{"id":1069812,"date":"2022-07-12T22:34:00","date_gmt":"2022-07-13T05:34:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&#038;p=1069812"},"modified":"2024-09-25T01:35:32","modified_gmt":"2024-09-25T08:35:32","slug":"osdi-2022","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/osdi-2022\/","title":{"rendered":"OSDI 2022 | \u901f\u6765\u56f4\u89c2\uff01\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8ba1\u7b97\u673a\u7cfb\u7edf\u9886\u57df\u6700\u65b0\u8bba\u6587\uff01"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1aOSDI\uff08Operating Systems Design and Implementation\uff09\u662f\u8ba1\u7b97\u673a\u7cfb\u7edf\u9886\u57df\u6700\u9876\u7ea7\u7684\u5b66\u672f\u4f1a\u8bae\u4e4b\u4e00\uff0c\u6c47\u96c6\u4e86\u5168\u7403\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u4eec\u5bf9\u4e8e\u8ba1\u7b97\u673a\u7cfb\u7edf\u7684\u524d\u77bb\u6027\u601d\u8003\u3002\u7b2c16\u5c4a OSDI \u4e8e2022\u5e747\u670811\u65e5\u81f313\u65e5\u53ec\u5f00\uff0c\u672c\u6b21\u4f1a\u8bae\u5171\u6709253\u7bc7\u8bba\u6587\u6295\u7a3f\uff0c\u63a5\u653649\u7bc7\uff0c\u63a5\u6536\u7387\u4e3a19.4%\u3002\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u5206\u4eab\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u88ab OSDI 2022\u6536\u5f55\u76843\u7bc7\u8bba\u6587\uff0c\u5e0c\u671b\u53ef\u4ee5\u5e2e\u52a9\u5927\u5bb6\u4e86\u89e3\u8ba1\u7b97\u673a\u7cfb\u7edf\u9886\u57df\u7684\u524d\u6cbf\u8d8b\u52bf\u3002\u6b22\u8fce\u611f\u5174\u8da3\u7684\u8bfb\u8005\u9605\u8bfb\u8bba\u6587\u539f\u6587\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"roller-\u5feb\u901f\u9ad8\u6548\u7684\u6df1\u5ea6\u5b66\u4e60\u7b97\u5b50\u7f16\u8bd1\u5668\">Roller: \u5feb\u901f\u9ad8\u6548\u7684\u6df1\u5ea6\u5b66\u4e60\u7b97\u5b50\u7f16\u8bd1\u5668<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"840\" height=\"215\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-1.png\" alt=\"paper screenshot\" class=\"wp-image-1070712\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-1.png 840w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-1-300x77.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-1-768x197.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-1-240x61.png 240w\" sizes=\"auto, (max-width: 840px) 100vw, 840px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.usenix.org\/conference\/osdi22\/presentation\/zhu<br>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/microsoft\/nnfusion\/<\/p>\n\n\n\n<p>\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u4e0d\u65ad\u589e\u957f\uff0c\u6df1\u5ea6\u5b66\u4e60\u5bf9\u7b97\u529b\u7684\u9700\u6c42\u4e5f\u4e0e\u65e5\u4ff1\u589e\u3002\u5f53\u524d\uff0c\u6df1\u5ea6\u5b66\u4e60\u786c\u4ef6\u52a0\u901f\u5668\uff08\u5982 GPU\u3001TPU \u7b49\uff09\u4e3b\u8981\u4f9d\u8d56\u7b97\u5b50\u52a0\u901f\u5e93\u6765\u652f\u6301\u6df1\u5ea6\u5b66\u4e60\u5e94\u7528\u3002\u7136\u800c\uff0c\u968f\u7740\u4e0d\u65ad\u51fa\u73b0\u7684\u65b0\u6a21\u578b\u548c\u65b0\u786c\u4ef6\u7c7b\u578b\uff0c\u4e1a\u754c\u5bf9\u5feb\u901f\u3001\u9ad8\u6548\u5730\u5f00\u53d1\u65b0\u7b97\u5b50\u6709\u4e86\u66f4\u9ad8\u7684\u8981\u6c42\u3002\u7b97\u5b50\u7f16\u8bd1\u5668\uff08Tensor Compiler\uff09\u4f5c\u4e3a\u4e00\u79cd\u65b0\u9014\u5f84\uff0c\u63d0\u4f9b\u4e86\u5c06\u7b97\u5b50\u81ea\u52a8\u7f16\u8bd1\u6210\u5bf9\u5e94\u52a0\u901f\u5668\u5185\u6838\u4ee3\u7801\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\uff0c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u7b97\u5b50\u901a\u5e38\u88ab\u5b9e\u73b0\u6210\u4e3a\u591a\u91cd\u5faa\u73af\u5d4c\u5957\u7684\u8ba1\u7b97\u3002\u4e3a\u4e86\u5b9e\u73b0\u5bf9\u8fd9\u79cd\u7b97\u5b50\u7a0b\u5e8f\u6027\u80fd\u7684\u8fdb\u4e00\u6b65\u63d0\u5347\uff0c\u7814\u7a76\u5458\u4eec\u901a\u5e38\u9700\u8981\u5bf9\u5df2\u5b9e\u73b0\u7684\u591a\u91cd\u5faa\u73af\u8ba1\u7b97\u8fdb\u884c\u5faa\u73af\u5c55\u5f00\u3001\u5408\u5e76\u3001\u5206\u5757\u3001\u7f13\u5b58\u4f7f\u7528\u3001\u6539\u53d8\u5e76\u884c\u5ea6\u7b49\u8c03\u6574\u3002\u8fd9\u5b9e\u8d28\u4e0a\u662f\u4e00\u4e2a\u7ec4\u5408\u4f18\u5316\u95ee\u9898\uff0c\u641c\u7d22\u7a7a\u95f4\u5de8\u5927\uff0c\u6240\u4ee5\u4e3b\u6d41\u7684\u7b97\u5b50\u7f16\u8bd1\u5668\u5f80\u5f80\u4e0d\u5f97\u4e0d\u501f\u52a9\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5\u5728\u8fd9\u4e2a\u5de8\u5927\u7684\u641c\u7d22\u7a7a\u95f4\u4e2d\u627e\u51fa\u8f83\u4f18\u7684\u7a0b\u5e8f\u5b9e\u73b0\u3002\u800c\u8fd9\u79cd\u641c\u7d22\u8fc7\u7a0b\u5f80\u5f80\u9700\u8981\u6570\u5343\u751a\u81f3\u4e0a\u4e07\u6b65\u7684\u63a2\u7d22\uff0c\u5bfc\u81f4\u7f16\u8bd1\u4e00\u4e2a\u6a21\u578b\u7ecf\u5e38\u9700\u8981\u8017\u8d39\u6570\u5c0f\u65f6\u751a\u81f3\u6570\u5929\u7684\u65f6\u95f4\u3002\u8fd9\u79cd\u95ee\u9898\u5728\u65b0\u578b\u7684\u786c\u4ef6\u548c\u8ba1\u7b97\u91cf\u5de8\u5927\u7684\u7b97\u5b50\u4e0a\u7279\u522b\u4e25\u91cd\u3002\u56e0\u6b64\uff0c\u76ee\u524d\u4e3b\u6d41\u7684\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u7b97\u5b50\u7a0b\u5e8f\u4f18\u5316\u65b9\u6cd5\u6781\u5927\u5730\u5f71\u54cd\u4e86\u6df1\u5ea6\u5b66\u4e60\u5728\u5b9e\u9645\u573a\u666f\u4e2d\u7684\u90e8\u7f72\u6548\u7387\u3002\u968f\u7740\u8fd1\u5e74\u6765\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u89c4\u6a21\u7684\u5feb\u901f\u589e\u957f\uff0c\u9884\u8ba1\u8fd9\u79cd\u60c5\u51b5\u5c06\u8fdb\u4e00\u6b65\u6076\u5316\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8054\u5408\u591a\u4f26\u591a\u5927\u5b66\u7b49\u591a\u6240\u9ad8\u6821\u5728\u5bf9\u6df1\u5ea6\u5b66\u4e60\u8ba1\u7b97\u4e2d\u7528\u5230\u7684\u5927\u91cf\u7b97\u5b50\u8fdb\u884c\u7f16\u8bd1\u3001\u4f18\u5316\u548c\u6027\u80fd\u5206\u6790\u540e\uff0c\u53d1\u73b0\u4e86\u4e00\u4e2a\u6709\u610f\u601d\u7684\u73b0\u8c61\uff1a\u5c3d\u7ba1\u6bcf\u4e2a\u7b97\u