{"id":49011,"date":"2023-11-09T17:38:35","date_gmt":"2023-11-09T09:38:35","guid":{"rendered":"https:\/\/www.ioiotimes.com\/?p=49011"},"modified":"2023-11-09T17:38:37","modified_gmt":"2023-11-09T09:38:37","slug":"%e9%80%9a%e9%81%8e%e6%b8%ac%e8%a9%a6%ef%bc%9anvidia%e5%a2%9e%e5%bc%b7mlperf%e5%9f%ba%e6%ba%96%e6%b8%ac%e8%a9%a6%e4%b8%ad%e7%9a%84%e7%94%9f%e6%88%90%e5%bc%8f%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7","status":"publish","type":"post","link":"https:\/\/www.ioiotimes.com\/?p=49011","title":{"rendered":"\u901a\u904e\u6e2c\u8a66\uff1aNVIDIA\u589e\u5f37MLPerf\u57fa\u6e96\u6e2c\u8a66\u4e2d\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u8a13\u7df4"},"content":{"rendered":"
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\u25b2\u901a\u904e\u6e2c\u8a66\uff1aNVIDIA\u589e\u5f37MLPerf\u57fa\u6e96\u6e2c\u8a66\u4e2d\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u8a13\u7df4<\/figcaption><\/figure><\/div>\n\n\n

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NVIDIA \u7684 AI \u5e73\u53f0\u5728\u6700\u65b0\u7684 MLPerf<\/a> \u7522\u696d\u57fa\u6e96\u6e2c\u8a66\u4e2d\u63d0\u9ad8\u4e86\u4eba\u5de5\u667a\u6167\u8a13\u7df4\u548c\u9ad8\u6548\u80fd\u904b\u7b97\u7684\u6a19\u6e96\u3002<\/p>\n\n\n\n

\u5728\u773e\u591a\u65b0\u7d00\u9304\u548c\u91cc\u7a0b\u7891\u4e2d\uff0c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u9818\u57df\u7684\u4e00\u9805\u7d00\u9304\u7279\u5225\u7a81\u51fa\uff1a\u7531\u591a\u9054 10,752 \u500b NVIDIA H100 Tensor Core GPU \u548c NVIDIA Quantum-2 InfiniBand \u7db2\u8def\u6280\u8853\u9a45\u52d5\u7684 NVIDIA Eos\u00a0\u4eba\u5de5\u667a\u6167\u8d85\u7d1a\u96fb\u8166\uff0c\u50c5\u5728 3.9\u00a0\u5206\u9418\u5167\u5b8c\u6210\u4e86\u57fa\u65bc GPT-3\u00a0\u6a21\u578b\u3001\u64c1\u6709 1750\u00a0\u5104\u500b\u53c3\u6578\u7684\u8a13\u7df4\u57fa\u6e96\uff0c\u8207 NVIDIA \u65bc\u6b64\u6e2c\u8a66\u5728\u4e0d\u5230\u516d\u500b\u6708\u524d\u752b\u63a8\u51fa\u6642\u6240\u5275\u4e0b\u7684 10.9 \u5206\u9418\u7d00\u9304\u76f8\u6bd4\uff0c\u672c\u6b21\u6210\u7e3e\u63d0\u9ad8\u4e86\u8fd1 3\u00a0\u500d\u3002<\/p>\n\n\n

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\u25b2NVIDIA\u7684AI\u5e73\u53f0\u5728\u6700\u65b0\u7684MLPerf\u7522\u696d\u57fa\u6e96\u6e2c\u8a66\u4e2d\u63d0\u9ad8\u4e86\u4eba\u5de5\u667a\u6167\u8a13\u7df4\u548c\u9ad8\u6548\u80fd\u904b\u7b97\u7684\u6a19\u6e96<\/figcaption><\/figure><\/div>\n\n\n

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\u8a72\u57fa\u6e96\u6e2c\u8a66\u4f7f\u7528\u4e86\u6d41\u884c\u7684\u00a0ChatGPT\u00a0\u670d\u52d9\u80cc\u5f8c\u5b8c\u6574\u00a0GPT-3\u00a0\u8cc7\u6599\u96c6\u7684\u4e00\u90e8\u5206\u3002\u900f\u904e\u63a8\u65b7\uff0cEos\u00a0\u73fe\u5728\u53ea\u9700\u516b\u5929\u5373\u53ef\u5b8c\u6210\u8a13\u7df4\uff0c\u6bd4\u904e\u5f80\u4f7f\u7528\u00a0512\u00a0\u500b\u00a0A100 GPU\u00a0\u7684\u6700\u5148\u9032\u7cfb\u7d71\u5feb\u4e0a 73\u00a0\u500d\u3002<\/p>\n\n\n\n

