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\u9ec4\u4ec1\u52cb\uff1a<\/strong>\u5927\u7ea6\u51e0\u767e\u5146\u74e6\uff1f<\/p>\n\n\n\n

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\u4e09\u3001\u82f1\u4f1f\u8fbe\u521b\u4e1a\u53f2<\/p>\n\n\n\n

\u4e54\u00b7\u7f57\u6839\uff1a<\/strong>\u6240\u4ee5\uff0c\u89e3\u91ca\u4e00\u4e0b\u4f60\u5e26\u7ed9\u57c3\u9686\u7684\u8fd9\u4e2a\u82af\u7247\u3002\u5bf9\uff0c\u5b83\u7684\u610f\u4e49\u662f\u4ec0\u4e48\uff1f\u6bd4\u5982\uff0c\u4e3a\u4ec0\u4e48\u5b83\u5982\u6b64\u91cd\u8981\uff1f\u7b49\u7b49\u3002<\/p>\n\n\n\n

\u9ec4\u4ec1\u52cb\uff1a<\/strong>2012 \u5e74\uff0c\u6770\u592b\u00b7\u8f9b\u987f\uff08Jeff Hinton\uff09\u7684\u5b9e\u9a8c\u5ba4\uff0c\u4e5f\u5c31\u662f\u6211\u521a\u624d\u63d0\u5230\u7684\u90a3\u4f4d\u5148\u751f\uff0c\u5316\u540d\u82cf\u65af\u514b\uff08Susker\uff09\uff0c\u4e9a\u5386\u514b\u65af\u00b7\u57fa\u5c14\u5207\u65af\u57fa\uff08Alex Kirchesky\uff09\uff0c\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u4ed6\u4eec\u5f00\u53d1\u4e86\u4e00\u6b3e\u540d\u4e3a AlexNet \u7684\u8f6f\u4ef6\u3002\u5b83\u7684\u4efb\u52a1\u662f\u8bc6\u522b\u56fe\u50cf\uff0c\u800c\u4e14\u5b83\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u5c42\u9762\u4e0a\u7684\u8bc6\u522b\u80fd\u529b\u975e\u5e38\u51fa\u8272\uff0c\u800c\u8ba1\u7b97\u673a\u89c6\u89c9\u662f\u667a\u80fd\u7684\u57fa\u7840\u3002\u5982\u679c\u65e0\u6cd5\u611f\u77e5\uff0c\u5c31\u65e0\u6cd5\u62e5\u6709\u667a\u80fd\u3002\u56e0\u6b64\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u662f\u4eba\u5de5\u667a\u80fd\u7684\u57fa\u77f3\u4e4b\u4e00\uff0c\u867d\u7136\u5e76\u975e\u552f\u4e00\uff0c\u4f46\u5374\u662f\u81f3\u5173\u91cd\u8981\u7684\u57fa\u77f3\u3002\u6240\u4ee5\uff0c\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u53d6\u5f97\u7a81\u7834\uff0c\u5bf9\u4e8e\u51e0\u4e4e\u6240\u6709\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u53d1\u5c55\u90fd\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n

