{"id":1072101,"date":"2023-05-09T20:45:00","date_gmt":"2023-05-10T03:45:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&p=1072101"},"modified":"2024-09-25T03:36:36","modified_gmt":"2024-09-25T10:36:36","slug":"icse-2023","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/icse-2023\/","title":{"rendered":"ICSE 2023\uff5c\u4e3a\u8ba1\u7b97\u5e73\u53f0\u7684\u9ad8\u8d28\u91cf\u8fd0\u884c\u4fdd\u9a7e\u62a4\u822a"},"content":{"rendered":"\n

ICSE \u662f\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u516c\u8ba4\u7684\u6743\u5a01\u56fd\u9645\u5b66\u672f\u9876\u4f1a\u3002\u81ea1975\u5e74\u521b\u529e\u4ee5\u6765\uff0cICSE \u5927\u4f1a\u6301\u7eed\u4e3a\u7814\u7a76\u4eba\u5458\u548c\u76f8\u5173\u4ece\u4e1a\u8005\u8f93\u9001\u7740\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u4e2d\u6700\u65b0\u7684\u7406\u8bba\u521b\u65b0\u3001\u6280\u672f\u8d8b\u52bf\u4e0e\u7814\u7a76\u6210\u679c\u3002\u672c\u5c4a ICSE \u5927\u4f1a\u63a5\u53d7\u4e86\u591a\u7bc7\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u6210\u679c\uff0c\u5728\u4e91\u8ba1\u7b97\u9ad8\u901f\u53d1\u5c55\u7684\u5f53\u4e0b\uff0c\u66f4\u9700\u8981\u7814\u7a76\u5458\u4eec\u4e0d\u65ad\u6df1\u8015\uff0c\u53d1\u6398\u7814\u7a76\u6d1e\u89c1\uff0c\u4e3a\u4e91\u5e73\u53f0\u7684\u9ad8\u8d28\u91cf\u8fd0\u884c\u4fdd\u9a7e\u62a4\u822a\u3002<\/p>\n\n\n\n

Aegis: \u4e91\u5e73\u53f0\u8de8\u5c42\u8de8\u7ec4\u4ef6\u7684\u6545\u969c\u5b9a\u4f4d\u548c\u5f52\u56e0\u7cfb\u7edf<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/aegis-attribution-of-control-plane-change-impact-across-layers-and-components-for-cloud-systems\/<\/p>\n\n\n\n

\u968f\u7740\u4e91\u8ba1\u7b97\u7684\u666e\u53ca\uff0c\u4e91\u7ba1\u7406\u7cfb\u7edf\u7684\u63a7\u5236\u5e73\u53f0\u53d8\u5f97\u6108\u53d1\u590d\u6742\u5e76\u96be\u4ee5\u7ef4\u62a4\u3002\u63a7\u5236\u5e73\u53f0\u9700\u8981\u65f6\u5e38\u66f4\u65b0\u8f6f\u4ef6\u7248\u672c\uff08Rollout\uff09\u6765\u77eb\u9519\u63d0\u6548\uff0c\u4f46\u8fd9\u4e9b Rollout \u7684\u6545\u969c\u53ef\u80fd\u4f1a\u5e26\u6765\u4e25\u91cd\u5f71\u54cd\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u907f\u514d\u4e8b\u6545\uff0c\u6bcf\u4e2a\u56e2\u961f\u90fd\u4f1a\u5236\u5b9a\u5b89\u5168\u90e8\u7f72\u89c4\u5219\uff0c\u5e76\u90e8\u7f72\u76d1\u63a7\u70b9\u4ee5\u6355\u6349\u548c\u5b9a\u4f4d\u5f02\u5e38\u3002\u4f46\u76ee\u524d\u76d1\u63a7\u70b9\u7684\u5b9a\u4f4d\u7f3a\u5c11\u8de8\u7ec4\u4ef6\u5206\u6790\u7684\u80fd\u529b\uff0c\u8fd9\u5bfc\u81f4\u4e86\u5b9a\u4f4d\u5b58\u5728\u8bf8\u591a\u76f2\u70b9\u3002\u8981\u60f3\u5b9e\u73b0\u8de8\u7ec4\u4ef6\u5206\u6790\uff0c\u5c31\u9700\u8981\u514b\u670d\u9ad8\u5e76\u53d1\u3001\u9886\u57df\u77e5\u8bc6\u7f3a\u4e4f\u7b49\u6311\u6218\uff0c\u7531\u4e8e\u63a7\u5236\u5e73\u53f0\u7684 Rollout \u5904\u4e8e\u4e91\u7cfb\u7edf\u7684\u4e0d\u540c\u903b\u8f91\u5c42\u6b21\uff0c\u56e0\u6b64\u4e0d\u80fd\u76f4\u63a5\u5e94\u7528\u73b0\u6709\u7684\u7cfb\u7edf\u5f02\u5e38\u5b9a\u4f4d\u65b9\u6cd5\u3002<\/p>\n\n\n\n

