{"id":362,"date":"2025-04-14T00:41:54","date_gmt":"2025-04-13T16:41:54","guid":{"rendered":"http:\/\/www.coscoxh.com\/?p=362"},"modified":"2025-04-16T12:22:00","modified_gmt":"2025-04-16T04:22:00","slug":"%e6%bd%98%e6%94%bb%e6%84%9a%ef%bc%9a%e5%8d%b3%e4%bd%bf%e6%88%91%e4%bb%ac%e5%af%b9%e6%89%8b%e7%9a%84%e4%ba%a7%e5%93%81%e5%85%8d%e8%b4%b9%ef%bc%8c%e6%88%91%e4%bb%ac%e8%bf%98%e6%98%af%e6%af%94","status":"publish","type":"post","link":"http:\/\/www.coscoxh.com\/?p=362","title":{"rendered":"\u6f58\u653b\u611a\uff1a\u201c\u5373\u4f7f\u6211\u4eec\u5bf9\u624b\u7684\u4ea7\u54c1\u514d\u8d39\uff0c\u6211\u4eec\u8fd8\u662f\u6bd4\u4ed6\u4eec\u4fbf\u5b9c\u201d"},"content":{"rendered":"
\n

\n \u3010\u6587\/\u89c2\u5bdf\u8005\u7f51\u4e13\u680f\u4f5c\u8005 \u6f58\u653b\u611a\u3011\n <\/p>\n

\n \u201c\u5373\u4f7f\u6211\u4eec\u7ade\u4e89\u5bf9\u624b\u7684\u4ea7\u54c1\u514d\u8d39\u7ed9\u5230\u5ba2\u6237\uff0c\u6211\u4eec\u8fd8\u662f\u6bd4\u4ed6\u4eec\u8981\u4fbf\u5b9c\u3002\u201d\n <\/p>\n

\n \u57282024\u5e743\u6708\u4efdSIEPR \u7ecf\u6d4e\u5cf0\u4f1a\u7684\u4e3b\u9898\u6f14\u8bb2\u4e2d\uff0c\u82f1\u4f1f\u8fbeCEO\u9ec4\u4ec1\u52cb\u8fd9\u6837\u56de\u7b54\u65af\u5766\u798f\u5927\u5b66\u67e5\u5c14\u65af\u00b7R\u00b7\u65bd\u74e6\u5e03\u7ecf\u6d4e\u5b66\u540d\u8a89\u6559\u6388\u7ea6\u7ff0\u00b7\u8096\u6587 (John Shoven)\u7684\u63d0\u95ee\u3002\n <\/p>\n

\n \n <\/p>\n

\n \u8fd9\u4e00\u5e2d\u8bdd\u5f53\u65f6\u5728\u534a\u5bfc\u4f53\u5708\u5f15\u8d77\u4e86\u8f69\u7136\u5927\u6ce2\u3002\u7ade\u4e89\u5bf9\u624b\u7684\u4ea7\u54c1\u514d\u8d39\u9001\uff0c\u5c45\u7136\u8fd8\u6bd4\u82f1\u4f1f\u8fbe\u7684GPU\u8d35\uff1f\u90a3\u5c82\u4e0d\u662f\u5bf9\u624b\u4eec\u8981\u5927\u8086\u8d54\u94b1\u624d\u80fd\u548c\u82f1\u4f1f\u8fbe\u7ade\u4e89\uff1f\n <\/p>\n

