{"id":1071723,"date":"2024-07-31T18:05:00","date_gmt":"2024-08-01T01:05:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1071723"},"modified":"2024-09-25T04:24:18","modified_gmt":"2024-09-25T11:24:18","slug":"superbench","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/superbench\/","title":{"rendered":"USENIX ATC 2024\u6700\u4f73\u8bba\u6587 | \u5fae\u8f6f\u5982\u4f55\u63d0\u5347\u4e91AI\u57fa\u7840\u8bbe\u65bd\u7684\u53ef\u9760\u6027"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1aSuperBench\u56e2\u961f<\/em><\/p>\n\n\n\n<p>\u7f16\u8005\u6309\uff1a\u8fd1\u65e5\uff0c\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u548c\u6765\u81ea\u5fae\u8f6f Azure \u4e91\u5e73\u53f0\u7684\u5de5\u7a0b\u5e08\u4eec\u8054\u5408\u53d1\u5e03\u4e86\u4e00\u9879\u5f00\u521b\u6027\u7684\u3001\u805a\u7126\u4e91 AI \u57fa\u7840\u8bbe\u65bd\u9ad8\u53ef\u9760\u6027\u7684\u7814\u7a76\u5de5\u4f5c\uff1aSuperBench \u7cfb\u7edf\u3002\u8be5\u7cfb\u7edf\u901a\u8fc7\u4e3b\u52a8\u9a8c\u8bc1\u7684\u624b\u6bb5\u89e3\u51b3\u4e86\u4e91 AI \u57fa\u7840\u8bbe\u65bd\u4e2d\u96be\u4ee5\u6349\u6478\u7684\u201c\u7070\u8272\u6545\u969c\u201d\u95ee\u9898\u3002\u8fd9\u4e00\u7814\u7a76\u5de5\u4f5c\u5df2\u88ab\u5168\u7403\u8ba1\u7b97\u673a\u7cfb\u7edf\u9886\u57df\u7684\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae USENIX ATC 2024 \u63a5\u6536\uff0c\u5e76\u8363\u83b7\u6700\u4f73\u8bba\u6587\u5956\u3002SuperBench \u4e0d\u4ec5\u5f15\u8d77\u4e86\u4e1a\u754c\u7684\u5e7f\u6cdb\u5173\u6ce8\uff0c\u8fd8\u6709\u671b\u6539\u53d8\u672a\u6765\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\u786e\u4fdd AI \u57fa\u7840\u8bbe\u65bd\u9ad8\u53ef\u9760\u6027\u7684\u65b9\u5f0f\uff0c\u4ece\u800c\u4e3a\u884c\u4e1a\u6811\u7acb\u65b0\u7684\u6807\u51c6\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u968f\u7740\u4e91 AI \u5de5\u4f5c\u8d1f\u8f7d\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742\u548c\u5927\u89c4\u6a21\uff0c\u7ef4\u62a4\u7cfb\u7edf\u7684\u9ad8\u53ef\u9760\u6027\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u3002\u4f20\u7edf\u7684\u7cfb\u7edf\u9ad8\u53ef\u9760\u6027\u4fdd\u969c\u65b9\u6cd5\uff0c\u5982\u5197\u4f59\u7ec4\u4ef6\uff0c\u4e0d\u7ecf\u610f\u95f4\u5f15\u5165\u4e86\u4e00\u4e2a\u65b0\u7684\u95ee\u9898\u2014\u2014\u9690\u6027\u6027\u80fd\u9000\u5316\uff0c\u53c8\u88ab\u79f0\u4e3a\u7070\u8272\u6545\u969c\u3002\u7070\u8272\u6545\u969c\u7531\u5197\u4f59\u7ec4\u4ef6\u7684\u9010\u6e10\u5931\u6548\u5f15\u8d77\uff0c\u524d\u671f\u4e3b\u8981\u8868\u73b0\u4e3a\u4e0d\u660e\u663e\u7684\u6027\u80fd\u9010\u6e10\u4e0b\u964d\uff0c\u5e76\u4e14\u96be\u4ee5\u88ab\u7cfb\u7edf\u7ba1\u7406\u8005\u5bdf\u89c9\u3002\u5f53\u540e\u671f\u5197\u4f59\u7ec4\u4ef6\u5b8c\u5168\u5931\u6548\u65f6\uff0c\u7cfb\u7edf\u624d\u4f1a\u663e\u73b0\u51fa\u660e\u663e\u7684\u6027\u80fd\u9000\u5316\u3002