2012 \u5e74\uff0c\u4ed6\u4eec\u5728\u591a\u4f26\u591a\u7684\u5b9e\u9a8c\u5ba4\u53d6\u5f97\u4e86\u8fd9\u9879\u540d\u4e3a AlexNet \u7684\u7a81\u7834\u6027\u6210\u679c\u3002AlexNet \u7684\u56fe\u50cf\u8bc6\u522b\u80fd\u529b\u8fdc\u8d85\u6b64\u524d 30 \u5e74\u4eba\u7c7b\u5f00\u53d1\u7684\u4efb\u4f55\u8ba1\u7b97\u673a\u89c6\u89c9\u7b97\u6cd5\u3002\u6240\u4ee5\uff0c\u6240\u6709\u8fd9\u4e9b\u4eba\uff0c\u6240\u6709\u8fd9\u4e9b\u79d1\u5b66\u5bb6\uff08\u6211\u4eec\u5f53\u65f6\u4e5f\u6709\u5f88\u591a\uff09\uff0c\u90fd\u5728\u7814\u7a76\u8ba1\u7b97\u673a\u89c6\u89c9\u7b97\u6cd5\uff0c\u800c\u8fd9\u4e24\u4e2a\u5e74\u8f7b\u4eba\uff0c\u4f0a\u5229\u4e9a\u548c\u4e9a\u5386\u514b\u65af\uff0c\u5728\u6770\u592b\u00b7\u8f9b\u987f\u7684\u6307\u5bfc\u4e0b\uff0c\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u98de\u8dc3\uff0c\u4ed6\u4eec\u7684\u6210\u679c\u57fa\u4e8e\u4e00\u79cd\u53eb\u505a AlexNet \u7684\u795e\u7ecf\u7f51\u7edc\u3002\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e2a\u76ee\u6807\uff0c\u4ed6\u4eec\u5b9e\u9645\u4e0a\u8d2d\u4e70\u4e86\u4e24\u5f20\u82f1\u4f1f\u8fbe\u663e\u5361\u3002\u56e0\u4e3a MV \u7684 GPU\uff0c\u6211\u4eec\u4e00\u76f4\u5728\u7814\u7a76\u8fd9\u79cd\u65b0\u7684\u8ba1\u7b97\u65b9\u5f0f\u3002\u6211\u4eec\u7684 GPU \u5e94\u7528\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u8d85\u7ea7\u8ba1\u7b97\u673a\u5e94\u7528\uff0c\u65e9\u5728 1984 \u5e74\uff0c\u5b83\u5c31\u88ab\u7528\u4e8e\u5904\u7406\u7535\u8111\u6e38\u620f\u3002\u4f60\u5728\u8d5b\u8f66\u6a21\u62df\u5668\u91cc\u770b\u5230\u7684\uff0c\u5c31\u662f\u4e00\u4e2a\u53eb\u505a\u56fe\u50cf\u751f\u6210\u5668\u7684\u8d85\u7ea7\u8ba1\u7b97\u673a\u3002<\/p>\n\n\n\n

\u6240\u4ee5\u82f1\u4f1f\u8fbe\u7684\u7b2c\u4e00\u4e2a\u5e94\u7528\u5c31\u662f\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u3002\u6211\u4eec\u5e94\u7528\u4e86\u8fd9\u79cd\u65b0\u7684\u8ba1\u7b97\u65b9\u5f0f\uff0c\u5e76\u884c\u5904\u7406\u800c\u4e0d\u662f\u987a\u5e8f\u5904\u7406\u3002CPU \u662f\u987a\u5e8f\u6267\u884c\u7684\uff0c\u6b65\u9aa4 1\u3001\u6b65\u9aa4 2\u3001\u6b65\u9aa4 3\u3002 \u5728\u6211\u4eec\u7684\u6848\u4f8b\u4e2d\uff0c\u6211\u4eec\u5c06\u95ee\u9898\u5206\u89e3\uff0c\u7136\u540e\u4ea4\u7ed9\u6210\u5343\u4e0a\u4e07\u4e2a\u5904\u7406\u5668\u5904\u7406\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u7684\u8ba1\u7b97\u65b9\u5f0f\u8981\u590d\u6742\u5f97\u591a\uff0c\u4f46\u5982\u679c\u60a8\u80fd\u591f\u6309\u7167\u6211\u4eec\u521b\u5efa\u7684\u65b9\u5f0f\uff08\u79f0\u4e3a Kuda\uff0c\u8fd9\u662f\u6211\u4eec\u516c\u53f8\u7684\u53d1\u660e\uff09\u6765\u6784\u5efa\u95ee\u9898\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u540c\u65f6\u5904\u7406\u6240\u6709\u6570\u636e\u3002\u5728\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u9886\u57df\uff0c\u8fd9\u66f4\u5bb9\u6613\u5b9e\u73b0\uff0c\u56e0\u4e3a\u5c4f\u5e55\u4e0a\u7684\u6bcf\u4e2a\u50cf\u7d20\u4e0e\u5176\u4ed6\u50cf\u7d20\u90fd\u662f\u72ec\u7acb\u7684\u3002\u56e0\u6b64\uff0c\u6211\u53ef\u4ee5\u540c\u65f6\u6e32\u67d3\u5c4f\u5e55\u7684\u591a\u4e2a\u90e8\u5206\u3002\u5f53\u7136\uff0c\u8fd9\u5e76\u4e0d\u5b8c\u5168\u6b63\u786e\uff0c\u56e0\u4e3a\u5149\u7167\u6216\u9634\u5f71\u7684\u8fd0\u4f5c\u65b9\u5f0f\u53ef\u80fd\u5b58\u5728\u5f88\u591a\u4f9d\u8d56\u5173\u7cfb\u7b49\u7b49\u3002\u4f46\u662f\uff0c\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u62e5\u6709\u5982\u6b64\u591a\u7684\u50cf\u7d20\uff0c\u6211\u5e94\u8be5\u80fd\u591f\u540c\u65f6\u5904\u7406\u6240\u6709\u6570\u636e\u3002<\/p>\n\n\n\n