5b50\u7684\u4f18\u5316\u9009\u9879\u6210\u5343\u4e0a\u4e07\uff0c\u4f46\u80fd\u8fbe\u5230\u6700\u5927\u6027\u80fd\u7684\u7a0b\u5e8f\uff0c\u5176\u914d\u7f6e\u5f80\u5f80\u4e0e\u786c\u4ef6\u53c2\u6570\u5339\u914d\uff0c\u4ece\u800c\u80fd\u591f\u66f4\u5145\u5206\u5730\u5229\u7528\u786c\u4ef6\u8d44\u6e90\u3002\u57fa\u4e8e\u8fd9\u6837\u7684\u89c2\u5bdf\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u7b97\u5b50\u7f16\u8bd1\u5668 Roller\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u5339\u914d\u786c\u4ef6\u53c2\u6570\uff0cRoller \u5c06\u7b97\u5b50\u7684\u8ba1\u7b97\u8fc7\u7a0b\u5efa\u6a21\u6210\u57fa\u4e8e\u6570\u636e\u5757\uff08tile\uff09\u7684\u201c\u6570\u636e\u5904\u7406\u6d41\u6c34\u7ebf\u201d\uff0c\u5373\u5c06\u4e0d\u540c\u5927\u5c0f\u7684\u6570\u636e\u5757\u4ece\u591a\u7ea7\u5185\u5b58\u7ed3\u6784\u4e2d\u642c\u8fd0\u5230\u8ba1\u7b97\u6838\u5fc3\u5904\u7406\u5e76\u9010\u7ea7\u5199\u56de\u3002\u4e3a\u4e86\u4f7f\u6574\u4e2a\u6d41\u6c34\u7ebf\u7684\u541e\u5410\u6700\u5927\u5316\uff0cRoller 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"677\" height=\"497\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-2.png\" alt=\"\u56fe1\uff1aRoller \u7f16\u8bd1\u5668\u7684\u67b6\u6784\" class=\"wp-image-1070715\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-2.png 677w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-2-300x220.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-2-80x60.png 80w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-2-240x176.png 240w\" sizes=\"auto, (max-width: 677px) 100vw, 677px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe1\uff1aRoller \u7f16\u8bd1\u5668\u7684\u67b6\u6784<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0cRoller 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\u4e00\u79cd\u5904\u7406\u4e91\u670d\u52a1\u4e2d\u5185\u5b58\u6cc4\u6f0f\u7684\u6574\u4f53\u65b9\u6848<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"834\" height=\"197\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-3.png\" alt=\"paper screenshot\" class=\"wp-image-1070718\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-3.png 834w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-3-300x71.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-3-768x181.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-3-240x57.png 240w\" sizes=\"auto, (max-width: 834px) 100vw, 834px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.usenix.org\/conference\/osdi22\/presentation\/lou-chang-resin<\/p>\n\n\n\n<p>\u4e91\u8ba1\u7b97\u7684\u57fa\u7840\u8bbe\u65bd\u5305\u542b\u8bb8\u591a\u590d\u6742\u7684\u8f6f\u4ef6\u7ec4\u4ef6\uff0c\u56e0\u6b64\u4f1a\u9047\u5230\u5185\u5b58\u6cc4\u6f0f\u7684\u95ee\u9898\u3002\u5728\u4e91\u670d\u52a1\u4e2d\uff0c\u4e00\u65e6\u67d0\u4e2a\u8fdb\u7a0b\u53d1\u751f\u5185\u5b58\u6cc4\u9732\uff0c\u5c31\u4f1a\u4f7f\u5f97