\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u7aef\u5230\u7aef\u7684 Rollout \u6545\u969c\u5b9a\u4f4d\u548c\u5f52\u56e0\u7cfb\u7edf Aegis\uff0c\u7528\u4ee5\u4fdd\u969c\u63a7\u5236\u5e73\u53f0\u7684\u5e73\u7a33\u8fd0\u884c\u3002Aegis \u80fd\u591f\u5728\u4e0d\u540c\u8ba1\u7b97\u5c42\u548c\u670d\u52a1\u7ec4\u4ef6\u4e0a\u6d4b\u91cf\u53ef\u9760\u6027\u548c\u5ef6\u8fdf\u4fe1\u53f7, \u5e76\u5c06\u68c0\u6d4b\u5230\u7684\u5f02\u5e38\u4e0e\u4ee3\u7801\u66f4\u65b0\u4e8b\u4ef6\u76f8\u5173\u8054\uff0c\u8fdb\u800c\u5bf9\u8be5\u56e0\u679c\u5173\u7cfb\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n\n\n\n

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

\"\u56fe1\uff1aAegis
\u56fe1\uff1aAegis \u67b6\u6784\u56fe<\/figcaption><\/figure>\n\n\n\n

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

Aegis \u7684\u6838\u5fc3\u662f\u9886\u57df\u77e5\u8bc6\u9a71\u52a8\u7684\u5206\u6790\u5f15\u64ce\u548c\u57fa\u4e8e\u53cd\u4e8b\u5b9e\u7684\u56e0\u679c\u8bc4\u4f30\u5f15\u64ce\u3002\u5728\u76f8\u5173\u6027\u65b9\u9762\uff0cAegis \u5229\u7528\u5e73\u53f0\u7ed3\u6784\u548c\u7ec4\u4ef6\u4e4b\u95f4\u7684\u9886\u57df\u77e5\u8bc6\u4ee5\u53ca\u4f7f\u7528\u81ea\u5b9a\u4e49\u6743\u91cd\uff0c\u6765\u6307\u5b9a\u6545\u969c\u7c7b\u578b\u548c\u7ed9\u5b9a\u7ec4\u4ef6\u4e4b\u95f4\u7684\u4f9d\u8d56\u7a0b\u5ea6\u3002\u5728\u8bc4\u4f30\u65b9\u9762\uff0cAegis \u4f7f\u7528\u53cd\u4e8b\u5b9e\u5f52\u56e0\u7684\u65b9\u6cd5\uff0c\u5bf9\u5df2\u90e8\u7f72\u548c\u672a\u90e8\u7f72\u5355\u5143\u7684\u5f71\u54cd\u8fdb\u884c\u91cf\u5316\u3002<\/p>\n\n\n\n

