{"id":29368,"date":"2026-05-27T10:19:45","date_gmt":"2026-05-27T02:19:45","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=29368"},"modified":"2026-05-27T10:19:45","modified_gmt":"2026-05-27T02:19:45","slug":"%e7%bb%9f%e6%b2%bbai%e5%8d%81%e5%b9%b4%e7%9a%84transformer%ef%bc%8c%e8%a6%81%e8%a2%ab%e4%ba%b2%e7%88%b9%e4%ba%b2%e6%89%8b%e7%a0%b8%e7%a2%8e%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/05\/27\/29368\/","title":{"rendered":"\u7edf\u6cbbAI\u5341\u5e74\u7684Transformer\uff0c\u8981\u88ab\u4eb2\u7239\u4eb2\u624b\u7838\u788e\uff1f"},"content":{"rendered":"
80\u5206\u949f\u7684\u62f3\u51fb\u5f0f\u8fa9\u8bba\uff01Transformer\u8054\u5408\u53d1\u660e\u4eba\u4eb2\u81ea\u4e0b\u573a\u4e3a\u81ea\u5df1\u7684\u4f5c\u54c1\u8fa9\u62a4\uff0c\u5bf9\u9762\u4e09\u4f4d\u6311\u6218\u8005\u76f4\u6307\u4e94\u5927\u6b7b\u7a74\u3002\u8fd9\u662fAI\u67b6\u6784\u5341\u5e74\u6765\u6700\u786c\u7684\u4e00\u6b21\u6b63\u9762\u4ea4\u950b\u3002\u7edf\u6cbbAI\u9ec4\u91d1\u5341\u5e74\u7684\u67b6\u6784\uff0c\u5730\u57fa\u662f\u4e0d\u662f\u5df2\u7ecf\u677e\u4e86\uff1f<\/div>\n
\n
\n

Transformer\u51ed\u4ec0\u4e48\u7edf\u6cbbAI\u8fd9\u4e48\u4e45\uff1f<\/p>\n

\u957f\u4e0a\u4e0b\u6587\u3001\u8bb0\u5fc6\u3001\u63a8\u7406\u8fd9\u4e9b\u77ed\u677f\uff0c\u65b0\u67b6\u6784\u771f\u80fd\u7a81\u7834\u5417\uff1f<\/p>\n

\u6240\u8c13\u300c\u540eTransformer\u300d\uff0c\u5230\u5e95\u662f\u66f4\u5f3a\u7684\u8bb0\u5fc6\u673a\u5236\u3001\u66f4\u9ad8\u6548\u7684\u5e8f\u5217\u5efa\u6a21\uff0c\u8fd8\u662f\u4ece\u8bad\u7ec3\u5230\u7cfb\u7edf\u90fd\u5f97\u6362\u4e00\u5957\uff1f<\/p>\n

5\u67085\u65e5\uff0c\u65e7\u91d1\u5c71\uff0cPathway\u641e\u4e86\u573a\u62f3\u51fb\u64c2\u53f0\u5f0f\u7684\u8fa9\u8bba\u8d5b\u3002<\/p>\n

\u8fd9\u4e0d\u662f\u6bd4\u55bb\uff0c\u662f\u771f\u64c2\u53f0\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u4e00\u8fb9\u662fTransformer\u7684\u5171\u540c\u53d1\u660e\u4eba\u0141ukasz Kaiser\uff0c\u53e6\u4e00\u8fb9\u662f\u4e3b\u5f20\u300c\u540eTransformer\u65f6\u4ee3\u300d\u7684\u65b0\u67b6\u6784\u6d3e\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u6ce8\u610f\u4e00\u4e2a\u7ec6\u8282\uff1a\u6ce8\u610f\u529b\u673a\u5236\u7684\u4e24\u4f4d\u8054\u5408\u53d1\u660e\u4eba\uff0c\u300cTransformer\u516b\u5b50\u300d\u4e4b\u4e00Llion \u00a0Jones\uff0c\u5750\u5728\u4e86Kaiser\u7684\u5bf9\u7acb\u9762\u3002\u3002<\/p>\n