\u5176\u90e8\u7f72\u7684\u5927\u91cf\u673a\u5668\u5185\u5b58\u4e0d\u8db3\u4ee5\u53ca\u65e0\u8f9c\u8fdb\u7a0b\u88ab\u6740\uff0c\u6700\u7ec8\u5bfc\u81f4\u5927\u91cf\u7528\u6237\u7684\u865a\u62df\u673a\u6027\u80fd\u4e0b\u964d\u3001\u5d29\u6e83\u53ca\u91cd\u542f\uff0c\u4e25\u91cd\u5f71\u54cd\u7528\u6237\u7684\u4f53\u9a8c\u5e76\u53ef\u80fd\u7ed9\u7528\u6237\u9020\u6210\u91cd\u5927\u7ecf\u6d4e\u635f\u5931\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u5728\u4e91\u7cfb\u7edf\u4e2d\uff0c\u5185\u5b58\u6cc4\u6f0f\u95ee\u9898\u5f88\u96be\u5904\u7406\uff0c\u73b0\u6709\u89e3\u51b3\u65b9\u6848\u6216\u662f\u51c6\u786e\u6027\u4e0d\u9ad8\uff0c\u6216\u662f\u4f1a\u4ea7\u751f\u5f88\u9ad8\u7684\u5f00\u9500\u3002\u5176\u539f\u56e0\uff0c\u4e00\u65b9\u9762\u662f\u7531\u4e8e\u8bb8\u591a\u5185\u5b58\u6cc4\u6f0f\u5728\u6781\u5c11\u6570\u60c5\u51b5\u4e0b\u624d\u4f1a\u88ab\u7f13\u6162\u89e6\u53d1\uff0c\u56e0\u6b64\u5728\u5f00\u53d1\u90e8\u7f72\u8fc7\u7a0b\u4e2d\u5f88\u5bb9\u6613\u8eb2\u8fc7\u6d4b\u8bd5\u548c\u68c0\u6d4b\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5728\u68c0\u6d4b\u5230\u5185\u5b58\u6cc4\u6f0f\u540e\uff0c\u76f8\u5173\u95ee\u9898\u5f88\u96be\u79bb\u7ebf\u590d\u73b0\uff0c\u8fd9\u4f1a\u4f7f\u5f97\u5f00\u53d1\u4eba\u5458\u5f88\u96be\u627e\u5230\u6cc4\u6f0f\u7684\u6839\u672c\u539f\u56e0\u3002\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u5fae\u8f6f Azure \u56e2\u961f\u4ee5\u53ca\u970d\u666e\u91d1\u65af\u5927\u5b66\u7684\u79d1\u7814\u4eba\u5458\uff0c\u4e00\u8d77\u63d0\u51fa\u4e86\u4e00\u79cd\u5904\u7406\u4e91\u670d\u52a1\u4e2d\u5185\u5b58\u6cc4\u6f0f\u7684\u6574\u4f53\u65b9\u6848 RESIN\u3002<\/p>\n\n\n\n<p>RESIN \u91c7\u7528\u96c6\u4e2d\u5f0f\u65b9\u6cd5\uff0c\u65e0\u9700\u8bbf\u95ee\u7ec4\u4ef6\u7684\u6e90\u4ee3\u7801\uff0c\u4e5f\u4e0d\u9700\u8981\u5927\u91cf\u7684\u68c0\u6d4b\u6216\u91cd\u65b0\u7f16\u8bd1\u3002RESIN \u5bf9\u6bcf\u4e2a\u4e3b\u673a\u90fd\u4f7f\u7528\u4e86\u4e00\u4e2a\u76d1\u63a7\u4ee3\u7406\uff08Monitor 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https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-4-300x116.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-4-240x93.png 240w\" sizes=\"auto, (max-width: 510px) 100vw, 510px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe2\uff1aRESIN \u7cfb\u7edf\u7684\u5de5\u4f5c\u6d41\u7a0b<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u76ee\u524d\uff0cRESIN \u5df2\u7ecf\u5728\u5fae\u8f6f Azure \u4e2d\u8fd0\u884c3\u5e74\uff0c\u5177\u6709\u9ad8\u51c6\u786e\u6027\u4e0e\u4f4e\u5f00\u9500\u7b49\u4f18\u52bf\u3002\u7531\u4e8e\u5185\u5b58\u4e0d\u8db3\u5bfc\u81f4\u7684\u865a\u62df\u673a\u91cd\u542f\u6709\u6548\u5730\u51cf\u5c11\u4e8641\u500d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"sparta-\u57fa\u4e8e\u5f20\u91cf\u7a00\u758f\u5c5e\u6027\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7a00\u758f\u5316\u7f16\u8bd1\u6846\u67b6\">SparTA: 