Aegis \u5df2\u5728\u5fae\u8f6f Azure \u4e91\u5e73\u53f0\u7684\u63a7\u5236\u5e73\u53f0\u4e2d\u8fd0\u884c\u4e8612\u4e2a\u6708\uff0c\u5b83\u5df2\u6355\u6349\u5230\u591a\u4e2a\u7ec4\u4ef6\u7684 Rollout \u6545\u969c\uff0c\u5305\u62ec\u7eaf\u4ee3\u7801\u9519\u8bef\u3001\u66f4\u6539\u8fc7\u7a0b\u4e2d\u7f3a\u5c11\u4e8c\u8fdb\u5236\u6587\u4ef6\u3001\u4e0e\u53e6\u4e00\u4e2a\u7ec4\u4ef6\u7684\u534f\u8bae\u4e0d\u517c\u5bb9\u7b49\u3002\u6355\u6349\u540e\uff0cAegis \u53ef\u81ea\u52a8\u53d1\u9001\u8b66\u62a5\u7ed9\u5bf9\u5e94\u56e2\u961f\uff0c\u51c6\u786e\u6307\u660e\u5bfc\u81f4\u95ee\u9898\u7684 Rollout \u7248\u672c\uff0c\u5e76\u901a\u8fc7\u66f4\u65b0\u56de\u6eda\u6765\u89e3\u51b3\u6545\u969c\u3002Aegis \u505a\u5230\u4e86\u8865\u5145\u73b0\u6709\u76d1\u63a7\u70b9\uff0c\u5e76\u80fd\u63d0\u4f9b\u5168\u9762\u7684\u63a7\u5236\u5e73\u53f0\u89c6\u56fe\uff0c\u4e3a\u5fae\u8f6f Azure \u4e91\u5e73\u53f0\u7684\u9ad8\u8d28\u91cf\u8fd0\u884c\u505a\u51fa\u4e86\u5353\u8d8a\u7684\u8d21\u732e\u3002<\/p>\n\n\n\n

CONAN: \u8bca\u65ad\u4e91\u7cfb\u7edf\u4e2d\u7684\u6279\u91cf\u6545\u969c<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1a<\/p>\n\n\n\n

https:\/\/conf.researchr.org\/details?action-call-with-get-request-type=1&19178930d84a498d8ab1bcf858b191e4action_17426506610b09119fcce5ddc36f52316bc2e6f8200=1&__ajax_runtime_request__=1&context=icse-2023&track=icse-2023-SEIP&urlKey=6&decoTitle=CONAN-Diagnosing-Batch-Failures-for-Cloud-Systems (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u672c\u6587\u63a2\u8ba8\u4e86\u4e91\u7cfb\u7edf\u4e2d\u5e38\u89c1\u7684\u6279\u91cf\u6545\u969c\uff08Batch Failure\uff09\u95ee\u9898\u3002\u6279\u91cf\u6545\u969c\u901a\u5e38\u7531\u4e00\u7cfb\u5217\u76f8\u540c\u7c7b\u522b\u7684\u5b9e\u4f8b\u7ec4\u6210\uff08\u4f8b\u5982 API \u8bf7\u6c42\u3001\u8ba1\u7b97\u8282\u70b9\u3001VM \u7b49\uff09\uff0c\u4e14\u901a\u5e38\u5728\u77ed\u65f6\u95f4\u5185\u53d1\u751f\u3002\u4e91\u7cfb\u7edf\u4e2d\u7684\u6279\u91cf\u6545\u969c\u53ef\u80fd\u7531\u591a\u79cd\u539f\u56e0\u5f15\u8d77\uff0c\u5305\u62ec\u8f6f\u4ef6\u548c\u914d\u7f6e\u66f4\u6539\u3001\u505c\u7535\u3001\u78c1\u76d8\u548c\u7f51\u7edc\u6545\u969c\u7b49\u3002\u6545\u969c\u8bca\u65ad\u5de5\u7a0b\u5e08\u7ecf\u5e38\u4f1a\u68c0\u67e5\u5b9e\u4f8b\u7684\u5c5e\u6027\u3001\u8fd0\u884c\u65f6\u4fe1\u606f\u3001\u73af\u5883\u548c\u4f9d\u8d56\u5173\u7cfb\u7b49\u4e0a\u4e0b\u6587\u6570\u636e\u4ee5\u786e\u5b9a\u6545\u969c\u7684\u6839\u672c\u539f\u56e0\u3002\u4e0a\u4e0b\u6587\u4fe1\u606f\u901a\u5e38\u4ee5\u952e\u503c\u5bf9\u7684\u5f62\u5f0f\u8868\u793a\uff0c\u4f8b\u5982 Application= \u201cAPP1\u201d \u3001APIVersion= \u201cV1\u201d \u548c Node= \u201cN1\u201d\u3002\u8bca\u65ad\u4eba\u5458\u5f80\u5f80\u9700\u8981\u6bd4\u8f83\u5931\u8d25\u5b9e\u4f8b\u548c\u6210\u529f\u5b9e\u4f8b\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u4ee5\u67e5\u627e\u6709\u7528\u7684\u952e\u503c\u5bf9\u3002<\/p>\n\n\n\n

