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\"\u6700\u65b0\u82f1\u4f1f\u8fbe\u7ecf\u6d4e\u5b66\uff1a\u6bcf\u7f8e\u5143\u6027\u80fd\u662fAMD\u768415\u500d\uff0c\u201c\u4e70\u8d8a\u591a\u7701\u8d8a\u591a\u201d\u662f\u771f\u7684\"\/<\/div><\/figure>\n
\"\u6700\u65b0\u82f1\u4f1f\u8fbe\u7ecf\u6d4e\u5b66\uff1a\u6bcf\u7f8e\u5143\u6027\u80fd\u662fAMD\u768415\u500d\uff0c\u201c\u4e70\u8d8a\u591a\u7701\u8d8a\u591a\u201d\u662f\u771f\u7684\"\/<\/div><\/figure>\n
\"\u6700\u65b0\u82f1\u4f1f\u8fbe\u7ecf\u6d4e\u5b66\uff1a\u6bcf\u7f8e\u5143\u6027\u80fd\u662fAMD\u768415\u500d\uff0c\u201c\u4e70\u8d8a\u591a\u7701\u8d8a\u591a\u201d\u662f\u771f\u7684\"\/<\/div><\/figure>\n
\"\u6700\u65b0\u82f1\u4f1f\u8fbe\u7ecf\u6d4e\u5b66\uff1a\u6bcf\u7f8e\u5143\u6027\u80fd\u662fAMD\u768415\u500d\uff0c\u201c\u4e70\u8d8a\u591a\u7701\u8d8a\u591a\u201d\u662f\u771f\u7684\"\/<\/div><\/figure>\n

\u4e3a\u4ec0\u4e48AI\u7b97\u529b\u9738\u4e3b\u6c38\u8fdc\u662f\u82f1\u4f1f\u8fbe\uff1f<\/p>\n

\u4e0d\u7b97\u4e0d\u77e5\u9053\uff0c\u4e00\u7b97\u5413\u4e00\u8df3\uff1a\u5728\u82f1\u4f1f\u8fbe\u5e73\u53f0\u6bcf\u82b1\u4e00\u7f8e\u5143\uff0c\u83b7\u5f97\u7684\u6027\u80fd\u662fAMD\u768415\u500d\u3002<\/p>\n

\u5c3d\u7ba1\u82f1\u4f1f\u8fbe\u5356\u7684\u66f4\u8d35\uff0c\u4f46\u53ea\u8981\u4e70\u9f50\u4e00\u5957\uff0c\u5c31\u66f4\u7701\u94b1\u3002<\/p>\n

\u6765\u81eaSignal65\u7684\u4e00\u4efd\u6700\u65b0\u8be6\u5c3d\u62a5\u544a\u63ed\u793a\u4e86\u8fd9\u4e2a\u73b0\u5b9e\uff0c\u4e00\u5b9a\u6761\u4ef6\u4e0b\u751f\u6210\u540c\u6837\u6570\u91cf\u7684token\uff0c\u82f1\u4f1f\u8fbe\u7684\u6210\u672c\u53ea\u6709AMD\u7684\u5341\u4e94\u5206\u4e4b\u4e00\u3002<\/p>\n

\u8fd9\u4efd\u62a5\u544a\u57fa\u4e8eSemiAnalysis Inference MAX\u7684\u516c\u5f00\u57fa\u51c6\u6d4b\u8bd5\u6570\u636e\uff0c\u65f6\u95f4\u8de8\u5ea6\u4ece2025\u5e7410\u6708\u523012\u6708\uff0c\u8986\u76d6\u4e86\u4ece\u5bc6\u96c6\u6a21\u578b\u5230\u524d\u6cbfMoE\u63a8\u7406\u6a21\u578b\u7684\u5168\u573a\u666f\u6d4b\u8bd5\u3002<\/p>\n

\u9ec4\u4ec1\u52cb\u7684\u201c\u4e70\u7684\u8d8a\u591a\uff0c\u7701\u7684\u8d8a\u591a\u201d\u539f\u6765\u662f\u771f\u7684\u3002<\/p>\n

AI\u6a21\u578b\u6b63\u5728\u7ecf\u5386\u4e00\u573a\u67b6\u6784\u9769\u547d\uff0c\u6253\u5f00Artificial Analysis\u6392\u884c\u699c\u5c31\u4f1a\u53d1\u73b0\uff0c\u667a\u80fd\u5ea6\u6392\u540d\u524d\u5341\u7684\u5f00\u6e90\u6a21\u578b\u6e05\u4e00\u8272\u90fd\u662fMoE\uff08Mixture of Experts\uff0c\u4e13\u5bb6\u6df7\u5408\uff09\u63a8\u7406\u6a21\u578b\u3002<\/p>\n

