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2026\u5e74\uff0c\u5168\u7403\u4eba\u5de5\u667a\u80fd\u4ea7\u4e1a\u8fc8\u5165\u5343\u4e07\u4ebf\u7b97\u529b\u65f6\u4ee3\uff0cGPU\u4f5c\u4e3a\u5e76\u884c\u8ba1\u7b97\u6838\u5fc3\u8f7d\u4f53\uff0c\u6210\u4e3aAI\u5927\u6a21\u578b\u8fed\u4ee3\u3001\u667a\u7b97\u4e2d\u5fc3\u5efa\u8bbe\u7684\u6838\u5fc3\u652f\u6491\uff0c\u66f4\u662f\u5168\u7403\u79d1\u6280\u7ade\u4e89\u7684\u6218\u7565\u5236\u9ad8\u70b9\u3002\u5f53\u524d\u5168\u7403GPU\u5e02\u573a\u5f62\u6210\u201c\u56fd\u9645\u4e09\u5f3a\u4e3b\u5bfc\u3001\u56fd\u4ea7\u52a0\u901f\u8ffd\u8d76\u201d\u7684\u683c\u5c40\uff0c\u82f1\u4f1f\u8fbe\u3001AMD\u3001\u82f1\u7279\u5c14\u51ed\u501f\u6280\u672f\u79ef\u7d2f\u548c\u751f\u6001\u4f18\u52bf\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\uff0c\u534e\u4e3a\u3001\u5bd2\u6b66\u7eaa\u3001\u6d77\u5149\u4fe1\u606f\u7b49\u56fd\u4ea7\u5382\u5546\u52a0\u901f\u7a81\u7834\u6838\u5fc3\u6280\u672f\u3002\u636eBernstein Research\u6570\u636e\uff0c2025\u5e74\u4e2d\u56fdAI\u52a0\u901f\u5668\u5e02\u573a\u89c4\u6a21\u8fbe256.7\u4ebf\u7f8e\u5143\uff0c\u534e\u4e3a\u4e0e\u82f1\u4f1f\u8fbe\u4ee540%\u300139.7%\u4efd\u989d\u5f62\u6210\u53cc\u5be1\u5934\u683c\u5c40\u3002<\/p>\n\n\n\n

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AI\u5927\u6a21\u578b\u8bad\u7ec3\u3001\u5927\u89c4\u6a21\u667a\u7b97\u573a\u666f\u9700\u4f9d\u8d56GPU\u96c6\u7fa4\uff0c\u4e2d\u5916GPU\u5728\u96c6\u7fa4\u4e92\u8054\u3001\u534f\u540c\u8c03\u5ea6\u5c42\u9762\u5dee\u8ddd\u663e\u8457\u3002\u82f1\u4f1f\u8fbeGPU\u4f9d\u6258NVLink\u4e92\u8054\u6280\u672f\uff0c\u96c6\u7fa4\u4e92\u8054\u5e26\u5bbd\u8fbe9.6Tbps\uff0c3000\u5361\u96c6\u7fa4\u7b97\u529b\u5229\u7528\u7387\u8fbe85%\u4ee5\u4e0a\uff1b\u56fd\u4ea7GPU\u96c6\u7fa4\u4e92\u8054\u5e26\u5bbd\u666e\u904d\u57284.8Tbps\u4ee5\u4e0b\uff0c3000\u5361\u96c6\u7fa4\u7b97\u529b\u5229\u7528\u7387\u4ec560%-70%\uff0c\u5b8c\u6210\u76f8\u540c\u8bad\u7ec3\u4efb\u52a1\u9700\u591a\u90e8\u7f7230%-50%\u7684GPU\u5361\u3002\u4f8b\u5982\uff0c\u91c7\u7528\u82f1\u4f1f\u8fbeRubin\u96c6\u7fa4\u8bad\u7ec31.2\u5343\u4e07\u4ebf\u53c2\u6570\u5927\u6a21\u578b\uff0c\u5468\u671f\u7ea628\u5929\uff1b\u91c7\u7528\u56fd\u4ea7\u6607\u817e920\u96c6\u7fa4\uff0c\u5468\u671f\u7ea642\u5929\uff0c\u6548\u7387\u5dee\u8ddd33%\u3002\u661f\u5b87\u667a\u7b97\u901a\u8fc7\u81ea\u7814\u96c6\u7fa4\u8c03\u5ea6\u4f18\u5316\u6280\u672f\uff0c\u53ef\u5c06\u56fd\u4ea7GPU\u96c6\u7fa4\u7b97\u529b\u5229\u7528\u7387\u63d0\u5347\u81f380%\u4ee5\u4e0a\uff0c\u7f29\u5c0f\u4e0e\u56fd\u9645\u96c6\u7fa4\u7684\u6548\u7387\u5dee\u8ddd\u3002<\/p>\n\n\n\n