\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3a CONAN \u7684\u6846\u67b6\uff0c\u7528\u4e8e\u81ea\u52a8\u4ece\u4e0a\u4e0b\u6587\u6570\u636e\u4e2d\u641c\u7d22\u5bf9\u6bd4\u6a21\u5f0f\u3002CONAN \u53ef\u4ee5\u7075\u6d3b\u5730\u5e94\u7528\u4e8e\u5404\u79cd\u4e91\u7cfb\u7edf\u6545\u969c\u8bca\u65ad\u573a\u666f\uff0c\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\uff0c\u4ee5\u53ca\u5ea6\u91cf\u4e0d\u540c\u573a\u666f\u4e2d\u6a21\u5f0f\u7684\u663e\u8457\u6027\u3002\u4f8b\u5982\uff0c\u5f02\u5e38\u5b9e\u4f8b\u4e2d\u666e\u904d\u5b58\u5728\u4f46\u6b63\u5e38\u5b9e\u4f8b\u4e2d\u5f88\u5c11\u5b58\u5728\u7684\u6a21\u5f0f\uff0c\u6216\u5728\u6545\u969c\u671f\u95f4\u5ef6\u8fdf\u63d0\u9ad8\u7684\u6a21\u5f0f\u3002\u6b64\u5916\uff0cCONAN \u652f\u6301\u591a\u79cd\u6570\u636e\u7c7b\u578b\uff0c\u5305\u62ec\u8868\u683c\u6570\u636e\u548c\u63a7\u5236\u53f0\u65e5\u5fd7\u3002\u76f8\u6bd4\u73b0\u6709\u65b9\u6cd5\uff0cCONAN \u5177\u6709\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\u548c\u53ef\u9002\u5e94\u6027\uff0c\u5176\u4f18\u52bf\u5728\u5fae\u8f6f Azure \u4e91\u5e73\u53f0\u548c M365 \u7684\u5b9e\u8df5\u4e2d\u5df2\u7ecf\u5f97\u5230\u4e86\u8bc1\u660e\uff0c\u6781\u5927\u5730\u8282\u7701\u4e86\u5de5\u7a0b\u5e08\u7684\u65f6\u95f4\u5e76\u964d\u4f4e\u4e86\u6545\u969c\u5bf9\u670d\u52a1\u548c\u5ba2\u6237\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n

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

\"\u56fe2\uff1aCONAN
\u56fe2\uff1aCONAN \u7684\u6574\u4f53\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n

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

TraceArk\uff1a\u9ad8\u51c6\u786e\u4e14\u53ef\u89e3\u91ca\u7684\u4e91\u670d\u52a1\u7cfb\u7edf\u5f02\u5e38\u544a\u8b66\u65b9\u6848<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1a<\/p>\n\n\n\n