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\/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.usenix.org\/conference\/osdi22\/presentation\/zheng-ningxin<br>\u9879\u76ee\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/microsoft\/SparTA.git<br>\u8bba\u6587\u7ed3\u679c\u590d\u73b0\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/microsoft\/nni\/tree\/sparta_artifact\/sparta<\/p>\n\n\n\n<p>\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u89c4\u6a21\u5448\u73b0\u51fa\u6307\u6570\u7ea7\u589e\u957f\u7684\u6001\u52bf\u3002\u5355\u4e2a\u6a21\u578b\u5177\u6709\u9ad8\u8fbe\u4e07\u4ebf\u7ea7\u522b\u7684\u53c2\u6570\u91cf\uff0c\u8fd9\u8fdc\u8fdc\u8d85\u51fa\u4e86\u786c\u4ef6\u52a0\u901f\u5668\u8fd0\u7b97\u80fd\u529b\u7684\u589e\u957f\u901f\u5ea6\u3002\u540c\u65f6\uff0c\u7aef\u4fa7\u8bbe\u5907\u7531\u4e8e\u5176\u8fd0\u7b97\u80fd\u529b\u548c\u529f\u8017\u7684\u9650\u5236\uff0c\u5bf9\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5927\u5c0f\u548c\u63a8\u7406\u5ef6\u8fdf\u6709\u8fd1\u4e4e\u4e25\u82db\u7684\u8981\u6c42\u3002\u56e0\u6b64\uff0c\u63a2\u7d22\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\u7684\u7a00\u758f\u6027\u4ee5\u53ca\u5bf9\u7a00\u758f\u6a21\u578b\u505a\u6709\u6548\u7684\u52a0\u901f\u6210\u4e3a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u53d1\u5c55\u548c\u843d\u5730\u7684\u5173\u952e\u56e0\u7d20\u3002\u7136\u800c\uff0c\u76ee\u524d\u7a00\u758f\u6a21\u578b\u5728\u7cfb\u7edf\u652f\u6301\u65b9\u9762\u8fd8\u5b58\u5728\u8bf8\u591a\u4e0d\u8db3\uff0c\u963b\u788d\u4e86\u6a21\u578b\u5728\u7a00\u758f\u5316\u4e0a\u7684\u63a2\u7d22\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u4e0d\u8db3\u5177\u4f53\u8868\u73b0\u4e3a\uff08i\uff09\u7531\u4e8e\u9488\u5bf9\u7279\u6b8a\u7684\u6a21\u578b\u7a00\u758f\u6a21\u5f0f\u6784\u5efa\u9ad8\u6548\u7684\u4ee3\u7801\u975e\u5e38\u56f0\u96be\uff0c\u901a\u5e38\u9700\u8981\u7cfb\u7edf\u7a0b\u5e8f\u5458\u7684\u6df1\u5ea6\u53c2\u4e0e\uff0c\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u5458\u5728\u6a21\u578b\u7a00\u758f\u5316\u7684\u7814\u7a76\u8fc7\u7a0b\u4e2d\u901a\u5e38\u4f7f\u7528\u4ee3\u7406\u6307\u6807\uff08Proxy metrics\uff0c\u5982 FLOPs\u3001\u4f4d\u5bbd\uff09\u6765\u4f30\u7b97\u52a0\u901f\u6548\u679c\u3002\u53ef\u662f\u4ee3\u7406\u6307\u6807\u5e76\u4e0d\u80fd\u51c6\u786e\u53cd\u6620\u6a21\u578b\u7a00\u758f\u5316\u5e26\u6765\u7684\u52a0\u901f\u6548\u679c\uff0c\u5176\u9884\u6d4b\u7684\u6548\u679c\u6709\u65f6\u751a\u81f3\u548c\u5b9e\u9645\u60c5\u51b5\u76f8\u53bb\u751a\u8fdc\uff1b\uff08ii\uff09\u5f53\u524d\u7a00\u758f\u4f18\u5316\u7684\u5927\u591a\u5de5\u4f5c\u90fd\u53ea\u96c6\u4e2d\u5728\u5355\u4e2a\u7b97\u5b50\uff0c\u5ffd\u89c6\u4e86\u4e00\u4e2a\u7a00\u758f\u5316\u7b97\u5b50\u5728\u6574\u4e2a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\u53ef\u80fd\u4