\u9ec4\u4ec1\u52cb\u5728\u516c\u4f17\u573a\u5408\u4e00\u8d2f\u8c26\u900a\u8282\u5236\uff0c\u4f46\u4e5f\u5076\u9732\u5ce5\u5d58\uff0c\u90a3\u4e00\u6b21\uff0c\u4ed6\u53ef\u80fd\u5b9e\u5728\u662f\u5fcd\u53d7\u4e0d\u4e86\u53d1\u95ee\u4eba\u5bf9\u82f1\u4f1f\u8fbe\u7ade\u4e89\u6001\u52bf\u7684\u8d28\u7591\uff0c\u8bed\u8c03\u6709\u4e9b\u201c\u6d6a\u201d\u4e86\u3002\u4ed6\u53e3\u4e2d\u6240\u8c13\u7684\u7ade\u4e89\u5bf9\u624b\uff0c\u4e4d\u4e00\u770b\u4e0a\u53bb\u8bf4\u7684\u662fAMD\u6216\u8005\u82f1\u7279\u5c14\uff0c\u4f46\u4ed4\u7ec6\u54c1\u5473\uff0c\u662f\u8bf4\u7ed9\u53e6\u4e00\u4e2a\u9886\u57df\u7684\u7ade\u4e89\u5bf9\u624b\u542c\u7684\uff0c\u5373ASIC\uff08\u4e13\u7528\u82af\u7247\uff09\u7684\u6218\u573a\u3002<\/p>\n

\n \u987b\u77e5\uff0c\u82f1\u4f1f\u8fbe\u5728\u9ad8\u6027\u80fdGPU\uff08HPC\u548cAI\u52a0\u901f\u5668\u9886\u57df\uff09\u5c31\u5728\u5168\u7403\u5403\u6389\u4e86\u63a5\u8fd1450\u4ebf\u7f8e\u5143\u7684\u76d8\u5b50\uff0c\u800cASIC\u5e02\u573a2023\u5e74\u6ee1\u6253\u6ee1\u7b97\u4e5f\u53ea\u6709200\u4ebf\u7f8e\u5143\uff0c\u524d\u8005\u7684\u9ad8\u5784\u65ad\u6027\u770b\u8d77\u6765\u6682\u65f6\u4e0d\u7528\u62c5\u5fc3\u4ee5\u535a\u901a\u3001Marvell\u4e3a\u4ee3\u8868\u5b9a\u5236\u5316\u82af\u7247\u5bf9\u5176\u5e02\u573a\u4efd\u989d\u7684\u4fb5\u8680\u3002\n <\/p>\n

\n \u4f46\u4f60\u8981\u8bf4\u9ec4\u4ec1\u52cb\u4e0d\u7740\u6025\u90a3\u80af\u5b9a\u662f\u5047\u7684\u3002AI\u5927\u6f6e\u7684\u63a8\u52a8\u4e0b\uff0c\u6bd4\u5982TPU\u5728Google Cloud\u4e0a\u7684\u5e94\u7528\uff0c\u6216\u8005\u4e9a\u9a6c\u900aAWS\u7684Trainium\/Inferentia\u8ba9\u4e0d\u5c11\u516c\u53f8\u5728\u8003\u8651ASIC\u65b9\u6848\u30022023\u5e74\u5c31\u6709\u98ce\u4f20\u82f1\u4f1f\u8fbe\u4e5f\u60f3\u8fdb\u5165ASIC\u8fd9\u4e2a\u9886\u57df\uff0c\u4e3a\u7f8e\u56fd\u8bf8\u591aCSP\uff08\u4e91\u670d\u52a1\u5546\uff09\u63d0\u4f9b\u5b9a\u5236\u5316\u670d\u52a1\u3002\n <\/p>\n

\n OpenAI\u4e5f\u5728\u201c\u80cc\u523a\u201d\u82f1\u4f1f\u8fbe\uff1f<\/strong>\n <\/p>\n

\u636e\u8def\u900f\u793e\u8fd1\u65e5\u62a5\u9053\uff0cOpenAI\u6b63\u5728\u901a\u8fc7\u5f00\u53d1\u5176\u9996\u6b3e\u81ea\u5bb6\u4eba\u5de5\u667a\u80fd\u82af\u7247\uff0c\u4ee5\u51cf\u5c11\u5176\u5bf9\u82f1\u4f1f\u8fbe\u82af\u7247\u7684\u9700\u6c42\u3002\u8def\u900f\u793e\u8fd8\u58f0\u79f0OpenAI\u5c06\u5728\u8fd1\u51e0\u4e2a\u6708\u5185\u786e\u5b9a\u5176\u82af\u7247\u7684\u6700\u7ec8\u8bbe\u8ba1\uff0c\u5e76\u5c06\u65b9\u6848\u4ea4\u7531\u53f0\u79ef\u7535\u8fdb\u884c\u6d41\u7247\u6d4b\u8bd5\u3002<\/p>\n