\u53e6\u4e00\u9879\u6765\u81eaOpenRouter\u7684\u6570\u636e\u663e\u793a\uff0c\u8d85\u8fc750%\u7684token\u6d41\u91cf\u6b63\u5728\u88ab\u8def\u7531\u5230\u63a8\u7406\u6a21\u578b\u4e0a\u3002<\/p>\n

MoE\u67b6\u6784\u7684\u6838\u5fc3\u601d\u8def\u662f\u628a\u6a21\u578b\u53c2\u6570\u62c6\u5206\u6210\u591a\u4e2a\u4e13\u95e8\u5316\u7684\u201c\u4e13\u5bb6\u201d\u5b50\u7f51\u7edc\uff0c\u6bcf\u4e2atoken\u53ea\u6fc0\u6d3b\u5176\u4e2d\u4e00\u5c0f\u90e8\u5206\u3002<\/p>\n

\u4ee5\u7ecf\u5178\u7684DeepSeek-R1\u4e3a\u4f8b\uff0c\u5b83\u62e5\u67096710\u4ebf\u603b\u53c2\u6570\uff0c\u4f46\u6bcf\u4e2atoken\u53ea\u6fc0\u6d3b370\u4ebf\u2014\u2014\u8fd9\u8ba9\u5b83\u80fd\u4ee5\u66f4\u4f4e\u7684\u8ba1\u7b97\u6210\u672c\u63d0\u4f9b\u524d\u6cbf\u7ea7\u522b\u7684\u667a\u80fd\u3002<\/p>\n

\u95ee\u9898\u968f\u4e4b\u800c\u6765\u3002\u5f53\u4e13\u5bb6\u5206\u5e03\u5728\u591a\u5757GPU\u4e0a\u65f6\uff0cGPU\u4e4b\u95f4\u7684\u901a\u4fe1\u5ef6\u8fdf\u4f1a\u5bfc\u81f4\u8ba1\u7b97\u5355\u5143\u7a7a\u95f2\u7b49\u5f85\u6570\u636e\uff0c\u8fd9\u4e9b\u7a7a\u95f2\u65f6\u95f4\u76f4\u63a5\u8f6c\u5316\u4e3a\u670d\u52a1\u5546\u7684\u6210\u672c\u3002<\/p>\n

\u62a5\u544a\u6307\u51fa\uff0c\u65e0\u8bba\u662f\u82f1\u4f1f\u8fbeB200\u8fd8\u662fAMD MI355X\uff0c\u6240\u67098\u5361\u7cfb\u7edf\u5728\u8d85\u51fa\u5355\u8282\u70b9\u89c4\u6a21\u540e\u90fd\u4f1a\u649e\u4e0a\u201c\u6269\u5c55\u5929\u82b1\u677f\u201d\uff08scaling ceiling\uff09\u3002<\/p>\n

\u82f1\u4f1f\u8fbeGB200 NVL72\u7684\u89e3\u6cd5\u662f\u628a72\u5757GPU\u901a\u8fc7NVLink\u8fde\u63a5\u6210\u4e00\u4e2a\u5355\u4e00\u57df\uff0c\u63d0\u4f9b130 TB\/s\u7684\u4e92\u8054\u5e26\u5bbd\u3002<\/p>\n

\u5728\u8f6f\u4ef6\u5c42\u9762\uff0c\u6574\u4e2a\u7cfb\u7edf\u5c31\u50cf\u4e00\u5757\u5de8\u578bGPU\u4e00\u6837\u8fd0\u4f5c\u3002\u914d\u5408\u82f1\u4f1f\u8fbeDynamo\u63a8\u7406\u6846\u67b6\u7684\u5206\u79bb\u5f0f\u9884\u586b\u5145-\u89e3\u7801\u8c03\u5ea6\u548c\u52a8\u6001KV\u7f13\u5b58\u8def\u7531\uff0c\u8fd9\u5957\u67b6\u6784\u80fd\u591f\u6709\u6548\u7a81\u78348\u5361\u7cfb\u7edf\u7684\u901a\u4fe1\u74f6\u9888\u3002<\/p>\n

\u62a5\u544a\u6d4b\u8bd5\u4e86\u4e09\u7c7b\u5178\u578b\u6a21\u578b\uff1a\u6a21\u578b\u8d8a\u590d\u6742\uff0c\u82f1\u4f1f\u8fbe\u7684\u4f18\u52bf\u8d8a\u660e\u663e\u3002<\/p>\n

\u5728\u5bc6\u96c6\u6a21\u578bLlama 3.3 70B\u4e0a\uff0c\u82f1\u4f1f\u8fbeB200\u5bf9\u6bd4AMD MI355X\u7684\u9886\u5148\u5e45\u5ea6\u76f8\u5bf9\u6e29\u548c\u3002<\/p>\n

