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\"\"<\/figure>\n\n\n\n

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\u6570\u5b57\u4eba\u76f4\u64ad\u9700\u540c\u65f6\u5904\u7406\u5b9e\u65f6\u6e32\u67d3\u3001\u52a8\u4f5c\u6355\u6349\u3001\u8bed\u97f3\u5408\u6210\u3001\u4ea4\u4e92\u54cd\u5e94\u7b49\u591a\u4efb\u52a1\uff0c\u9700GPU\u5177\u5907\u5f3a\u5927\u7684\u5e76\u884c\u5904\u7406\u80fd\u529b\uff0cCUDA\u6838\u5fc3\u6570\u91cf\u76f4\u63a5\u51b3\u5b9a\u5e76\u884c\u5904\u7406\u6548\u7387\u3002\u884c\u4e1a\u6570\u636e\u663e\u793a\uff0c\u5355\u53f0GPU\u9700\u5177\u5907\u22658000 CUDA\u6838\u5fc3\uff0c\u624d\u80fd\u9002\u914d\u5355\u8def\u6570\u5b57\u4eba\u76f4\u64ad\u7684\u591a\u4efb\u52a1\u5e76\u53d1\u9700\u6c42\uff1b\u82e5\u9700\u540c\u65f6\u652f\u64912\u8def\u53ca\u4ee5\u4e0a\u6570\u5b57\u4eba\u76f4\u64ad\uff0cCUDA\u6838\u5fc3\u6570\u91cf\u9700\u226516000\u3002<\/p>\n\n\n\n

\u76ee\u524d\uff0cNVIDIA RTX 4090 GPU\u5177\u590716384 CUDA\u6838\u5fc3\uff0c\u53ef\u540c\u65f6\u652f\u64912\u8def100\u4e07\u9762\u6570\u5b57\u4eba\u76f4\u64ad\uff1bNVIDIA H100 GPU\u5177\u59078192 CUDA\u6838\u5fc3\uff0c\u9002\u914d\u5355\u8def\u9ad8\u6e05\u6570\u5b57\u4eba\u76f4\u64ad\u3002\u661f\u5b87\u667a\u7b97\u9488\u5bf9\u6570\u5b57\u4eba\u76f4\u64ad\u591a\u4efb\u52a1\u5e76\u53d1\u9700\u6c42\uff0c\u4f18\u5316GPU\u5e76\u884c\u8ba1\u7b97\u67b6\u6784\uff0c\u540c\u65f6\u4f18\u5316GPU\u4e91\u4e3b\u673a\u7684\u7b97\u529b\u5206\u914d\u673a\u5236\uff0c\u5b9e\u73b0\u591a\u4efb\u52a1\u9ad8\u6548\u534f\u540c\uff0c\u5e76\u884c\u5904\u7406\u6548\u7387\u63d0\u534730%\u4ee5\u4e0a\uff0c\u9002\u914d\u591a\u6570\u5b57\u4eba\u540c\u5c4f\u76f4\u64ad\u573a\u666f\u3002<\/p>\n\n\n\n

\u573a\u666f\u62c6\u89e3\uff1a\u4e0d\u540c\u6570\u5b57\u4eba\u76f4\u64ad\u573a\u666f\u7684GPU\u7b97\u529b\u9002\u914d\u65b9\u6848<\/h2>\n\n\n\n

\u4e0d\u540c\u573a\u666f\u7684\u6570\u5b57\u4eba\u76f4\u64ad\uff0c\u56e0\u6a21\u578b\u7cbe\u5ea6\u3001\u4ea4\u4e92\u9700\u6c42\u3001\u76f4\u64ad\u89c4\u6a21\u5dee\u5f02\uff0cGPU\u7b97\u529b\u9700\u6c42\u4e0e\u9002\u914d\u65b9\u6848\u4e0d\u540c\uff0c\u7ed3\u5408GPU\u4e91\u4e3b\u673a\u4e0e\u672c\u5730\u670d\u52a1\u5668\u7684\u4f18\u52bf\uff0c\u5b9e\u73b0\u7b97\u529b\u7cbe\u51c6\u5339\u914d\uff0c\u6240\u6709\u65b9\u6848\u5747\u6765\u81ea\u5b9e\u9645\u843d\u5730\u9879\u76ee\uff0c\u53ef\u590d\u5236\u6027\u5f3a\u3002<\/p>\n\n\n\n

\u573a\u666f1\uff1a\u7535\u5546\u6570\u5b57\u4eba\u76f4\u64ad\uff08100\u4e07-200\u4e07\u9762\uff0c\u5355\u8def\u76f4\u64ad\uff09<\/h3>\n\n\n\n