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<\/p>\n\n\n\n

\u7cfb\u7d71\u64f4\u5c55\u5287\u589e<\/strong><\/strong><\/h3>\n\n\n\n

\u6700\u65b0\u7d50\u679c\u7684\u90e8\u5206\u539f\u56e0\u662f\u4f7f\u7528\u4e86\u6709\u53f2\u4ee5\u4f86\u61c9\u7528\u65bc MLPerf \u57fa\u6e96\u6e2c\u8a66\u6578\u91cf\u6700\u591a\u7684\u52a0\u901f\u5668\u300210,752 \u500b H100 GPU \u9060\u9060\u8d85\u904e\u4e86 6 \u6708 AI \u8a13\u7df4<\/a>\u7684\u898f\u6a21\uff0c\u7576\u6642 NVIDIA \u4f7f\u7528\u4e86 3,584 \u500b Hopper GPU\u3002<\/p>\n\n\n\n

GPU \u6578\u91cf\u64f4\u5c55\u4e86 3 \u500d\uff0c\u6548\u80fd\u64f4\u5c55\u4e86 2.8 \u500d\uff0c\u9084\u6709\u90e8\u5206\u6b78\u529f\u65bc\u8edf\u9ad4\u512a\u5316\u4f7f\u6548\u7387\u9ad8\u9054 93%\u3002<\/p>\n\n\n\n

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<\/p>\n\n\n\n

\u9019\u9805\u6210\u5c31\u6b78\u529f\u65bc Eos \u548c Microsoft Azure<\/a> \u5728\u6700\u65b0\u4e00\u8f2a\u4e2d\u4f7f\u7528\u5177\u5099\u52a0\u901f\u5668\u3001\u7cfb\u7d71\u548c\u8edf\u9ad4\u5275\u65b0\u7684\u5168\u7aef\u5e73\u53f0\u3002<\/p>\n\n\n\n

Eos \u548c Azure \u5728\u5404\u81ea\u63d0\u4ea4\u7684\u6a94\u6848\u4e2d\u5747\u4f7f\u7528\u4e86 10,752 \u500b H100 GPU\u3002\u5b83\u5011\u7684\u6548\u80fd\u76f8\u5dee\u4e0d\u52302%\uff0c\u5c55\u73fe\u4e86\u00a0NVIDIA\u00a0\u4eba\u5de5\u667a\u6167\u5728\u8cc7\u6599\u4e2d\u5fc3\u548c\u516c\u6709\u96f2\u90e8\u7f72\u7684\u9ad8\u6548\u7387\u3002<\/p>\n\n\n

\n
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\u25b2Eos\u548cAzure\u5728\u5404\u81ea\u63d0\u4ea4\u7684\u6a94\u6848\u4e2d\u5747\u4f7f\u752810,752\u500bH100 GPU\uff0c\u4e14\u6548\u80fd\u76f8\u5dee\u4e0d\u52302%\uff0c\u5c55\u73feNVIDIA\u4eba\u5de5\u667a\u6167\u5728\u8cc7\u6599\u4e2d\u5fc3\u548c\u516c\u6709\u96f2\u90e8\u7f72\u7684\u9ad8\u6548\u7387<\/figcaption><\/figure><\/div>\n\n\n

<\/p>\n\n\n\n

NVIDIA\u00a0\u4f9d\u9760\u00a0Eos\u00a0\u4f86\u5b8c\u6210\u4e00\u7cfb\u5217\u95dc\u9375\u5de5\u4f5c\u3002\u5b83\u6709\u52a9\u65bc\u63a8\u9032\u50cf\u662f\u00a0NVIDIA DLSS<\/a>\uff08\u7528\u65bc\u6700\u5148\u9032\u96fb\u8166\u5716\u5f62\u7684\u4eba\u5de5\u667a\u6167\u9a45\u52d5\u8edf\u9ad4\uff09\u7b49\u8a08\u5283\uff0c\u4ee5\u53ca\u50cf\u662f ChipNeMo<\/a>\uff08\u5e6b\u52a9\u8a2d\u8a08\u4e0b\u4e00\u4ee3\u00a0GPU\u00a0\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u5de5\u5177\uff09\u7b49\u00a0NVIDIA\u00a0\u7814\u7a76\u9805\u76ee\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