\u8bdd\u9898\u5c31\u4e00\u4e2a\uff1a\u4e0b\u4e00\u4ee3AI\u67b6\u6784\u5230\u5e95\u957f\u4ec0\u4e48\u6837\u3002<\/p>\n

\u73b0\u573a\u5750\u6ee1\u7814\u7a76\u8005\u3001\u521b\u4e1a\u8005\u548c\u6295\u8d44\u4eba\u3002\u8f93\u8d62\u4e0d\u9760\u6295\u7968\uff0c\u9760\u300cclapometer\u300d\u2014\u2014\u62cd\u624b\u8ba1\u5206\u5668\uff0c\u8c01\u638c\u58f0\u54cd\u8c01\u8d62\u3002<\/p>\n

\u8fd9\u662f\u4e00\u573a\u5200\u5200\u89c1\u7ea2\u3001\u6307\u540d\u9053\u59d3\u7684\u786c\u78b0\u786c\u3002<\/p>\n

\u5f53\u88c1\u5224\u5ba3\u5e03\u6bd4\u8d5b\u5f00\u59cb\uff0c\u7edf\u6cbb\u4e86\u5168\u7403AI\u67b6\u6784\u8fd1\u5341\u5e74\u7684\u795e\u8bdd\uff0c\u7b2c\u4e00\u6b21\u88ab\u5b83\u7684\u7f14\u9020\u8005\u4eb2\u81ea\u62c9\u4e0a\u4e86\u88ab\u544a\u5e2d\u8fdb\u884c\u81ea\u536b\u8fa9\u62a4\u3002<\/p>\n

\u8fd9\u573a\u601d\u60f3\u754c\u7684\u91cd\u91cf\u7ea7\u5bf9\u51b3\uff0c\u4eceTransformer\u7684\u4e94\u5927\u6b7b\u7a74\u5f00\u59cb\u3002<\/p>\n

\u82e6Transformer\u4e45\u77e3<\/h4>\n

\u4e94\u5927\u6b7b\u7a74<\/h4>\n

\u0141ukasz Kaiser\u7684\u8eab\u4efd\u8ba9\u8fd9\u573a\u8fa9\u8bba\u7684\u5206\u91cf\u76f4\u63a5\u62c9\u6ee1\u3002<\/p>\n

\u4ed6\u662fTransformer\u7684\u8054\u5408\u53d1\u660e\u4eba\u3002<\/p>\n

2017\u5e74\u90a3\u7bc7\u6539\u53d8\u6574\u4e2aAI\u683c\u5c40\u7684\u8bba\u6587\u300cAttention Is All You Need\u300d\uff0c\u4ed6\u662f\u4f5c\u8005\u4e4b\u4e00\u3002\u4e4b\u540e\u4ed6\u53c2\u4e0e\u4e86ChatGPT\u3001GPT\u7cfb\u5217\u548co1\u7684\u5b9e\u9645\u5de5\u7a0b\u5f00\u53d1\u3002<\/p>\n

\u4ed6\u662f\u5f53\u4e8b\u4eba\u3002\u4ed6\u4eca\u5929\u5750\u5728\u8fd9\u91cc\uff0c\u662f\u4e3a\u81ea\u5df1\u7684\u4f5c\u54c1\u505a\u8fa9\u62a4\u3002<\/p>\n

\u5bf9\u9762\u7684\u4e09\u4f4d\u6311\u6218\u8005\uff0c\u6765\u5934\u540c\u6837\u4e0d\u5c0f\u3002<\/p>\n

Llion Jones\uff0cTransformer\u7684\u53e6\u4e00\u4f4d\u8054\u5408\u53d1\u660e\u4eba\uff0cSakana AI\u8054\u5408\u521b\u59cb\u4eba\u3002<\/p>\n