\u8fd9\u4f7f\u5f97\u8bc6\u522b\u548c\u89e3\u51b3\u7cfb\u7edf\u6545\u969c\u7684\u4efb\u52a1\u53d8\u5f97\u5341\u5206\u590d\u6742\u3002<\/p>\n\n\n\n<p>\u4f20\u7edf\u7684\u7cfb\u7edf\u53ef\u9760\u6027\u4fdd\u969c\u65b9\u6cd5\u5f80\u5f80\u4f9d\u8d56\u4e8e\u88ab\u52a8\u7684\u6545\u969c\u6392\u9664\u624b\u6bb5\uff0c\u6bd4\u5982\u786c\u4ef6\u9884\u68c0\u548c\u6545\u969c\u540e\u4fee\u590d\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u65e0\u6cd5\u6709\u6548\u89e3\u51b3\u7070\u8272\u6545\u969c\u95ee\u9898\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4e0e\u5fae\u8f6f Azure \u4e91\u5e73\u53f0\u7684\u5de5\u7a0b\u5e08\u4eec\u610f\u8bc6\u5230\uff0c\u4ec5\u9760\u88ab\u52a8\u7684\u6545\u969c\u6392\u9664\u5e76\u4e0d\u8db3\u4ee5\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\u3002\u4e8e\u662f\uff0c\u4ed6\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u4e3b\u52a8\u9a8c\u8bc1\u89e3\u51b3\u65b9\u6848\u2014\u2014SuperBench \u7cfb\u7edf\u3002SuperBench \u901a\u8fc7\u5f15\u5165\u5168\u9762\u7684\u57fa\u51c6\u6d4b\u8bd5\u548c\u4e3b\u52a8\u9a8c\u8bc1\u6280\u672f\uff0c\u80fd\u591f\u5728\u6545\u969c\u53d1\u751f\u4e4b\u524d\u8bc6\u522b\u6f5c\u5728\u7684\u6027\u80fd\u95ee\u9898\uff0c\u4ece\u800c\u663e\u8457\u63d0\u5347\u7cfb\u7edf\u7684\u6574\u4f53\u53ef\u9760\u6027\u3002\u76f8\u5173\u8bba\u6587\u5df2\u88ab\u5168\u7403\u8ba1\u7b97\u673a\u7cfb\u7edf\u9886\u57df\u7684\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae USENIX ATC 2024 \u63a5\u6536\uff0c\u5e76\u8363\u83b7\u6700\u4f73\u8bba\u6587\u5956\u3002<\/p>\n\n\n\n<p>SuperBench \u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/superbench\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.microsoft.com\/en-us\/research\/publication\/superbench\/<\/a><\/p>\n\n\n\n<p>GitHub \u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/github.com\/microsoft\/superbenchmark\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/github.com\/microsoft\/superbenchmark<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>SuperBench \u7684\u8bbe\u8ba1\u7406\u5ff5\u662f\u4e3b\u52a8\u9a8c\u8bc1\u800c\u975e\u88ab\u52a8\u53cd\u5e94\uff0c\u5b83\u80fd\u591f\u5728\u7cfb\u7edf\u51fa\u73b0\u663e\u8457\u6027\u80fd\u9000\u5316\u4e4b\u524d\uff0c\u53ca\u65f6\u68c0\u6d4b\u5e76\u4fee\u590d\u6f5c\u5728\u7684\u95ee\u9898\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\uff0c\u4e5f\u51cf\u5c11\u4e86\u7ef4\u62a4\u6210\u672c\u548c\u7528\u6237\u906d\u9047\u7684\u6027\u80fd\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u6709\u6548\u7f29\u77ed\u5e73\u5747\u6545\u969c\u95f4\u9694\u65f6\u95f4\uff0c\u4e3b\u52a8\u9a8c\u8bc1\u5fc5\u987b\u6ee1\u8db3\u4ee5\u4e0b\u8981\u6c42\uff1a\u9996\u5148\uff0c\u5b83\u9700\u8981\u5168\u9762\u8986\u76d6\u5404\u79cd AI \u5de5\u4f5c\u8d1f\u8f7d\uff0c\u4ee5\u786e\u4fdd\u68c0\u6d4b\u5230\u5728\u65b0\u96c6\u7fa4\u4e2d\u53ef\u80fd\u88ab\u5ffd\u89c6\u7684\u95ee\u9898\uff1b\u5176\u6b21\uff0c\u9a8c\u8bc1\u5fc5\u987b\u5177\u6709\u660e\u786e\u7684\u6807\u51c6\uff0c\u4ee5\u533a\u5206\u6b63\u5e38\u6027\u80fd\u548c\u6e10\u8fdb\u6027\u6027\u80fd\u9000\u5316\u7684\u95ee\u9898\uff0c\u786e\u4fdd\u6d4b\u8bd5\u7ed3\u679c\u7684\u4e00\u81f4\u6027\uff1b\u6700\u540e\uff0c\u9a8c\u8bc1\u8fc7\u7a0b\u5fc5\u987b\u5177\u5907\u6210\u672c\u6548\u76ca\uff0c\u4ee5\u786e\u4fdd\u9a8c\u8bc1\u5f00\u9500\u8fdc\u4f4e\u4e8e\u5904\u7406\u6545\u969c\u6240\u5e26\u6765\u7684\u8d39\u7528\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u5b9e\u73b0\u8fd9\u4e9b\u8981\u6c42\u9762\u4e34\u7740\u4e0d\u5c11\u663e\u8457\u7684\u6311\u6218\uff1a\u5de5\u4f5c\u8d1f\u8f7d\u548c\u8282\u70b9\u7ec4\u5408\u7684\u6570\u91cf\u5e9e\u5927\uff0c\u4f7f\u5f97\u9a8c\u8bc1\u8fc7\u7a0b\u4e2d\u65e0\u6cd5\u6db5\u76d6\u6240\u6709\u573a\u666f\uff1b\u7f3a\u4e4f\u5bf9\u7f3a\u9677\u7ec4\u4ef6\u7684\u53ef\u9760\u8bc4\u4f30\u6807\u51c6\uff0c\u6240\u4ee5\u786c\u4ef6\u89c4\u683c\u65e0\u6cd5\u51c6\u786e\u9884\u6d4b\u8d1f\u8f7d\u6027\u80fd\uff1bAI \u786c\u4ef6\u7684\u53d8\u5316\u6027\u52a0\u5927\u4e86\u95ee\u9898\u7684\u590d\u6742\u6027\uff1b\u6b64\u5916\uff0c\u9a8c\u8bc1\u65f6\u95f4\u548c\u5e73\u5747\u6545\u969c\u95f4\u9694\u65f6\u95f4\u4e4b\u95f4\u5b58\u5728\u76f8\u4e92\u5f71\u54cd\uff0c\u8ba9\u4f18\u5316\u9a8c\u8bc1\u6210\u672c\u4e0e\u5ef6\u957f\u5e73\u5747\u6545\u969c\u95f4\u9694\u65f6\u95f4\u7684\u5e73\u8861\u6210\u4e3a\u4e00\u9879\u590d\u6742\u7684\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>SuperBench \u7684\u6838\u5fc3\u662f\u4e00\u5957\u5168\u9762\u7684\u57fa\u51c6\u6d4b\u8bd5\u5957\u4ef6\uff0c\u7528\u4e8e\u8bc4\u4f30\u5355\u4e2a\u786c\u4ef6\u7ec4\u4ef6\u548c\u5404\u79cd\u771f\u5b9e\u7684 AI \u5de5\u4f5c\u8d1f\u8f7d\uff0c\u5176\u80fd\u591f\u786e\u4fdd\u7cfb\u7edf\u68c0\u6d4b\u5230\u5728\u6b63\u5e38\u64cd\u4f5c\u8fc7\u7a0b\u4e2d\u53ef\u80fd\u9690\u533f\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>SuperBench \u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5168\u9762\u7684\u57fa\u51c6\u6d4b\u8bd5\u5957\u4ef6\uff1a\u5305\u62ec\u5bf9\u5178\u578b AI \u5de5\u4f5c\u8d1f\u8f7d\u7684\u7aef\u5230\u7aef\u57fa\u51c6\u6d4b\u8bd5\u548c\u9488\u5bf9\u5355\u4e2a\u786c\u4ef6\u7ec4\u4ef6\u7684\u5fae\u57fa\u51c6\u6d4b\u8bd5\uff0c\u80fd\u591f\u66f4\u5168\u9762\u3001\u66f4\u5f7b\u5e95\u5730\u5bf9\u7cfb\u7edf\u8fdb\u884c\u6d4b\u8bd5\u5e76\u53ca\u65e9\u53d1\u73b0\u6f5c\u5728\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u9009\u62e9\u5668\u6a21\u5757\uff1a\u91c7\u7528\u5b9e\u65f6\u6982\u7387\u6a21\u578b\u6765\u786e\u5b9a\u6700\u6709\u6548\u7684\u57fa\u51c6\u5b50\u96c6\uff0c\u80fd\u591f\u5728\u9a8c\u8bc1\u65f6\u95f4\u548c\u4e8b\u4ef6\u76f8\u5173\u6210\u672c\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