\u8de8\u5de5\u4f5c\u8ca0\u8f09\u7684\u9032\u6b65<\/strong><\/strong><\/h3>\n\n\n\n

\u9664\u4e86\u5728\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u65b9\u9762\u53d6\u5f97\u9032\u5c55\u5916\uff0cNVIDIA \u5728\u9019\u4e00\u8f2a\u4e2d\u9084\u5275\u4e0b\u4e86\u591a\u9805\u65b0\u7d00\u9304\u3002<\/p>\n\n\n\n

\u4f8b\u5982\uff0cH100 GPU \u5728\u8a13\u7df4\u63a8\u85a6\u6a21\u578b\u65b9\u9762\u6bd4\u5148\u524d\u4e00\u8f2a\u7684\u901f\u5ea6\u5feb\u4e86 1.6 \u500d\uff0c\u9019\u4e9b\u6a21\u578b\u5ee3\u6cdb\u7528\u65bc\u5e6b\u52a9\u4f7f\u7528\u8005\u5728\u7db2\u4e0a\u627e\u5230\u4ed6\u5011\u6b63\u5728\u5c0b\u627e\u7684\u5167\u5bb9\u3002\u5728\u96fb\u8166\u8996\u89ba\u6a21\u578b\u00a0RetinaNet\u00a0\u4e0a\u7684\u6548\u80fd\u63d0\u9ad8\u4e86\u00a01.8 \u500d\u3002<\/p>\n\n\n\n

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NVIDIA \u518d\u6b21\u6210\u70ba\u552f\u4e00\u4e00\u5bb6\u5b8c\u6210\u6240\u6709 MLPerf \u6e2c\u8a66\u7684\u516c\u53f8\u3002H100 GPU \u5728\u4e5d\u9805\u57fa\u6e96\u6e2c\u8a66\u4e2d\u90fd\u8868\u73fe\u51fa\u6700\u5feb\u7684\u6548\u80fd\u548c\u6700\u5927\u7684\u64f4\u5c55\u80fd\u529b\u3002<\/p>\n\n\n

\n
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\u25b2NVIDIA\u518d\u6b21\u6210\u70ba\u552f\u4e00\u4e00\u5bb6\u5b8c\u6210\u6240\u6709MLPerf\u6e2c\u8a66\u7684\u516c\u53f8\uff0cH100 GPU\u5728\u4e5d\u9805\u57fa\u6e96\u6e2c\u8a66\u4e2d\u90fd\u8868\u73fe\u51fa\u6700\u5feb\u7684\u6548\u80fd\u548c\u6700\u5927\u7684\u64f4\u5c55\u80fd\u529b<\/figcaption><\/figure><\/div>\n\n\n

<\/p>\n\n\n\n

\u5c0d\u65bc\u8a13\u7df4\u5927\u91cf\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u6216\u4f7f\u7528 NeMo \u7b49\u6846\u67b6\uff0c\u4ee5\u7b26\u5408\u5176\u696d\u52d9\u7684\u7279\u5b9a\u9700\u6c42\u9032\u884c\u5ba2\u88fd\u5316\u7684\u4f7f\u7528\u8005\u800c\u8a00\uff0c\u52a0\u901f\u610f\u5473\u8457\u66f4\u5feb\u7684\u4e0a\u5e02\u6642\u9593\u3001\u66f4\u4f4e\u7684\u6210\u672c\u548c\u7bc0\u7701\u80fd\u6e90\u3002<\/p>\n\n\n\n

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NVIDIA\u00a0\u5408\u4f5c\u5925\u4f34\u4e4b\u6240\u4ee5\u53c3\u8207\u00a0MLPerf\uff0c\u662f\u56e0\u70ba\u4ed6\u5011\u77e5\u9053\u9019\u5c0d\u5ba2\u6236\u8a55\u4f30\u4eba\u5de5\u667a\u6167\u5e73\u53f0\u548c\u4f9b\u61c9\u5546\u4f86\u8aaa\uff0c\u662f\u4e00\u500b\u5f88\u6709\u50f9\u503c\u7684\u91cd\u8981\u5de5\u5177\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