\n \u591a\u5e74\u4ee5\u6765\uff0cOpenAI\u4e00\u76f4\u662f\u82f1\u4f1f\u8fbe\u7684\u5927\u4e3b\u987e\u4e4b\u4e00\u3002\u4ed6\u4eec\u8003\u8651\u975e\u901a\u7528\u6027GPU\u65b9\u6848\uff0c\u65e0\u5f02\u4e8e\u662f\u5bf9\u82f1\u4f1f\u8fbe\u7684\u4e00\u79cd\u80cc\u523a\u3002\n <\/p>\n

\n OpenAI\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u4efb\u52a1\u9ad8\u5ea6\u4f9d\u8d56\u82f1\u4f1f\u8fbe\u7684\u9ad8\u6027\u80fdGPU\uff08\u5982 A100\u3001H100\uff09\u3002OpenAI\u57282020\u5e74\u7684\u8bba\u6587\u4e2d\u66fe\u63d0\u5230\uff0cGPT-3\u7684\u8bad\u7ec3\u4f7f\u7528\u4e86\u7ea61\u4e07\u5757V100 GPU\u3002\u4e0d\u8fc7\uff0cOpenAI\u5e76\u672a\u516c\u5f00\u62ab\u9732\u5176\u4ece\u82f1\u4f1f\u8fbe\u91c7\u8d2d\u7684GPU\u5177\u4f53\u6570\u91cf\uff0c\u8fd9\u7c7b\u4fe1\u606f\u901a\u5e38\u88ab\u89c6\u4e3a\u5546\u4e1a\u673a\u5bc6\u6216\u6d89\u53ca\u5408\u4f5c\u4f19\u4f34\u534f\u8bae\uff0c\u56e0\u6b64\u5916\u754c\u96be\u4ee5\u83b7\u5f97\u51c6\u786e\u6570\u636e\u3002\n <\/p>\n

\u9664\u4e86\u91c7\u8d2dGPU\uff0c\u4ed6\u4eec\u4e4b\u95f4\u7684\u5408\u4f5c\u6a21\u5f0f\u8fd8\u6709\u4e24\u70b9\u9700\u8981\u6307\u51fa\uff1aOpenAI \u6df1\u5ea6\u4f9d\u8d56\u82f1\u4f1f\u8fbe\u7684CUDA\u5e76\u884c\u8ba1\u7b97\u5e73\u53f0\u548ccuDNN\u52a0\u901f\u5e93\uff0c\u4ee5\u6700\u5927\u5316GPU\u5728\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\uff1b\u82f1\u4f1f\u8fbeOpenAI\u8fd8\u6709\u95f4\u63a5\u5408\u4f5c\uff0c\u901a\u8fc7\u5408\u4f5c\u4f19\u4f34\uff08\u5982\u5fae\u8f6fAzure\u3001\u4e9a\u9a6c\u900aAWS\uff09\u4e3aOpenAI\u63d0\u4f9b\u4e91GPU\u8d44\u6e90\uff0c\u652f\u6301\u5176\u5f39\u6027\u8ba1\u7b97\u9700\u6c42\u3002<\/p>\n

\n \n <\/p>\n

\n \u82f1\u4f1f\u8fbe\u9996\u4e2aDGX H200\u7ed9\u5230OpenAI\n <\/p>\n

\n OpenAI\u5728\u601d\u8003\u7528\u66f4\u4e13\u7528\u786c\u4ef6ASIC\u7684\u53ef\u80fd\uff0c\u6b65\u5fae\u8f6fMaia AI\u82af\u7247\u548c\u8c37\u6b4cTPU\u7684\u540e\u5c18\uff0c\u4e3b\u8981\u4e5f\u662f\u82e6\u82f1\u4f1f\u8fbe\u4e45\u77e3\u3002\n <\/p>\n

