9f4ade81.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-22ba064f05df4763959053cd9f4ade81.png\"><\/a><\/section>\n<p>2018 \u5e74\uff0c\u8c37\u6b4c\u5f00\u59cb\u601d\u8003\uff0c\u5bf9\u4e8e\u8fd9\u4e9b\u5927\u578b\u5206\u5e03\u5f0f\u673a\u5668\u5b66\u4e60\u8ba1\u7b97\uff0c\u53ef\u4ee5\u6709\u54ea\u4e9b\u66f4\u597d\u7684\u8f6f\u4ef6\u62bd\u8c61\u3002\u8c37\u6b4c\u6784\u5efa\u4e86\u4e00\u5957\u53ef\u6269\u5c55\u7684\u8f6f\u4ef6 <strong>Pathways <\/strong>\u6765\u7b80\u5316\u5927\u89c4\u6a21\u8ba1\u7b97\u7684\u90e8\u7f72\u548c\u8fd0\u884c\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b530ec68a3d97649709a69174826c75c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b530ec68a3d97649709a69174826c75c.png\"><\/a><\/section>\n<p>\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u6bcf\u4e00\u4e2a\u9ec4\u70b9\u6784\u6210\u7684\u6846\u90fd\u53ef\u88ab\u89c6\u4e3a\u4e00\u4e2a TPU Pod\u3002\u5f53\u8fd9\u4e9b TPU Pod \u5728\u540c\u4e00\u680b\u5efa\u7b51\u5185\u65f6\uff0c\u4f7f\u7528\u8be5\u5efa\u7b51\u7269\u5185\u7684\u6570\u636e\u4e2d\u5fc3\u7f51\u7edc\u6765\u4fdd\u8bc1\u5b83\u4eec\u4e92\u76f8\u901a\u4fe1\u3002\u800c\u5f53\u5b83\u4eec\u4f4d\u4e8e\u4e0d\u540c\u7684\u5efa\u7b51\u5185\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528\u5efa\u7b51\u7269\u4e4b\u95f4\u7684\u7f51\u7edc\u4ee5\u53ca\u76f8\u540c\u7684\u6570\u636e\u4e2d\u5fc3\u8bbe\u65bd\u3002\u751a\u81f3\u53ef\u4ee5\u5c06\u4e0d\u540c\u533a\u57df\u7684 TPU Pod \u8fde\u63a5\u5728\u4e00\u8d77\u3002<\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0cPathways \u7ed9\u673a\u5668\u5b66\u4e60\u5f00\u53d1\u548c\u7814\u7a76\u4eba\u5458\u7684\u62bd\u8c61\u4e4b\u4e00\u662f\u4f60\u53ea\u9700\u8981\u4e00\u4e2a Python \u8fc7\u7a0b\u3002Jax \u672c\u5c31\u6709\u300c\u8bbe\u5907\uff08device\uff09\u300d\u7684\u6982\u5ff5\u3002\u6bd4\u5982\u5982\u679c\u4f60\u53ea\u662f\u5728\u4e00\u53f0\u673a\u5668\u4e0a\u8fd0\u884c\uff0c\u91cc\u9762\u6709 4 \u5757 TPU \u82af\u7247\uff0c\u5f53\u4f7f\u7528 Jax \u548c Pathways \u8bad\u7ec3\u65f6\uff0c\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6240\u6709\u82af\u7247\u90fd\u5c06\u4f5c\u4e3a Jax \u7684\u8bbe\u5907\u8fdb\u884c\u5904\u7406\u3002\u4f9d\u7167\u8fd9\u4e2a\u673a\u5236\uff0c\u4f60\u53ef\u4ee5\u7528\u5355\u4e00\u7684 Python \u8fdb\u7a0b\u7ba1\u7406\u6210\u5343\u4e0a\u4e07\u4e2a TPU \u8bbe\u5907\u3002Pathways \u8d1f\u8d23\u5c06\u8ba1\u7b97\u6620\u5c04\u5230\u5b9e\u9645\u7684\u7269\u7406\u8bbe\u5907\u4e0a\u3002\u800c\u81ea\u4e0a\u5468\u5f00\u59cb\uff0cPathways \u5df2\u5f00\u59cb\u5411\u8c37\u6b4c\u4e91\u7684\u5ba2\u6237\u63d0\u4f9b\u3002<\/p>\n<p>2022 \u5e74\uff0c\u8c37\u6b4c\u4e00\u4e2a\u56e2\u961f\u53d1\u73b0\uff0c\u5728\u63a8\u7406\u65f6\u601d\u8003\u66f4\u957f\u65f6\u95f4\u662f\u975e\u5e38\u6709\u7528\u7684\u3002\u57fa\u4e8e\u6b64\u89c2\u5bdf\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86<strong>\u601d\u7ef4\u94fe\uff08CoT\uff09<\/strong>\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e85ca8b99be797ed62044d0e14fc02da.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e85ca8b99be797ed62044d0e14fc02da.png\"><\/a><\/section>\n<p>\u56fe\u4e2d\u4e3e\u4e86\u4e2a\u4f8b\u5b50\uff1a\u5982\u679c\u7ed9\u6a21\u578b\u5c55\u793a\u4e00\u4e9b\u793a\u4f8b\uff0c\u793a\u4f8b\u4e2d\u5982\u679c\u5305\u542b\u5f97\u5230\u6b63\u786e\u7ed3\u8bba\u7684\u601d\u8003\u8fc7\u7a0b\uff0c\u90a3\u4e48 LLM \u66f4\u6709\u53ef\u80fd\u5f97\u5230\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<p>\u8fd9\u4e2a\u65b9\u6cd5\u770b\u8d77\u6765\u5f88\u7b80\u5355\uff0c\u800c\u5b9e\u9645\u4e0a\u5374\u80fd\u6781\u5927\u63d0\u5347\u6a21\u578b\u7684\u51c6\u786e\u5ea6\uff0c\u56e0\u4e3a\u901a\u8fc7\u9f13\u52b1\u5b83\u4eec\u751f\u6210\u601d\u8003\u6b65\u9aa4\uff0c\u53ef\u4ee5\u8ba9\u5b83\u4eec\u4ee5\u66f4\u7ec6\u7c92\u5ea6\u7684\u65b9\u5f0f\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5728 GSM8K\uff08\u516b\u5e74\u7ea7\u4e00\u822c\u6570\u5b66\u6c34\u5e73\u95ee\u9898\uff09\u4e0a\uff0c\u968f\u7740\u6a21\u578b\u89c4\u6a21\u589e\u5927\uff0c\u5982\u679c\u53ea\u4f7f\u7528\u6807\u51c6\u63d0\u793a\u65b9\u6cd5\uff0c\u89e3\u51b3\u51c6\u786e\u5ea6\u4f1a\u6709\u4e00\u4e9b\u63d0\u9ad8\uff0c\u4f46\u5982\u679c\u4f7f\u7528\u601d\u7ef4\u94fe\u63d0\u793a\u6cd5\uff0c\u89e3\u51b3\u51c6\u786e\u5ea6\u5219\u4f1a\u5927\u5e45\u4e0a\u5347\u3002<\/p>\n<p>\u8fd9\u6b63\u662f\u5728\u63a8\u7406\u65f6\u4f7f\u7528\u66f4\u591a\u8ba1\u7b97\u7684\u4e00\u79cd\u65b9\u5f0f\uff0c\u56e0\u4e3a\u6a21\u578b\u5fc5\u987b\u5728\u751f\u6210\u66f4\u591a token \u4e4b\u540e\u624d\u7ed9\u51fa\u6700\u7ec8\u7b54\u6848\u3002<\/p>\n<p>\u4e0b\u9762\u6765\u770b\u84b8\u998f \u2014\u2014 \u4e5f\u662f\u8c37\u6b4c\u53d1\u660e\u7684\u30022014 \u5e74\uff0cGeoffrey Hinton\u3001Oriol Vinyals \u548c Jeff Dean \u6700\u65e9\u5f00\u53d1\u51fa\u4e86\u8fd9\u79cd\u540d\u4e3a<strong>\u84b8\u998f\uff08Distillation\uff09<\/strong>\u7684\u6280\u672f\uff0c\u53ef\u7528\u6765\u84b8\u998f\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u77e5\u8bc6\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u5c06\u66f4\u597d\u7684\u5927\u6a21\u578b\u4e2d\u7684\u77e5\u8bc6\u653e\u5165\u5230\u4e00\u4e2a\u66f4\u5c0f\u7684\u6a21\u578b\u4e2d\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2a5beddf2a0c0a8dd40c771c3608fd2a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-2a5beddf2a0c0a8dd40c771c3608fd2a.png\"><\/a><\/section>\n<p>\u5728\u8bad\u7ec3\u5c0f\u6a21\u578b\u65f6\uff0c\u6bd4\u5982\u60f3\u8981\u5176\u9884\u6d4b\u4e0b\u4e00 token\uff0c\u5178\u578b\u65b9\u6cd5\u662f\u8ba9\u5176\u5148\u6839\u636e\u524d\u9762\u7684\u53e5\u5b50\u8fdb\u884c\u9884\u6d4b\uff0c\u5982\u679c\u5bf9\u4e86\uff0c\u5f88\u4e0d\u9519\uff0c\u5982\u679c\u9519\u4e86\uff0c\u5c31\u53cd\u5411\u4f20\u64ad\u8bef\u5dee\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u8fd8\u4e0d\u9519\uff0c\u4f46\u84b8\u998f\u5374\u80fd\u505a\u5230\u66f4\u597d\u3002<\/p>\n<p>\u6559\u5e08\u6a21\u578b\u4e0d\u4ec5\u4f1a\u7ed9\u5c0f\u6a21\u578b\u6b63\u786e\u7684\u7b54\u6848\uff0c\u800c\u4e14\u8fd8\u4f1a\u7ed9\u51fa\u5b83\u8ba4\u4e3a\u8fd9\u4e2a\u95ee\u9898\u7684\u597d\u7b54\u6848\u7684\u5206\u5e03\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6559\u5e08\u6a21\u578b\u80fd\u63d0\u4f9b\u66f4\u4e30\u5bcc\u7684\u8bad\u7ec3\u4fe1\u53f7\u3002\u8fd9\u79cd\u975e\u5e38\u4e30\u5bcc\u7684\u68af\u5ea6\u4fe1\u53f7\u53ef\u4ee5\u7528\u6765\u4e3a\u8f83\u5c0f\u6a21\u578b\u7684\u6bcf\u4e2a\u8bad\u7ec3\u6837\u672c\u6ce8\u5165\u66f4\u591a\u77e5\u8bc6\uff0c\u5e76\u4f7f\u6a21\u578b\u66f4\u5feb\u5730\u6536\u655b\u3002<\/p>\n<p>\u5982\u4e0a\u56fe\u4e2d\u8868\u683c\u6240\u793a\u3002\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e\u8bed\u97f3\u8bc6\u522b\u7684\u8bbe\u7f6e\uff0c\u5176\u4e2d\u7ed9\u51fa\u4e86\u8bad\u7ec3\u5e27\u51c6\u786e\u5ea6\u548c\u6d4b\u8bd5\u5e27\u51c6\u786e\u5ea6\u3002<\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u5f53\u4f7f\u7528 100% \u7684\u8bad\u7ec3\u96c6\u65f6\uff0c\u6d4b\u8bd5\u5e27\u51c6\u786e\u5ea6\u4e3a 58.9%\u3002\u800c\u5982\u679c\u53ea\u4f7f\u7528 