{"id":39815,"date":"2025-04-01T09:02:22","date_gmt":"2025-04-01T01:02:22","guid":{"rendered":"https:\/\/17aitech.com\/?p=39815"},"modified":"2025-04-01T09:02:22","modified_gmt":"2025-04-01T01:02:22","slug":"%e4%b8%87%e5%ad%97%e9%95%bf%e6%96%87%e6%80%bb%e7%bb%93%ef%bc%9adeepseek-%e5%bc%95%e5%8f%91%e7%9a%84-ai-infra-%e5%8f%98%e9%9d%a9%e6%ad%a3%e5%9c%a8%e3%80%8c%e5%8a%a0%e9%80%9f%e3%80%8d%e4%b8%a8gair-live","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39815","title":{"rendered":"\u4e07\u5b57\u957f\u6587\u603b\u7ed3\uff1aDeepSeek \u5f15\u53d1\u7684 AI Infra \u53d8\u9769\u6b63\u5728\u300c\u52a0\u901f\u300d\u4e28GAIR Live"},"content":{"rendered":"<p>\u4f5c\u8005\u4e28\u6731\u53ef\u8f69<\/p>\n<p>\u7f16\u8f91\u4e28\u9648\u5f69\u5a34<\/p>\n<p>DeepSeek \u5728\u8fdb\u4e00\u6b65\u70b9\u71c3\u00a0AI Infra\u00a0\u53ef\u80fd\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u5e26\u6765\u4e86\u65b0\u7684\u7ade\u4e89\u683c\u5c40\uff0c\u5728 DeepSeek 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\u5f00\u6e90\u90a3\u4e00\u5468\u6301\u7eed\u4e0d\u65ad\u7ed9\u5927\u5bb6\u5e26\u6765\u9707\u64bc\uff0c\u5927\u5bb6\u5bf9 Infra \u7684\u91cd\u89c6\u7a0b\u5ea6\u66f4\u9ad8\u4e86\uff0c\u73b0\u5728\u4e5f\u6709\u5f88\u591a\u51e0\u767e\u4e0a\u5343\u5361\u7684\u96c6\u7fa4\u627e\u8fc7\u6765\u95ee\u80fd\u4e0d\u80fd\u4e5f\u7ed9\u6211\u4eec\u5f04\u4e2a\u4e13\u5bb6\u5e76\u884c\u7684\u65b9\u5f0f\uff0c\u7136\u540e PD \u5206\u79bb\u628a\u6210\u672c\u6253\u4e0b\u6765\u3002<\/p>\n<p>\u7136\u540e DeepSeek \u662f\u5bf9 H \u7cfb\u5217\u7684\u663e\u5361\u505a\u4e86\u5f88\u597d\u4f18\u5316\uff0c\u4f46\u5176\u4ed6\u6bd4\u5982\u56fd\u4ea7\u663e\u5361\u6216\u8005\u4e00\u4e9b\u8001\u7684\u5361\uff0c\u4ed6\u4eec\u5e76\u6ca1\u6709\u5f88\u597d\u5730\u652f\u6301 FP8\uff0c\u6240\u4ee5\u4e5f\u6709\u5f88\u591a\u5ba2\u6237\u53cd\u9988\u8bf4\u7528 BF16 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\u7684\u663e\u5361\u8fd8\u662f\u6709\u5f88\u591a\u673a\u4f1a\u7684\uff0c\u5b58\u91cf\u663e\u5361\u975e\u5e38\u591a\uff0c\u7528\u7684\u4eba\u975e\u5e38\u591a\uff0c\u8fd9\u4ef6\u4e8b\u8fd8\u662f\u86ee\u6709\u610f\u4e49\u7684\uff0c\u5f00\u6e90\u4e4b\u540e\u5173\u6ce8\u7684\u4eba\u5f88\u591a\uff0c\u540e\u7eed\u6211\u4eec\u4e5f\u4f1a\u6301\u7eed\u4e0d\u65ad\u53bb\u505a\u66f4\u597d\u7684\u9002\u914d\u3002<\/p>\n<p><strong>\u5218\u5b66\uff1a<\/strong>\u6211\u7684\u611f\u53d7\u7b2c\u4e00\u662f Deepseek \u5e26\u6765\u7684\u60ca\u559c\u662f\u5728 2048 \u4e2a GPU \u7ec4\u6210\u96c6\u7fa4\u7684\u60c5\u51b5\u4e0b\u7a81\u7834\u4e86\u786c\u4ef6\u7684\u7ea6\u675f\uff1b\u7b2c\u4e8c\u662f\u4ed6\u4eec\u63d0\u51fa\u901a\u4fe1\u7684\u91cd\u8981\u6027\uff0c\u628aGPU\u4e0eGPU\u95f4\u7684\u901a\u4fe1\u505a\u5230\u4e86\u6781\u81f4\uff0c\u9996\u6b21\u63d0\u51fa\u5c06\u901a\u4fe1\u73af\u8282\u4eceGPU\u7684SM\u6838\u5378\u8f7d\u51fa\u6765\u7684\u6982\u5ff5\uff0c\u6574\u4f53\u4ece\u8f6f\u786c\u4ef6\u5c42\u6709\u4e00\u4e2a\u4f53\u9a8c\u70b9\uff0c\u627e\u5230\u8fd9\u4e2a\u4f53\u9a8c\u70b9\u8fdb\u884c\u66f4\u9ad8\u5c42\u7ea7\u7684\u4f18\u5316\uff1b\u7b2c\u4e09\u662f DeepSeek \u7684 MLA \u548c MoE \u7684\u65b9\u6848\u4f7f\u5f97 KVCache \u5728 GPU \u548c GPU \u4e4b\u95f4\u7684\u642c\u79fb\u8981\u6c42\u66f4\u9ad8\uff0c\u5305\u62ec PTX \u5c42\u7684\u8ba1\u7b97\u5b9e\u9645\u4e0a\u5bf9\u6570\u636e\u4f20\u8f93\u548c\u8ba1\u7b97\u63d0\u51fa\u4e86\u5f88\u591a\u8981\u6c42\u3002\u5728\u9ad8\u80fd\u6548\u7684\u8ba1\u7b97\u548c\u901a\u4fe1\u4e4b\u4e0b\uff0c\u5305\u62ec\u901a\u4fe1\u548c\u8ba1\u7b97\u7684\u5806\u53e0\u5e76\u884c\u5316\uff0c\u662f\u503c\u5f97\u6211\u4eec\u5bf9 AI Infra \u4e0b\u4e00\u4ee3\u786c\u4ef6\u8bbe\u8ba1\u6709\u66f4\u597d\u601d\u8003\u7684\u3002<\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>\u6574\u4e2a\u884c\u4e1a\u7684\u6210\u672c\u56e0\u4e3a DeepSeek \u4e5f\u538b\u7f29\u5f97\u6bd4\u8f83\u5389\u5bb3\uff0c\u5927\u5bb6\u600e\u4e48\u770b\u4e91\u5382\u5546\u7684\u4ef7\u683c\u6218\uff1f\u4f1a\u5f71\u54cd\u521d\u521b\u516c\u53f8\u5417\uff1f<\/p>\n<p><strong>\u5f90\u51cc\u6770\uff1a<\/strong>\u8bb2\u6210\u672c\u8981\u9762\u5bf9\u7279\u5b9a\u5e02\u573a\uff0c\u5c31\u4ee5\u4e2d\u56fd\u6765\u8bb2\u6709\u4e24\u4e2a\u4e0d\u540c\u5e02\u573a\uff0c\u4e00\u4e2a\u662f\u4e91\u4e0a\u5927\u89c4\u6a21\u3001\u5927\u5e76\u884c\uff0c\u9700\u8981\u5927\u96c6\u7fa4\u505a\u5230\u6781\u81f4 token per second \u6027\u4ef7\u6bd4\uff0c\u53e6\u4e00\u4e2a\u662f\u7ebf\u4e0b\u672c\u5730\u5316\u90e8\u7f72\uff0c\u5728\u9884\u7b97\u6709\u9650\u7684\u60c5\u51b5\u4e0b\uff0c\u628a DeepSeek \u6ee1\u8840\u3001\u84b8\u998f\u7248\u7528\u8d77\u6765\u3002<\/p>\n<p>\u8fd9\u5bf9\u4e8e\u6211\u4eec AI Infra \u516c\u53f8\u6765\u8bb2\u4e5f\u5c31\u6709\u4e24\u4e2a\u9009\u62e9\uff0c\u4e00\u662f\u5f80\u66f4\u6781\u81f4\u65b9\u5411\u8d70\uff0c\u628a\u6210\u672c\u6253\u4e0b\u53bb\uff0c\u58c1\u5792\u76f8\u5f53\u9ad8\uff0c\u7b97\u6cd5\u5de5\u7a0b\u5e08\u8981\u61c2\u5de5\u7a0b\u7684\u4e1c\u897f\uff0c\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u8981\u61c2\u786c\u4ef6\u7684\u4e1c\u897f\uff0c\u751a\u81f3\u8981\u8003\u8651\u7f51\u7edc\u3001\u8ba1\u7b97\u3001\u5b58\u50a8\u4e00\u7cfb\u5217\u95ee\u9898\u3002<\/p>\n<p>\u4ece\u5177\u4f53\u6570\u5b57\u6765\u8bb2\uff0c DeepSeek \u552e\u4ef7\u662f\u767e\u4e07 token 16 \u5143\uff0c\u5982\u679c\u628a\u6240\u6709 token \u90fd\u8f6c\u6362\u6210\u6536\u5165\u7684\u8bdd\uff0c\u6f5c\u5728\u6bdb\u5229\u7387\u5728 500% \u4ee5\u4e0a\uff0c\u4e5f\u5c31\u662f\u8bf4\u5b83\u7684\u6210\u672c\u662f 2 \u5143\u5de6\u53f3\uff0c\u5982\u679c\u53ea\u7528\u82e5\u5e72\u53f0\u673a\u5668\u5728\u7ebf\u4e0b\u90e8\u7f72\u505a\u4e00\u4f53\u673a\u7684\u8bdd\uff0c\u5355\u4f4dtoken\u7684\u6210\u672c\u53ef\u80fd\u662f\u4ed6\u4eec\u7684\u51e0\u5341\u500d\uff0c\u8fd9\u53d6\u51b3\u4e8e\u7528\u4ec0\u4e48\u673a\u5668\u3002<\/p>\n<p>\u7136\u540e\u4e5f\u8981\u8ba8\u8bba\u786c\u4ef6\u6f14\u8fdb\uff0c\u76ee\u524d\u4e2d\u7f8e\u8d70\u7684\u8def\u5f84\u5927\u540c\u5c0f\u5f02\uff0c\u5c31\u662f\u8981\u628a\u82af\u7247\u505a\u5927\uff0c\u82af\u7247\u4e0d\u591f\u5927\u7684\u60c5\u51b5\u4e0b\uff0c\u8981\u505a\u00a0Chiplet\u00a0\u5c01\u88c5\uff0c\u7136\u540e\u5728\u96c6\u7fa4\u91cc\u6709\u5927\u91cf\u7684 HBM\uff0c\u518d\u505a Scale up\u3001Scale out\u3002\u4ece\u8fd9\u4e2a\u8def\u5f84\u4e0a\u6765\u770b\uff0c\u5927\u5bb6\u8fd8\u662f\u5728\u5f80\u66f4\u5927\u7684\u96c6\u7fa4\u4e0a\u8d70\uff0c\u7f8e\u56fd\u5927\u91cf\u7684\u4e1a\u52a1\u662f\u4e0a\u4e91\u7684\uff0c\u4ed6\u4eec\u770b\u5230\u7684\u662f\u4e91\u4e0a\u5927\u5e76\u53d1\u3001\u5927\u5bb9\u91cf\u3001\u5927\u96c6\u7fa4\u7684\u5e02\u573a\uff0c\u4e2d\u56fd\u4f1a\u6709\u76f8\u5f53\u4e00\u90e8\u5206\u4e1a\u52a1\u7559\u5728\u7ebf\u4e0b\uff0c\u8fd9\u662f\u4e2d\u56fd\u989d\u5916\u7684\u673a\u4f1a\u70b9\u3002<\/p>\n<p><strong>\u5e08\u5929\u9ebe\uff1a<\/strong>\u6211\u975e\u5e38\u8ba4\u540c\uff0cMaaS \u6709\u5f88\u591a\u771f\u5b9e\u9700\u6c42\uff0c\u56fd\u5185\u5916\u5f88\u591a\u5f00\u53d1\u8005\u90fd\u5e0c\u671b\u80fd\u7528\u4e91\u4e0a\u7684 API\uff0c\u4e5f\u786e\u5b9e\u5f88\u4fbf\u5b9c\uff0c\u4f46 MaaS \u7684\u76c8\u5229\u7a7a\u95f4\u6574\u4f53\u8fd8\u662f\u8981\u770b\u7b97\u529b\u89c4\u6a21\u3001\u4f18\u5316\u7a0b\u5ea6\u3001\u5ba2\u6237\u4ed8\u8d39\u80fd\u529b\u7b49\u591a\u4e2a\u56e0\u7d20\uff0c\u7b97\u529b\u6210\u672c\u4e5f\u4f1a\u968f\u7740\u66f4\u4f18\u7684\u786c\u4ef6\u67b6\u6784\u548c\u66f4\u597d\u7684\u786c\u4ef6\u5de5\u827a\u8fdb\u4e00\u6b65\u964d\u4f4e\uff0c\u6a21\u578b\u4ef7\u683c\u672a\u6765\u4e5f\u4f1a\u6301\u7eed\u53d8\u5316\uff0c\u73b0\u5728\u6ca1\u6cd5\u4e00\u6982\u800c\u8bba\u80fd\u5426\u76c8\u5229\u3002<\/p>\n<p>\u4e2d\u56fd\u4e5f\u6709\u5f88\u591a\u672c\u5730\u5316\u90e8\u7f72\u9700\u6c42\uff0c\u524d\u671f\u53ef\u4ee5\u7b80\u5355\u5728\u4e91\u4e0a\u5c1d\u8bd5\uff0c\u4f46\u5f88\u96be\u771f\u6b63\u653e\u8fdb\u4e1a\u52a1\u4e2d\uff0c\u56e0\u4e3a\u5b58\u5728\u592a\u591a\u654f\u611f\u6570\u636e\u4e0d\u597d\u4e0a\u4e91\u3002\u6240\u4ee5\u6709\u51e0\u79cd\u65b9\u6848\uff0c\u9884\u7b97\u6709\u9650\u53ef\u4ee5\u5148\u79df\u4e2a\u4e91\uff0c\u6216\u8005\u4e0d\u4e70\u53ef\u4ee5\u8fd0\u884c FP8 \u6ee1\u8840\u7248\u673a\u5668\uff0c\u800c\u662f\u5148\u4e70\u51e0\u5341\u4e07\u7684\u673a\u5668\u8dd1\u84b8\u998f\u6a21\u578b\uff0c\u5728\u540c\u6837\u9884\u7b97\u7684\u60c5\u51b5\u4e0b\uff0c\u5927\u591a\u6570\u5ba2\u6237\u4f1a\u505a\u8fd9\u79cd\u9009\u62e9\uff0c\u5728\u81ea\u5df1\u771f\u5b9e\u7684\u4e1a\u52a1\u573a\u666f\u91cc\u6d4b\u8bd5\uff0c\u6211\u8ba4\u4e3a MaaS \u548c\u672c\u5730\u5316\u90e8\u7f72\u4f1a\u957f\u671f\u5171\u5b58\u3002<\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>\u56fd\u5185 DeepSeek \u4e4b\u540e\u4e5f\u6709\u4e86\u633a\u591a\u4e00\u4f53\u673a\u51fa\u73b0\uff0c\u5927\u5bb6\u8ba4\u4e3a\u521d\u521b\u4f01\u4e1a\u5728 DeepSeek \u7684\u6210\u672c\u538b\u7f29\u4e0b\uff0c\u5e94\u8be5\u600e\u6837\u9762\u5bf9\u6216\u8005\u7ed9\u5927\u5bb6\u5e26\u6765\u600e\u4e48\u6837\u7684\u673a\u9047\uff1f<\/p>\n<p><strong>\u5218\u5b66\uff1a<\/strong>\u6211\u4eec\u5728\u8003\u8651\u6210\u672c\u65f6\u8981\u5bf9\u9f50\u5230\u786c\u4ef6\u7684\u4f7f\u7528\u6210\u672c\uff0c\u800c\u786c\u4ef6\u4f7f\u7528\u6210\u672c\u65e0\u8bba\u662f Transformer\u3001DeepSeek \u8fd8\u662f\u539f\u6765 CNN \u5377\u79ef\u65f6\u4ee3\uff0c\u6709\u4e09\u4e2a\u65b9\u9762\u5bf9\u4e8e\u964d\u672c\u80fd\u8d77\u5230\u5f88\u597d\u7684\u793a\u8303\u4f5c\u7528\u3002\u7b2c\u4e00\u662f\u8bbe\u8ba1 ASIC \u6216\u8005 GPGPU \u80fd\u6548\u6bd4\u7684\u95ee\u9898\uff0c\u6bd4\u5982 1W \u80fd\u591f\u5904\u7406\u591a\u5c11 T ops \u7b97\u529b\uff0c\u8fd9\u76f4\u63a5\u51b3\u5b9a\u4e86\u6bcf\u5355\u4f4d\u74e6\u6570\u80fd\u63d0\u4f9b\u591a\u5927\u7b97\u529b\uff0c\u8fd9\u4e2a\u7b97\u529b\u5f71\u54cd\u5230\u4efb\u52a1\u7684 token \u8f93\u51fa\uff1b<\/p>\n<p>\u7b2c\u4e8c\u662f\u5229\u7528\u7387\uff0c\u5728\u80fd\u6548\u6bd4\u4e00\u5b9a\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u8ba1\u7b97\u3001\u901a\u4fe1\u3001\u4e92\u8054\u7b49\u4f18\u5316\uff0c\u63d0\u9ad8\u5229\u7528\u7387\uff0c\u8fd9\u6837\u5728\u6bcf\u74e6\u63d0\u4f9b\u7684\u529f\u8017\u4e0b\u80fd\u8fd0\u7b97\u66f4\u591a\u4efb\u52a1\uff1b\u7b2c\u4e09\u662f\u4e91\u7aef\u548c\u7aef\u4fa7\u7684\u7ed3\u5408\uff0c\u5728\u4e91\u7aef\u548c\u672c\u5730\u7684\u63a8\u8bad\uff0c\u56fd\u5185\u5f88\u591a\u7814\u7a76\u5355\u4f4d\u548c\u4e2d\u5c0f\u578b\u4f01\u4e1a\u4e5f\u548c CNN \u65f6\u4ee3\u4e00\u6837\uff0c\u8003\u8651\u4e86\u81ea\u8eab\u7684\u79c1\u6709\u6570\u636e\u9690\u79d8\u6027\u548c\u53ca\u65f6\u6027\uff0c\u6240\u4ee5\u66f4\u591a\u6295\u5165\u672c\u5730\u8d2d\u4e70\u3002<\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>\u4ece\u8fd9\u4e9b\u70b9\u4e0a\u6765\u770b\uff0c\u521d\u521b\u4f01\u4e1a\u662f\u5426\u80fd\u6bd4\u5927\u5382\u9002\u914d\u5730\u66f4\u5feb\uff1f<\/p>\n<p><strong>\u5218\u5b66\uff1a<\/strong>\u5927\u5382\u7684\u6574\u4f53\u4f18\u52bf\u5728\u4e8e\u5168\u65b9\u4f4d\u6784\u5efa\u80fd\u529b\uff0c\u521d\u521b\u4f01\u4e1a\u805a\u7126\u66f4\u5e95\u5c42\uff0c\u8981\u9009\u62e9\u81ea\u5df1\u5177\u6709\u4f18\u52bf\u7684\u70b9\u96c6\u4e2d\u7a81\u7834\uff0c\u8fd9\u4e5f\u662f\u6211\u4eec\u9009\u62e9 GPU \u548c GPU scale up \u7684\u901a\u4fe1\u70b9\u7684\u539f\u56e0\uff0c\u6709\u4e9b\u5927\u5382\u5728 AI Infra \u4e0a\u5c42\u6ca1\u6709\u505a\u8c03\u5ea6\u5668\uff0c\u6211\u4eec\u505a\u4e91\u4fa7\u7684\u4f18\u5316\u5668\u3001\u88c5 K8S \u8bad\u7ec3\u8d77\u6765\uff0c\u8fd9\u5757\u662f\u6709\u53d1\u5c55\u7a7a\u95f4\u7684\u3002<\/p>\n<p><strong>\u5e08\u5929\u9ebe\uff1a<\/strong>\u76f8\u6bd4\u4e8e\u5927\u5382\uff0c\u521b\u4e1a\u516c\u53f8\u4e5f\u6709\u81ea\u5df1\u7684\u4f18\u52bf\uff0c\u6211\u89c9\u5f97\u6709\u4e24\u70b9\uff0c\u4e00\u662f\u53cd\u5e94\u901f\u5ea6\u5feb\uff0c\u6211\u524d\u6bb5\u65f6\u95f4\u505a\u4e86\u5f88\u591a\u5bf9\u63a5\u5ba2\u6237\u7684\u5de5\u4f5c\uff0c\u56e0\u4e3a\u6211\u4eec\u4e5f\u63a8\u51fa\u4e86\u4e00\u4f53\u673a\uff0c\u7136\u540e\u4e0d\u65ad\u6839\u636e\u7528\u6237\u53cd\u9988\u6765\u8c03\u6574\u6211\u4eec\u7684\u4ea7\u54c1\u7ec6\u8282\u3002\u6211\u4eec\u4f1a\u603b\u7ed3\u4e4b\u524d\u5bf9\u63a5\u5ba2\u6237\u7684\u7ecf\u9a8c\uff0c\u5f53\u665a\u6216\u8005\u7b2c\u4e8c\u5929\u5c31\u80fd\u5f00\u4f1a\u8c03\u6574\u7b56\u7565\uff0c\u4ece\u4e0a\u5230\u4e0b\u7684\u51b3\u7b56\u94fe\u975e\u5e38\u77ed\u3002<\/p>\n<p>\u4e8c\u662f\u6211\u4eec\u66f4\u613f\u610f\u63d0\u4f9b\u5b9a\u5236\u5316\u7684\u7aef\u5230\u7aef\u670d\u52a1\u3002\u53bb\u5e74\u6211\u4eec\u4e5f\u505a\u4e86\u4e00\u4e9b\u5927\u6a21\u578b\u5382\u5546\u7684\u6027\u80fd\u4f18\u5316\u5355\u5b50\uff0c\u4ed6\u4eec\u5f53\u65f6\u79df\u7684\u4e91\u53ef\u80fd\u662f\u4e91\u5927\u5382\u7684\uff0c\u4f46\u6ca1\u6709\u627e\u90a3\u8fb9\u4e13\u95e8\u4f18\u5316\uff0c\u56e0\u4e3a\u5927\u5382\u8003\u8651\u5230\u6210\u672c\u66f4\u559c\u6b22\u5356\u6807\u51c6\u5316\u7684\u4e1c\u897f\uff0c\u6211\u4eec\u613f\u610f\u7ed9\u5ba2\u6237\u63d0\u4f9b\u66f4\u6df1\u5ea6\u7684\u4f18\u5316\u3001\u66f4\u5b9a\u5236\u5316\u7684\u670d\u52a1\u3002\u4eca\u5e74\u4e5f\u6709\u5f88\u591a\u4f01\u4e1a\u60f3\u628a AI \u7528\u8d77\u6765\uff0c\u6211\u4eec\u4e5f\u613f\u610f\u5e2e\u8fd9\u4e9b\u5ba2\u6237\u4ece0\u52301\u5c06AI\u5728\u81ea\u5df1\u7684\u4e1a\u52a1\u573a\u666f\u4e2d\u4f7f\u7528\u8d77\u6765\u3002<\/p>\n<p><strong>\u5f90\u51cc\u6770\uff1a<\/strong>\u5c0f\u516c\u53f8\u8981\u6210\u957f\u8d77\u6765\u6709\u51e0\u4e2a\u5173\u952e\u8bcd\uff0c\u4e00\u662f\u6709\u58c1\u5792\uff0c\u8981\u6709\u5dee\u5f02\u5316\u7ade\u4e89\u4f18\u52bf\uff1b\u4e8c\u662f\u53ef\u843d\u5730\uff0c\u4e0d\u80fd\u53ea\u505a\u5f97\u9ad8\u5927\u4e0a\uff0c\u5546\u4e1a\u672c\u8d28\u662f\u5356\u8d27\u903b\u8f91\uff0c\u65e0\u8bba\u662f\u865a\u62df\u8fd8\u662f\u5b9e\u9645\u8d27\u54c1\u90fd\u8981\u53ef\u843d\u5730\uff1b\u4e09\u662f\u53ef\u590d\u5236\uff0c\u5c31\u50cf\u6700\u8fd1\u5f88\u591a\u4eba\u8ba8\u8bba MaaS\uff0c\u6211\u8ba4\u4e3a\u65e0\u8bba\u63a5\u4e0b\u6765\u505a\u7ebf\u4e0a\u751f\u610f\u8fd8\u662f\u7ed3\u5408\u786c\u4ef6\u53bb\u505a\uff0c\u751a\u81f3\u8f6f\u786c\u4ef6\u4e00\u4f53\u53bb\u505a\uff0cMaaS \u90fd\u662f\u975e\u5e38\u91cd\u8981\u7684\u80fd\u529b\u3002<\/p>\n<p>\u4ece DeepSeek \u53d1\u5e03 V3 \u5230\u73b0\u5728\u4e09\u4e2a\u6708\u5de6\u53f3\u65f6\u95f4\uff0c\u7edd\u5927\u90e8\u5206\u4eba\u90fd\u8fd8\u6ca1\u80fd\u5728\u90a3\u4e48\u5927\u7684\u89c4\u6a21\u91cc\u590d\u73b0\u4ed6\u4eec\u90a3\u79cd\u6781\u4f4e\u7684\u6210\u672c\u3002\u8fd9\u4f7f MaaS \u80fd\u529b\u53d8\u5f97\u975e\u5e38\u6838\u5fc3\uff0c\u5982\u679c\u6709\u4e2a\u51e0\u5341\u4eba\u7684\u56e2\u961f\u80fd\u5b9e\u73b0\u5ab2\u7f8e DeepSeek \u80fd\u529b\u7684\u8bdd\uff0c\u5728\u5168\u4e16\u754c\u8303\u56f4\u5185\u90fd\u975e\u5e38\u503c\u94b1\u7684\uff0c\u4f46\u662f\u5728\u6ca1\u6709\u8db3\u591f\u7684\u7b97\u529b\u8d44\u6e90\u3001\u4f18\u5316\u80fd\u529b\u7684\u60c5\u51b5\u4e0b\uff0c\u8d38\u7136\u51fa\u51fb\u5f80\u5f80\u4f1a\u4e8f\u94b1\uff0c\u56e0\u4e3a\u6ca1\u6709\u5e9e\u5927\u7684\u7528\u6237\u3001\u7279\u522b\u5927\u7684\u96c6\u7fa4\u4ee5\u53ca\u8db3\u591f\u7684\u5e76\u53d1\u3002\u5bf9\u4e8e\u521d\u521b\u6765\u8bb2\uff0c\u5728\u8d44\u6e90\u6709\u9650\u3001\u58c1\u5792\u8fd8\u5728\u9010\u6e10\u5efa\u7acb\u7684\u8fc7\u7a0b\u4e2d\uff0c\u843d\u5730\u8981\u5206\u4e0d\u540c\u9636\u6bb5\u53bb\u4f5c\u4e3a\u3002<\/p>\n<p>\u53e6\u5916\u4e5f\u8981\u627e\u5230\u957f\u671f\u951a\u70b9\uff0c\u6211\u4eec\u56e2\u961f\u7684\u673a\u4f1a\u70b9\u5728\u8f6f\u786c\u534f\u540c\uff0c\u7279\u522b\u662f\u4ee5\u786c\u4ef6\u4e3a\u5e95\u5ea7\uff0c\u4ece\u5927\u7684\u673a\u4f1a\u6765\u8bb2\uff0c\u5c31\u50cf\u9ec4\u4ec1\u52cb\u8bf4\u7684\uff0c\u672a\u6765\u6a21\u578b\u53d8\u5f97\u66f4\u5927\u3001\u4e0a\u4e0b\u6587\u53d8\u5f97\u66f4\u957f\uff0c\u5c31\u9700\u8981\u5148\u628a Scale up \u505a\u8d77\u6765\uff0c\u96c6\u7fa4\u53d8\u5927\u540e\u4f18\u5316\u7684\u641c\u7d22\u7a7a\u95f4\u53d8\u5f97\u66f4\u5927\u4e4b\u540e\uff0c\u60f3\u8c61\u7a7a\u95f4\u5c31\u53d8\u5f97\u975e\u5e38\u5927\uff0c\u8fd9\u5f53\u4e2d\u4e0d\u4ec5\u6709\u8f6f\u786c\u7ed3\u5408\u7684\u8c03\u4f18\u6280\u672f\uff0c\u8fd8\u6709\u76f8\u5f53\u4e00\u90e8\u5206\u662f\u6211\u4eec\u4e4b\u524d\u76f8\u5bf9\u6bd4\u8f83\u5ffd\u89c6\uff0c\u4f46\u53c8\u6709\u975e\u5e38\u5f3a\u7684\u5de5\u7a0b\u58c1\u5792\u7684\u3002<\/p>\n<p>\u5728\u8fc7\u53bb\u4e00\u5e74\u5f53\u4e2d NVL72 \u843d\u5730\u9047\u5230\u4e86\u5f88\u591a\u95ee\u9898\uff0c\u5305\u62ec\u7a33\u5b9a\u6027\u3001\u6f0f\u6db2\u3001\u51b7\u91cf\u4e0d\u8db3\u7b49\uff0c\u8fd9\u548c\u6211\u4eec\u4eca\u5929\u8bb2\u7684\u8c03\u4f18\u6ca1\u6709\u7279\u522b\u5f3a\u7684\u5173\u7cfb\uff0c\u4f46\u5b83\u662f\u6574\u4e2a\u5de5\u4e1a\u7684\u57fa\u7840\uff0c\u4e5f\u5c31\u662f\u8bf4\u4eca\u5929\u8981\u628a\u8fd9\u6837\u975e\u5e38\u5f3a\u4e92\u8054\u7684\u96c6\u7fa4\uff0c\u51e0\u767e\u4e0a\u5343\u5f20\u5361\u96c6\u6210\u5728\u4e00\u8d77\uff0c\u4ece\u4e4b\u524d CPU \u96c6\u7fa4\u7684 6 \u5343\u74e6\u5230 8 \u5343\u74e6\u7684\u673a\u67dc\uff0c\u5230\u5355\u53f0\u670d\u52a1\u5668 H100 12 \u5343\u74e6\u7684\u529f\u8017\uff0c\u5230 NVL72 \u7684 120 \u5343\u74e6\uff0c\u518d\u5230\u672a\u6765 Rubin \u7cfb\u5217 800 \u5343\u74e6\u4ee5\u4e0a\uff0c\u4e0a\u5146\u74e6\u7ea7\u522b\u7684\u96c6\u6210\u5ea6\u5f53\u4e2d\u6709\u5f88\u591a\u6709\u6311\u6218\u3001\u6709\u4ef7\u503c\u7684\u5de5\u4f5c\u53ef\u505a\u3002<\/p>\n<p>\u82f1\u4f1f\u8fbe\u8fc7\u53bb\u4e24\u5e74\u6295\u5165\u4e86\u975e\u5e38\u5927\u7684\u7cbe\u529b\u5728\u505a NVL72\uff0c\u4ed6\u4eec\u9047\u5230\u4e86\u5f88\u591a\u5de5\u7a0b\u95ee\u9898\uff0c\u4f46\u975e\u5e38\u575a\u5b9a\u4e0d\u79fb\u5730\u5ba3\u5e03\u4e86\u8fd9\u4e2a\u8def\u7ebf\uff0c\u672a\u6765\u8fd8\u4f1a\u6301\u7eed\u6295\u5165\u53bb\u505a\u5f97\u66f4\u5927\u3001\u66f4\u5f3a\uff0c\u66f4\u52a0 Scale up\uff0cAMD \u4e5f\u6536\u8d2d\u4e86 ZT Systems \u8981\u5f80\u8fd9\u65b9\u9762\u8ffd\u8d76\u3002\u8fd9\u662f\u6211\u4eec\u4f5c\u4e3a\u521d\u521b\u516c\u53f8\u770b\u5230\u7684\u673a\u4f1a\u70b9\uff0c\u4e0d\u4ec5\u8981\u6709\u8f6f\u4ef6\u5c42 MaaS \u7684\u4e16\u754c\u4e00\u6d41\u80fd\u529b\uff0c\u786c\u4ef6\u4e5f\u662f\u57fa\u7840\u3002<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 20px\"><strong>\u56fd\u4ea7\u82af\u7247\u7684\u673a\u9047\u548c\u6311\u6218<\/strong><\/span><\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>DeepSeek R1 \u51fa\u6765\u4e4b\u540e\uff0c\u6700\u65e9\u90e8\u7f72\u5728\u4e91\u4e0a\u7684\u5927\u90e8\u5206\u90fd\u662f\u56fd\u5916\u7684\u5382\u5546\uff0c\u56fd\u5185\u53ef\u80fd\u56e0\u4e3a\u6625\u8282\u665a\u4e86\u51e0\u5929\uff0c\u4f46\u8fd8\u6709\u4e00\u4e2a\u539f\u56e0\u4e5f\u662f\u56fd\u5185\u5e95\u5c42\u82af\u7247\u4e0d\u4e00\u5b9a\u7528\u82f1\u4f1f\u8fbe\uff0c\u5927\u5bb6\u600e\u4e48\u770b DeepSeek \u7ed9\u56fd\u4ea7\u82af\u7247\u5e26\u6765\u7684\u6311\u6218\u548c\u673a\u9047\uff1f<\/p>\n<p><strong>\u5e08\u5929\u9ebe\uff1a<\/strong>\u56fd\u4ea7\u9002\u914d\u6162\u51e0\u5929\u80af\u5b9a\u6709\u4e00\u90e8\u5206\u662f\u6625\u8282\u539f\u56e0\uff0c\u6211\u4eec\u4e4b\u524d\u5408\u4f5c\u7684\u786c\u4ef6\u5382\u5546\uff0c\u4e5f\u6709\u5728\u6625\u8282\u671f\u95f4\u5c31\u5f00\u59cb\u8ddf\u6211\u4eec\u5f00\u4f1a\u8ba8\u8bba\u540e\u7eed\u5173\u4e8e DeepSeek \u7684\u9002\u914d\u548c\u4f18\u5316\u5408\u4f5c\u8ba1\u5212\uff0c\u4e00\u662f\u6625\u8282\u80af\u5b9a\u6709\u5f71\u54cd\uff0c\u53e6\u4e00\u4e2a DeepSeek \u5f00\u6e90\u65b9\u6848\u662f\u5728\u82f1\u4f1f\u8fbe\u539f\u751f\u8dd1\u7684\uff0c\u81ea\u7136\u82f1\u4f1f\u8fbe\u8bf4\u4e0a\u7acb\u9a6c\u4e0a\u4e86\u3002<\/p>\n<p>\u4e0d\u8fc7\u56fd\u4ea7\u9002\u914d\u4e5f\u6ca1\u90a3\u4e48\u590d\u6742\uff0c\u8fd9\u6ce2\u7ed9\u56fd\u4ea7\u5e26\u6765\u7684\u673a\u4f1a\u76f8\u8f83\u6311\u6218\u66f4\u591a\uff0c\u56e0\u4e3a\u603b\u4f53\u4e0a\u9700\u6c42\u53d8\u5927\u4e86\uff0c\u4f01\u4e1a\u79c1\u6709\u5316\u90e8\u7f72\u7684\u9700\u6c42\u8d77\u6765\u4e86\uff0c\u968f\u7740\u8fd9\u5757\u5e02\u573a\u7684\u589e\u52a0\u56fd\u4ea7\u82af\u7247\u5e02\u573a\u4e5f\u5728\u76f8\u5e94\u589e\u52a0\uff0c\u7136\u540e\u63a8\u7406\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742\uff0c\u6bd4\u5982\u8981\u53bb\u8bbe\u8ba1\u66f4\u5927\u7684\u663e\u5b58\uff0c\u4ee5\u53ca\u4e92\u8054\u6280\u672f\u56e0\u4e3a\u73b0\u5728\u9700\u8981\u591a\u673a\u63a8\u7406\u4e86\uff0c\u9700\u8981\u66f4\u597d\u7684\u901a\u4fe1\u4ee5\u53ca\u5404\u79cd\u4f18\u5316\u901a\u4fe1\u7684\u624b\u6bb5\uff0c\u8fd9\u4e5f\u662f\u56fd\u4ea7\u7684\u673a\u4f1a\u3002<\/p>\n<p>DeepSeek \u4ece Infra \u89d2\u5ea6\u7ed9\u5927\u5bb6\u5e26\u6765\u7684\u9707\u64bc\u4e5f\u662f\u975e\u5e38\u660e\u663e\u7684\uff0c\u5927\u5bb6\u4e5f\u4f1a\u4ece\u8f6f\u786c\u7ed3\u5408\u7684\u89d2\u5ea6\u53bb\u601d\u8003\uff0c\u4ece\u7b97\u6cd5\u8bbe\u8ba1\u3001\u786c\u4ef6\u8bbe\u8ba1\u4ee5\u53ca\u7cfb\u7edf\u8bbe\u8ba1\u4e09\u65b9\u9762\u4e00\u8d77\u6765\u8003\u8651\u600e\u4e48\u8dd1\u5f97\u53c8\u5feb\u53c8\u597d\uff0c\u6210\u672c\u8fd8\u4f4e\uff0c\u6574\u4f53\u5e02\u573a\u662f\u5728\u53d8\u5f97\u8d8a\u6765\u8d8a\u597d\u7684\u3002<\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>\u8fd9\u70b9\u6211\u60f3\u542c\u4e00\u4e0b\u5218\u8001\u5e08\u7684\u60f3\u6cd5\uff0c\u56e0\u4e3a\u5218\u8001\u5e08\u505a\u7684\u5c31\u662f\u8981\u628a NVLink \u66ff\u4ee3\u7684\u4e8b\u60c5\u3002<\/p>\n<p><strong>\u5218\u5b66\uff1a<\/strong>\u6211\u4eec\u6700\u8fd1\u4e5f\u5bf9\u63a5\u4e86\u4e00\u4e9b\u5ba2\u6237\uff0c\u53d1\u73b0 DeepSeek \u5bf9\u5927\u5bb6\u7684\u5f71\u54cd\u5728\u4e8e AI Infra \u8fd9\u4e00\u5c42\u7ea7\u7684\u52a0\u901f\u3002\u521a\u624d\u5f90\u8001\u5e08\u4e5f\u8bf4\u5230 NVL72 \u8fd9\u4e00\u5757\u82f1\u4f1f\u8fbe\u505a\u4e86\u597d\u51e0\u5e74\uff0c\u6211\u4ece\u5e95\u5c42\u53bb\u8bb2\u5305\u62ec\u6563\u70ed\uff0c\u6211\u524d\u51e0\u5929\u770b\u5230\u4e00\u7bc7\u6587\u7ae0\u901a\u8fc7 3D \u6253\u5370\u5b9e\u73b0\u6563\u70ed\uff0c\u73b0\u5728\u4e5f\u5728\u6709\u6240\u6539\u8fdb\uff0c\u5305\u62ec\u4e00\u4e9b\u5149\u7ea4\u548c\u7535\u7f06\u7684\u4f7f\u7528\uff0c\u5305\u62ec GPU \u4e4b\u95f4\u7684\u4e92\u8054\u548c GPU \u548c CPU \u4e4b\u95f4\u7684\u4e92\u8054\uff0c\u82f1\u4f1f\u8fbe\u73b0\u5728\u662f\u4e24\u6761\u7814\u53d1\u8def\u7ebf\uff0c\u7b2c\u4e00\u6761\u8def\u7ebf\u662f GPU\u3001 CPU \u4e92\u8054\u81ea\u5df1\u505a\uff0c\u7b2c\u4e8c\u6761\u8def\u7ebf\u662f GPU \u81ea\u5df1\u505a\uff0c\u901a\u4fe1\u53ef\u4ee5\u7528 CX7\u3001CX8 \u751a\u81f3\u66f4\u9ad8\u7684\u7f51\u5361\uff0cCPU \u662f AMD \u548c\u82f1\u7279\u5c14\u505a\u3002<\/p>\n<p>\u5728\u6574\u4f53\u7684\u8fc7\u7a0b\u4e2d\uff0c\u89e3\u5256 AI Infra \u5bf9\u6211\u4eec\u7684\u5f71\u54cd\uff0c\u521a\u624d\u6211\u8bf4\u7684\u52a0\u901f\u662f\u5728\u6bcf\u4e2a\u8282\u70b9\u7684\u52a0\u901f\uff0c\u800c\u4ece\u7ebf\u7f06\u3001\u4f20\u8f93\u4ecb\u8d28\u3001CPU \u4e92\u8054\u4e00\u76f4\u5230\u4ea4\u6362\uff0c\u518d\u5230 CPU \u548c GPU \u4e4b\u95f4\u5230\u5e95\u662f\u00a0PCRE\u00a0\u8fd8\u662f CXL \u4e4b\u95f4\u7684\u9009\u62e9\uff0c\u4e5f\u9762\u4e34\u7740\u8ba4\u77e5\u7684\u52a0\u901f\uff0c\u6700\u7ec8\u5927\u5bb6\u4f1a\u770b\u5230\u6574\u4e2a AI Infra \u7684\u53d1\u5c55\uff0cInfra \u7684\u90e8\u7f72\u5c31\u662f\u5728\u82f1\u4f1f\u8fbe\u7684 CUDA \u751f\u6001\u6216\u8005\u56fd\u5185\u81ea\u6210\u751f\u6001\uff0c\u6216\u8005\u662f\u7edf\u4e00\u751f\u6001\u4e0b\u7684\u6574\u4e2a\u57fa\u7840\u8bbe\u65bd\u4e00\u76f4\u5230\u8d85\u8282\u70b9\uff0c72 \u4e5f\u597d\u82f1\u4f1f\u8fbe\u7684 576 \u4e5f\u597d\uff0c\u56fd\u5185\u7684 64 \u4e5f\u597d\u4e00\u4e2a\u66f4\u5feb\u901f Scale up \u548c Scale out \u589e\u8fdb\u3002<\/p>\n<p><strong>\u5f90\u51cc\u6770\uff1a<\/strong>DeepSeek \u51fa\u6765\u4e4b\u540e\u5bf9\u56fd\u4ea7\u82af\u7247\u6765\u8bb2\u662f\u6709\u63d0\u632f\u4f5c\u7528\u7684\uff0c\u9700\u6c42\u53d8\u5927\u4e86\uff0c\u5927\u5bb6\u89c9\u5f97\u90fd\u6709\u673a\u4f1a\u4e86\uff0c\u540c\u65f6\u6311\u6218\u4e5f\u53d8\u5f97\u975e\u5e38\u5927\uff0c\u4e00\u65b9\u9762\u5927\u5bb6\u5728\u770b\u7ebf\u4e0b\u7684\u4e00\u4f53\u673a\u5e02\u573a\uff0c\u53e6\u5916\u5f88\u591a\u4eba\u7784\u4e0a\u96c6\u7fa4\u5316\u673a\u4f1a\uff0c\u6709\u4e0d\u6b62\u4e24\u4e09\u5bb6\u4f01\u4e1a\u5728\u6625\u8282\u4e4b\u540e\u9a6c\u4e0a\u5c31\u5b9a\u4e0b\u4e86\u76ee\u6807\uff0c\u8981\u505a 352 \u5361\u3001 384 \u5361\u5927\u96c6\u7fa4\u90e8\u7f72\uff0c\u751a\u81f3\u5343\u5361\u96c6\u7fa4\u8981\u5206\u6210\u4e24\u90e8\u5206\uff0c\u4e00\u4e2a\u505a R1 \u7684\u90e8\u7f72\uff0c\u53e6\u4e00\u4e2a\u505a V3 \u7684\u90e8\u7f72\uff0c\u8fd9\u4e9b\u90fd\u5728\u4ed6\u4eec\u7684\u89c4\u5212\u4e2d\u3002<\/p>\n<p>\u4f46\u4e8b\u5b9e\u4e0a\u4eca\u5929\u4f3c\u4e4e\u90fd\u8fd8\u6ca1\u6709\u5b98\u5ba3\uff0c\u770b\u8d77\u6765\u8fd8\u9700\u8981\u4e00\u6bb5\u65f6\u95f4\u8c03\u8bd5\uff0c\u9047\u5230\u7684\u95ee\u9898\u53ef\u80fd\u8ddf\u521a\u521a\u7684\u63cf\u8ff0\u662f\u7c7b\u4f3c\u7684\u3002\u8fd9\u4e00\u5757\u58c1\u5792\u5f88\u9ad8\uff0c\u7edd\u5927\u90e8\u5206\u56fd\u4ea7 GPU \u516c\u53f8\u3001AI \u82af\u7247\u516c\u53f8\u5927\u5bb6\u5f80\u5f80\u662f\u5728\u505a\u82af\u7247\u8bbe\u8ba1\uff0c\u6bd4\u8f83 \u4fa7\u91cd\u4e8e\u8ba1\u7b97\u6838\u5fc3\u7684\u5fae\u67b6\u6784\u65b9\u9762\u7684\u8bbe\u8ba1\uff0c\u4f46\u5927\u96c6\u7fa4\u63a8\u7406\u6d89\u53ca\u5230\u7f51\u7edc\uff0c\u4ece\u6570\u636e\u4e2d\u5fc3\u5c42\u9762\u6765\u8003\u8651\uff0c\u9700\u8981\u66f4\u5168\u9762\u7684\u80fd\u529b\u3002<\/p>\n<p>\u8bb8\u591a\u4eba\u89c9\u5f97\u6709\u4e9b\u82af\u7247\u5382\u5546\u548c\u82f1\u4f1f\u8fbe\u5f88\u8fd1\u4e86\uff0c\u4f46\u4e8b\u5b9e\u4e0a\u65e0\u8bba\u4ece\u786c\u4ef6\u8fd8\u662f\u8f6f\u4ef6\u6765\u8bb2\u5dee\u8ddd\u90fd\u8fd8\u6709\u4e9b\u8fdc\uff0c\u786c\u4ef6\u4e0a\u5f88\u5927\u7684\u5dee\u8ddd\u5728\u4e8e\u7edd\u5927\u90e8\u5206\u516c\u53f8\u901a\u8fc7 PCIE \u53e3\u5728\u673a\u5185\u8fdb\u884c\u76f4\u8fde\uff0c\u800c\u6ca1\u6709 NVSwitch \uff0c\u7136\u540e\u5728\u8282\u70b9\u95f4\u901a\u8fc7\u7f51\u5361\u4ea4\u4e92\uff0c\u8fd9\u6bd4\u672a\u6765\u56fd\u5916\u7684 NVL72 \u5168\u9762\u9ad8\u901f\u8fde\u63a5 72 \u5361\u3001144 \u5361\u3001576 \u5361\u4f1a\u5f31\u4e0d\u5c11\u3002<\/p>\n<p>\u6211\u89c9\u5f97\u9762\u4e34\u53cc\u91cd\u6311\u6218\uff0c\u4e00\u662f\u786c\u4ef6\u80fd\u529b\u7684\u5dee\u8ddd\uff0c\u7b97\u529b\u5b58\u5728\u73b0\u5b9e\u7684\u6280\u672f\u5dee\u8ddd\uff0c\u4e5f\u9700\u8981\u6b63\u89c6\uff0c\u5982\u4f55\u628a\u8fd9\u5757\u80fd\u529b\u5efa\u7acb\u8d77\u6765\uff0c\u673a\u4f1a\u6307\u5411\u7684\u5927\u578b\u96c6\u7fa4\uff0c\u4eca\u5929\u6211\u4eec\u53ef\u80fd\u8fd8\u662f\u57fa\u4e8e\u73b0\u6709\u7684\u5361\uff0c\u901a\u8fc7\u7f51\u5361\u7684 Scale out \u6765\u505a\u4e00\u4e2a 384 \u5361\u3001 352 \u5361\u7684\u96c6\u7fa4\u642d\u5efa\uff0c\u672a\u6765\u4f1a\u6709\u66f4\u591a\u516c\u53f8\u628a Scale up \u96c6\u7fa4\u505a\u51fa\u6765\uff0c\u7136\u540e\u901a\u8fc7\u4e2d\u56fd\u7684\u96c6\u7fa4\u843d\u5730\u80fd\u529b\u505a\u51fa\u6bd4 NVL72\u3001144\u3001576 \u5bc6\u5ea6\u66f4\u9ad8\u7684\u96c6\u7fa4\uff0c\u8fd9\u662f\u6211\u4eec\u7684\u6f5c\u5728\u51fa\u8def\u3002<\/p>\n<p>\u4e4b\u524d\u6211\u4eec\u8bf4\u5355\u4e2a\u82af\u7247\u4e0d\u592a\u884c\u5c31\u5728\u82af\u7247\u4e0a\u505a Chiplet\uff0c\u4eca\u5929\u662f\u8bf4\u5355\u4e2a\u5c01\u88c5\u7684\u82af\u7247\u6027\u80fd\u6ca1\u90a3\u4e48\u5f3a\u7684\u60c5\u51b5\u4e0b\uff0c\u8981\u628a\u96c6\u7fa4\u80fd\u529b\u53d1\u6325\u5230\u6781\u81f4\uff0c\u7136\u540e\u89e3\u51b3\u6563\u70ed\u3001\u51b7\u5374\u3001\u4e92\u8054\u7684\u95ee\u9898\uff0c\u8fd9\u662f\u6211\u770b\u5230\u7684\u4e00\u6761\u8def\u3002\u7136\u800c\uff0c\u4e4b\u524d\u7684\u82af\u7247\u8bbe\u8ba1\u53ef\u80fd\u5e76\u4e0d\u9002\u5408\u50cf DeepSeek \u8fd9\u6837\u7684\u6a21\u578b\u53d1\u5c55\uff0c\u73b0\u5728\u96c6\u7fa4\u7684\u53d1\u5c55\u8d85\u51fa\u9884\u671f\uff0c\u6240\u4ee5\u6211\u89c9\u5f97\u5bf9\u4e8e AI Infra\u3001\u82af\u7247\u90fd\u662f\u65b0\u7684\u6d17\u724c\u8fc7\u7a0b\uff0c\u8981\u770b\u8c01\u80fd\u5728\u8fd9\u4e2a\u6d6a\u6f6e\u4e2d\u987a\u52bf\u800c\u4e3a\u3002<\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>\u73b0\u5728\u786e\u5b9e\u662f\u4e2a\u6d17\u724c\u7684\u8fc7\u7a0b\uff0cDeepSeek \u51fa\u6765\u4e4b\u540e\u56fd\u5916\u8dd1\u5f97\u6bd4\u82f1\u4f1f\u8fbe\u8fd8\u5feb\u7684\u96c6\u7fa4\u662f Cerebras \u505a\u7684\uff0c\u73b0\u5728\u6700\u5feb\u7684\u4e24\u5bb6\u516c\u53f8 Cerebras \u548c Groq \u4ed6\u4eec\u5e95\u5c42\u7528\u7684\u90fd\u4e0d\u662f\u00a0GPGPU\u00a0\u7684\u67b6\u6784\uff0c\u5927\u5bb6\u611f\u89c9 DeepSeek \u4e4b\u540e\u4f1a\u4e0d\u4f1a\u6709\u66f4\u591a\u548c Infra \u76f8\u5173\u7684\u82af\u7247\u51fa\u73b0\uff0c\u6216\u8005\u8bf4\u56fd\u5185\u6709\u6ca1\u6709\u4e00\u4e9b\u7c7b\u4f3c\u7684\u73a9\u5bb6\u5728\u8fd9\u4e00\u5757\u505a\u5f97\u7279\u522b\u7a81\u51fa\u7684\uff1f<\/p>\n<p><strong>\u5218\u5b66\uff1a<\/strong>\u7b2c\u4e00\u662f Cerebras \u548c\u7279\u65af\u62c9\u7684 Dojo \u4f7f\u7528\u7684\u662f\u53f0\u79ef\u7535\u7684 Infra \u5c01\u88c5\uff0c\u8fd9\u5728\u53f0\u79ef\u7535\u7684\u5de5\u827a\u91cc\u662f\u5c5e\u4e8e\u5f88\u5148\u8fdb\u7684\uff0c\u5305\u62ec\u826f\u54c1\u7387\u7684\u63d0\u5347\u548c\u5173\u6ce8\uff0c\u7b2c\u4e8c\u6211\u4eec\u662f\u9700\u8981\u8ddf GPU \u5382\u5546\u8054\u5408\u642d\u5efa Scale up \u7684\u65b9\u6848\uff0c\u6211\u4ec5\u4ee3\u8868\u4e2a\u4eba\u53d1\u8868\u4e00\u4e0b\u89c2\u70b9\uff0c\u56fd\u5185\u539f\u5148 14 \u5e74\u5230 18 \u5e74\u4e4b\u95f4\uff0c\u5927\u5bb6\u505a CNN \u90a3\u65f6\u5019\u7684 ASIC \u6216\u8005 NPU \u6982\u5ff5\u662f\u6bd4\u8f83\u6d41\u884c\u7684\uff0c\u73b0\u5728\u56fd\u5185\u4e00\u4e9b\u82af\u7247\u5382\u5546\u9664\u4e86\u5728\u7aef\u4fa7\u505a ASIC \u5916\uff0c\u5728\u4e91\u4fa7\u4e5f\u66f4\u52a0\u671f\u671b\u8d34\u8fd1 GPGPU \u7684\u8bbe\u8ba1\uff0c\u4e00\u4e9b\u7aef\u4fa7\u6216\u8005\u4e91\u4fa7\u5382\u5546\u8d70\u5411 ASIC \u662f\u4e00\u4e2a\u6bd4\u8f83\u597d\u7684\u4e8b\u60c5\u3002\u4e91\u4fa7\u7684 GPGPU \u662f\u6bd4\u8f83\u6807\u51c6\u7684 PTX \u6216\u8005\u8bf4\u5e95\u4e0b\u7684 SaaS \u6307\u4ee4\u6267\u884c\u662f\u6bd4\u8f83\u901a\u7528\u7684\u7248\u672c\u3002<\/p>\n<p>\u65e0\u8bba\u662f GPGPU \u8fd8\u662f ASIC \u4e0a\uff0c\u5927\u5bb6\u4e5f\u770b\u5230\u9664\u4e86 GPU \u7684\u5355\u6838\u3001\u5355 SM\uff0cNPU \u7684\u5355\u6838\u3001\u5355 cluster \u5916\uff0c\u8981\u628a cluster \u5185\u90e8\u7684\u8ba1\u7b97\u5355\u5143\u8fdb\u884c\u66f4\u591a\u7684\u4e92\u8054\uff0c\u6211\u4eec\u8fd8\u662f\u8981\u8bb2\u8fd9\u4e2a\u4e8b\u60c5\uff0c\u65e0\u8bba\u662f\u82af\u7247\u5185\u7684\u4e00\u4e2a Chiplet \u8fd8\u662f\u82af\u7247\u5916\u7684 scale up\u3002\u73b0\u5728\u5927\u5bb6\u4e5f\u5f62\u6210\u4e86\u4e00\u4e9b\u5171\u8bc6\uff0c\u5728\u4e92\u8054\u5c42\u9762\u5e94\u8be5\u6709\u4e00\u4e2a computing in network \u7684\u5b58\u5728\uff0c\u8fd9\u4e5f\u6210\u4e3a\u4e86 AI Infra \u7684\u5fc5\u5907\u7279\u6027\u3002<\/p>\n<p><strong>\u5f90\u51cc\u6770\uff1a<\/strong>DeepSeek \u6839\u636e\u624b\u4e0a\u7684\u786c\u4ef6\u505a\u4e86\u76f8\u5e94\u7684\u6a21\u578b\u8bbe\u8ba1\uff0c\u4e5f\u5c31\u662f\u8bf4\u6a21\u578b\u662f\u6709\u4e00\u5b9a\u5f39\u6027\u7684\uff0c\u5047\u8bbe\u4e2d\u7f8e\u6ca1\u6709\u7981\u8fd0\u7684\u8bdd\uff0c\u4ed6\u4eec\u80fd\u62ff\u5230 NVL72 \u8fd9\u6837\u5168\u7403\u6700\u4f18\u79c0\u7684\u96c6\u7fa4\u4ea7\u54c1\uff0c\u53ef\u80fd\u8bbe\u8ba1\u51fa\u6765\u7684\u6a21\u578b\u662f\u4e0d\u592a\u4e00\u6837\u7684\uff0c\u80fd\u66f4\u597d\u5730\u53d1\u6325\u5168\u4e92\u8054\u7684\u4f18\u52bf\u3002\u5728\u6a21\u578b\u6709\u5927\u91cf\u53ef\u53d8\u5316\u524d\u666f\u7684\u60c5\u51b5\u4e0b\uff0c\u786c\u4ef6\u662f\u8981\u4fdd\u7559\u8db3\u591f\u7075\u6d3b\u6027\u7684\uff0c\u540c\u65f6\uff0c\u65e0\u8bba GPU \u8fd8\u662f DSA \u5927\u5bb6\u5df2\u7ecf\u5f88\u8d8b\u540c\u4e86\uff0c\u56e0\u4e3a\u76ee\u6807\u5e02\u573a\u662f\u4e00\u6837\u7684\uff0c\u6d41\u6d3e\u6ca1\u6709\u90a3\u4e48\u5927\u7684\u5dee\u522b\u3002<\/p>\n<p>\u82f1\u4f1f\u8fbe\u5728 Blackwell\u3001Hopper \u91cc\u90fd\u52a0\u5165\u4e86\u4e00\u4e9b\u7279\u5b9a\u7684\u6307\u4ee4\uff0c\u6765\u52a0\u901f AI \u7684 workload\uff0c\u4e5f\u5c31\u662f\u8bf4\u4ed6\u4eec tensore core \u8bbe\u8ba1\u3001\u6307\u4ee4\u96c6\u8bbe\u8ba1\u4e5f\u597d\u3001memory loading \u65b9\u5f0f\u4e3a\u4e86 AI \u7684\u7279\u5b9a\u5e94\u7528\uff0c\u5df2\u7ecf\u505a\u4e86\u76f8\u5f53\u7684\u4f18\u5316\uff0c\u4e5f\u6709\u4e86\u4e00\u5b9a\u7684\u503e\u659c\u3002GPU \u5f88\u591a\u4e1c\u897f\u662f\u4e3a\u4e86\u56fe\u5f62\u505a\u4e13\u4e1a\u5316\u8bbe\u8ba1\u7684\uff0c\u8fd9\u4e00\u5757\u5dee\u8ddd\u6ca1\u6709\u90a3\u4e48\u5927\u3002V2 \u7684\u7ed3\u6784\u5230 V3 \u662f\u6709\u4e00\u5b9a\u5ef6\u7eed\u6027\u7684\uff0c\u968f\u7740\u6a21\u578b\u53d8\u5f97\u8d8a\u6765\u8d8a\u5927\uff0c expert \u53d8\u5f97\u8d8a\u6765\u8d8a\u591a\uff0c\u5bf9\u4e8e\u5bb9\u91cf\u7684\u8981\u6c42\u4e5f\u4f1a\u53d8\u5f97\u66f4\u9ad8\u3002<\/p>\n<p>\u73b0\u5728\u50cf