\n \u82f1\u4f1f\u8fbe\u901a\u7528\u9ad8\u7aefGPU\u4e0d\u4ec5\u4ef7\u683c\u6602\u8d35\uff0c\u800c\u4e14\u529f\u8017\u6781\u9ad8\uff0c\u4e14\u6709\u5f88\u5f3a\u7684\u5b9a\u4ef7\u6743\uff0c\u635f\u4f24\u4e86OpenAI\u7684\u201c\u81ea\u5c0a\u5fc3\u201d\u548c\u8d22\u52a1\u6bdb\u5229\u7387\uff0c\u800c\u4e14\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u524a\u5f31\u4e86\u5176\u632f\u81c2\u4e00\u547c\u641e\u201c\u661f\u9645\u4e4b\u95e8\u201d\u7684\u8bdd\u8bed\u6743\u548c\u9886\u5bfc\u6743\u3002\n <\/p>\n

OpenAI\u6562\u8fc8\u51fa\u8fd9\u4e00\u6b65\uff0c\u4e5f\u662f\u770b\u5230\u4e86\u5546\u7528\u5b9e\u5730\u843d\u5730\u7684\u53ef\u80fd\u6027\u2014\u2014\u8e29\u7740\u8c37\u6b4cTPU\u7684\u8f95\u8f90\u524d\u8fdb\u3002<\/p>\n

\n TPU\u662f\u8c37\u6b4c\u4e13\u95e8\u4e3a\u673a\u5668\u5b66\u4e60\uff08\u5c24\u5176\u662f\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u548c\u63a8\u7406\uff09\u800c\u8bbe\u8ba1\u7684ASIC\uff0c\u4ece\u786c\u4ef6\u5230\u8f6f\u4ef6\u5168\u6808\u4f18\u5316\uff0c\u907f\u514d\u4e86GPU\u7684\u901a\u7528\u8ba1\u7b97\u5197\u4f59\u3002\n <\/p>\n

\n \u8c37\u6b4c\u5355\u82af\u7247TPU v4\u7684FP16\u6027\u80fd\u7ea6275 TFLOPS\uff0c\u800c\u82f1\u4f1f\u8fbeH100\u7684FP16\u7b97\u529b\u4e3a400 TFLOPS\uff0c\u770b\u8d77\u6765\u5dee\u8ddd\u5de8\u5927\uff0c\u4f46TPU v4\u53ef\u4ee5\u7528\u201c\u6253\u7fa4\u67b6\u201d\u7684\u65b9\u5f0f\u907f\u514d\u5355\u6253\u72ec\u6597\u7684\u52a3\u52bf<\/strong>\uff0c\u800c\u4e14\uff0cTPU\u7684\u4e13\u7528\u63a8\u7406\u786c\u4ef6\u5728\u4f4e\u5ef6\u8fdf\u573a\u666f\u4e2d\u8868\u73b0\u66f4\u4f18\u3002\n <\/p>\n

\n \u867d\u7136\u82f1\u4f1f\u8fbe\u9ad8\u7aefGPU\u4e5f\u9700\u8981HBM\uff0c\u4f46TPU\u91c7\u7528\u7684HBM\u9ad8\u5e26\u5bbd\u5185\u5b58\u4e0e\u8ba1\u7b97\u5355\u5143\u7d27\u5bc6\u8026\u5408\uff0c\u51cf\u5c11\u6570\u636e\u642c\u8fd0\u5f00\u9500\uff0c\u82f1\u4f1f\u8fbeGPU\u9700\u901a\u8fc7\u663e\u5b58\u7ba1\u7406\u4f18\u5316\u624d\u80fd\u907f\u514d\u74f6\u9888\u3002\n <\/p>\n