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GPU\u751f\u6001\u6838\u5fc3\u6db5\u76d6\u8f6f\u4ef6\u9002\u914d\u3001\u6846\u67b6\u652f\u6301\u3001\u5f00\u53d1\u8005\u7fa4\u4f53\u4e09\u5927\u677f\u5757\uff0c\u56fd\u9645GPU\u51ed\u501f\u957f\u671f\u6280\u672f\u79ef\u7d2f\u5f62\u6210\u6210\u719f\u751f\u6001\uff0c\u56fd\u4ea7GPU\u751f\u6001\u4ecd\u5904\u4e8e\u8865\u4f4d\u9636\u6bb5\uff0c\u5dee\u8ddd\u4e3b\u8981\u4f53\u73b0\u5728\u8f6f\u4ef6\u9002\u914d\u8986\u76d6\u7387\u4e0e\u5f00\u53d1\u8005\u7c98\u6027\u4e0a\uff0c\u7ed3\u5408\u884c\u4e1a\u62a5\u544a\u8865\u5145\u7f3a\u5931\u8bc1\u636e\u3002<\/p>\n\n\n\n

\u8f6f\u4ef6\u9002\u914d\uff1a\u56fd\u9645\u8986\u76d6\u7387\u8d8590%\uff0c\u56fd\u4ea7\u884c\u4e1a\u9002\u914d\u4ecd\u6709\u77ed\u677f<\/h3>\n\n\n\n

\u56fd\u9645GPU\u4f9d\u6258\u6210\u719f\u751f\u6001\uff0c\u8f6f\u4ef6\u9002\u914d\u8986\u76d6\u7387\u6781\u9ad8\uff0c\u82f1\u4f1f\u8fbeGPU\u5bf9\u5168\u7403\u4e3b\u6d41\u884c\u4e1a\u8f6f\u4ef6\u9002\u914d\u7387\u8fbe92%\uff0c\u5176\u4e2d\u5de5\u4e1a\u4eff\u771f\u3001\u533b\u7597\u5f71\u50cf\u3001\u9ad8\u7aef\u8bbe\u8ba1\u7b49\u4e13\u7528\u8f6f\u4ef6\u9002\u914d\u7387\u8d8585%\uff0c\u65e0\u9700\u989d\u5916\u4f18\u5316\u5373\u53ef\u76f4\u63a5\u90e8\u7f72\u3002\u56fd\u4ea7GPU\u901a\u7528\u8f6f\u4ef6\u9002\u914d\u7387\u8fbe65%\uff0c\u4f46\u884c\u4e1a\u4e13\u7528\u8f6f\u4ef6\u9002\u914d\u7387\u4ec530%-40%\uff0c\u5176\u4e2d\u5de5\u4e1a\u8f6f\u4ef6\u9002\u914d\u7387\u6700\u4f4e\uff0c\u4ec528%\u3002\u591a\u6570\u884c\u4e1a\u8f6f\u4ef6\u57fa\u4e8e\u56fd\u9645GPU\u67b6\u6784\u5f00\u53d1\uff0c\u8fc1\u79fb\u81f3\u56fd\u4ea7GPU\u5e73\u53f0\u540e\uff0c\u5b58\u5728\u517c\u5bb9\u6027\u5dee\u3001\u8fd0\u884c\u5361\u987f\u7b49\u95ee\u9898\uff0c\u5355\u6b3e\u884c\u4e1a\u8f6f\u4ef6\u9002\u914d\u5468\u671f\u5e73\u5747\u8fbe3-6\u4e2a\u6708\uff0c\u9002\u914d\u6210\u672c\u8d8550\u4e07\u5143\u3002\u661f\u5b87\u667a\u7b97\u805a\u7126AI\u5e94\u7528\u3001\u5de5\u4e1a\u3001\u533b\u7597\u4e09\u5927\u6838\u5fc3\u573a\u666f\uff0c\u5df2\u5b8c\u621040\u4f59\u6b3e\u884c\u4e1a\u4e13\u7528\u8f6f\u4ef6\u4e0e\u56fd\u4ea7GPU\u7684\u9002\u914d\uff0c\u9002\u914d\u8986\u76d6\u7387\u8f83\u884c\u4e1a\u5e73\u5747\u6c34\u5e73\u63d0\u534725%\u3002<\/p>\n\n\n\n