Groq\u3001Cerebras \u56e0\u4e3a\u7247\u4e0a\u5b58\u50a8\u7684\u5bb9\u91cf\u9650\u5236\uff0c\u90fd\u8dd1\u4e0d\u8d77\u6765\u6ee1\u8840\u7248\u7684 R1\uff0c\u4e4b\u524d\u6211\u4eec\u4e5f\u770b\u5230\u8fc7\u6709\u516c\u53f8\u5728\u7eaf\u7247\u4e0a\u5b58\u50a8\u7684\u60c5\u51b5\u4e0b\u80fd\u8dd1\u51fa\u975e\u5e38\u4f18\u79c0\u7684\u6027\u80fd\uff0c\u4f46\u4e00\u65e6\u6709\u5bb9\u91cf\u7684\u786c\u4f24\u4e4b\u540e\u5c31\u8dd1\u4e0d\u8d77\u6765\u4e86\u3002\u8fd9\u5c31\u6d89\u53ca\u5230\u540e\u9762\u5927\u7684\u8d8b\u52bf\u7684\u5224\u65ad\uff0c\u5c31\u662f\u8bf4\u6a21\u578b\u662f\u4e0d\u662f\u8fd8\u4f1a\u53d8\u5f97\u90a3\u4e48\u5927\uff0c\u80fd\u4e0d\u80fd\u901a\u8fc7\u5176\u4ed6\u7684 KV Cache \u8fdb\u4e00\u6b65\u538b\uff0c\u6216\u8005\u901a\u8fc7\u591a\u7ea7\u5b58\u50a8\u7684\u65b9\u5f0f\u628a\u5b58\u50a8\u9650\u5236\u53bb\u6389\u3002<\/p>\n<p>\u4eca\u5929\u90fd\u662f\u7528\u975e\u5e38\u8d35\u7684 HBM\uff0c\u800c HBM \u4f1a\u53d7\u5230\u5c01\u88c5\u3001\u9897\u7c92\u3001\u7f8e\u56fd\u7981\u8fd0\u7684\u9650\u5236\uff0c\u90a3\u4e48\u5728 memory \u7684\u6280\u672f\u4e0a\uff0c\u6709\u6ca1\u6709\u4e00\u4e9b\u5176\u4ed6\u65b9\u5f0f\u901a\u8fc7 3D \u5806\u53e0\uff0c\u80fd\u591f\u5229\u7528 commodity \u53bb\u505a\u66f4\u5927\u7684\u57fa\u4e8e GDDR 6\u3001LPDDR \u7684\u82af\u7247\uff0c\u6211\u89c9\u5f97\u4f1a\u6709\u5404\u79cd\u5404\u6837\u7684\u65b9\u5f0f\uff0c\u8fd9\u4e5f\u662f\u5728\u521a\u521a\u8bb2\u7684\u66f2\u7ebf\u91cc\u9762\u7684\u4e0d\u540c\u7684\u4f53\u9a8c\u70b9\uff0c\u8981\u89e3\u51b3\u7684\u662f\u5e76\u53d1\u7684\u95ee\u9898\uff0c\u8fd8\u662f\u89e3\u51b3 latency\u7684\u95ee\u9898\uff0c\u57fa\u4e8e\u4e0d\u540c\u7684\u8bbe\u8ba1\u6765\u8bb2\uff0c\u4f1a\u6709\u4e0d\u540c\u7684\u7b54\u6848\u3002\u4ece\u8fd9\u4e2a\u65b9\u5411\u4e0a\u6765\u8bb2\uff0c\u672a\u6765\u4e00\u6bb5\u65f6\u95f4\u91cc\u4f1a\u6709\u975e\u5e38\u5927\u7684\u53d8\u5316\uff0c\u4e5f\u4f1a\u51fa\u73b0\u4e0d\u540c\u7684\u6d41\u6d3e\uff0c\u6211\u611f\u89c9\u4f1a\u975e\u5e38\u7cbe\u5f69\u3002<\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>DeepSeek \u7ed9\u56fd\u5185\u5916\u7684\u82af\u7247\u5382\u5546\u90fd\u5e26\u6765\u4e86\u5f88\u591a\u542f\u53d1\uff0c\u8bf4\u5230\u786c\u4ef6\u6700\u8fd1\u4e5f\u6709\u58f0\u97f3\u8bf4\u5230\u7f8e\u56fd\u653f\u5e9c\u8981\u6c42\u8fdb\u4e00\u6b65\u7981\u8fd0\u82f1\u4f1f\u8fbe\u82af\u7247\uff0c\u9996\u5148\u4e0d\u77e5\u9053\u8fd9\u4ef6\u4e8b\u662f\u771f\u662f\u5047\uff0c\u4f46\u5982\u679c\u771f\u7684\u6709\u8fdb\u4e00\u6b65\u7981\u8fd0\u7684\u8bdd\uff0c\u5047\u8bbe\u6700\u57fa\u7840\u7684\u82af\u7247\u90fd\u8fdb\u4e0d\u6765\uff0c\u5bf9\u6211\u4eec\u5f71\u54cd\u5927\u5417\uff1f<\/p>\n<p><strong>\u5e08\u5929\u9ebe\uff1a<\/strong>\u77ed\u671f\u5185\u5728\u4e00\u4e9b\u4f9b\u5e94\u80fd\u529b\u4e0a\u53ef\u80fd\u4f1a\u53d7\u5230\u4e00\u4e9b\u5f71\u54cd\uff0c\u7136\u540e\u5927\u5bb6\u7684\u6210\u672c\u53ef\u80fd\u4f1a\u6709\u6240\u63d0\u5347\uff0c\u4f46\u662f\u6211\u89c9\u5f97\u8fd9\u4e2a\u53cd\u800c\u4f1a\u63a8\u52a8\u5927\u5bb6\u66f4\u91cd\u89c6\u56fd\u4ea7\u751f\u6001\u6216\u56fd\u4ea7\u786c\u4ef6\uff0c\u600e\u4e48\u7528\u5f97\u66f4\u597d\uff0c\u8fd9\u53ef\u80fd\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u662f\u4e00\u79cd\u52a9\u63a8\u3002\u73b0\u5728\u5927\u5bb6\u4e5f\u610f\u8bc6\u5230\u56fd\u4ea7\u663e\u5361\u80fd\u628a\u6027\u80fd\u5806\u5f97\u4e0d\u9519\uff0c\u4f46\u5728\u6613\u7528\u6027\u4e0a\u8fd8\u6709\u4e00\u5b9a\u8fdb\u6b65\u7a7a\u95f4\uff0c\u8fd9\u5176\u5b9e\u5c31\u662f\u8f6f\u4ef6\u751f\u6001\u8fd8\u4e0d\u591f\u5b8c\u5584\u3002<\/p>\n<p>\u6240\u4ee5\u8fd9\u4e5f\u662f\u6211\u4eec\u5728\u505a\u4e00\u4e2a\u4e8b\u60c5\uff0c\u5c31\u662f\u7aef\u5230\u7aef\u628a\u6574\u4e2a\u8f6f\u4ef6\u6808\u505a\u8d77\u6765\uff0c\u5b8c\u5584\u8f6f\u4ef6\u751f\u6001\u4e4b\u540e\uff0c\u5c31\u50cf\u6211\u4eec\u5f00\u6e90\u8d64\u5154\u63a8\u7406\u5f15\u64ce\u4e00\u6837\uff0c\u6211\u4eec\u628a\u6280\u672f\u8d21\u732e\u51fa\u6765\uff0c\u6700\u8fd1\u4e5f\u6709\u5f88\u591a\u5382\u5546\u4e3b\u52a8\u63d0\u51fa\uff0c\u5e0c\u671b\u53cc\u65b9\u4e00\u8d77\u5408\u4f5c\u9002\u914d\u6211\u4eec\u8d64\u5154\u5f15\u64ce\uff0c\u5e0c\u671b\u80fd\u628a\u56fd\u4ea7\u663e\u5361\u3001\u56fd\u4ea7\u7cfb\u7edf\u4ee5\u53ca\u56fd\u4ea7\u6a21\u578b\u6253\u9020\u6210\u4e00\u4e2a\u95ed\u73af\uff0c\u8fd9\u4e5f\u662f\u6211\u4eec\u7684\u7ec8\u6781\u76ee\u6807\uff0c\u65e0\u8bba\u82f1\u4f1f\u8fbe\u7981\u4e0d\u7981\u8fd0\uff0c\u6211\u4eec\u6700\u7ec8\u90fd\u662f\u53ef\u4ee5\u5b9e\u73b0\u8fd9\u4e2a\u76ee\u6807\u7684\uff0c\u53ea\u662f\u65f6\u95f4\u95ee\u9898\u3002<\/p>\n<p><strong>\u5218\u5b66\uff1a<\/strong>\u6211\u89c9\u5f97\u5982\u679c\u7981\u8fd0\u7684\u8bdd\uff0c\u4f1a\u8ba9\u56fd\u5185\u767e\u82b1\u9f50\u653e\uff0c\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u4e5f\u7ed9\u4e86\u5927\u5bb6\u4e00\u5b9a\u7684\u7a97\u53e3\u671f\uff0c\u6709\u53ef\u80fd\u662f\u4e00\u4e24\u5e74\u751a\u81f3\u66f4\u957f\u65f6\u95f4\uff0c\u53ef\u4ee5\u53bb\u601d\u8003 GPGPU \u548c ASIC \u7684\u8bbe\u8ba1\u7279\u70b9\uff0c\u4e43\u81f3\u8ddf\u4e0a\u5c42\u751f\u6001\u7684\u7ed3\u5408\uff0c\u56fd\u5185\u82af\u7247\u7684\u90e8\u7f72\u5728\u751f\u6001\u4e0a\u8fd8\u6709\u5f88\u5927\u7684\u63d0\u5347\u7a7a\u95f4\u3002<\/p>\n<p><strong>\u5f90\u51cc\u6770\uff1a<\/strong>\u6211\u60f3\u5bf9\u4e8e\u521b\u4e1a\u516c\u53f8\u6765\u8bb2\u5c31\u662f\u8981\u5b88\u6b63\u521b\u65b0\uff0c\u65e0\u8bba\u7981\u4e0d\u7981\u8fd0\u516c\u53f8\u90fd\u8981\u80fd\u8d70\u4e0b\u53bb\u3002\u5bf9\u4e8e\u505a\u82af\u7247\u6765\u8bb2\uff0c\u5b88\u6b63\u662f\u56fd\u4ea7\u4f9b\u5e94\u94fe\u8981\u8d70\u4e0b\u53bb\uff0c\u5bf9\u4e8e\u6211\u4eec\u8fd9\u79cd\u76ee\u524d\u8fd8\u4e0d\u505a\u82af\u7247\u7684\u516c\u53f8\u6765\u8bb2\uff0c\u5c31\u662f\u65e0\u8bba\u54ea\u79cd\u60c5\u51b5\u4e0b\u90fd\u8981\u6709\u5907\u6848\uff0c\u65e0\u8bba\u5728\u6d77\u5916\u53d1\u5c55\u4e1a\u52a1\u8fd8\u662f\u5728\u56fd\u5185\u901a\u8fc7\u8ddf\u56fd\u4ea7\u82af\u7247\u5408\u4f5c\u4e5f\u597d\uff0c\u901a\u8fc7\u5176\u4ed6\u65b9\u5f0f\u53bb\u505a\u62d3\u5c55\u4e5f\u597d\uff0c\u90fd\u662f\u5fc5\u987b\u8981\u53bb\u8003\u8651\u7684\u3002\u7981\u8fd0\u4f1a\u5e26\u6765\u5927\u7684\u683c\u5c40\u4e0a\u7684\u53d8\u5316\u3002<\/p>\n<p>\u4e2d\u56fd\u5305\u62ec\u524d\u4e00\u6ce2\u7684\u82af\u7247\u516c\u53f8\uff0c\u867d\u7136\u73b0\u5728\u6709\u4e00\u4e9b\u4e0d\u540c\u7684\u6d41\u6d3e\uff0c\u4f46\u4e3b\u6d41\u7684\u51e0\u5bb6AI \u82af\u7247\u516c\u53f8\u3001 GPU \u516c\u53f8\uff0c\u5176\u5b9e\u5c31\u662f\u8c01\u80fd\u591f\u957f\u5f97\u66f4\u50cf\u82f1\u4f1f\u8fbe\uff0c\u8c01\u5c31\u80fd\u878d\u5f97\u5230\u94b1\uff0c\u800c\u5728\u7f8e\u56fd Cerebras\u3001Groq \u5219\u662f\u8c01\u957f\u5f97\u8d8a\u4e0d\u50cf\u82f1\u4f1f\u8fbe\u8c01\u5c31\u80fd\u878d\u5230\u94b1\uff0c\u8fd9\u662f\u4e24\u4e2a\u4e0d\u4e00\u6837\u7684\u601d\u8003\u65b9\u5f0f\u3002<\/p>\n<p>\u5982\u679c\u63a5\u4e0b\u6765\u7981\u8fd0\u7684\u8bdd\uff0c\u4ece\u6280\u672f\u6d41\u6d3e\u4e0a\u6765\u8bb2\uff0c\u4f1a\u662f\u4e00\u4e2a\u975e\u5e38\u5927\u7684\u53d8\u5316\uff0c\u73b0\u5728\u4e2d\u56fd\u7edd\u5927\u90e8\u5206\u516c\u53f8\u90fd\u8fd8\u5728\u8d70\u5927\u82af\u7247 Chiplet \u96c6\u6210\uff0c\u7136\u540e\u8d70 HBM \u7684\u5927\u5c01\u88c5\u65b9\u5f0f\uff0c\u8fd9\u662f\u7f8e\u56fd\u8d70\u8fc7\u7684\u8def\uff0c\u4e5f\u6bd4\u8f83\u786e\u5b9a\u80fd\u5f80\u4e0b\u8d70\uff0c\u751a\u81f3\u5305\u62ec\u6211\u4eec\u521a\u521a\u8bb2\u7684 Scale up \u8def\u7ebf\u4e5f\u662f\u6709\u6bd4\u8f83\u5f3a\u7684\u786e\u5b9a\u6027\u7684\uff0c\u82f1\u4f1f\u8fbe\u8d9f\u8fc7\u5751\u4e86\uff0c\u53ef\u4ee5\u7528\u6bd4\u8f83\u5c0f\u7684\u6210\u672c\u53bb copy \u5b83\u7684\u8def\u7ebf\u56fe\u5f80\u4e0b\u8d70\u3002<\/p>\n<p>\u5982\u679c\u8bf4\u5b8c\u5168\u7981\u8fd0\u7684\u60c5\u51b5\u4e0b\uff0c\u8def\u5f84\u6a21\u4eff\u7684\u53ef\u80fd\u6027\u6ca1\u6709\u4e86\u4e4b\u540e\uff0c\u53cd\u800c\u662f\u4f1a\u4fc3\u8fdb\u4e2d\u56fd\u6709\u4e00\u4e9b\u5176\u4ed6\u521b\u65b0\u7684\u3002\u6211\u662f\u6bd4\u8f83\u671f\u5f85\u7684\u3002\u5c31\u662f\u8bf4\u65e0\u8bba\u5982\u4f55\u6211\u4eec\u90fd\u8981\u505a\u597d\u51c6\u5907\uff0c\u8ddf\u7740\u7f8e\u56fd\u8d70 Scale up \u8fd9\u6761\u8def\u7ebf\uff0c\u6211\u4eec\u5df2\u7ecf\u5b8c\u5168\u51c6\u5907\u597d\u4e86\uff0c\u8981\u505a\u66f4\u5927\u7684\u96c6\u7fa4\uff0c\u80fd\u591f\u8ddf\u5404\u4e2a\u5382\u5546\u914d\u5408\u3002\u5982\u679c\u8d70\u53e6\u5916\u4e00\u6761\u8def\u7ebf\uff0c\u6211\u76f8\u4fe1\u6211\u4eec\u4e5f\u662f\u80fd\u591f\u548c\u82af\u7247\u516c\u53f8\u914d\u5408\u8d77\u6765\u7684\uff0c\u4e5f\u80fd\u591f\u6709\u6210\u957f\u6027\u3001\u786e\u5b9a\u6027\u3002<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><span style=\"font-size: 20px\"><strong>\u6784\u5efa\u5f00\u6e90\u751f\u6001\u7684\u542f\u793a\u5f55<\/strong><\/span><\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>\u6211\u4eec\u8bf4\u4e86\u8fd9\u4e48\u957f\u65f6\u95f4\u7684\u786c\u4ef6\uff0c\u60f3\u6362\u4e00\u4e2a\u8bdd\u9898\u95ee\u4e00\u4e0b\uff0c\u6211\u89c9\u5f97 DeepSeek \u8ba9\u6574\u4e2a AI \u754c\u3001\u6295\u8d44\u754c\u89c9\u5f97\u5f88\u9707\u64bc\u7684\u4e00\u70b9\uff0c\u9664\u4e86\u5b83\u662f\u4e2a\u975e\u5e38\u9ad8\u6548\u7684\u6a21\u578b\u5916\uff0c\u5c31\u662f\u5b83\u7684\u5f00\u6e90\uff0c\u4f60\u4eec\u89c9\u5f97\u8fd9\u5bf9\u4e2d\u56fd\u751a\u81f3\u5168\u4e16\u754c\u7684 AI \u751f\u6001\u4f1a\u6709\u4ec0\u4e48\u5f71\u54cd\u5462\uff1f<\/p>\n<p><strong>\u5218\u5b66\uff1a<\/strong>\u5bf9\u4e8e\u4e16\u754c\u7684\u5f71\u54cd\uff0c\u6211\u89c9\u5f97\u6768\u7acb\u6606\u6559\u6388\u8bf4\u4e86\u53e5\u5b9e\u8bdd\uff0c\u4ed6\u8bf4\u7f8e\u56fd\u4e00\u76f4\u5728\u7981\u6b62\u5bf9\u56fd\u5185\u7684\u5f00\u6e90\uff0c\u7ed3\u679c\u4e2d\u56fd\u7684\u79d1\u5b66\u5bb6\u548c\u5de5\u7a0b\u5e08\u4eec\u53cd\u800c\u505a\u51fa\u4e86\u66f4\u52a0\u60ca\u8273\u7684\u6210\u7ee9\u3002<\/p>\n<p>\u5bf9\u4e8e\u5f00\u6e90\u6211\u4eec\u6709\u4e24\u70b9\u601d\u8003\uff0c\u4e00\u662f Deepseek \u5f53\u524d\u65e0\u8bba\u662f\u8bad\u7ec3\u8fd8\u662f\u63a8\u7406\uff0c\u5bf9\u6574\u4e2a\u8ba1\u7b97\u3001\u4e92\u8054\u3001\u901a\u4fe1\u7684\u8ba4\u77e5\u5f71\u54cd\u80fd\u5426\u5f62\u6210\u5927\u5bb6\u7edf\u4e00\u8ba4\u53ef\u7684\u4e00\u81f4\u6807\u51c6\uff0c\u7b2c\u4e8c\u662f\u4ece DeepSeek \u7684\u5f00\u6e90\u4e0a\u5e95\u5c42\u5982\u679c\u7531\u81ea\u5df1\u5728\u8f6f\u4ef6\u5c42\u8bbe\u8ba1\uff0c\u6211\u4eec\u6240\u8bf4\u7684\u8f6f\u4ef6\u5c42\u9664\u4e86DeepSpeed\u3001vLLM \u8fd9\u4e9b\u8bad\u63a8\u6846\u67b6\uff0c\u548c\u5728\u901a\u4fe1\u5e93\u5c42\u548c\u5e95\u5c42\u8fd0\u884c\u65f6\uff0c\u4e5f\u5c31\u662f\u4e2d\u95f4\u4ef6\u5c42\u7684\u5f00\u6e90\uff0c\u6216\u8005\u5927\u5bb6\u5206\u522b\u62ff\u51fa\u4e00\u90e8\u5206\u6765\u5728\u56fd\u5185\u505a\u4e00\u4e9b\u66f4\u7edf\u4e00\u3001\u53ef\u80fd\u6709\u4f18\u5316\u65b9\u5411\u7684\u793e\u533a\u548c\u9879\u76ee\uff0c\u8fd9\u4e5f\u4f1a\u7ed9\u6211\u4eec\u5e26\u6765\u4e86\u4e00\u4e9b\u601d\u8003\u3002<\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>\u4f60\u89c9\u5f97\u6211\u4eec\u5728\u4e1a\u52a1\u6a21\u5f0f\u4e0a\u9762\u5bf9\u5f00\u6e90\u548c\u95ed\u6e90\u7684\u6a21\u5f0f\uff0c\u4ece\u60a8\u4e2a\u4eba\u6216\u8005\u521d\u521b\u4f01\u4e1a\u7684\u89d2\u5ea6\u4f1a\u4e0d\u4f1a\u6709\u4e9b\u533a\u522b\u7684\u5bf9\u5f85\uff1f<\/p>\n<p><strong>\u5218\u5b66\uff1a<\/strong>\u6211\u4eec\u8ba4\u4e3a\u5e94\u8be5\u6709\u533a\u522b\u5bf9\u5f85\u7684\uff0c\u8fd9\u53ef\u80fd\u5f71\u54cd\u7740\u5728\u82af\u7247\u5c42\u6216\u8005\u786c\u4ef6\u5c42\u505a\u6807\u51c6\u6216\u8005\u505a\u81ea\u5df1\u5de5\u4f5c\u7684\u7ed3\u679c\uff0c\u7b80\u5355\u6765\u8bf4\u65e0\u8bba\u505a Scale up \u7684\u89e3\u51b3\u65b9\u6848\u8fd8\u662f GPGPU\u3001ASIC\uff0c\u4e0a\u5c42\u90fd\u8981\u7ed9\u7528\u6237\u6216\u8005\u5de5\u7a0b\u5e08\u5f00\u653e\u4e00\u4e9b\u8f6f\u4ef6\u5c42\u7684\u4e1c\u897f\uff0c\u5c31\u50cf\u82f1\u4f1f\u8fbe\u7684 PTX \u662f\u5f00\u6e90\u7684\uff0c\u4f46\u662f\u5b83\u5e95\u5c42\u7684 SaaS \u5c42\u662f\u4e0d\u5f00\u6e90\u7684\u3002\u5728\u56fd\u5185\u505a\u8ba1\u7b97\u3001\u901a\u4fe1\u662f\u4e0d\u662f\u5728 PTX \u8fd9\u5c42\u5f00\u6e90\uff0c\u8ba9\u66f4\u591a\u7684\u4f7f\u7528\u8005\u6216\u8005\u5de5\u7a0b\u5e08\u5728\u8fd9\u4e00\u5c42\u7ea7\u80fd\u591f\u6709\u66f4\u6df1\u5c42\u6b21\u7684\u4f18\u5316\uff0c\u8fd9\u5e94\u8be5\u662f\u4e2a\u503c\u5f97\u601d\u8003\u7684\u65b9\u5411\u3002<\/p>\n<p><strong>\u5e08\u5929\u9ebe\uff1a<\/strong>DeepSeek \u706b\u4e86\u4e4b\u540e\u5168\u4e16\u754c\u79d1\u5b66\u5bb6\u90fd\u4f1a\u5728\u4ed6\u4eec\u7684\u57fa\u7840\u4e0a\u505a\u7814\u7a76\uff0c\u8fd9\u4e00\u65b9\u9762\u6269\u5927\u4e86\u4ed6\u4eec\u7684\u5f71\u54cd\u529b\uff0c\u53e6\u4e00\u65b9\u9762\u8fd9\u4e9b\u7814\u7a76\u5bf9 DeepSeek \u63a5\u4e0b\u6765\u7684\u7814\u7a76\u4e5f\u4f1a\u6709\u6240\u5e2e\u52a9\uff0c\u6240\u4ee5\u8bf4\u5f00\u6e90\u7684\u601d\u8def\u5c31\u662f\u53bb\u7ed3\u4ea4\u66f4\u591a\u670b\u53cb\uff0c\u7136\u540e\u5927\u5bb6\u4e00\u8d77\u5408\u529b\u505a\u66f4\u5927\u7684\u4e8b\u60c5\u3002DeepSeek \u5c31\u662f\u505a\u66f4\u597d\u7684\u6a21\u578b\uff0c\u7136\u540e\u4ee5 AGI 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DeepSeek\uff0c\u7136\u540e\u4ed6\u4eec\u7684\u89c2\u70b9\u5c31\u662f\u8bf4\u5f00\u6e90\u8fd8\u662f\u66f4\u7075\u6d3b\u4e00\u4e9b\u3002<\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>\u6240\u4ee5\u5e08\u8001\u5e08\u89c9\u5f97\u5f00\u6e90\u4f1a\u662f\u4ee5\u540e\u7684\u4e00\u4e2a\u5927\u65b9\u5411\uff0c\u90a3\u8fd9\u4e2a\u5bf9\u4f20\u7edf\u5382\u5546\u51b2\u51fb\u633a\u5927\u7684\u3002<\/p>\n<p><strong>\u5e08\u5929\u9ebe\uff1a<\/strong>\u53ea\u80fd\u8bf4\u4f1a\u5f15\u8d77\u66f4\u591a\u601d\u8003\uff0c\u4f46\u662f\u5426\u8981\u5f00\u6e90\u770b\u81ea\u5df1\u5982\u4f55\u9009\u62e9\uff0c\u5305\u62ec OpenAI \u73b0\u5728\u53ea\u662f\u628a\u4ef7\u683c\u6253\u4e0b\u6765\u6216\u8005\u514d\u8d39\u4e86\uff0c\u4f46\u4ed6\u4eec\u4f9d\u7136\u9009\u62e9 close 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Dynamo\uff0c\u82f1\u4f1f\u8fbe\u521a\u5f00\u5b8c GTC \u5927\u4f1a\uff0c\u91cc\u9762\u7684\u4eae\u70b9\u8fd8\u662f\u633a\u591a\u7684\uff0c\u5176\u4e2d\u6211\u89c9\u5f97\u6709\u4e00\u70b9\u6211\u6709\u70b9\u5c0f\u60ca\u8bb6\uff0c\u5c31\u662f\u5173\u4e8e Silicon Photonic \u8fd9\u5757\uff0c\u7528 Silicon Photonic \u628a NVLink \u505a\u5f97\u66f4\u5b8c\u5584\u8fd8\u662f\u633a\u65e9\u7684\uff0c\u8001\u9ec4\u8bf4\u4e86\u8fd9\u4e48\u4e00\u53e5\uff0c\u6240\u4ee5\u6211\u4e5f\u60f3\u542c\u542c\u5404\u4f4d\u8001\u5e08\u7684\u60f3\u6cd5\uff0c\u8fd9\u4e2a\u4e8b\u60c5\u662f\u53ef\u4ee5\u5f88\u5feb\u5546\u4e1a\u5316\u843d\u5730\u7684\u5417\uff1f\u8fd8\u662f\u4ed6\u53ea\u5728\u8bf4\u4e00\u4e2a\u6545\u4e8b\uff1f<\/p>\n<p><strong>\u5f90\u51cc\u6770\uff1a<\/strong>\u5df2\u7ecf\u662f\u4e00\u4e2a\u9a6c\u4e0a\u8981\u5728\u4eca\u5e74\u4e0b\u534a\u5e74\u53d1\u5e03\u7684\u4ea7\u54c1\uff0c\u90a3\u80af\u5b9a\u662f\u771f\u5b9e\u7684\u4e1c\u897f\uff0c\u5728\u8fd9\u4e2a\u4ea4\u6362\u673a\u91cc\u5b9e\u73b0\u662f\u8fc7\u53bb\u8fd9\u4e00\u4e24\u5e74\u5927\u5bb6\u90fd\u5df2\u7ecf\u6bd4\u8f83\u786e\u5b9a\u7684\u8def\u7ebf\uff0c\u53d1\u5c55\u5230\u4e00\u5b9a\u7a0b\u5ea6\u4e4b\u540e\u4e00\u5b9a\u8981\u901a\u8fc7\u5149\u53bb\u505a\uff0c\u901a\u8fc7\u5171\u5c01\u88c5\u7684\u65b9\u5f0f\u628a\u5149\u6a21\u5757\u7701\u6389\uff0c\u628a\u529f\u8017\u964d\u4e0b\u6765\uff0c\u8fd9\u662f\u5bf9\u7684\u8d8b\u52bf\u3002Silicon valley \u5728\u8fc7\u53bb\u8fd9\u4e94\u516d\u5e74\u91cc\uff0c\u5982\u679c\u5927\u5bb6\u53c2\u52a0 Hot Chips \u4e5f\u80fd\u770b\u5230\u4e86\u5f88\u591a\u5173\u4e8e\u5171\u5c01\u88c5\u3001CPO \u7684\u63d0\u6848\u3002<\/p>\n<p>\u8fd9\u51e0\u5e74\u7684\u91cd\u70b9\u662f\u8bf4\u600e\u4e48\u80fd\u591f\u628a CPO \u548c\u82af\u7247\u76f8\u7ed3\u5408\uff0c\u4e5f\u5c31\u662f\u8bf4\u73b0\u5728\u5728\u7f51\u7edc\u4e0a\u6211\u4eec\u5df2\u7ecf\u6bd4\u8f83\u786e\u4fe1\u4e86\uff0c\u5df2\u7ecf\u4ea7\u54c1\u5316\u4e86\uff0c\u90a3\u5728\u8ba1\u7b97\u82af\u7247\u4e0a\u53bb\u505a\u5171\u5c01\u88c5\u4ec0\u4e48\u65f6\u5019\u80fd\u591f\u5b9e\u73b0\uff0c\u6211\u60f3\u968f\u7740 Scale up \u7684\u8981\u6c42\u8d8a\u6765\u8d8a\u9ad8\uff0c\u540e\u9762 Chiplet \u52a0\u4e0a CPO \u662f\u6bd4\u8f83\u660e\u786e\u65b9\u5411\u3002\u6211\u4e5f\u6709\u4e00\u4e9b\u8001\u540c\u4e8b\u51fa\u6765\u505a CPO\uff0cCPO \u662f\u4e2d\u56fd\u672a\u6765\u7684\u53d1\u5c55\u673a\u4f1a\uff0c\u56e0\u5149\u4e0d\u9700\u8981\u7279\u522b\u5148\u8fdb\u7684\u5236\u7a0b\uff0c\u901a\u8fc7\u9ad8\u901f\u4e92\u8054\u5f31\u4e00\u70b9\u7684\u82af\u7247\u4e5f\u80fd\u8fde\u8d77\u6765\uff0c\u6211\u975e\u5e38\u8ba4\u540c\u8fd9\u4e2a\u65b9\u5411\u3002<\/p>\n<p>\u8fd9\u91cc\u9762\u8fd8\u8981\u89e3\u51b3\u751f\u4ea7\u5173\u7cfb\u7684\u95ee\u9898\uff0c\u56e0\u4e3a\u4f46\u51e1\u662f\u5927\u578b\u82af\u7247\u90fd\u662f\u540c\u4e00\u5bb6\u516c\u53f8\u505a\u4e0d\u540c\u7684 Chiplet\uff0c\u7136\u540e\u4e0d\u540c\u7684\u4ee3\u9645\u3001\u4e0d\u540c\u7684\u6392\u5217\u7ec4\u5408\u505a\u5728\u4e00\u8d77\u3002\u9760\u5176\u4ed6\u516c\u53f8\u7684 Chiplet \u53bb\u5c01\u88c5\u51e0\u4e4e\u5728\u5927\u578b\u82af\u7247\u91cc\u9762\u51e0\u4e4e\u662f\u6ca1\u6709\u7684\uff0c\u90a3\u8fd9\u4e2a\u751f\u4ea7\u5173\u7cfb\u600e\u4e48\u89e3\u51b3\uff0c\u7279\u522b\u662f\u5728\u6807\u51c6\u63a5\u53e3\u6ca1\u6709\u5145\u5206\u5b9a\u4e49\u7684\u60c5\u51b5\u4e0b\uff0c\u662f\u86ee\u96be\u7684\u3002<\/p>\n<p>\u521a\u521a\u5218\u8001\u5e08\u8bb2\u7684 CXL \u8fd8\u4e0d\u662f\u82af\u7247\u7ea7\u522b\u7684\uff0c\u662f\u4e00\u4e2a\u670d\u52a1\u5668\u7ea7\u522b\u7684\u63a5\u53e3\uff0cCXL \u5728\u8fc7\u53bb\u4e94\u516d\u5e74\u7684\u53d1\u5c55\u4e00\u76f4\u4e5f\u6709\u8ba8\u8bba\uff0c\u4f46\u6ca1\u6709\u5927\u91cf\u843d\u5730\uff0c\u5305\u62ec UCIE \u63a5\u53e3\u5927\u5bb6\u4e5f\u90fd\u5728\u8ba8\u8bba\uff0c\u5927\u578b\u82af\u7247\u89e3\u51b3\u751f\u4ea7\u5173\u7cfb\u548c\u751f\u4ea7\u529b\u540c\u6837\u91cd\u8981\uff0c\u8fd9\u4e00\u5757\u6280\u672f\u4e0a\u662f\u6bd4\u8f83\u786e\u5b9a\u7684\uff0c\u662f\u503c\u5f97\u82af\u7247\u516c\u53f8\u5f80\u524d\u8d70\u4e00\u6b65\u7684\u65b9\u5411\u3002<\/p>\n<p><strong>\u5218\u5b66\uff1a<\/strong>\u6211\u5148\u987a\u7740\u8bb2\u4e00\u4e0b\u751f\u4ea7\u5173\u7cfb\u7684\u95ee\u9898\uff0c\u8fd9\u4e2a\u751f\u4ea7\u5173\u7cfb\u662f\u505a UCIE IP \u7684\u63d0\u4f9b\u8005\u3001\u505a\u7845\u5149\u7684\u63d0\u4f9b\u8005\u3001\u5de5\u827a\u7684\u63d0\u4f9b\u8005\u3001\u505a Scale up \u50cf\u6211\u4eec\u4e92\u8054\u901a\u4fe1\u534f\u8bae\u7684\u63d0\u4f9b\u8005\u4ee5\u53ca GPGPU \u548c ASIC \u7684\u751f\u4ea7\u5173\u7cfb\u3002<\/p>\n<p>\u5173\u4e8e CPO \u8fd9\u5757\uff0c\u6628\u5929\u6211\u548c\u56fd\u5185\u505a\u5149\u901a\u4fe1\u7684\u4e00\u5bb6\u516c\u53f8\u4ea4\u6d41\u8fc7\uff0c\u6211\u4eec\u5f53\u65f6\u4e5f\u89c4\u5212\u8fc7\u5230\u540e\u8fb9\u51e0\u4ee3\u505a CPO\uff0c\u82f1\u4f1f\u8fbe\u8d77\u5230\u4e86\u63a8\u52a8\u4f5c\u7528\uff0c\u73b0\u5728\u5927\u5bb6\u7edf\u4e00\u8ba4\u4e3a 26 \u5e74\u300127 \u5e74\u7845\u5149\u4f1a\u6709\u5c0f\u6279\u91cf\u4ea4\u4ed8\uff0c28 \u5e74\u5230 30 \u5e74\u662f\u5927\u89c4\u6a21\u843d\u5730\u7684\u65f6\u95f4\u8282\u70b9\u3002<\/p>\n<p>\u73b0\u5728\u505a\u7845\u5149\u5de5\u827a\u3001\u8bbe\u5907\u4ee5\u53ca\u89e3\u51b3\u65b9\u6848\u7684\u5382\u5bb6\u90fd\u5728\u6b63\u89c6\u8d77\u6765\u7684\u95ee\u9898\uff0c\u5f53\u4e2d\u4e5f\u6709\u4e00\u4e9b\u9700\u8981\u6539\u8fdb\u7684\u70b9\uff0c\u50cf\u7845\u5149\u548c\u82af\u7247\u7ed3\u5408\u4e4b\u540e\u5f62\u6210 Scale up\uff0c\u4e2d\u95f4\u7684\u901a\u4fe1\u534f\u8bae\u5728\u8fd9\u4e00\u5c42\u8d77\u5230\u4e86\u4ec0\u4e48\u4f5c\u7528\uff0c\u8fd9\u5f53\u4e2d\u6709\u5bf9\u4e8e\u89d2\u8272\u7684\u601d\u8003\u3002\u73b0\u5728 CPO \u5f88\u91cd\u8981\uff0c\u800c\u4e14\u5de5\u827a\u5382\u5bb6\u8d8a\u65e9\u5e03\u5c40\u8d8a\u597d\uff0c\u5c24\u5176\u662f\u5927\u5bb6\u8981\u5168\u9762\u601d\u8003\u4ece\u505a\u5149\u6a21\u5757\u8f6c\u5230 CPO \u548c\u4e4b\u524d\u662f\u5426\u6709\u5dee\u5f02\u3002<\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>\u90a3\u5173\u4e8e GTC \u7684\u53e6\u5916\u4e00\u4e2a\u8bdd\u9898\u5c31\u662f Dynamo\uff0c\u6211\u60f3\u95ee\u4e00\u4e0b\u5e08\u8001\u5e08\u600e\u4e48\u770b\u6700\u65b0\u53d1\u5e03\u7684\u53ef\u4ee5\u5927\u5e45\u63d0\u9ad8\u63a8\u7406\u6548\u7387\u7684\u5f00\u6e90 AI \u5904\u7406\u670d\u52a1\u5e93 Dynamo\uff1f<\/p>\n<p><strong>\u5e08\u5929\u9ebe\uff1a<\/strong>\u82f1\u4f1f\u8fbe\u786e\u5b9e\u79ef\u7d2f\u4e86\u5f88\u591a\u4e1c\u897f\uff0c\u653e\u51fa\u6765\u633a\u9707\u64bc\u7684\uff0c\u4f46\u662f\u6211\u611f\u89c9\u4ed6\u4eec\u5f88\u591a\u5e95\u5c42\u4e1c\u897f\u7684\u63a5\u53e3\u8fd8\u662f\u6ca1\u6709\u7ed9\u5f00\u53d1\u8005\uff0c\u6240\u4ee5\u4ed6\u4eec\u53ef\u4ee5\u505a\u66f4\u6fc0\u8fdb\u7684\u4f18\u5316\uff0c\u5305\u62ec\u5927\u5bb6\u5e94\u8be5\u4e5f\u77e5\u9053\u4e00\u4e9b\u5e93\u5728\u5927\u90e8\u5206\u573a\u666f\u4e0a\u786e\u5b9e\u5f88\u96be\u5199\u5f97\u6bd4\u82f1\u4f1f\u8fbe\u66f4\u5feb\u3002\u4f46\u8fd9\u4e2a\u5f00\u653e\u51fa\u6765\u82f1\u4f1f\u8fbe\u4e5f\u80fd\u5de9\u56fa\u8f6f\u4ef6\u751f\u6001\u7684\u62a4\u57ce\u6cb3\uff0c\u8fd9\u4e5f\u503c\u5f97\u6211\u4eec\u5b66\u4e60\u3002<\/p>\n<p>\u4e00\u662f\u770b\u4ed6\u4eec\u6280\u672f\u8bbe\u8ba1\u4e0a\u662f\u600e\u6837\u7684\uff0c\u7136\u540e\u5c31\u662f\u5b66\u4e60\u4e00\u4e9b\u76f8\u5173\u601d\u8def\uff0c\u770b\u80fd\u4e0d\u80fd\u7528\u6765\u6784\u7b51\u56fd\u4ea7\u8f6f\u4ef6\u751f\u6001\uff0c\u6211\u4eec\u5728\u505a\u7684\u4e8b\u60c5\u8fd8\u662f\u5e2e\u5927\u5bb6\u66f4\u597d\u5730\u7528\u8d77\u6765\u56fd\u4ea7\u663e\u5361\u3002\u6211\u4eec\u76f8\u4fe1\u672a\u6765\u7b97\u529b\u56fd\u4ea7\u5316\u80af\u5b9a\u662f\u5927\u8d8b\u52bf\uff0c\u8fd9\u4e2a\u786e\u5b9a\u6027\u662f\u6bd4\u8f83\u5f3a\u7684\uff0c\u6240\u4ee5\u6211\u4eec\u4f1a\u4ece\u522b\u4eba\u7684\u601d\u8def\u91cc\u5b66\u4e60\uff0c\u7ed3\u5408\u6211\u4eec\u81ea\u5df1\u7684\u6280\u672f\u548c\u7ecf\u9a8c\u4ee5\u53ca\u56fd\u4ea7\u663e\u5361\u7684\u7279\u8272\u505a\u4e00\u4e9b\u81ea\u5df1\u7684\u4e1c\u897f\u3002<\/p>\n<p><strong>\u5f90\u51cc\u6770\uff1a<\/strong>\u6211\u89c9\u5f97 Dynamo \u975e\u5e38\u597d\uff0c\u6211\u548c\u6211\u7684\u8054\u521b\u90fd\u5728\u63a8\u52a8\u56e2\u961f\u8981\u8fc5\u901f\u628a\u4f18\u79c0\u7684\u5f00\u6e90\u9879\u76ee\u96c6\u6210\u5230\u6211\u4eec\u7684\u4ea7\u54c1\u4e2d\u53bb\uff0c\u8fd9\u4e2a\u975e\u5e38\u597d\uff0c\u8fd9\u4e5f\u610f\u5473\u7740\u82f1\u4f1f\u8fbe\u4e0d\u4ec5\u662f\u4e2a\u82af\u7247\u516c\u53f8\uff0c\u4ed6\u4eec\u4e00\u76f4\u8bf4\u81ea\u5df1\u662f\u7b97\u6cd5\u3001\u8f6f\u4ef6\u516c\u53f8\uff0c\u4eca\u5929\u4ed6\u4eec\u53d8\u6210\u4e86\u4e00\u4e2a\u57fa\u7840\u8bbe\u65bd\u516c\u53f8\uff0c\u57fa\u7840\u8bbe\u65bd\u516c\u53f8\u5c31\u662f\u8981\u63d0\u4f9b\u4e00\u7cfb\u5217\u5de5\u5177\uff0c\u8ba9\u5927\u5bb6\u628a\u57fa\u7840\u8bbe\u65bd\u7528\u597d\uff0c\u8fd9\u5757\u4ee3\u8868\u4e86\u82f1\u4f1f\u8fbe\u975e\u5e38\u5927\u7684\u91ce\u5fc3\uff0c\u5305\u62ec\u4ece\u96c6\u7fa4\u5c42\u9762\u4ed6\u4eec\u4f1a\u6709\u975e\u5e38\u5927\u7684\u6295\u5165\uff0cDynamo \u4e0d\u662f\u4e00\u4e2a\u5c0f\u7684\u57fa\u4e8e\u5355\u4e2a\u82af\u7247\u7684\u9879\u76ee\uff0c\u800c\u662f\u57fa\u4e8e\u96c6\u7fa4\u7684\u8c03\u4f18\u3002\u8fd9\u4e00\u5757\u8fd8\u662f\u56de\u5230\u5546\u4e1a\u7684\u672c\u8d28\uff0c\u5c31\u662f\u82f1\u4f1f\u8fbe\u8d8a\u505a\u8d8a\u591a\u7684\u60c5\u51b5\u4e0b\uff0c\u5176\u4ed6\u8ddf\u5b83\u540c\u7c7b\u7ade\u4e89\u7684\u516c\u53f8\u8981\u600e\u4e48\u8ddf\u4e0a\uff0c\u53e6\u5916\u505a\u82f1\u4f1f\u8fbe\u7684\u4e0a\u4e0b\u6e38\u54ea\u4e9b\u4e1c\u897f\u6bd4\u8f83\u6709\u62a4\u57ce\u6cb3\uff0c\u8fd9\u662f\u5f88\u6709\u610f\u601d\u7684\u8bdd\u9898\u3002<\/p>\n<p><strong>\u5218\u5b66\uff1a<\/strong>\u6211\u4eec\u4e5f\u4f1a\u6301\u7eed\u5b66\u4e60\u548c\u5438\u6536\uff0c\u4ece\u6574\u4e2a\u7cfb\u7edf\u6765\u8bb2\uff0c\u6211\u4eec\u4f1a\u8fdb\u884c\u62c6\u89e3\uff0c\u7136\u540e\u770b\u4e00\u4e0b\u5728\u56fd\u4ea7\u82af\u7247\u548c\u6574\u4e2a Scale up \u4e92\u8054\u65b9\u9762\u7684\u542f\u53d1\uff0c\u5b9e\u73b0\u66f4\u5feb\u901f\u5730\u843d\u5730\uff0c\u7136\u540e\u5728\u5546\u4e1a\u6a21\u5f0f\u65b9\u9762\uff0c\u5f53\u524d\u65e0\u8bba\u662f\u7845\u5149\u8fd8\u662f