https:\/\/conf.researchr.org\/details\/icse-2023\/icse-2023-SEIP\/43\/TraceArk-Towards-Actionable-Performance-Anomaly-Alerting-for-Online-Service-Systems (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u5bf9\u4e8e\u5982\u5fae\u8f6f Azure \u4e91\u5e73\u53f0\u3001M365 \u7b49\u62e5\u6709\u6210\u5343\u4e0a\u767e\u4e2a\u5fae\u670d\u52a1\u7684\u5927\u578b\u5728\u7ebf\u670d\u52a1\uff0c\u80fd\u591f\u53ca\u65f6\u51c6\u786e\u5730\u53d1\u51fa\u6027\u80fd\u5f02\u5e38\u8b66\u544a\u81f3\u5173\u91cd\u8981\u3002\u9488\u5bf9\u8fd9\u4e2a\u95ee\u9898\uff0c\u73b0\u884c\u7684\u7814\u7a76\u65b9\u6848\u4e3b\u8981\u5206\u4e3a\u4e24\u7c7b\u3002\u4e00\u7c7b\u901a\u8fc7\u8bbe\u7f6e\u6027\u80fd\u6307\u6807\u7684\u9608\u503c\u6765\u786e\u5b9a\u5f02\u5e38\u60c5\u51b5\uff0c\u4f46\u7531\u4e8e\u7cfb\u7edf\u975e\u5e38\u590d\u6742\u4e14\u5904\u4e8e\u52a8\u6001\u53d8\u5316\u4e2d\uff0c\u56fa\u5b9a\u9608\u503c\u4f1a\u51fa\u73b0\u5927\u91cf\u8bef\u62a5\u3002\u53e6\u4e00\u7c7b\u8ffd\u6c42\u544a\u8b66\u51c6\u786e\u6027\u7684\u65b9\u6cd5\u4e3b\u8981\u91c7\u7528\u7aef\u5230\u7aef\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u4f46\u56e0\u5176\u53ef\u89e3\u91ca\u6027\u4e0d\u5f3a\uff0c\u5728\u5b9e\u9645\u4ea7\u54c1\u4e2d\u7684\u6548\u679c\u6709\u9650\u3002\u867d\u7136\u5de5\u7a0b\u5e08\u4eec\u80fd\u591f\u7406\u89e3\u5f02\u5e38\u62a5\u544a\u7684\u903b\u8f91\uff0c\u4f46\u4ecd\u9700\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\u505a\u51fa\u5177\u4f53\u8bca\u65ad\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u89e3\u51b3\u4ee5\u4e0a\u4e24\u7c7b\u95ee\u9898\u7684\u75db\u70b9\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u51c6\u786e\u6027\u9ad8\u4e14\u53ef\u89e3\u91ca\u7684\u5f02\u5e38\u544a\u8b66\u65b9\u6cd5 TraceArk\u3002\u7531\u4e8e\u5fae\u670d\u52a1\u7cfb\u7edf\u4ea7\u751f\u7684 trace \u6570\u636e\uff08\u5305\u542b\u670d\u52a1\u7684\u6027\u80fd\u6307\u6807\u3001\u670d\u52a1\u4e4b\u95f4\u7684\u8c03\u7528\u8bb0\u5f55\u7b49\uff09\uff0c\u4e3a\u7cfb\u7edf\u7684\u5f02\u5e38\u68c0\u6d4b\u548c\u8bca\u65ad\u63d0\u4f9b\u4e86\u91cd\u8981\u53c2\u8003\uff0c\u6240\u4ee5 TraceArk \u9996\u5148\u5bf9\u7cfb\u7edf\u7684 trace \u6570\u636e\u8fdb\u884c\u8be6\u7ec6\u5730\u5b9e\u8bc1\u5206\u6790\uff0c\u5728\u8bbe\u8ba1\u6027\u80fd\u5f02\u5e38\u8bc4\u4f30\u6a21\u578b\u65f6\uff08\u56fe3\u4e2d Anomaly Feature Extractor \u90e8\u5206\uff09\u5145\u5206\u8003\u8651\u4e86 trace \u7684\u7ed3\u6784\u7279\u70b9\u5bf9\u6027\u80fd\u6307\u6807\u7684\u5f71\u54cd\uff0c\u4ee5\u53ca\u5b9e\u9645\u4e1a\u52a1\u573a\u666f\u4e2d\u5f02\u5e38\u7684\u542b\u4e49\uff0c\u4ece\u800c\u63d0\u53d6\u591a\u4e2a\u548c\u5f02\u5e38\u5b9a\u4e49\u76f8\u5173\u7684\u7279\u5f81\u3002\u6bd4\u5982\u9664\u4e86\u6027\u80fd\u6307\u6807\u65f6\u95f4\u5e8f\u5217\u5f02\u5e38\uff0c\u5de5\u7a0b\u5e08\u4eec\u4e5f\u4f1a\u5173\u6ce8\u8be5\u5f02\u5e38\u5bf9\u4e8e\u6574\u4f53\u670d\u52a1\u7684\u5f71\u54cd\u4f18\u5148\u7ea7\uff0c\u5bf9\u7cfb\u7edf\u5f71\u54cd\u65f6\u95f4\u66f4\u957f\uff0c\u5f71\u54cd\u8303\u56f4\u66f4\u5927\u7684\u5f02\u5e38\u66f4\u503c\u5f97\u5de5\u7a0b\u5e08\u4eec\u53ca\u65f6\u54cd\u5e94\u3002\u5176\u6b21\uff0cTraceArk \u5c06\u5c11\u91cf\u5de5\u7a0b\u5e08\u7ecf\u9a8c\uff08\u53cd\u9988\uff09\u7eb3\u5165\u544a\u8b66\u51b3\u7b56\u6a21\u578b\u7684\u5b66\u4e60\u8fc7\u7a0b\uff08\u5373\u56fe3 Feedback \u8fc7\u7a0b\uff09\uff0c\u4f7f\u5f97 TraceArk \u80fd\u591f\u9002\u5e94\u4e0d\u540c\u573a\u666f\u3002\u4e3a\u63d0\u9ad8\u53ef\u89e3\u91ca\u6027\uff0cTraceArk \u91c7\u7528\u4e86\u7ecf\u5178\u7684\u6811\u6a21\u578b\u6765\u8bc4\u4f30\u5f02\u5e38\u7684\u4e25\u91cd\u6027\uff0c\u4ece\u800c\u4e0e\u544a\u8b66\u540c\u6b65\u8f93\u51fa\u5f02\u5e38\u7684\u5224\u65ad\u8def\u5f84\uff0c\u4fbf\u4e8e\u5de5\u7a0b\u5e08\u4eec\u8fdb\u4e00\u6b65\u8bca\u65ad\u3002<\/p>\n\n\n\n