Adrian Kosowski\uff0cPathway\u9996\u5e2d\u79d1\u5b66\u5b98\uff0cBDH\u67b6\u6784\u7684\u53d1\u660e\u4eba\u3002<\/p>\n

Matthias Lechner\uff0cLiquid AI\u9996\u5e2d\u6280\u672f\u5b98\uff0cMIT\u6db2\u6001\u795e\u7ecf\u7f51\u7edc\u7684\u5171\u540c\u53d1\u660e\u4eba\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u8fd9\u672c\u8eab\u5c31\u662f\u6280\u672f\u53f2\u4e0a\u6781\u5176\u7f55\u89c1\u7684\u753b\u9762\u3002\u521b\u9020\u540c\u4e00\u4e2a\u4e1c\u897f\u7684\u4eba\uff0c\u5bf9\u5b83\u7684\u672a\u6765\u4ea7\u751f\u4e86\u6839\u672c\u6027\u5206\u6b67\u3002<\/p>\n

Kaiser\u5f00\u573a\u7528\u4e86\u4e00\u4e2a\u7c7b\u6bd4\u3002<\/p>\n

\u4ed6\u8bf4Transformer\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5c31\u50cf\u56fe\u4e66\u7ba1\u7406\u5458\u7684\u5361\u7247\u7d22\u5f15\u7cfb\u7edf<\/strong>\u3002<\/p>\n

\u4f60\u8d70\u8fdb\u56fe\u4e66\u9986\uff0c\u8bf4\u51fa\u4f60\u8981\u627e\u7684\u5185\u5bb9\uff08query\uff09\uff0c\u7ba1\u7406\u5458\u7ffb\u5f00\u5361\u7247\u76ee\u5f55\uff08key\uff09\uff0c\u627e\u5230\u5bf9\u5e94\u7684\u4e66\u67b6\u4f4d\u7f6e\uff0c\u628a\u4e66\u53d6\u51fa\u6765\u4ea4\u7ed9\u4f60\uff08value\uff09\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u7b80\u6d01\u3002\u9ad8\u6548\u3002\u5168\u5c40\u68c0\u7d22\u3002<\/p>\n

\u4f46\u6311\u6218\u8005\u4eec\u8981\u95ee\u7684\u662f\uff1a\u5982\u679c\u8fd9\u4e2a\u56fe\u4e66\u9986\u6709\u4e00\u4ebf\u672c\u4e66\u5462\uff1f\u6bcf\u6b21\u67e5\u8be2\u90fd\u8981\u7ffb\u904d\u6240\u6709\u5361\u7247\uff0c\u8fd9\u4e2a\u7cfb\u7edf\u8fd8\u80fd\u6491\u4f4f\u5417\uff1f<\/p>\n

\u8fd9\u5c31\u662fO(n\u00b2)\uff0c\u60ac\u5728Transformer\u5934\u4e0a\u7684\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\u3002<\/p>\n

\u4e09\u4f4d\u6311\u6218\u8005\u6ca1\u6709\u7b3c\u7edf\u5730\u8bf4\u300cTransformer\u4e0d\u884c\u4e86\u300d\u3002\u4ed6\u4eec\u62c6\u51fa\u4e86\u4e94\u4e2a\u5177\u4f53\u7684\u3001\u5f53\u524dTransformer\u67b6\u6784\u65e0\u6cd5\u5728\u8bbe\u8ba1\u5c42\u9762\u89e3\u51b3\u7684\u5f00\u653e\u96be\u9898\u3002<\/p>\n

\u6bcf\u4e00\u4e2a\u90fd\u76f4\u6307\u8981\u5bb3\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u6311\u6218\u8005\u4eec\u6700\u5c16\u9510\u7684\u9690\u55bb\uff0c\u76f4\u6307Transformer\u7684\u8bb0\u5fc6\u4e0e\u6301\u7eed\u5b66\u4e60\u7f3a\u9677\uff1a\u300c\u571f\u62e8\u9f20\u4e4b\u65e5\u300d<\/strong>\u3002<\/p>\n