\u6838\u5fc3\u9700\u6c42\uff1a\u5546\u54c1\u8bb2\u89e3\u3001\u5f39\u5e55\u4ea4\u4e92\u3001\u573a\u666f\u5207\u6362\uff0c\u6e32\u67d3\u5e27\u7387\u226560\u5e27\/\u79d2\uff0c\u4ea4\u4e92\u5ef6\u8fdf\u2264100ms\uff0c\u9700\u540c\u65f6\u6e32\u67d3\u6570\u5b57\u4eba\u4e0e\u5546\u54c1\u6a21\u578b\u3002\u7b97\u529b\u9002\u914d\uff1a\u5355\u7cbe\u5ea6\u7b97\u529b\u2265120TFLOPS\uff0c\u663e\u5b58\u226524GB\uff0cCUDA\u6838\u5fc3\u22658000\uff0c\u63a8\u8350\u91c7\u7528NVIDIA RTX 4080 GPU\u6216\u661f\u5b87\u667a\u7b97GPU\u4e91\u4e3b\u673a\uff0824GB\u663e\u5b58\u7248\u672c\uff09\u3002<\/p>\n\n\n\n

\u5b9e\u6d4b\u6210\u6548\uff1a\u67d0\u996e\u6599\u54c1\u724c\u6625\u8282\u671f\u95f4\u91c7\u7528\u8be5\u65b9\u6848\uff0c\u6570\u5b57\u4eba\u76f4\u64ad7\u00d724\u5c0f\u65f6\u5728\u7ebf\uff0cCVR\u6307\u6807\u63d0\u534750%\u4ee5\u4e0a\uff0c\u76f4\u64ad\u5361\u987f\u7387\u964d\u81f32%\u4ee5\u4e0b\uff0c\u8f83\u771f\u4eba\u4e3b\u64ad\u8282\u7701\u6210\u672c60%\uff0cGPU\u4e91\u4e3b\u673a\u7684\u7075\u6d3b\u6269\u5bb9\u7279\u6027\uff0c\u53ef\u5e94\u5bf9\u76f4\u64ad\u9ad8\u5cf0\u65f6\u6bb5\u7684\u7b97\u529b\u6fc0\u589e\u9700\u6c42\uff0c\u65e0\u9700\u989d\u5916\u6295\u5165\u786c\u4ef6\u6210\u672c\u3002<\/p>\n\n\n\n

\u573a\u666f2\uff1a\u65b0\u95fb\u6570\u5b57\u4eba\u76f4\u64ad\uff08200\u4e07-300\u4e07\u9762\uff0c\u5355\u8def\u76f4\u64ad\uff09<\/h3>\n\n\n\n

\u6838\u5fc3\u9700\u6c42\uff1a\u9ad8\u6e05\u903c\u771f\u3001\u53e3\u578b\u540c\u6b65\u3001\u6587\u7a3f\u5b9e\u65f6\u9002\u914d\uff0c\u6e32\u67d3\u5e27\u7387\u226560\u5e27\/\u79d2\uff0c\u4ea4\u4e92\u5ef6\u8fdf\u226480ms\uff0c\u96f6\u5931\u8bef\u7387\u3002\u7b97\u529b\u9002\u914d\uff1a\u5355\u7cbe\u5ea6\u7b97\u529b\u2265150TFLOPS\uff0c\u663e\u5b58\u226548GB\uff0cCUDA\u6838\u5fc3\u226512000\uff0c\u63a8\u8350\u91c7\u7528NVIDIA A100 GPU\u6216\u661f\u5b87\u667a\u7b97GPU\u4e91\u4e3b\u673a\uff0848GB\u663e\u5b58\u7248\u672c\uff09\u3002<\/p>\n\n\n\n

\u5b9e\u6d4b\u6210\u6548\uff1a\u676d\u5dde\u6587\u5e7f\u96c6\u56e2\u6570\u5b57\u4eba\u4e3b\u64ad\u91c7\u7528\u8be5\u65b9\u6848\uff0c\u5b9e\u73b0\u65b0\u95fb\u64ad\u62a5\u96f6\u5931\u8bef\uff0c\u5355\u6761\u65b0\u95fb\u5236\u4f5c\u65f6\u95f4\u4ece30\u5206\u949f\u7f29\u77ed\u81f35\u5206\u949f\uff0c\u76f4\u64ad\u753b\u9762\u903c\u771f\u5ea6\u8fbe98%\uff0c\u89c2\u4f17\u8ba4\u53ef\u5ea6\u4e0e\u771f\u4eba\u4e3b\u64ad\u6301\u5e73\uff0cGPU\u4e91\u4e3b\u673a\u7684\u8fdc\u7a0b\u90e8\u7f72\u7279\u6027\uff0c\u53ef\u5b9e\u73b0\u591a\u76f4\u64ad\u95f4\u7075\u6d3b\u8c03\u5ea6\u7b97\u529b\u3002<\/p>\n\n\n\n