\u53e6\u5916\u8fd8\u6709\u5f88\u91cd\u8981\u7684\u4e00\u70b9\uff0c\u5c31\u547c\u5e94\u5230\u4e86\u672c\u6587\u5f00\u5934\u7684\u8bdd\u9898\uff1a\u6210\u672c<\/strong>\u3002\n <\/p>\n

\n \u5728\u8c37\u6b4c\u4e91\u5e73\u53f0\uff0cTPU\u7684\u6309\u9700\u8ba1\u8d39\u6210\u672c\u53ef\u80fd\u4f4e\u4e8e\u540c\u7b49\u7b97\u529b\u7684GPU\u5b9e\u4f8b\uff0c\u5c24\u5176\u5bf9\u957f\u671f\u8bad\u7ec3\u4efb\u52a1\u6216\u6279\u91cf\u63a8\u7406\u66f4\u5177\u6027\u4ef7\u6bd4\u3002TPU\u4f5c\u4e3a\u6258\u7ba1\u670d\u52a1\uff0c\u7528\u6237\u65e0\u9700\u5173\u6ce8\u5e95\u5c42\u786c\u4ef6\u8fd0\u7ef4\uff0c\u800c\u81ea\u5efaGPU\u96c6\u7fa4\u9700\u6295\u5165\u66f4\u591a\u8fd0\u7ef4\u8d44\u6e90\u3002\n <\/p>\n

\n \u8fd9\u4e00\u5207\uff0c\u52a0\u901f\u4e86OpenAI\u4e0e\u82f1\u4f1f\u8fbe\u8f6f\u8131\u94a9\u7684\u5ff5\u60f3\uff0c\u53cc\u65b9\u6709\u4e86\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u7684\u79bb\u5fc3\u529b\u3002\n <\/p>\n

\n \u5c3d\u7ba1\u5982\u6b64\uff0c\u91c7\u7528ASIC\u65b9\u6848\u7684\u5c40\u9650\u6027\u4f9d\u7136\u5341\u5206\u660e\u663e\uff0cTPU\u7ed1\u5b9a\u4e86\u7279\u5b9a\u6846\u67b6\uff08TensorFlow\/JAX\uff09\uff0c\u800cGPU\u652f\u6301\u66f4\u5e7f\u6cdb\u7684\u5f00\u6e90\u5de5\u5177\u548c\u79c1\u6709\u5316\u90e8\u7f72\uff0c\u800c\u4e14\uff0cASIC\u4e00\u65e6\u6d41\u7247\u65e0\u6cd5\u4fee\u6539\uff0c\u800cGPU\u53ef\u901a\u8fc7\u67b6\u6784\u5347\u7ea7\u548c\u8f6f\u4ef6\u4f18\u5316\u9002\u5e94\u65b0\u9700\u6c42\u3002\n <\/p>\n

\n \u82f1\u4f1f\u8fbeGPU\u7684\u201c\u4e13\u7528\u7279\u6027\u201d<\/strong>\n <\/p>\n

\u9ec4\u4ec1\u52cb\u5728\u4e1a\u754c\u4ee5\u5371\u673a\u611f\u55c5\u89c9\u8457\u79f0\uff0c\u4ed6\u7684\u540d\u8a00\u201c\u8981\u65f6\u523b\u4e3a\u4f01\u4e1a\u4e00\u4e2a\u6708\u5185\u7834\u4ea7\u505a\u597d\u51c6\u5907\u201d\u4eab\u8a89\u5168\u7403\uff0c\u4ed6\u4e0d\u65ad\u7763\u4fc3\u81ea\u5df1\u6d1e\u5bdf\u4e00\u5207\u53ef\u80fd\u7684\u6311\u6218\u548c\u5371\u673a\u3002<\/p>\n

\n ASIC\u7684\u51b2\u51fb\uff0c\u4ed6\u4e5f\u6d1e\u82e5\u89c2\u706b\u3002\n <\/p>\n