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

\"\u56fe3\uff1aTraceArk
\u56fe3\uff1aTraceArk \u7684\u6574\u4f53\u6784\u67b6<\/figcaption><\/figure>\n\n\n\n

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\u5728\u5f00\u6e90\u5f02\u5e38\u6570\u636e\u96c6\u548c M365 Exchange \u771f\u5b9e\u6570\u636e\u96c6\u4e0a\uff0cTraceArk \u90fd\u663e\u8457\u4f18\u4e8e\u73b0\u6709 SOTA \u65b9\u6cd5\uff0cF1\u503c\u5206\u522b\u63d0\u9ad8\u4e8650.47%\u548c20.34%\u3002\u540c\u65f6\uff0cTraceArk \u5df2\u5728\u751f\u4ea7\u73af\u5883\u7a33\u5b9a\u8fd0\u884c\u56db\u4e2a\u6708\uff0c\u5c06\u539f\u6709\u5f02\u5e38\u544a\u8b66\u7684\u7cbe\u786e\u5ea6\u63d0\u9ad8\u4e862.3\u500d\uff0c\u5e76\u4e3a\u5de5\u7a0b\u5e08\u4eec\u63d0\u4f9b\u4e86\u53ef\u89e3\u91ca\u7684\u544a\u8b66\u7ec6\u8282\u3002<\/p>\n\n\n\n

\u63a2\u7a76\u53d8\u91cf\u611f\u77e5\u7684\u65e5\u5fd7\u89e3\u6790<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2304.11391<\/p>\n\n\n\n