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\u6838\u5fc3\u9700\u6c42\uff1a\u591a\u6570\u5b57\u4eba\u4ea4\u4e92\u3001\u573a\u666f\u540c\u6b65\u3001\u52a8\u4f5c\u534f\u540c\uff0c\u6e32\u67d3\u5e27\u7387\u226560\u5e27\/\u79d2\uff0c\u4ea4\u4e92\u5ef6\u8fdf\u2264100ms\uff0c\u9002\u914d\u865a\u62df\u665a\u4f1a\u3001\u591a\u4e3b\u64ad\u8054\u52a8\u573a\u666f\u3002\u7b97\u529b\u9002\u914d\uff1a\u5355\u7cbe\u5ea6\u7b97\u529b\u2265300TFLOPS\uff0c\u663e\u5b58\u226564GB\uff0cCUDA\u6838\u5fc3\u226524000\uff0c\u63a8\u8350\u91c7\u75288\u5f20NVIDIA A100 GPU\u96c6\u7fa4\u6216\u661f\u5b87\u667a\u7b97GPU\u4e91\u4e3b\u673a\u96c6\u7fa4\u65b9\u6848\u3002<\/p>\n\n\n\n

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\u8981\u6ee1\u8db3\u6570\u5b57\u4eba\u76f4\u64ad\u5bf9GPU\u7b97\u529b\u7684\u6781\u81f4\u9700\u6c42\uff0c\u9700\u901a\u8fc7\u786c\u4ef6\u9009\u578b\u4f18\u5316\u3001\u8f6f\u4ef6\u8c03\u5ea6\u5347\u7ea7\u3001GPU\u4e91\u4e3b\u673a\u9002\u914d\u4e09\u5927\u8def\u5f84\uff0c\u5b9e\u73b0\u7b97\u529b\u6548\u80fd\u6700\u5927\u5316\uff0c\u6240\u6709\u6280\u672f\u8def\u5f84\u5747\u6709\u660e\u786e\u5b9e\u8df5\u6570\u636e\u652f\u6491\uff0c\u53ef\u843d\u5730\u6027\u5f3a\u3002<\/p>\n\n\n\n

\u8def\u5f84\u4e00\uff1a\u7cbe\u51c6\u9009\u578b\uff0c\u5339\u914d\u573a\u666f\u7b97\u529b\u9700\u6c42<\/h3>\n\n\n\n

\u6839\u636e\u6570\u5b57\u4eba\u6a21\u578b\u9762\u6570\u3001\u76f4\u64ad\u8def\u6570\u3001\u4ea4\u4e92\u9700\u6c42\uff0c\u9009\u62e9\u9002\u914d\u7684GPU\u578b\u53f7\uff0c\u907f\u514d\u7b97\u529b\u8fc7\u5ea6\u914d\u7f6e\u6216\u4e0d\u8db3\u3002\u4e2d\u4f4e\u7aef\u573a\u666f\uff08100\u4e07\u9762\u4ee5\u4e0b\uff09\u9009\u7528NVIDIA RTX 4070 GPU\uff0c\u4e2d\u7aef\u573a\u666f\uff08100\u4e07-300\u4e07\u9762\uff09\u9009\u7528RTX 4090 GPU\uff0c\u9ad8\u7aef\u573a\u666f\uff08300\u4e07\u9762\u4ee5\u4e0a\uff09\u9009\u7528NVIDIA A100\u3001H100 GPU\uff0c\u540c\u65f6\u642d\u914d\u9ad8\u901f\u663e\u5b58\uff0c\u786e\u4fdd\u6570\u636e\u7f13\u5b58\u4e0e\u8bfb\u5199\u6548\u7387\u3002<\/p>\n\n\n\n

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\u8def\u5f84\u4e8c\uff1a\u8f6f\u4ef6\u8c03\u5ea6\u4f18\u5316\uff0c\u63d0\u5347\u7b97\u529b\u5229\u7528\u7387<\/h3>\n\n\n\n

\u91c7\u7528GPU\u7b97\u529b\u667a\u80fd\u8c03\u5ea6\u7b97\u6cd5\uff0c\u52a8\u6001\u5206\u914d\u6e32\u67d3\u3001\u4ea4\u4e92\u3001\u8bed\u97f3\u5408\u6210\u7b49\u4efb\u52a1\u7684\u7b97\u529b\u8d44\u6e90\uff0c\u907f\u514d\u5355\u4e00\u4efb\u52a1\u5360\u7528\u8fc7\u591a\u7b97\u529b\u3002\u642d\u5efa\u7b97\u529b\u7f13\u5b58\u673a\u5236\uff0c\u5c06\u9ad8\u9891\u8bbf\u95ee\u7684\u6570\u5b57\u4eba\u6a21\u578b\u3001\u573a\u666f\u7eb9\u7406\u7f13\u5b58\u81f3\u9ad8\u901f\u663e\u5b58\uff0c\u7b97\u529b\u5229\u7528\u7387\u63d0\u5347\u81f385%\u4ee5\u4e0a\uff0c\u8f83\u4f20\u7edf\u8c03\u5ea6\u65b9\u5f0f\u63d0\u534725\u4e2a\u767e\u5206\u70b9\u3002<\/p>\n\n\n\n

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