\u56e0\u6b64\uff0c\u6211\u4eec\u5c06\u8ba1\u7b97\u673a\u56fe\u5f62\u5b66\u8fd9\u4e2a\u5177\u6709\u5e76\u884c\u5904\u7406\u80fd\u529b\u7684\u95ee\u9898\u5e94\u7528\u5230\u8fd9\u79cd\u65b0\u7684\u8ba1\u7b97\u65b9\u5f0f\u2014\u2014MVDS\uff08\u52a0\u901f\u8ba1\u7b97\uff09\u4e2d\u3002\u6211\u4eec\u5c06\u5176\u96c6\u6210\u5230\u6240\u6709\u663e\u5361\u4e2d\u3002\u5b69\u5b50\u4eec\u8d2d\u4e70\u5b83\u662f\u4e3a\u4e86\u73a9\u6e38\u620f\uff0c\u4f60\u53ef\u80fd\u4e0d\u77e5\u9053\uff0c\u4f46\u6211\u4eec\u662f\u6700\u5927\u7684\u6e38\u620f\u5e73\u53f0\u3002<\/p>\n\n\n\n

\u4e54\u00b7\u7f57\u6839\uff1a<\/strong>\u5982\u4eca\u7684\u4e16\u754c\u554a\u3002\u54e6\uff0c\u6211\u77e5\u9053\u3002\u6211\u4ee5\u524d\u81ea\u5df1\u7ec4\u88c5\u7535\u8111\u3002\u6211\u4ee5\u524d\u4e70\u8fc7\u4f60\u4eec\u7684\u663e\u5361\u3002\u54e6\uff0c\u539f\u6765\u5982\u6b64\u3002<\/p>\n\n\n\n

\u9ec4\u4ec1\u52cb\uff1a<\/strong>\u592a\u68d2\u4e86\u3002<\/p>\n\n\n\n

\u4e54\u00b7\u7f57\u6839\uff1a<\/strong>\u652f\u6301 SLI\u3002\u662f\u554a\uff0c\u6211\u559c\u6b22\u3002\u597d\u5427\uff0c\u8fd9\u592a\u9177\u4e86\u3002\u54e6\uff0c\u662f\u554a\uff0c\u4f19\u8ba1\u3002\u6211\u4ee5\u524d\u901f\u5ea6\u5f88\u5feb\u3002<\/p>\n\n\n\n