\u5728\u7535\u5f71\u300a\u571f\u62e8\u9f20\u4e4b\u65e5\u300b\u4e2d\uff0c\u4e3b\u89d2\u6bcf\u5929\u9192\u6765\uff0c\u4e16\u754c\u90fd\u4f1a\u91cd\u7f6e\uff0c\u6628\u5929\u7684\u8bb0\u5fc6\u8361\u7136\u65e0\u5b58\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u76ee\u524d\uff0cTransformer\u4e5f\u662f\u5982\u6b64\u3002<\/p>\n

\u6bcf\u4e00\u6b21\u63a8\u7406\uff08Forward Pass\uff09\uff0c\u5b83\u7684\u6743\u91cd\uff08Weights\uff09\u90fd\u662f\u5b8c\u5168\u51bb\u7ed3\u7684\u3002<\/strong><\/p>\n

\u54ea\u6015\u4f60\u4eca\u5929\u8ddf\u5b83\u804a\u4e86\u5341\u4e2a\u5c0f\u65f6\uff0c\u5b83\u5b66\u5230\u4e86\u7edd\u5999\u7684\u65b0\u77e5\u8bc6\uff0c\u5728\u4e0b\u4e00\u6b21\u4f1a\u8bdd\u542f\u52a8\u65f6\uff0c\u5b83\u4f9d\u7136\u662f\u4e00\u4e2a\u5931\u5fc6\u7684\u767d\u75f4\u3002<\/p>\n

\u73b0\u5728\u5de5\u4e1a\u754c\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u62fc\u547d\u5f80\u91cc\u585eRAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u3001\u957f\u4e0a\u4e0b\u6587\uff08KV Cache\uff09\u3002<\/p>\n

\u4f46\u8fd9\u6839\u672c\u4e0d\u662f\u67b6\u6784\u7ea7\u7684\u89e3\u6cd5\uff0c\u800c\u662f\u7528\u6602\u8d35\u7684\u7b97\u529b\u5728\u4f24\u53e3\u4e0a\u8d34\u521b\u53ef\u8d34\u3002<\/p>\n

\u4e94\u5927\u6b7b\u7a74\uff0c\u6bcf\u4e00\u4e2a\u5355\u62ce\u51fa\u6765\u90fd\u4e0d\u662f\u5c0f\u4e8b\u3002\u5408\u5728\u4e00\u8d77\uff0c\u6784\u6210\u4e86\u4e00\u5f20\u5b8c\u6574\u7684\u8d77\u8bc9\u4e66\u3002<\/p>\n

\u4f46\u8d77\u8bc9\u4e66\u4e0d\u7b49\u4e8e\u5224\u51b3\u4e66\u3002<\/p>\n

Kaiser\u7684\u5e95\u724c<\/h4>\n

\u4f60\u884c\u4f60\u4e0a\uff0c\u62ff\u66f2\u7ebf\u8bf4\u8bdd<\/h4>\n

\u9762\u5bf9\u4e94\u5927\u653b\u51fb\uff0cKaiser\u6ca1\u6709\u4e00\u4e00\u8fa9\u9a73\u3002<\/p>\n

\u4ed6\u6ca1\u8bf4O(n\u00b2)\u4e0d\u662f\u95ee\u9898\uff0c\u6ca1\u8bf4\u707e\u96be\u6027\u9057\u5fd8\u4e0d\u5b58\u5728\uff0c\u6ca1\u8bf4Transformer\u5b8c\u7f8e\u65e0\u7f3a\u3002<\/p>\n

\u4ed6\u629b\u51fa\u4e86\u4e00\u53e5\u8bdd\uff0c\u6210\u4e86\u6574\u573a\u8fa9\u8bba\u7684\u6838\u5fc3\uff1a<\/p>\n