\u9ad8\u6548\u80fd\u904b\u7b97\u6a19\u7aff\u63d0\u5347<\/strong><\/strong><\/h3>\n\n\n\n

\u5728 MLPerf HPC\uff08\u9ad8\u6548\u80fd\u904b\u7b97\uff09\u9818\u57df\uff0c\u9019\u662f\u4e00\u500b\u5c08\u9580\u7528\u65bc\u8d85\u7d1a\u96fb\u8166\u4e0a\u3001\u4e26\u4ee5AI\u8f14\u52a9\u6a21\u64ec\u7684\u57fa\u6e96\u6e2c\u8a66\uff0cH100 GPU \u5728\u4e0a\u4e00\u8f2a<\/a>\u9ad8\u6548\u80fd\u904b\u7b97\u6e2c\u8a66\u4e2d\u7684\u6548\u80fd\u662f NVIDIA A100 Tensor Core GPU \u7684\u5169\u500d\u3002\u9019\u4e9b\u7d50\u679c\u986f\u793a\u81ea 2019 \u5e74\u9996\u6b21\u8209\u884c MLPerf \u9ad8\u6548\u80fd\u904b\u7b97\u6e2c\u8a66\u4ee5\u4f86\uff0c\u6548\u80fd\u63d0\u5347\u4e86\u591a\u9054 16 \u500d\u3002<\/p>\n\n\n\n

\u8a72\u57fa\u6e96\u6e2c\u8a66\u5305\u62ec\u4e00\u9805\u8a13\u7df4 OpenFold \u7684\u65b0\u6e2c\u8a66\uff0cOpenFold \u662f\u4e00\u500b\u5f9e\u6c28\u57fa\u9178\u5e8f\u5217\u9810\u6e2c\u86cb\u767d\u8cea 3D \u7d50\u69cb\u7684\u6a21\u578b\u3002OpenFold \u80fd\u5920\u5728\u5e7e\u5206\u9418\u5167\u5b8c\u6210\u5c0d\u91ab\u7642\u4fdd\u5065\u81f3\u95dc\u91cd\u8981\u7684\u5de5\u4f5c\uff0c\u800c\u9019\u4e9b\u5de5\u4f5c\u4ee5\u524d\u90fd\u9700\u8981\u7814\u7a76\u4eba\u54e1\u82b1\u8cbb\u6578\u5468\u6216\u6578\u6708\u624d\u80fd\u5b8c\u6210\u3002<\/p>\n\n\n\n

\u4e86\u89e3\u86cb\u767d\u8cea\u7684\u7d50\u69cb\u662f\u5feb\u901f\u627e\u5230\u6709\u6548\u85e5\u7269\u7684\u95dc\u9375\uff0c\u56e0\u70ba\u5927\u591a\u6578\u85e5\u7269\u7686\u4f5c\u7528\u65bc\u86cb\u767d\u8cea\uff0c\u800c\u86cb\u767d\u8cea\u662f\u5e6b\u52a9\u63a7\u5236\u8a31\u591a\u751f\u7269\u904e\u7a0b\u7684\u7d30\u80de\u6a5f\u5236\u3002<\/p>\n\n\n\n

\u5728 MLPerf HPC \u6e2c\u8a66\u4e2d\uff0cH100 GPU \u5728 7.5 \u5206\u9418\u5167\u8a13\u7df4\u4e86 OpenFold\u3002\u9019\u500b OpenFold \u6e2c\u8a66\u662f\u6574\u500b AlphaFold \u8a13\u7df4\u904e\u7a0b\u7684\u4ee3\u8868\u6027\u90e8\u5206\uff0c\u5169\u5e74\u524d AlphaFold \u8a13\u7df4\u904e\u7a0b\u4f7f\u7528 128 \u500b\u52a0\u901f\u5668\uff0c\u8017\u6642 11 \u5929\u3002<\/p>\n\n\n\n

OpenFold \u6a21\u578b\u7684\u4e00\u500b\u7248\u672c\u548c NVIDIA \u7528\u65bc\u8a13\u7df4\u7684\u8edf\u9ad4\u4e0d\u4e45\u5f8c\u5c07\u5728 NVIDIA BioNeMo<\/a> \u4e2d\u63d0\u4f9b\uff0cNVIDIA BioNeMo \u662f\u4e00\u500b\u7528\u65bc\u85e5\u7269\u767c\u73fe\u7684\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u6167\u5e73\u53f0\u3002<\/p>\n\n\n\n