ea7\u751f\u7684\u8fde\u5e26\u5f71\u54cd\uff0c\u53ef\u5c06\u7a00\u758f\u5316\u4f20\u5bfc\u5230\u6a21\u578b\u4e2d\u7684\u5176\u4ed6\u7b97\u5b50\uff1b\uff08iii\uff09\u5f53\u524d\u9488\u5bf9\u67d0\u4e2a\u5177\u4f53\u6a21\u578b\u7684\u7a00\u758f\u5316\u4f18\u5316\u65b9\u6848\u5f88\u96be\u88ab\u91cd\u7528\uff0c\u96be\u4ee5\u548c\u5176\u5b83\u76f8\u5173\u6280\u672f\u7ec4\u5408\u8d77\u6765\u8fc1\u79fb\u5230\u5176\u4ed6\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e0a\u53bb\uff0c\u4f8b\u5982\uff0c\u5728\u88ab\u526a\u679d\u7684\u7b97\u5b50\u548c\u88ab\u91cf\u5316\u7684\u7b97\u5b50\u4e0a\u505a\u7684\u4f18\u5316\u6280\u672f\u5f88\u96be\u76f4\u63a5\u8fc1\u79fb\u5230\u4e00\u4e2a\u65e2\u88ab\u526a\u679d\u53c8\u88ab\u91cf\u5316\u7684\u7b97\u5b50\u4e0a\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u6a21\u578b\u7a00\u758f\u5316\u8fc7\u7a0b\u4e2d\u9047\u5230\u7684\u4e0a\u8ff0\u6311\u6218\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63d0\u51fa\u4e86 SparTA\u2014\u2014\u4e00\u4e2a\u4e13\u95e8\u4f18\u5316\u7a00\u758f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u7aef\u5230\u7aef\u7f16\u8bd1\u6846\u67b6\u3002SparTA \u5c06\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\u5f20\u91cf\u7684\u7a00\u758f\u5c5e\u6027\uff08\u7531\u526a\u679d\u548c\u91cf\u5316\u4ea7\u751f\uff09\u4f5c\u4e3a\u6574\u4e2a\u7f16\u8bd1\u6846\u67b6\u4e2d\u7684\u6838\u5fc3\u62bd\u8c61 TeSA (Tensor with Sparsity Attribute) \uff0c\u5e76\u56f4\u7ed5 TeSA \u6784\u5efa\u51fa\u9762\u5411\u7a00\u758f\u6a21\u578b\u7684\u5168\u5957\u7f16\u8bd1\u4f18\u5316\u6280\u672f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"542\" height=\"268\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-6.png\" alt=\"\u56fe3\uff1aSparTA \u7684\u7cfb\u7edf\u67b6\u6784\" class=\"wp-image-1070727\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-6.png 542w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-6-300x148.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/osdi-2022-6-240x119.png 240w\" sizes=\"auto, (max-width: 542px) 100vw, 542px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe3\uff1aSparTA \u7684\u7cfb\u7edf\u67b6\u6784<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u4f7f\u7528 SparTA \u65f6\uff0c\u7528\u6237\u5148\u4f7f\u7528 TeSA \u6765\u6807\u6ce8\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\u67d0\u4e9b\u5f20\u91cf\u7684\u7a00\u758f\u6837\u5f0f\uff08Sparsity pattern\uff09\uff0c\u7136\u540e\u901a\u8fc7 SparTA \u63d0\u51fa\u7684\u4e09\u4e2a\u6838\u5fc3\u6280\u672f\u6765\u5bf9\u6a21\u578b\u8fdb\u884c\u7aef\u5230\u7aef\u5730\u4f18\u5316\uff1a\u4e00\u662f\u5f20\u91cf\u7684\u7a00\u758f\u5c5e\u6027\u5728\u6574\u4e2a\u6570\u636e\u6d41\u56fe\u4e2d\u7684\u4f20\u64ad\uff0c\u7531 Tensor Algebra \u548c Tensor Scrambling \u6280\u672f\u81ea\u52a8\u5b8c\u6210\uff1b\u4e8c\u662f\u5bf9\u7a00\u758f\u7b97\u5b50\u8fdb\u884c\u4f18\u5316\u53d8\u6362\uff08Transformation\uff09\uff0c\u53d8\u6362\u4e3a\u66f4\u6613\u4e8e\u52a0\u901f\u3001\u8ba1\u7b97\u6548\u7387\u66f4\u9ad8\u7684\u7a00\u758f\u6837\u5f0f\uff0c\u8fd9\u79cd\u53d8\u6362\u4f7f\u5f97\u4e0d\u540c\u7684\u4f18\u5316\u6280\u672f\u53ef\u4ee5\u88ab\u6709\u673a\u5730\u7ed3\u5408\u8d77\u6765\uff1b\u4e09\u662f\u505a\u9488\u5bf9\u7a00\u758f\u5f20\u91cf\u7684\u4ee3\u7801\u7279\u5316\uff08Code Specialization\uff09\uff0c\u5c06\u7a00\u758f\u6837\u5f0f\u786c\u7f16\u7801\u5230\u7b97\u5b50\u7684\u4ee3\u7801\u4e2d\uff0c\u5220\u9664\u6b7b\u4ee3\u7801\uff08Dead Code\uff09\uff0c\u5e76\u4e14\u9488\u5bf9\u7ed9\u5b9a\u52a0\u901f\u5668\u7279\u5316\u4f7f\u7528\u5176\u4e13\u6709\u786c\u4ef6\uff08\u5982 sparse tensor core\uff09\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u5168\u9762\u7684\u6d4b\u8bd5\uff0cSparTA \u5c55\u793a\u51fa\u4e86\u76f8\u6bd4\u4e8e\u5df2\u6709\u5de5\u5177\u9ad8\u8fbe\u5e73\u57478.4\u500d\u7684\u52a0\u901f\u6548\u679c\u3002SparTA \u4e0d\u4f46\u53ef\u4ee5\u5bf9\u7a20\u5bc6\u6a21\u578b\u7a00\u758f\u5316\u4ee5\u540e\u8fdb\u884c\u4f18\u5316\uff0c\u800c\u4e14\u8fd8\u80fd\u7528\u6765\u52a0\u901f\u4e00\u5f00\u59cb\u5c31\u91c7\u7528\u7279\u5b9a\u7a00\u758f\u6837\u5f0f\u8bbe\u8ba1\u7684\u5927\u578b\u9884\u8bad\u7ec3\u6a21\u578b\u3002\u5728\u8fd9\u65b9\u9762\uff0cSparTA \u5df2\u7ecf\u88ab\u7528\u6765\u4f18\u5316\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7814\u53d1\u7684 NUWA \u9884\u8bad\u7ec3\u89c6\u9891\u751f\u6210\u6a21\u578b\u3002SparTA \u5bf9 NUWA \u6a21\u578b\u4e2d\u63d0\u51fa\u7684 3DNA \u7a00\u758f\u5316\u6ce8\u610f\u529b\u673a\u5236\u8fbe\u5230\u4e862\u500d\u4ee5\u4e0a\u7684\u52a0\u901f\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u76ee\u524d\u6b63\u5728\u5bf9 SparTA \u8fdb\u884c\u4ee3\u7801\u91cd\u6574\u548c\u4f18\u5316\uff0c\u63d0\u9ad8\u6613\u7528\u6027\uff0c\u5e76\u5c06\u5c3d\u5feb\u5f00\u6e90\uff0c\u4ee5\u4fc3\u8fdb\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7a00\u758f\u5316\u7684\u7814\u7a76\u548c\u5b9e\u7528\u5316\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1aOSDI\uff08Operating Systems Design and Implementation\uff09\u662f\u8ba1\u7b97\u673a\u7cfb\u7edf\u9886\u57df\u6700\u9876\u7ea7\u7684\u5b66\u672f\u4f1a\u8bae\u4e4b\u4e00\uff0c\u6c47\u96c6\u4e86\u5168\u7403\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u4eec\u5bf9\u4e8e\u8ba1\u7b97\u673a\u7cfb\u7edf\u7684\u524d\u77bb\u6027\u601d\u8003\u3002\u7b2c16\u5c4a OSDI \u4e8e2022\u5e747\u670811\u65e5\u81f313\u65e5\u53ec\u5f00\uff0c\u672c\u6b21\u4f1a\u8bae\u5171\u6709253\u7bc7\u8bba\u6587\u6295\u7a3f\uff0c\u63a5\u653649\u7bc7\uff0c\u63a5\u6536\u7387\u4e3a19.4%\u3002\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u5206\u4eab\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u88ab OSDI 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