\u81ea\u52a8\u5316\u65e5\u5fd7\u5206\u6790\u662f\u6545\u969c\u8bca\u65ad\u3001\u6027\u80fd\u76d1\u6d4b\u7b49\u8f6f\u4ef6\u5f00\u53d1\u7ef4\u62a4\u4efb\u52a1\u7684\u91cd\u8981\u624b\u6bb5\uff0c\u5927\u591a\u6570\u81ea\u52a8\u5316\u65e5\u5fd7\u5206\u6790\u6280\u672f\u90fd\u5efa\u7acb\u5728\u65e5\u5fd7\u89e3\u6790\uff08log parsing\uff09\u8fd9\u4e00\u5173\u952e\u7684\u524d\u7f6e\u6b65\u9aa4\u4e4b\u4e0a\u3002\u4ee5\u5f80\u7684\u65e5\u5fd7\u89e3\u6790\u6280\u672f\u901a\u5e38\u81f4\u529b\u4e8e\u8bc6\u522b\u5e76\u5206\u79bb\u65e5\u5fd7\u4e2d\u7684\u52a8\u6001\u53d8\u91cf\u548c\u9759\u6001\u6a21\u677f\u3002\u8fd9\u6837\u7684\u65e5\u5fd7\u89e3\u6790\u65b9\u5f0f\u6709\u52a9\u4e8e\u5206\u6790\u548c\u68b3\u7406\u7cfb\u7edf\u4e8b\u4ef6\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4f46\u662f\u5bf9\u6240\u6709\u53d8\u91cf\u4e00\u89c6\u540c\u4ec1\uff0c\u53ef\u80fd\u5bfc\u81f4\u53d8\u91cf\u6240\u8f7d\u4fe1\u606f\u7684\u4e22\u5931\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u7814\u7a76\u65e5\u5fd7\u4e2d\u52a8\u6001\u53d8\u91cf\u53ef\u80fd\u8bb0\u5f55\u7684\u4fe1\u606f\u7c7b\u578b\u53ca\u5176\u91cd\u8981\u6027\uff0c\u7814\u7a76\u5458\u4eec\u5728\u5f00\u6e90\u65e5\u5fd7\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u62bd\u6837\u5206\u6790\u3002\u5bf9\u5404\u7c7b\u578b\u53d8\u91cf\u8c03\u67e5\u7ed3\u679c\u53d6\u5e73\u5747\u540e\u663e\u793a\uff0c\u8ba4\u4e3a\u67d0\u7c7b\u53d8\u91cf\u5728\u65e5\u5fd7\u5206\u6790\u4e2d\u901a\u5e38\u5f88\u91cd\u8981\uff08usually important\uff09\u4ee5\u53ca\u5728\u4e00\u4e9b\u60c5\u51b5\u4e0b\u53ef\u80fd\u91cd\u8981\uff08can be important in some situations\uff09\u5206\u522b\u8d85\u8fc7\u56db\u6210\u3002\u56e0\u6b64\uff0c\u5982\u679c\u65e5\u5fd7\u89e3\u6790\u6280\u672f\u80fd\u591f\u540c\u65f6\u8bc6\u522b\u53d8\u91cf\u7c7b\u578b\uff0c\u5c31\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u4efb\u52a1\u7684\u9700\u8981\uff0c\u5728\u65e5\u5fd7\u89e3\u6790\u65f6\u81ea\u52a8\u8bc6\u522b\u5e76\u4fdd\u7559\u7279\u5b9a\u7c7b\u578b\u7684\u53d8\u91cf\uff0c\u800c\u65e0\u9700\u9891\u7e41\u8bbe\u8ba1\u4e13\u7528\u7684\u6b63\u5219\u8868\u8fbe\u5f0f\u3002<\/p>\n\n\n\n