u4ece\u800c\u786e\u4fdd\u9a8c\u8bc1\u7684\u9ad8\u6548\u548c\u5f71\u54cd\u529b\u3002<\/li>\n\n\n\n<li>\u9a8c\u8bc1\u5668\u6a21\u5757\uff1a\u5229\u7528\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u6280\u672f\u5206\u6790\u57fa\u51c6\u6570\u636e\uff0c\u5e76\u7cbe\u51c6\u5b9a\u4f4d\u7f3a\u9677\u786c\u4ef6\u3002\u901a\u8fc7\u5173\u6ce8\u7d2f\u79ef\u5206\u5e03\u6307\u6807\u800c\u975e\u5e73\u5747\u503c\uff0cSuperBench \u53ef\u4ee5\u6e05\u6670\u5730\u533a\u5206\u529f\u80fd\u6b63\u5e38\u548c\u6545\u969c\u7684\u7ec4\u4ef6\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1268\" height=\"660\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/superbench-1.png\" alt=\"SuperBench flow diagram\" class=\"wp-image-1071729\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/superbench-1.png 1268w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/superbench-1-300x156.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/superbench-1-1024x533.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/superbench-1-768x400.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/superbench-1-240x125.png 240w\" sizes=\"auto, (max-width: 1268px) 100vw, 1268px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aSuperBench \u7684\u5de5\u4f5c\u539f\u7406\u6982\u89c8<\/figcaption><\/figure>\n\n\n\n<p>\u901a\u8fc7\u5728 Azure \u751f\u4ea7\u73af\u5883\u4e2d\u4e24\u5e74\u7684\u6210\u529f\u90e8\u7f72\uff0cSuperBench \u5145\u5206\u5c55\u793a\u4e86\u5176\u6709\u6548\u6027\u3002\u5728\u6b64\u671f\u95f4\uff0cSuperBench \u9a8c\u8bc1\u4e86\u6570\u5341\u4e07\u5757 GPU\uff0c\u8bc6\u522b\u51fa\u4e8610.36%\u7684\u8282\u70b9\u5b58\u5728\u7f3a\u9677\uff0c\u5e76\u663e\u8457\u63d0\u9ad8\u4e86\u7cfb\u7edf\u7684\u53ef\u9760\u6027\u3002<\/p>\n\n\n\n<p>\u6a21\u62df\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u672a\u8fdb\u884c\u9a8c\u8bc1\u548c\u672a\u9009\u62e9\u57fa\u51c6\u7684\u5168\u5957\u9a8c\u8bc1\u76f8\u6bd4\uff0cSuperBench \u53ef\u4ee5\u5c06\u5e73\u5747\u6545\u969c\u95f4\u9694\u65f6\u95f4\uff08MTBI\uff09\u63d0\u9ad8\u81f322.61\u500d\uff0c\u5e76\u5c06\u7528\u6237 GPU \u5229\u7528\u7387\u589e\u52a04.81\u500d\uff0c\u540c\u65f6\u5c06\u9a8c\u8bc1\u65f6\u95f4\u6210\u672c\u964d\u4f4e92.07%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"830\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/superbench-2-2048x830-1.png\" alt=\"SuperBench chart\" class=\"wp-image-1071732\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/superbench-2-2048x830-1.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/superbench-2-2048x830-1-300x122.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/superbench-2-2048x830-1-1024x415.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/superbench-2-2048x830-1-768x311.png 768w, 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