\n \u5728\u6700\u8fd1\u8fd9\u4e24\u4ee3\uff08Grace Hopper\u548cBlackwell\uff09\u7684AI\u52a0\u901f\u5668\u4e2d\uff0c\u4ed6\u5176\u5b9e\u5df2\u7ecf\u7528\u4e86\u201c\u901a\u7528 \u4e13\u7528\u201d\u7684\u6df7\u5408\u67b6\u6784\u3002\u4ed6\u660e\u767d\uff0cAI\u8bad\u7ec3\/\u63a8\u7406\u3001\u79d1\u5b66\u8ba1\u7b97\u7b49\u573a\u666f\u5bf9\u7b97\u529b\u9700\u6c42\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u901a\u7528\u67b6\u6784\u96be\u4ee5\u6ee1\u8db3\u80fd\u6548\u548c\u6027\u80fd\u8981\u6c42\u3002\u4e13\u7528\u786c\u4ef6\u53ef\u663e\u8457\u964d\u4f4e\u5927\u6a21\u578b\u8bad\u7ec3\u6210\u672c\uff08\u5982Blackwell\u7684FP4\/FP6\u652f\u6301\u7a00\u758f\u8ba1\u7b97\uff09\u3002\n <\/p>\n

\n \u56fd\u5185\u67d0\u77e5\u540dGPU\u56fe\u5f62\u6e32\u67d3\u4f9b\u5e94\u5546\u5e02\u573a\u4e3b\u7ba1\u544a\u8bc9\u5fc3\u667a\u89c2\u5bdf\u6240\uff0c\u901a\u7528\u82af\u7247\u6027\u80fd\u63d0\u5347\u8d8b\u7f13\uff0c\u901a\u8fc7\u9886\u57df\u4e13\u7528\u67b6\u6784\uff08DSA\uff09\u5b9e\u73b0\u5dee\u5f02\u5316\u4f1a\u6210\u4e3a\u5fc5\u7136\u9009\u62e9\u3002\n <\/p>\n

Grace Hopper\u548cBlackwell\u6b63\u5728\u4e0d\u65ad\u589e\u52a0\u4e13\u7528\u786c\u4ef6\u5355\u5143\uff0c\u6bd4\u5982\u9488\u5bf9\u6df1\u5ea6\u5b66\u4e60\u77e9\u9635\u8fd0\u7b97\u4f18\u5316\uff08FP16\/FP8\u7cbe\u5ea6\u3001\u7a00\u758f\u8ba1\u7b97\uff09\u7684Tensor Core\u4e13\u7528\u4e8e\u5149\u7ebf\u8ffd\u8e2a\u7684\u786c\u4ef6\u52a0\u901f\u7684RT Core\uff0c\u9488\u5bf9\u5927\u89c4\u6a21AI\u96c6\u7fa4\u505a\u4e86\u901a\u4fe1\u4f18\u5316\uff08\u5982Grace Hopper\u7684\u82af\u7247\u95f4\u4e92\u8fde\uff09\uff0cBlackwell\u67b6\u6784\u8fd8\u76f4\u63a5\u9762\u5411\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u505a\u4e86\u786c\u4ef6\u52a0\u901fTransformer\u5f15\u64ce\u3002<\/p>\n

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\n \u4ecd\u7136\u9700\u8981\u6307\u51fa\u7684\u662f\uff0c\u82f1\u4f1f\u8fbe\u7684\u9ad8\u7aefGPU\u786e\u5b9e\u5728\u5411\u9886\u57df\u4e13\u7528\u67b6\u6784\uff08DSA\uff09\u6f14\u8fdb\uff0c\u4f46\u5176\u672c\u8d28\u4ecd\u662f\u4ee5\u901a\u7528\u6027\u4e3a\u57fa\u7840\u3001\u901a\u8fc7\u4e13\u7528\u6a21\u5757\u63d0\u5347\u5173\u952e\u573a\u666f\u6548\u7387\u7684\u6df7\u5408\u6a21\u5f0f\uff0c\u4e0eASIC\u7684\u5b8c\u5168\u56fa\u5316\u8bbe\u8ba1\u6709\u672c\u8d28\u533a\u522b\u3002\n <\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"

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