\u9664\u975ePost-Transformer\u8bc1\u660e\u66f4\u597d\u7684scaling\u66f2\u7ebf\uff0c\u5426\u5219Transformer\u4ecd\u7136\u662f\u4e3b\u6d41\u3002<\/p>\n

\u8fd9\u53e5\u8bdd\u7684\u6740\u4f24\u529b\u5728\u4e8e\uff0c\u5b83\u628a\u4e3e\u8bc1\u8d23\u4efb\u63a8\u56de\u4e86\u6311\u6218\u8005\u3002<\/p>\n

\u4ec0\u4e48\u662fscaling\u66f2\u7ebf\uff1f<\/p>\n

\u7b80\u5355\u8bf4\uff0c\u5c31\u662f\u300c\u6295\u5165\u66f4\u591a\u7b97\u529b\u548c\u6570\u636e\uff0cAI\u80fd\u529b\u63d0\u5347\u591a\u5c11\u300d\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

Transformer\u7edf\u6cbb\u8fd1\u5341\u5e74\uff0c\u6700\u6838\u5fc3\u7684\u539f\u56e0\u4e0d\u662f\u5b83\u6ca1\u7f3a\u9677\uff0c\u800c\u662f\u5b83\u7684scaling\u66f2\u7ebf\u81f3\u4eca\u6ca1\u88ab\u4efb\u4f55\u67b6\u6784\u8d85\u8d8a\u3002<\/p>\n

\u8fd9\u662fOpenAI\u6562\u7838\u51e0\u5341\u4ebf\u7f8e\u5143\u8bad\u7ec3GPT\u3001Anthropic\u6301\u7eed\u6269\u5927Claude\u89c4\u6a21\u7684\u5e95\u6c14\u3002<\/p>\n

Kaiser\u7684\u903b\u8f91\u6781\u5176\u6e05\u6670\uff1a<\/p>\n

\u4f60\u8bf4Transformer\u6709\u4e94\u4e2a\u95ee\u9898\uff1f\u6211\u540c\u610f\u3002<\/p>\n

\u4f46\u6709\u95ee\u9898\u7684\u4e1c\u897f\u548c\u5e94\u8be5\u88ab\u66ff\u6362\u7684\u4e1c\u897f\u4e4b\u95f4\uff0c\u6709\u4e00\u9053\u9e3f\u6c9f\u3002\u8de8\u8fc7\u5b83\uff0c\u4f60\u9700\u8981\u7684\u4e0d\u662f\u4e94\u7bc7\u8bba\u6587\uff0c\u662f\u4e00\u6761\u66f4\u597d\u7684scaling\u66f2\u7ebf\u3002<\/p>\n

\u7136\u540e\uff0c\u4ed6\u5c55\u5f00\u4e86\u66f4\u5177\u4f53\u7684\u8fa9\u62a4\uff0c\u800c\u4e14\u5e26\u7740\u5de5\u7a0b\u73b0\u573a\u7684\u94c1\u9508\u5473\u3002<\/p>\n

\u5e76\u884c\u6027\u662f\u786c\u9053\u7406\u3002<\/strong><\/p>\n

\u4e0a\u5468\uff0c\u5728\u6700\u65b0\u7684Nvidia\u786c\u4ef6\u4e0a\uff0cKaiser\u91cd\u65b0\u5b9e\u73b0\u4e86Transformer\u548c\u51e0\u4e2a\u8001\u5f0fRNN\uff0c\u5e76\u505a\u4e86\u5bf9\u6bd4\u3002<\/p>\n

\u975e\u5e38\u5c0f\u7684GRU\uff0c\u6bd4\u4e00\u4e2a\u5927\u5f97\u591a\u7684Transformer\u8fd8\u8981\u616250\u500d\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