\u5728\u57fa\u7ebf\u4ea4\u4e92\u6027\uff0830 tokens\/sec\/user\uff09\u4e0b\uff0cB200\u7684\u6027\u80fd\u7ea6\u4e3aMI355X\u76841.8\u500d\uff1b\u5f53\u4ea4\u4e92\u6027\u8981\u6c42\u63d0\u5347\u5230110 tokens\/sec\/user\u65f6\uff0c\u8fd9\u4e00\u5dee\u8ddd\u6269\u5927\u52306\u500d\u4ee5\u4e0a\u3002<\/p>\n

\u4e2d\u7b49\u89c4\u6a21\u7684MoE\u6a21\u578bGPT-OSS-120B\u5f00\u59cb\u8ba9\u5dee\u8ddd\u53d8\u5f97\u66f4\u52a0\u663e\u8457\u3002<\/p>\n

\u8fd9\u6b3eOpenAI\u5f00\u6e90\u6a21\u578b\u62e5\u67091170\u4ebf\u603b\u53c2\u6570\uff0c\u4f46\u6bcf\u4e2atoken\u53ea\u6fc0\u6d3b\u7ea651\u4ebf\u53c2\u6570\u3002\u57282025\u5e7412\u6708\u7684\u6d4b\u8bd5\u6570\u636e\u4e2d\uff0c100 tokens\/sec\/user\u4ea4\u4e92\u6027\u4e0bB200\u7684\u6027\u80fd\u63a5\u8fd1MI355X\u76843\u500d\u3002<\/p>\n

\u5728\u66f4\u7b26\u5408\u63a8\u7406\u6a21\u578b\u9700\u6c42\u7684250 tokens\/sec\/user\u6761\u4ef6\u4e0b\uff0c\u5dee\u8ddd\u6269\u5927\u52306.6\u500d\u3002<\/p>\n

\u4e24\u4e2a\u5e73\u53f0\u7684\u7edd\u5bf9\u6027\u80fd\u76f8\u6bd410\u6708\u90fd\u6709\u663e\u8457\u63d0\u5347\uff0c\u82f1\u4f1f\u8fbe\u7684\u5cf0\u503c\u541e\u5410\u4ece\u7ea67000 tokens\/sec\u8dc3\u5347\u81f314000\u4ee5\u4e0a\uff0cAMD\u5219\u4ece\u7ea66000\u63d0\u5347\u52308500\u5de6\u53f3\uff0c\u4f46\u76f8\u5bf9\u5dee\u8ddd\u53cd\u800c\u62c9\u5927\u4e86\u3002<\/p>\n

\u771f\u6b63\u7684\u5206\u6c34\u5cad\u51fa\u73b0\u5728\u524d\u6cbf\u63a8\u7406\u6a21\u578bDeepSeek-R1\u4e0a\u3002<\/p>\n

\u8fd9\u6b3e\u6a21\u578b\u96c6MoE\u8def\u7531\u3001\u5927\u53c2\u6570\u89c4\u6a21\u548c\u9ad8\u5f3a\u5ea6\u63a8\u7406\u751f\u6210\u4e8e\u4e00\u8eab\uff0c\u5bf9\u57fa\u7840\u8bbe\u65bd\u7684\u8981\u6c42\u6781\u4e3a\u82db\u523b\u3002<\/p>\n

\u6d4b\u8bd5\u7ed3\u679c\u663e\u793a\uff1a\u572825 tokens\/sec\/user\u4ea4\u4e92\u6027\u4e0b\uff0cGB200 NVL72\u7684\u6bcfGPU\u6027\u80fd\u662fH200\u768410\u500d\u3001MI325X\u768416\u500d\uff1b\u572860 tokens\/sec\/user\u4e0b\uff0c\u76f8\u6bd4H200\u7684\u4f18\u52bf\u6269\u5927\u523024\u500d\uff0c\u76f8\u6bd4MI355X\u8fbe\u523011.5\u500d\uff1b\u572875 tokens\/sec\/user\u4e0b\uff0cGB200 NVL72\u7684\u6027\u80fd\u662fB200\u5355\u8282\u70b9\u914d\u7f6e\u76846.5\u500d\uff0c\u662fMI355X\u768428\u500d\u3002<\/p>\n

\u66f4\u5173\u952e\u7684\u662f\uff0cGB200 NVL72\u80fd\u591f\u8fbe\u5230\u7ade\u4e89\u5e73\u53f0\u6839\u672c\u65e0\u6cd5\u4f01\u53ca\u7684\u6c34\u5e73\uff0c\u572828\u5361\u914d\u7f6e\u4e0b\u53ef\u4ee5\u8f93\u51fa\u8d85\u8fc7275 tokens\/sec\/user\uff0c\u800cMI355X\u5728\u76f8\u5f53\u541e\u5410\u6c34\u5e73\u4e0b\u7684\u5cf0\u503c\u53ea\u670975 tokens\/sec\/user\u3002<\/p>\n