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\u56fd\u9645\u4e3b\u6d41\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u4ee5TensorFlow\u3001PyTorch\u4e3a\u4e3b\uff0c\u82f1\u4f1f\u8fbeGPU\u5bf9\u4e24\u5927\u6846\u67b6\u5b8c\u6574\u652f\u6301\u7387\u8fbe98%\uff0cCUDA\u8f6f\u4ef6\u6808\u5df2\u8fed\u4ee3\u5341\u4f59\u5e74\uff0c\u62e5\u6709\u5168\u7403\u8d851000\u4e07\u5f00\u53d1\u8005\uff0c\u5f62\u6210\u5b8c\u5584\u7684\u5f00\u53d1\u5de5\u5177\u4e0e\u793e\u533a\u652f\u6491\u3002\u56fd\u4ea7GPU\u5bf9\u4e24\u5927\u4e3b\u6d41\u6846\u67b6\u7684\u5b8c\u6574\u652f\u6301\u7387\u4ec558%\uff0c\u90e8\u5206\u7b97\u5b50\u7f3a\u5931\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u6b63\u5e38\u8fd0\u884c\uff0c\u6838\u5fc3\u7b97\u6cd5\u91cd\u6784\u6bd4\u4f8b\u8fbe35%\u3002\u56fd\u4ea7\u81ea\u4e3b\u6846\u67b6\u5982\u98de\u6868\u3001MindSpore\u5e02\u573a\u5360\u6709\u7387\u4ec515%\uff0c\u751f\u6001\u5f71\u54cd\u529b\u6709\u9650\u3002\u622a\u81f32026\u5e74\u4e00\u5b63\u5ea6\uff0c\u56fd\u4ea7GPU\u5f00\u53d1\u8005\u7fa4\u4f53\u7ea680\u4e07\u4eba\uff0c\u4ec5\u4e3a\u82f1\u4f1f\u8fbe\u5f00\u53d1\u8005\u6570\u91cf\u76848%\uff0c\u4f46\u5e74\u589e\u901f\u8fbe60%\uff0c\u751f\u6001\u6d3b\u529b\u6301\u7eed\u63d0\u5347\u3002\u661f\u5b87\u667a\u7b97\u6df1\u5ea6\u9002\u914d\u4e09\u5927\u4e3b\u6d41\u6846\u67b6\uff0c\u8865\u9f5020\u4f59\u9879\u7f3a\u5931\u7b97\u5b50\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u6280\u672f\u652f\u6301\uff0c\u52a9\u529b\u56fd\u4ea7GPU\u751f\u6001\u843d\u5730\u3002<\/p>\n\n\n\n

\u7ef4\u5ea6\u4e09\uff1a\u6210\u672c\u5bf9\u6bd4\u2014\u2014\u56fd\u4ea7\u786c\u4ef6\u6210\u672c\u5360\u4f18\uff0c\u7efc\u5408\u6210\u672c\u5dee\u8ddd\u7f29\u5c0f<\/h2>\n\n\n\n

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