Dynamo\uff0c\u82f1\u4f1f\u8fbe\u90fd\u5728\u7ed9\u5927\u5bb6\u4e0d\u505c\u5730\u8bb2\u8ff0\u8981\u7cfb\u7edf\u7ea7\u8bbe\u8ba1\u66f4\u5e95\u5c42\u7684\u82af\u7247\u548c\u4e92\u8054\uff0c\u8fd9\u4e5f\u662f\u6211\u4eec\u4e50\u610f\u770b\u5230\u7684\u3002<\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>\u82f1\u4f1f\u8fbe\u7684\u94fe\u786e\u5b9e\u8d8a\u6765\u8d8a\u957f\u4e86\u3002\u5706\u684c\u5feb\u7ed3\u675f\u4e86\uff0c\u6211\u4eec\u73b0\u5728\u6765\u56de\u7b54\u4e00\u4e0b\u89c2\u4f17\u63d0\u95ee\u3002\u6709\u89c2\u4f17\u95ee\u5230\u5982\u4f55\u89e3\u51b3\u4e2d\u5c0f\u4f01\u4e1a\u5728\u79c1\u6709\u5316\u90e8\u7f72\u7684\u6210\u672c\u95e8\u69db\u7684\u95ee\u9898\uff1f\u770b\u770b\u8c01\u60f3\u5148\u6765\u56de\u7b54\u3002<\/p>\n<p><strong>\u5e08\u5929\u9ebe\uff1a<\/strong>\u6211\u89c9\u5f97\u5c0f\u4f01\u4e1a\u7684\u4f4e\u6210\u672c\u90e8\u7f72\u5982\u679c\u5bf9\u6570\u636e\u5b89\u5168\u7684\u8981\u6c42\u6ca1\u6709\u592a\u591a\u987e\u8651\u7684\u8bdd\uff0c\u786e\u5b9e\u53ef\u4ee5\u53bb\u79df\u673a\u5668\u751a\u81f3\u7528 MaaS\uff0c\u5982\u679c\u6570\u636e\u5b89\u5168\u8fd9\u5757\u8981\u6c42\u6bd4\u8f83\u591a\uff0c\u53ef\u4ee5\u5148\u82b1\u51e0\u5341\u4e07\u4e70\u4e2a\u6027\u80fd\u6ca1\u6709\u90a3\u4e48\u5f3a\u7684\u673a\u5668\uff0c\u4e5f\u4e0d\u662f\u975e\u8981\u8dd1 DeepSeek \u6ee1\u8840\u7248\uff0c\u5176\u4ed6\u6a21\u578b\u5e76\u975e\u4e0d\u80fd\u7528\uff0c\u633a\u591a\u5c0f\u6a21\u578b\u3001\u91cf\u5316\u3001\u84b8\u998f\u6a21\u578b\u4e5f\u90fd\u8fd8\u4e0d\u9519\uff0c\u5148\u8bd5\u4e00\u8bd5\u5bf9\u4f01\u4e1a\u4e1a\u52a1\u573a\u666f\u6709\u6ca1\u6709\u5e2e\u52a9\uff0c\u6709\u4e86\u5e2e\u52a9\u4ee5\u540e\u518d\u82b1\u94b1\u4e70\u66f4\u597d\u7684\u673a\u5668\uff0c\u7528\u66f4\u597d\u7684\u5927\u6a21\u578b\u66f4\u597d\u652f\u6491\u4e1a\u52a1\uff0c\u5c31\u662f\u8bf4\u524d\u671f\u4e0d\u4e00\u5b9a\u975e\u8981\u6700\u597d\uff0c\u8981\u5148\u5224\u65ad\u5bf9\u4f01\u4e1a\u4e1a\u52a1\u662f\u5426\u6709\u5e2e\u52a9\u3002<\/p>\n<p><strong>\u5f90\u51cc\u6770\uff1a<\/strong>\u6211\u975e\u5e38\u540c\u610f\uff0c\u9996\u5148\u6a21\u578b\u4e00\u5b9a\u8981\u5bf9\u5ba2\u6237\u6709\u7528\uff0c\u6211\u4eec\u4eca\u5929\u8bb2 AI Infra 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\u5176\u5b9e\u5927\u90e8\u5206\u60c5\u51b5\u4e0b\u4e5f\u4e0d\u80fd\u76f4\u63a5\u7528\u5230\u4e1a\u52a1\u573a\u666f\u91cc\u53bb\uff0c\u8981\u80fd\u591f\u53bb\u505a\u7ed3\u5408\u3002<\/p>\n<p>\u56de\u5230\u6211\u4eec\u73b0\u5728\u7684\u5546\u4e1a\u6a21\u5f0f\u6765\u8bb2\uff0c\u4e00\u662f\u6211\u4eec\u4f1a\u5f80\u786c\u4ef6\u65b9\u5411\u6295\u5165\u66f4\u591a\u7cbe\u529b\uff0c\u8f6f\u4ef6\u8981\u4f5c\u4e3a\u5165\u53e3\u7ed9\u786c\u4ef6\u5e26\u8d27\uff0c\u56e0\u6b64\u505a\u7aef\u5230\u7aef\u7684\u89e3\u51b3\u65b9\u6848\u4e5f\u975e\u5e38\u5173\u952e\u3002\u6211\u4eec\u4ece\u53bb\u5e74\u5f00\u59cb\u6295\u5165\uff0c\u4e5f\u4ea7\u751f\u4e86\u4e00\u90e8\u5206\u7684\u8425\u6536\uff0c\u80fd\u591f\u8ddf\u5ba2\u6237\u628a\u5b83\u7684\u573a\u666f\u6253\u78e8\u51fa\u6765\uff0c\u7b2c\u4e00\u6b65\u5c31\u662f\u4fdd\u8bc1\u573a\u666f\u53ef\u7528\uff0c\u8fd9\u5757\u8ddf\u6027\u80fd\u6ca1\u6709\u4efb\u4f55\u5173\u7cfb\uff0c\u662f\u6a21\u578b\u7684\u6548\u679c\u6216\u8005\u57fa\u4e8e\u6a21\u578b\u505a\u4e8c\u6b21\u5f00\u53d1\u80fd\u4e0d\u80fd\u7ed9\u4e1a\u52a1\u5e26\u6765\u4ea7\u751f\u529b\uff0c\u6211\u4eec\u7b97\u6cd5\u5de5\u7a0b\u5e08\uff0c\u4e5f\u8fdb\u884c\u4e86\u843d\u5730\u3002<\/p>\n<p>\u7b2c\u4e8c\u6b65\u662f\u6839\u636e\u5177\u4f53\u60c5\u51b5\uff0c\u57fa\u4e8e\u73b0\u6709\u7684\u786c\u4ef6\u505a\u8c03\u4f18\uff0c\u8fbe\u5230\u66f4\u597d\u7684\u6548\u7387\u548c\u6027\u4ef7\u6bd4\u3002\u7b2c\u4e09\uff0c\u5982\u679c\u5ba2\u6237\u5bf9\u6807\u51c6\u7684\u786c\u4ef6\u4e0d\u6ee1\u610f\uff0c\u90e8\u7f72\u91cf\u4e5f\u6bd4\u8f83\u5927\uff0c\u6211\u4eec\u80fd\u591f\u901a\u8fc7\u5dee\u5f02\u5316\u7684\u8f6f\u786c\u4ef6\u76f8\u7ed3\u5408\u7684\u4ea7\u54c1\u6709\u5c42\u6b21\u5730\u63d0\u4f9b\u3002\u6240\u4ee5\u8bf4\u662f\u4ece\u7b97\u6cd5\u6548\u679c\u5230\u7eaf\u8f6f\u4ef6\u7684\u8c03\u4f18\u6548\u679c\uff0c\u518d\u5230\u8f6f\u786c\u7ed3\u5408\u4e09\u6b65\u8d70\u7684\u7b56\u7565\uff0c\u53bb\u7ed9\u5ba2\u6237\u63d0\u4f9b\u4e0d\u540c\u5c42\u7ea7\u7684\u65b9\u6848\uff0c\u8fd9\u548c\u5ba2\u6237\u4f53\u91cf\u3001\u4e1a\u52a1\u5c5e\u6027\u90fd\u6709\u5173\u7cfb\u3002<\/p>\n<p><strong>\u5218\u5b66\uff1a<\/strong>\u5f90\u8001\u5e08\u662f\u4ece\u7b97\u529b\u8f6c\u5316\u81f3\u751f\u4ea7\u529b\uff0c\u6211\u4eec\u662f\u53cd\u8fc7\u6765\u4ece\u751f\u4ea7\u529b\u8f6c\u5316\u4e3a\u7b97\u529b\uff0c\u6211\u4eec\u4f5c\u4e3a\u4e00\u5bb6\u4e92\u8054\u901a\u4fe1\u516c\u53f8\uff0c\u662f\u60f3\u4e3a\u56fd\u4ea7 GPU \u6216\u8005 ASIC \u63d0\u4f9b Scale up \u7684\u6574\u4f53\u89e3\u51b3\u65b9\u6848\uff0c\u5305\u62ec Switch \u82af\u7247\uff0cDeepSeek V3 \u5bf9 NVLink \u7684Switch \u505a\u4e86\u5f88\u5927\u7bc7\u5e45\u7684\u63cf\u8ff0\uff0c\u6211\u4eec\u7684\u91cd\u70b9\u662f\u544a\u8bc9\u5927\u5bb6\uff0c\u5982\u679c\u4e2d\u5c0f\u4f01\u4e1a\u60f3\u63d0\u9ad8\u6027\u80fd\uff0c\u6211\u4eec\u53ef\u4ee5\u63d0\u4f9b\u4e00\u4e9b\u53ef\u5b9a\u5236\u7684\u8d85\u8282\u70b9\u3002\u56e0\u4e3a\u6211\u4eec\u5728\u548c GPU \u5382\u5546\u4ea4\u6d41\u65f6\uff0c \u4ed6\u4eec\u4e5f\u4f1a\u95ee 256 \u4e2a\u8282\u70b9\u600e\u4e48\u8fde\uff0c\u5728\u4e92\u8054\u7684\u62d3\u6251\u4e0b\u600e\u4e48\u6ee1\u8db3\u5f53\u524d DeepSeek \u8fd9\u79cd MoE \u67b6\u6784\u7684\u8bad\u7ec3\u548c\u63a8\u7406\uff0c\u8fd9\u4e2a\u5176\u5b9e\u4e5f\u662f\u6211\u4eec\u6b63\u5728\u505a\u7684\u4e8b\u60c5\uff0c\u6211\u4eec\u4e13\u95e8\u6709\u4e00\u4e2a\u7ec4\u62c6\u89e3\u7b97\u6cd5\uff0c\u62c6\u89e3\u5230\u5177\u4f53\u7684 GPU \u548c\u4e92\u8054\u4e0a\uff0c\u770b\u54ea\u4e2a\u4e92\u8054\u62d3\u6251\u5f62\u6210\u4ec0\u4e48\u6837\u7684\u6811\u5f62\u6216\u8005\u73af\u5f62\u7ed3\u6784\u6765\u52a0\u901f\u8bad\u63a8\u3002<\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>\u53e6\u5916\u4e00\u4e2a\u89c2\u4f17\u63d0\u95ee\u5149\u5b50\u82af\u7247\u4f1a\u662f\u672a\u6765\u7684\u53d1\u5c55\u8d8b\u52bf\u5417\uff1f\u5149\u5728\u82af\u7247\u7684\u672a\u6765\u6280\u672f\u4e2d\uff0c\u5305\u62ec\u91cf\u5b50\u82af\u7247\u7b49\u4e0d\u540c\u7684\u8def\u5f84\u4e2d\u5360\u4ec0\u4e48\u5730\u4f4d\uff1f\u4f1a\u662f\u8fc7\u6e21\u6280\u672f\u8fd8\u662f\u957f\u671f\u5b58\u5728\u5462\uff1f<\/p>\n<p><strong>\u5218\u5b66\uff1a<\/strong>\u9664\u4e86\u5149\u5b50\u8ba1\u7b97\u3001\u91cf\u5b50\u8ba1\u7b97\u8fd8\u6709\u7c7b\u8111\u8ba1\u7b97\uff0c\u6211\u672c\u8eab\u4e5f\u662f\u4ece\u4e8b\u7c7b\u8111\u8ba1\u7b97\u7684\uff0c\u6709\u51e0\u4e2a\u8bf4\u6cd5\uff0c\u7b2c\u4e00\u662f\u56fd\u9645\u4e0a\u6709\u8bf4\u6cd5\u79f0\u7c7b\u8111\u8ba1\u7b97\u548c\u91cf\u5b50\u8ba1\u7b97\u662f\u540e\u6469\u5c14\u65f6\u4ee3\u7684\u4e24\u5927\u89e3\u51b3\u65b9\u6848\uff0c\u7b2c\u4e8c\u56fd\u5185\u6211\u4eec\u4e5f\u542c\u5230\u4e00\u4e9b\u6d88\u606f\u8bf4\u5728 GPU \u6216\u8005 ASIC \u8def\u7ebf\u4e4b\u5916\u8fd8\u4f1a\u5f00\u8f9f\u51fa\u5176\u4ed6\u8def\u7ebf\uff0c\u50cf\u7c7b\u8111\u8ba1\u7b97\u3001\u5149\u5b50\u8ba1\u7b97\u548c\u91cf\u5b50\u8ba1\u7b97\u3002\u4ece\u8fd9\u51e0\u70b9\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u65e0\u8bba\u662f\u4ece GPU\u3001ASIC \u8fd8\u662f\u5149\u5b50\u8ba1\u7b97\u548c\u91cf\u5b50\u8ba1\u7b97\uff0c\u5f53\u524d\u79bb\u6700\u7ec8\u5b9e\u73b0\u90fd\u6709\u9700\u8981\u63d0\u5347\u7684\u5730\u65b9\uff0c\u5bf9\u6b64\u6211\u60f3\u8bf4\u4e24\u70b9\uff0c\u4e00\u662f\u5f53\u524d\u7684\u8fd9\u4e9b\u5149\u5b50\u8ba1\u7b97\u3001\u91cf\u5b50\u8ba1\u7b97\u76f8\u6bd4\u4ee5\u524d\u7684\u8bbe\u8ba1\u662f\u5426\u6709\u540e\u53d1\u4f18\u52bf\uff0c\u4e8c\u662f\u5728\u6574\u4f53\u7684\u8bbe\u8ba1\u8fc7\u7a0b\u4e2d\uff0c\u4e00\u4e9b\u5468\u8fb9\u57df\u7684\u5de5\u7a0b\u548c\u79d1\u5b66\u95ee\u9898\u662f\u5426\u5f97\u5230\u89e3\u51b3\u4e86\uff0c\u8fd9\u662f\u503c\u5f97\u5173\u6ce8\u7684\u3002<\/p>\n<p><strong>\u738b\u5eb7\u66fc\uff1a<\/strong>\u6211\u4e5f\u5206\u4eab\u4e00\u4e0b\uff0c\u6211\u524d\u51e0\u5929\u53bb GTC 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    <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/U1C82HkQQG5g4TVm.html\" target=\"_blank\">\u4e07\u5b57\u957f\u6587\u603b\u7ed3\uff1aDeepSeek \u5f15\u53d1\u7684 AI Infra \u53d8\u9769\u6b63\u5728\u300c\u52a0\u901f\u300d\u4e28GAIR Live<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\u4e28\u6731\u53ef\u8f69 \u7f16\u8f91\u4e28\u9648\u5f69\u5a34 DeepSe 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