\u5728\u9019\u4e00\u8f2a\u6e2c\u8a66\u4e2d\uff0c\u6578\u500b\u5408\u4f5c\u5925\u4f34\u4f7f\u7528\u4e86 NVIDIA \u7684\u4eba\u5de5\u667a\u6167\u5e73\u53f0\u63d0\u4ea4\u6e2c\u8a66\u6210\u679c\u3002\u9019\u4e9b\u5408\u4f5c\u5925\u4f34\u5305\u62ec\u6234\u723e\u79d1\u6280\u96c6\u5718\u3001\u514b\u840a\u9580\u68ee\u5927\u5b78\uff08Clemson University\uff09\u7684\u8d85\u7d1a\u96fb\u8166\u4e2d\u5fc3\u3001\u5fb7\u5dde\u5927\u5b78\u5967\u65af\u6c40\u5206\u6821\u7684\u5fb7\u5dde\u9ad8\u7d1a\u904b\u7b97\u4e2d\u5fc3\uff0c\u4ee5\u53ca\u7372\u5f97\u6167\u8207\u79d1\u6280\uff08Hewlett Packard Enterprise\uff09\u5354\u52a9\u7684\u52de\u502b\u65af\u4f2f\u514b\u5229\u570b\u5bb6\u5be6\u9a57\u5ba4\uff08Lawrence Berkeley National Laboratory\uff09\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

\u7372\u5f97\u5ee3\u6cdb\u652f\u6301\u7684\u57fa\u6e96\u6e2c\u8a66<\/strong><\/strong><\/h3>\n\n\n\n

\u81ea\u00a02018\u00a0\u5e74\u00a05\u00a0\u6708\u63a8\u51fa\u4ee5\u4f86\uff0cMLPerf\u00a0\u57fa\u6e96\u6e2c\u8a66\u5f97\u5230\u4e86\u696d\u754c\u548c\u5b78\u8853\u754c\u7684\u5ee3\u6cdb\u652f\u6301\u3002\u652f\u6301 MLPerf\u00a0\u57fa\u6e96\u6e2c\u8a66\u7684\u6a5f\u69cb\u5305\u62ec\u4e9e\u99ac\u905c\u3001Arm\u3001\u767e\u5ea6\u3001Google\u3001\u54c8\u4f5b\u5927\u5b78\u3001\u6167\u8207\u79d1\u6280\u3001\u82f1\u7279\u723e\u3001\u806f\u60f3\u3001Meta\u3001\u5fae\u8edf\u3001NVIDIA\u3001\u53f2\u4e39\u4f5b\u5927\u5b78\u548c\u591a\u502b\u591a\u5927\u5b78\u3002<\/p>\n\n\n\n

MLPerf \u57fa\u6e96\u6e2c\u8a66\u900f\u660e\u800c\u5ba2\u89c0\uff0c\u56e0\u6b64\u4f7f\u7528\u8005\u7686\u53ef\u4f9d\u64da\u6e2c\u8a66\u7d50\u679c\uff0c\u505a\u51fa\u6700\u70ba\u660e\u667a\u7684\u8cfc\u8cb7\u6c7a\u5b9a\u3002<\/p>\n\n\n\n

NVIDIA \u4f7f\u7528\u7684\u6240\u6709\u8edf\u9ad4\u90fd\u53ef\u4ee5\u5f9e MLPerf \u8cc7\u6e90\u5eab\u4e2d\u53d6\u5f97\uff0c\u56e0\u6b64\u6240\u6709\u958b\u767c\u4eba\u54e1\u90fd\u53ef\u4ee5\u7372\u5f97\u76f8\u540c\u7684\u4e16\u754c\u7d1a\u6210\u679c\u3002NVIDIA \u4e0d\u65b7\u5c07\u8edf\u9ad4\u6700\u4f73\u5316\u7d50\u679c\u653e\u5165\u00a0NGC<\/a>\uff08NVIDIA \u7684 GPU\u00a0\u52a0\u901f\u8edf\u9ad4\u76ee\u9304\uff09\u4e0a\u7684\u5bb9\u5668\u4e2d\u3002<\/p>\n\n\n\n

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