RNN\u786e\u5b9e\u4f18\u7f8e\uff0c\u4f46\u5b83\u7684\u987a\u5e8f\u6267\u884c\u7279\u6027\u5728\u5f53\u524d\u786c\u4ef6\u4e0a\u5c31\u662f\u4e00\u573a\u707e\u96be\u3002<\/p>\n

\u5982\u679c\u771f\u5b58\u5728\u4e00\u79cd\u66f4\u597d\u7684\u67b6\u6784\uff0c\u4f60\u9700\u8981\u752850\u500d\u7684\u65f6\u95f4\u53bb\u8bc1\u660e\u5b83\u2014\u2014\u800c\u5927\u591a\u6570\u5b9e\u9a8c\u5ba4\u6ca1\u6709\u8fd9\u4e2a\u8010\u5fc3<\/p>\n

\u5341\u5e74\u7684\u5de5\u7a0b\u79ef\u7d2f\u3002<\/strong><\/p>\n

\u4e0d\u53ea\u662fGPU\u4f18\u5316\uff0c\u7f16\u8bd1\u5668\u3001\u8bad\u7ec3\u6846\u67b6\uff08PyTorch\u3001JAX\uff09\u3001\u63a8\u7406\u5f15\u64ce\uff08vLLM\u3001TensorRT-LLM\uff09\u3001\u91cf\u5316\u5de5\u5177\u2014\u2014\u6574\u4e2aAI\u5de5\u7a0b\u6808\u90fd\u56f4\u7ed5Transformer\u642d\u5efa\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u6362\u67b6\u6784\u610f\u5473\u7740\u8fd9\u4e00\u5207\u90fd\u8981\u91cd\u6765\u3002<\/p>\n

\u9690\u5f0f\u7684\u300c\u6301\u7eed\u5b66\u4e60\u300d\uff0c\u65e9\u5df2\u53d1\u751f\u3002<\/strong><\/p>\n

Kaiser\u6307\u51fa\uff0cTransformer\u5728\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\u540e\uff0c\u524d\u5411\u4f20\u64ad\u4e2d\u8868\u73b0\u51fa\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08In-Context Learning\uff09\uff0c\u5728\u6570\u5b66\u4e0a\u5176\u5b9e\u5b8c\u7f8e\u6a21\u62df\u4e86\u53cd\u5411\u4f20\u64ad\u4e2d\u7684\u68af\u5ea6\u4e0b\u964d\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0c\u4f60\u4eec\u8bf4\u5b83\u4e0d\u4f1a\u5b66\uff0c\u5b83\u5176\u5b9e\u5728\u4ee5\u53e6\u4e00\u79cd\u65b9\u5f0f\u5077\u5077\u5730\u5b66\u3002<\/p>\n

\u4ed6\u7684\u8fa9\u62a4\u4e0d\u662f\u300cTransformer\u6c38\u8fdc\u662f\u6700\u4f18\u89e3\u300d\uff0c\u800c\u662f\u300cTransformer\u73b0\u5728\u662f\u6700\u4f18\u89e3\uff0c\u9664\u975e\u4f60\u8bc1\u660e\u4e0d\u662f\u300d\u3002<\/p>\n

\u7136\u540e\u4ed6\u7529\u51fa\u4e00\u53e5\u8ba9\u5bf9\u9762\u54d1\u53e3\u65e0\u8a00\u7684\u8bdd\uff1a<\/p>\n

\u4e5f\u8bb8\u627e\u5230\u4e0b\u4e00\u4e2a\u67b6\u6784\u7684\uff0c\u6070\u6070\u4f1a\u662fTransformer\u672c\u8eab\u2014\u2014\u800c\u4e0d\u662f\u4f60\u4eec\u3002<\/p>\n

\u5168\u573a\u7b11\u58f0\u3002<\/p>\n

\u4f46\u5927\u5bb6\u90fd\u542c\u51fa\u6765\u4e86\uff1a\u8fd9\u662f\u8ba4\u771f\u7684\u3002<\/p>\n