\u9ec4\u4ec1\u52cb\uff1a<\/strong>\u54e6\uff0c\u771f\u9177\u3002\u90a3\u4e48\uff0cSLI\uff0c\u6211\u9a6c\u4e0a\u5c31\u7ed9\u4f60\u8bb2\u8bb2\u5b83\u7684\u6545\u4e8b\uff0c\u4ee5\u53ca\u5b83\u5982\u4f55\u4e0e\u57c3\u9686\u00b7\u9a6c\u65af\u514b\u8054\u7cfb\u8d77\u6765\u3002\u6211\u8fd8\u5728\u56de\u7b54\u95ee\u9898\u3002\u603b\u4e4b\uff0c\u8fd9\u4e24\u4e2a\u5e74\u8f7b\u4eba\u7528\u6211\u4e4b\u524d\u63cf\u8ff0\u7684\u6280\u672f\u5728\u6211\u4eec\u7684 GPU \u4e0a\u8bad\u7ec3\u8fd9\u4e2a\u6a21\u578b\uff0c\u56e0\u4e3a\u6211\u4eec\u7684 GPU \u53ef\u4ee5\u5e76\u884c\u5904\u7406\u4efb\u52a1\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u53f0\u88c5\u5728 PC \u91cc\u7684\u8d85\u7ea7\u8ba1\u7b97\u673a\u3002\u4e4b\u6240\u4ee5\u628a\u5b83\u7528\u5728 Quake \u91cc\uff0c\u662f\u56e0\u4e3a\u5b83\u662f\u7b2c\u4e00\u53f0\u9762\u5411\u6d88\u8d39\u8005\u7684\u8d85\u7ea7\u8ba1\u7b97\u673a\u3002\u603b\u4e4b\uff0c\u4ed6\u4eec\u53d6\u5f97\u4e86\u7a81\u7834\u3002\u5f53\u65f6\u6211\u4eec\u6b63\u5728\u7814\u7a76\u8ba1\u7b97\u673a\u89c6\u89c9\u3002\u8fd9\u5f15\u8d77\u4e86\u6211\u7684\u6ce8\u610f\uff0c\u6240\u4ee5\u6211\u4eec\u53bb\u4e86\u89e3\u4e86\u5b83\u3002<\/p>\n\n\n\n

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\u4e54\u00b7\u7f57\u6839\uff1a<\/strong>\u592a\u75af\u72c2\u4e86\u3002<\/p>\n\n\n\n

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\u4e8e\u662f\u65e0\u76d1\u7763\u5b66\u4e60\u5c31\u51fa\u73b0\u4e86\u3002\u8fd9\u4e24\u4e2a\u7406\u5ff5\u2014\u2014\u53ef\u6269\u5c55\u6027\u4ee5\u53ca\u65e0\u76d1\u7763\u5b66\u4e60\u7684\u51fa\u73b0\u2014\u2014\u8ba9\u6211\u4eec\u575a\u4fe1\u5fc5\u987b\u5168\u529b\u4ee5\u8d74\uff0c\u5e2e\u52a9\u521b\u5efa\u8fd9\u4e2a\u884c\u4e1a\uff0c\u56e0\u4e3a\u6211\u4eec\u5c06\u89e3\u51b3\u4e00\u5927\u5806\u6709\u8da3\u7684\u95ee\u9898\u3002\u90a3\u662f 2012 \u5e74\u3002<\/p>\n\n\n\n