3% \u7684\u8bad\u7ec3\u96c6\uff0c\u53ef\u4ee5\u770b\u5230\u5176\u8bad\u7ec3\u5e27\u51c6\u786e\u5ea6\u8fd8\u63d0\u9ad8\u4e86\uff0c\u4f46\u6d4b\u8bd5\u5e27\u51c6\u786e\u5ea6\u4e0b\u964d\u5f88\u660e\u663e\uff0c\u8fd9\u8bf4\u660e\u51fa\u73b0\u4e86\u8fc7\u62df\u5408\u73b0\u8c61\u3002\u4f46\u662f\uff0c\u5982\u679c\u4f7f\u7528\u84b8\u998f\u65b9\u6cd5\uff0c3% \u7684\u8bad\u7ec3\u96c6\u4e5f\u80fd\u8ba9\u6a21\u578b\u6709\u5f88\u597d\u7684\u6d4b\u8bd5\u5e27\u51c6\u786e\u5ea6 \u2014\u2014 \u51e0\u4e4e\u548c\u4f7f\u7528 100% \u8bad\u7ec3\u96c6\u65f6\u4e00\u6837\u51c6\u786e\u3002\u8fd9\u8bf4\u660e\u53ef\u4ee5\u901a\u8fc7\u84b8\u998f\u5c06\u5927\u578b\u795e\u7ecf\u7f51\u7edc\u7684\u77e5\u8bc6\u8f6c\u79fb\u5230\u5c0f\u578b\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u5e76\u4f7f\u5176\u51e0\u4e4e\u4e0e\u5927\u578b\u795e\u7ecf\u7f51\u7edc\u4e00\u6837\u51c6\u786e\u3002<\/p>\n<p>\u6709\u610f\u601d\u7684\u662f\uff0c<strong>\u8fd9\u7bc7\u8bba\u6587\u88ab NeurIPS 2014 \u62d2\u4e86<\/strong>\u3002\u4e8e\u662f\u4ed6\u4eec\u53ea\u5f97\u5728\u7814\u8ba8\u4f1a\u4e0a\u53d1\u8868\u4e86\u8fd9\u7bc7\u8bba\u6587\u3002\u800c\u73b0\u5728\uff0c\u8fd9<strong>\u7bc7\u8bba\u6587\u7684\u5f15\u7528\u91cf\u5df2\u7ecf\u8d85\u8fc7\u4e86 2.4 \u4e07<\/strong>\u3002<\/p>\n<p>\u53e6\u5916\u5728 2022 \u5e74\uff0c\u8c37\u6b4c\u4e00\u4e2a\u56e2\u961f\u7814\u7a76\u4e86\u4e00\u79cd\u4e0d\u540c\u7684\u5c06\u8ba1\u7b97\u6620\u5c04\u5230 TPU Pod \u4ee5\u6267\u884c\u6709\u6548\u63a8\u7406\u7684\u65b9\u6cd5\u3002\u5176\u4e2d\uff0c\u6709\u5f88\u591a\u53d8\u4f53\u9700\u8981\u8003\u8651\uff0c\u6bd4\u5982\u6743\u91cd\u56fa\u5b9a\u3001X \u6743\u91cd\u805a\u96c6\u3001XY \u6743\u91cd\u805a\u96c6\u3001XYZ \u6743\u91cd\u805a\u96c6\u2026\u2026<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1483cf4782c5de52fe4379dca45aefdc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1483cf4782c5de52fe4379dca45aefdc.png\"><\/a><\/section>\n<p>\u8c37\u6b4c\u5f97\u5230\u7684\u4e00\u4e2a\u89c1\u89e3\u662f\uff1a\u6b63\u786e\u7684\u9009\u62e9\u53d6\u51b3\u4e8e\u8bb8\u591a\u4e0d\u540c\u7684\u56e0\u7d20\u3002\u6b63\u5982\u56fe\u4e2d\u6240\u793a\uff0c\u5176\u4e2d\u7684\u5706\u70b9\u865a\u7ebf\u662f\u6700\u4f73\u8868\u73b0\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u968f\u7740\u6279\u91cf\u5927\u5c0f\u7684\u53d8\u5316\uff0c\u6700\u4f73\u65b9\u6848\u4e5f\u4f1a\u968f\u4e4b\u53d8\u5316\u3002\u56e0\u6b64\u5728\u6267\u884c\u63a8\u7406\u65f6\uff0c\u53ef\u4ee5\u6839\u636e\u5b9e\u9645\u9700\u6c42\u9009\u62e9\u4e0d\u540c\u7684\u5e76\u884c\u5316\u65b9\u6848\u3002<\/p>\n<p>\u65f6\u95f4\u6765\u5230 