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\u5982\u679c\u53c2\u7167CoreWeave\u7684\u5b9a\u4ef7\uff0cGB200 NVL72\u76f8\u6bd4\u4e0a\u4e00\u4ee3H200\u7684\u4ef7\u683c\u4e5f\u8d35\u4e86\u7ea61.67\u500d\u3002<\/p>\n

\u4f46\u62a5\u544a\u7684\u8ba1\u7b97\u63ed\u793a\u4e86\u4e00\u4e2a\u53cd\u76f4\u89c9\u7684\u7ed3\u8bba\uff1a<\/p>\n

\u572825 tokens\/sec\/user\u4ea4\u4e92\u6027\u4e0b\uff0cGB200 NVL72\u7684\u6027\u80fd\u4f18\u52bf\u4e3a5.85\u500d\uff0c\u9664\u4ee51.86\u500d\u7684\u4ef7\u683c\u6ea2\u4ef7\uff0c\u6bcf\u7f8e\u5143\u6027\u80fd\u4ecd\u662fMI355X\u76843.1\u500d\u3002<\/p>\n

\u572875 tokens\/sec\/user\u4ea4\u4e92\u6027\u4e0b\uff0c28\u500d\u7684\u6027\u80fd\u4f18\u52bf\u9664\u4ee51.86\u500d\u7684\u4ef7\u683c\uff0c\u6bcf\u7f8e\u5143\u6027\u80fd\u8fbe\u5230MI355X\u768415\u500d\uff0c\u8fd9\u610f\u5473\u7740\u751f\u6210\u540c\u7b49\u6570\u91cf\u7684token\uff0c\u82f1\u4f1f\u8fbe\u5e73\u53f0\u7684\u6210\u672c\u53ea\u6709AMD\u7684\u5341\u4e94\u5206\u4e4b\u4e00\u3002<\/p>\n

\u4e0e\u4e0a\u4e00\u4ee3\u4ea7\u54c1\u7684\u5bf9\u6bd4\u540c\u6837\u60ca\u4eba\u3002<\/p>\n

\u62a5\u544a\u4f30\u7b97\u5728DeepSeek-R1\u7684\u5178\u578b\u5de5\u4f5c\u8d1f\u8f7d\u4e0b\uff0cGB200 NVL72\u76f8\u6bd4H200\u7684\u6027\u80fd\u63d0\u5347\u7ea620\u500d\u3002<\/p>\n

\u800cGB200 NVL72\u4ef7\u683c\u4ec5\u4e0a\u6da81.67\u500d\uff0c\u6362\u7b97\u4e0b\u6765\u6bcf\u7f8e\u5143\u6027\u80fd\u63d0\u5347\u7ea612\u500d\uff0c\u5355token\u6210\u672c\u964d\u81f3H200\u7684\u5341\u4e8c\u5206\u4e4b\u4e00\u3002<\/p>\n

MoE\u63a8\u7406\u8ba9\u7f51\u7edc\u6210\u4e3a\u63a8\u7406\u6210\u672c\u7684\u74f6\u9888\uff0c\u800c\u673a\u67dc\u7ea7\u7684GB200 NVL72\u6070\u597d\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u4ef7\u503c\u7684\u8861\u91cf\u6807\u51c6\u6b63\u5728\u4ece\u5355\u7eaf\u7684\u7b97\u529b\u8f6c\u5411\u201c\u6bcf\u7f8e\u5143\u80fd\u4ea7\u51fa\u591a\u5c11\u667a\u80fd\u201d\u3002<\/p>\n

\u62a5\u544a\u5728\u7ed3\u8bba\u4e2d\u6307\u51fa\uff0cAMD\u7684\u7ade\u4e89\u529b\u5e76\u672a\u88ab\u5b8c\u5168\u5426\u5b9a\u2014\u2014\u5728\u5bc6\u96c6\u6a21\u578b\u548c\u5bb9\u91cf\u9a71\u52a8\u7684\u573a\u666f\u4e0b\uff0cMI325X\u548cMI355X\u4ecd\u6709\u7528\u6b66\u4e4b\u5730\u3002<\/p>\n

AMD\u7684\u673a\u67dc\u7ea7\u89e3\u51b3\u65b9\u6848Helios\u4e5f\u5728\u5f00\u53d1\u4e2d\uff0c\u53ef\u80fd\u5728\u672a\u676512\u4e2a\u6708\u5185\u7f29\u5c0f\u5dee\u8ddd\u3002<\/p>\n

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\u53c2\u8003\u94fe\u63a5\uff1a[1]https:\/\/signal65.com\/research\/ai\/from-dense-to-mixture-of-experts-the-new-economics-of-ai-inference\/<\/p>\n

\n

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