\u5230 2016 \u5e74\uff0c\u6211\u5df2\u7ecf\u7ec4\u88c5\u4e86\u4e00\u53f0\u540d\u4e3a DGX1 \u7684\u8ba1\u7b97\u673a\u3002\u4f60\u770b\u5230\u7684\u6211\u9001\u7ed9\u57c3\u9686\u00b7\u9a6c\u65af\u514b\u7684\u90a3\u53f0\u53eb\u505a DGX Spark\u3002DGX1 \u7684\u552e\u4ef7\u4e3a 30 \u4e07\u7f8e\u5143\u3002\u82f1\u4f1f\u8fbe\u5236\u9020\u7b2c\u4e00\u53f0 DGX1 \u5c31\u82b1\u8d39\u4e86\u6570\u5341\u4ebf\u7f8e\u5143\u3002\u6211\u4eec\u6ca1\u6709\u91c7\u7528 SLI \u6280\u672f\uff0c\u800c\u662f\u4f7f\u7528\u4e00\u79cd\u540d\u4e3a MV Link \u7684\u6280\u672f\u8fde\u63a5\u4e86\u516b\u9897\u82af\u7247\uff0c\u5b83\u672c\u8d28\u4e0a\u662f SLI \u7684\u5347\u7ea7\u7248\u3002\u660e\u767d\u5417\uff1f\u6240\u4ee5\u6211\u4eec\u628a\u516b\u9897\u8fd9\u6837\u7684\u82af\u7247\u8fde\u63a5\u5728\u4e00\u8d77\uff0c\u800c\u4e0d\u662f\u4ec5\u4ec5\u4e24\u9897\uff0c\u5b83\u4eec\u534f\u540c\u5de5\u4f5c\uff0c\u5c31\u50cf\u4f60\u4e4b\u524d\u642d\u5efa\u7684\u7b80\u6613\u7535\u8111\u4e00\u6837\uff0c\u7528\u6765\u89e3\u51b3\u8fd9\u4e2a\u6df1\u5ea6\u5b66\u4e60\u95ee\u9898\uff0c\u8bad\u7ec3\u8fd9\u4e2a\u6a21\u578b\u3002<\/p>\n\n\n\n


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\u55ef\uff0c\u6211\u60f3\u5927\u6982\u662f 2016 \u5e74\u5427\u3002\u5bf9\uff0c\u5f53\u65f6\u53ef\u80fd\u662f 2015 \u5e74\u3002\u4ed6\u8bf4\uff0c\u4f60\u77e5\u9053\u5417\uff0c\u6211\u6709\u4e2a\u516c\u53f8\u7279\u522b\u9700\u8981\u8fd9\u4e2a\u3002\u6211\u8bf4\uff0c\u54c7\uff0c\u6211\u7684\u7b2c\u4e00\u4e2a\u5ba2\u6237\u3002\u6211\u5f53\u65f6\u7279\u522b\u5174\u594b\u3002\u4ed6\u8bf4\uff0c\u662f\u554a\uff0c\u6211\u4eec\u6709\u4e2a\u516c\u53f8\uff0c\u662f\u4e2a\u975e\u8425\u5229\u673a\u6784\u3002<\/p>\n\n\n\n

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\u4e54\u00b7\u7f57\u6839\uff1a<\/strong>\u4f46\u5b83\u73b0\u5728\u5df2\u7ecf\u4e0d\u7b97\u662f\u771f\u6b63\u7684\u975e\u8425\u5229\u7ec4\u7ec7\u4e86\u3002<\/p>\n\n\n\n

\u9ec4\u4ec1\u52cb\uff1a<\/strong>\u4ed6\u4eec\u4e0d\u518d\u662f\u975e\u8425\u5229\u7ec4\u7ec7\u4e86\u3002<\/p>\n\n\n\n

\u4e54\u00b7\u7f57\u6839\uff1a<\/strong>\u771f\u662f\u5947\u602a\u3002<\/p>\n\n\n\n

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\u9ec4\u4ec1\u52cb\uff1a<\/strong>\u597d\u4e86\uff0c\u5c31\u662f\u8fd9\u6837\u3002<\/p>\n\n\n\n

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\u9ec4\u4ec1\u52cb\uff1a<\/strong>\u540c\u6837\u7684\u5de5\u4e1a\u8bbe\u8ba1\u3002<\/p>\n\n\n\n