AI\uff1a\u65e0\u4eba\u53ef\u6321\u7684\u5149\u660e\u672a\u6765<\/h4>\n

Kaiser\u7684\u7ed3\u675f\u9648\u8bcd\uff0c\u6ca1\u6709\u8bf4\u300cTransformer\u6c38\u8fdc\u662f\u6700\u4f18\u89e3\u300d\u3002\u4ed6\u8bf4\u7684\u662f\uff1a\u300c\u76ee\u524d\uff0cTransformer\u4ecd\u7136\u8d62\u3002\u300d<\/p>\n

\u300c\u76ee\u524d\u300d\u8fd9\u4e2a\u8bcd\uff0c\u662f\u4ed6\u7559\u7ed9\u6311\u6218\u8005\u7684\u552f\u4e00\u7f1d\u9699\u3002<\/p>\n

\u66f4\u5fae\u5999\u7684\u662f\uff0c\u4ed6\u4eb2\u624b\u4ea4\u51fa\u4e86\u4e00\u4ef6\u672c\u5c5e\u4e8e\u81ea\u5df1\u9635\u8425\u7684\u6b66\u5668\u3002<\/p>\n

\u540eTransformer\u9635\u8425\u6b64\u524d\u6700\u5927\u7684\u77ed\u677f\uff0c\u662f\u300c\u7f3a\u4e4f\u5927\u7b97\u529b\u7684\u5de5\u7a0b\u548c\u786c\u4ef6\u9a8c\u8bc1\u300d\u2014\u2014\u65b0\u67b6\u6784\u8dd1\u5f97\u6162\u3001\u6ca1\u4eba\u613f\u610f\u4e3a\u5b83\u6539\u82af\u7247\u3002\u4f46Kaiser\u81ea\u5df1\u627f\u8ba4\uff0c\u8fd9\u9053\u58c1\u5792\u6b63\u5728\u88ab\u74e6\u89e3\uff1a<\/p>\n

\u73b0\u5728\uff0cAI Agent\u5df2\u7ecf\u5b66\u4f1a\u4e86\u5199\u6781\u9ad8\u96be\u5ea6\u7684CUDA\u548cTriton\u6838\u51fd\u6570\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u5373\u4fbf\u4e00\u4e2a\u65b0\u67b6\u6784\u6700\u521d\u8fd0\u884c\u616250\u500d\uff0c\u4f60\u53ea\u9700\u8981\u628a\u4ee3\u7801\u4e22\u7ed9Agent\uff0c\u5b83\u5c31\u80fd\u5728\u77ed\u65f6\u95f4\u5185\u5e2e\u4f60\u4f18\u5316\u51fa\u51e0\u4e4e\u80fd\u69a8\u5e72GPU\u7b97\u529b\u7684\u4e13\u7528\u5185\u6838\u3002<\/p>\n

\u786c\u4ef6\u5f69\u7968\u7684\u58c1\u5792\uff0c\u6b63\u5728\u88ab\u667a\u80fd\u4f53\u5f00\u53d1\u751f\u6001\u81ea\u5df1\u7838\u788e\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0c\u4e00\u65e6\u6709\u4eba\u5728\u767e\u4e07Token\u3001\u5343\u4e07Token\u7684\u6781\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u4e0a\uff0c\u7528Post-Transformer\u67b6\u6784\u8dd1\u51fa\u4e00\u6761\u66f4\u6f02\u4eae\u7684\u56f0\u60d1\u5ea6\u66f2\u7ebf\uff0c\u54ea\u6015\u53ea\u6709\u4e00\u70b9\u70b9\u4f18\u52bf\uff0c\u4e5f\u4f1a\u5728scaling\u7684\u653e\u5927\u955c\u4e0b\uff0c\u5f62\u6210\u5bf9\u65e7\u5e1d\u56fd\u7684\u81f4\u547d\u4e00\u51fb\u3002<\/p>\n