2023 \u5e74\uff0c\u8c37\u6b4c\u5f00\u53d1\u4e86\u4e00\u79cd\u540d\u4e3a<strong>\u63a8\u6d4b\u5f0f\u89e3\u7801\uff08Speculative Decoding\uff09<\/strong>\u7684\u6280\u672f\uff0c\u53ef\u8ba9\u6a21\u578b\u63a8\u7406\u901f\u5ea6\u66f4\u5feb\u3002\u8fd9\u91cc\u7684\u60f3\u6cd5\u662f\u4f7f\u7528\u4e00\u4e2a\u6bd4\u5927\u6a21\u578b\u5c0f 10 \u5230 20 \u500d\u7684 drafter \u6a21\u578b\uff0c\u56e0\u4e3a\u5176\u5b9e\u5f88\u591a\u4e1c\u897f\u9760\u5c0f\u6a21\u578b\u5c31\u80fd\u9884\u6d4b\uff0c\u800c\u5c0f\u6a21\u578b\u901f\u5ea6\u53c8\u5feb\u5f97\u591a\u3002\u56e0\u6b64\uff0c\u5c31\u53ef\u4ee5\u5c06\u4e24\u8005\u7ed3\u5408\u8d77\u6765\u63d0\u5347\u6548\u7387\uff1a\u5148\u8ba9\u5c0f\u6a21\u578b\u9884\u6d4b k \u4e2a token\uff0c\u7136\u540e\u518d\u8ba9\u5927\u6a21\u578b\u4e00\u6b21\u6027\u9884\u6d4b k \u4e2a token\u3002\u76f8\u6bd4\u4e8e\u8ba9\u5927\u6a21\u578b\u4e00\u6b21\u9884\u6d4b\u4e00\u4e2a token\uff0c\u8fd9\u79cd\u505a\u6cd5\u7684\u6548\u7387\u660e\u663e\u66f4\u9ad8\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-bde73e27cf132eb924cd344dd3e6eeb1.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-bde73e27cf132eb924cd344dd3e6eeb1.gif\"><\/a><\/section>\n<p>Jeff Dean \u8868\u793a\uff1a\u300c\u6240\u6709\u8fd9\u4e9b\u7ed3\u5408\u5728\u4e00\u8d77\uff0c\u771f\u6b63\u63d0\u9ad8\u4e86\u4eba\u4eec\u4eca\u5929\u770b\u5230\u7684\u6a21\u578b\u7684\u8d28\u91cf\u3002\u300d<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b4085762a1d4e9237f9ae263b0a20efb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b4085762a1d4e9237f9ae263b0a20efb.png\"><\/a><\/section>\n<p>\u4ece\u5e95\u5c42\u7684 TPU \u53d1\u5c55\u5230\u9ad8\u5c42\u7684\u5404\u79cd\u8f6f\u4ef6\u548c\u6280\u672f\u8fdb\u6b65\uff0c\u6700\u7ec8\u9020\u5c31\u4e86\u73b0\u4eca\u5f3a\u5927\u7684 Gemini \u7cfb\u5217\u6a21\u578b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1bc3b679c633f593ffe11616982eebad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1bc3b679c633f593ffe11616982eebad.png\"><\/a><\/section>\n<p>\u8fd9\u91cc\u6211\u4eec\u5c31\u4e0d\u7ee7\u7eed\u6574\u7406 Jeff Dean \u5bf9 Gemini \u7cfb\u5217\u6a21\u578b\u53d1\u5c55\u5386\u7a0b\u7684\u4ecb\u7ecd\u4e86\u3002\u6700\u540e\uff0c\u4ed6\u8fd8\u5206\u4eab\u4e86 AI 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