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\u9ec4\u4ec1\u52cb\uff1a<\/strong>\u4ee4\u4eba\u60ca\u5947\u7684\u662f\uff0cDGX1 \u7684\u8fd0\u7b97\u80fd\u529b\u662f 1 pedoflops\u3002\u597d\u5427\uff0c\u8fd9\u53ef\u771f\u4e0d\u5c11\u3002\u800c\u4e5d\u5e74\u540e\uff0cDGX Spark \u7684\u8fd0\u7b97\u80fd\u529b\u4e5f\u8fbe\u5230\u4e86 1 pedoflops\u3002\u54c7\uff0c\u8fd0\u7b97\u80fd\u529b\u7adf\u7136\u76f8\u540c\u3002<\/p>\n\n\n\n

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\u9ec4\u4ec1\u52cb\uff1a<\/strong>\u800c\u4e14\u4ef7\u683c\u4e0b\u8dcc\u4e86\uff0c\u539f\u672c\u662f 30 \u4e07\u7f8e\u5143\uff0c\u73b0\u5728\u53d8\u6210\u4e86 4000 \u7f8e\u5143\u3002<\/p>\n\n\n\n

\u4e54\u00b7\u7f57\u6839\uff1a<\/strong>\u5b83\u53ea\u6709\u4e00\u672c\u5c0f\u518c\u5b50\u90a3\u4e48\u5927\u3002\u771f\u662f\u4e0d\u53ef\u601d\u8bae\u3002<\/p>\n\n\n\n

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\u597d\u5427\uff0c\u6211\u4eec\u575a\u6301\u4e86\u4e0b\u6765\u3002\u6211\u4eec\u63a8\u51fa\u4e86\u4ea7\u54c1\u3002\u4f46\u6ca1\u4eba\u77e5\u9053\u5b83\u5230\u5e95\u662f\u4ec0\u4e48\uff0c\u5c31\u50cf\u6211\u63a8\u51fa DGX1 \u65f6\uff0c\u6240\u6709\u89c2\u4f17\u90fd\u9e26\u96c0\u65e0\u58f0\u4e00\u6837\u3002\u6211\u63a8\u51fa Kuda \u65f6\uff0c\u6700\u7ec8\u7528\u6237\u4e5f\u662f\u4e00\u7247\u5bc2\u9759\u3002\u6ca1\u6709\u5ba2\u6237\u60f3\u8981\u5b83\u3002\u6ca1\u4eba\u95ee\u8d77\uff0c\u4e5f\u6ca1\u4eba\u7406\u89e3\u5b83\u3002\u800c\u5f53\u65f6\u89c6\u9891\u516c\u53f8\u8fd8\u662f\u4e00\u5bb6\u4e0a\u5e02\u516c\u53f8\u3002\u60c5\u51b5\u662f\uff0c\u6bd4\u5982\u8bf4\uff0c2000 \u5e74\u5230 2006 \u5e74\u4e4b\u95f4\u3002\u4e8c\u5341\u5e74\u524d\uff0c\u4e5f\u5c31\u662f 2005 \u5e74\u3002\u6211\u8bb0\u5f97\u6211\u4eec\u7684\u4f30\u503c\u4ece\u5927\u7ea6 120 \u4ebf\u7f8e\u5143\u8dcc\u5230\u4e86 20 \u4ebf\u6216 30 \u4ebf\u7f8e\u5143\u3002\u6211\u628a\u516c\u53f8\u641e\u5f97\u4e00\u56e2\u7cdf\u3002<\/p>\n\n\n\n

\u4e54\u00b7\u7f57\u6839\uff1a<\/strong>\u73b0\u5728\u662f\u4ec0\u4e48\u5462\uff1f\u662f\u7684\uff0c\u66f4\u9ad8\uff0c\u975e\u5e38\u9ad8\u3002<\/p>\n\n\n\n

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