Kaiser\u751a\u81f3\u4e3b\u52a8\u63d0\u8bae\uff1a\u5e94\u8be5\u5efa\u7acb\u4e00\u4e2a\u7edf\u4e00\u7684\u6d4b\u8bd5\u6807\u51c6\u2014\u2014\u7528\u56f0\u60d1\u5ea6\u8861\u91cf\u6240\u6709\u67b6\u6784\u5728\u540c\u7b49\u6761\u4ef6\u4e0b\u7684\u5b66\u4e60\u80fd\u529b\u3002<\/p>\n

\u300c\u6211\u4eec\u5e94\u8be5\u5728\u8fd9\u4ef6\u4e8b\u4e0a\u8fbe\u6210\u5171\u8bc6\uff0c\u7136\u540e\u5404\u81ea\u53bb\u8bc1\u660e\u81ea\u5df1\u7684\u67b6\u6784\u66f4\u597d\u3002\u300d<\/p>\n

\u8fd9\u53e5\u8bdd\u7684\u6f5c\u53f0\u8bcd\u662f\uff1a\u6311\u6218\u8d5b\u6b63\u5f0f\u5f00\u59cb\u3002<\/p>\n

\u800cJones\u7684\u6700\u540e\u4e00\u53e5\u8bdd\u66f4\u76f4\u63a5\uff1a<\/p>\n

\u4eca\u5929\u6211\u6ca1\u6709\u5f97\u5230\u4efb\u4f55\u7406\u7531\u8ba9\u6211\u6000\u7591\u81ea\u5df1\u7684\u4fe1\u5ff5\uff1a\u6709\u66f4\u597d\u7684\u4e1c\u897f\u5b58\u5728\u3002\u5f53\u90a3\u4e2a\u7a81\u7834\u5230\u6765\uff0c\u6211\u4eec\u6240\u6709\u4eba\u90fd\u4f1a\u8fdb\u5165\u540eTransformer\u65f6\u4ee3\uff0c\u0141ukasz\u4e5f\u4e0d\u4f8b\u5916\u2014\u2014\u56e0\u4e3a\u4ed6\u5c4a\u65f6\u522b\u65e0\u9009\u62e9\u3002<\/p>\n

\u8fd9\u573a\u300c\u62f3\u51fb\u8d5b\u300d\u770b\u4f3c\u620f\u8c11\uff0c\u4f46\u5b83\u7684\u80dc\u8d1f\u76f4\u63a5\u51b3\u5b9a\u4e86Claude\u3001ChatGPT\u7b49\u7845\u8c37\u53cc\u96c4\u7684\u5e95\u5c42\u5730\u57fa\u662f\u5426\u9700\u8981\u88ab\u5168\u90e8\u63a8\u5012\u91cd\u5efa\u3002<\/p>\n

\u5982\u679c\u540eTransformer\uff08Post-Transformer\uff09\u9635\u8425\u62e5\u6709\u66f4\u4f18\u8d8a\u7684Scaling Law\uff08\u7f29\u653e\u5b9a\u5f8b\uff09\u66f2\u7ebf\uff0c\u6574\u4e2a\u4eba\u7c7b\u901a\u5f80AGI\u7684\u7269\u7406\u8def\u7ebf\u56fe\u90fd\u5c06\u88ab\u6539\u5199\u3002<\/p>\n<\/div>\n

\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n

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80\u5206\u949f\u7684\u62f3\u51fb\u5f0f\u8fa9\u8bba\uff01Transformer\u8054\u5408\u53d1\u660e\u4eba\u4eb2\u81ea\u4e0b\u573a\u4e3a\u81ea\u5df1\u7684\u4f5c\u54c1\u8fa9\u62a4\uff0c\u5bf9\u9762\u4e09\u4f4d\u6311\u6218\u8005\u76f4\u6307\u4e94\u5927\u6b7b\u7a74\u3002\u8fd9 […]<\/p>\n

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