\u57fa\u4e8e\u4e0a\u8ff0\u7814\u7a76\u53d1\u73b0\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u80fd\u591f\u8bc6\u522b\u65e5\u5fd7\u4e2d\u52a8\u6001\u53d8\u91cf\u7c7b\u578b\u7684\u65e5\u5fd7\u89e3\u6790\u65b9\u6cd5\u3002\u8fd9\u9879\u6280\u672f\u91c7\u7528\u76d1\u7763\u5f0f\u5b66\u4e60\uff0c\u9700\u8981\u4eba\u5de5\u6807\u8bb0\u7684\u65e5\u5fd7\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\uff0c\u5373\u9488\u5bf9\u6bcf\u6761\u8bad\u7ec3\u7528\u7684\u65e5\u5fd7\uff0c\u6807\u8bb0\u51fa\u65e5\u5fd7\u4e2d\u6bcf\u4e2a\u8bcd\u7684\u7c7b\u578b\uff08\u5982\u54ea\u4e9b\u8bcd\u662f\u9759\u6001\u6a21\u677f\u8bcd\uff0c\u54ea\u4e9b\u8bcd\u662f\u4f55\u79cd\u7c7b\u578b\u7684\u53d8\u91cf\uff09\u3002\u5728\u5f00\u6e90\u65e5\u5fd7\u6570\u636e\u96c6\u4e0a\u7684\u9a8c\u8bc1\u7ed3\u679c\u663e\u793a\uff0c\u901a\u8fc7\u4eba\u5de5\u6807\u8bb0\u5c11\u91cf\u6570\u636e +Bi-LSTM \u7684\u8bad\u7ec3\u5373\u80fd\u4ee5\u8f83\u9ad8\u7684\u51c6\u786e\u7387\u8fdb\u884c\u65e5\u5fd7\u89e3\u6790\u548c\u8fa8\u522b\u65e5\u5fd7\u53d8\u91cf\u7c7b\u578b\uff0c\u540c\u65f6\u4e5f\u5728\u8bc6\u522b\u5e76\u62bd\u8c61\u6240\u6709\u52a8\u6001\u53d8\u91cf\u7684\u5e38\u89c4\u65e5\u5fd7\u89e3\u6790\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u6bd4\u5176\u4ed6\u65b9\u6cd5\u66f4\u9ad8\u7684\u51c6\u786e\u7387\u3002<\/p>\n\n\n\n

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\"\u56fe4\uff1aVariable-aware
\u56fe4\uff1aVariable-aware log parsing \u7684\u6574\u4f53\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n

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\u6df1\u5ea6\u5b66\u4e60\u5e73\u53f0\u8d28\u91cf\u95ee\u9898\u7684\u5b9e\u8bc1\u7814\u7a76<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/an-empirical-study-on-quality-issues-of-deep-learning-platform\/<\/p>\n\n\n\n

\u5728\u5fae\u8f6f\u5185\u90e8\uff0c\u6bcf\u5929\u90fd\u6709\u6570\u767e\u540d\u5f00\u53d1\u8005\u548c\u7814\u7a76\u5458\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u7684\u751f\u4ea7\u5e73\u53f0 Platform-X\uff0c\u90e8\u7f72\u5982\u5e7f\u544a\u548c\u673a\u5668\u7ffb\u8bd1\u7b49\u6a21\u578b\u7684\u8bad\u7ec3\u5de5\u4f5c\u4efb\u52a1\u3002\u56fe5\u7b80\u8981\u8bf4\u660e\u4e86 Platform-X \u7684\u5de5\u4f5c\u6d41\u7a0b\u3002Platform-X \u7684\u7cfb\u7edf\u67b6\u6784\u548c\u4f5c\u4e1a\u7ba1\u7406\u4e0e\u516c\u5171\u7684\u6df1\u5ea6\u5b66\u4e60\u5e73\u53f0\uff0c\u5982 Microsoft Azure Machine Learning\u3001Amazon SageMaker \u548c Google Cloud AI \u975e\u5e38\u76f8\u4f3c\u3002<\/p>\n\n\n\n

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\"\u56fe5\uff1aPlatform-X
\u56fe5\uff1aPlatform-X \u603b\u89c8<\/figcaption><\/figure>\n\n\n\n

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\u5bf9\u4e8e Platform-X\uff0c\u5176\u6838\u5fc3\u4efb\u52a1\u4e4b\u4e00\u662f\u5728\u9762\u5bf9\u610f\u5916\u7684\u786c\u4ef6\u548c\u8f6f\u4ef6\u6545\u969c\u65f6\uff0c\u4f9d\u636e\u6bcf\u4f4d\u7528\u6237\u7684\u670d\u52a1\u7ea7\u522b\u534f\u8bae\uff08SLA\uff09\u6765\u4fdd\u969c\u76f8\u5e94\u7684\u670d\u52a1\u8d28\u91cf\u3002\u5c3d\u7ba1\u91c7\u53d6\u4e86\u8bb8\u591a\u8d28\u91cf\u4fdd\u8bc1\u63aa\u65bd\uff0c\u4f46\u5b9e\u9645\u4e0a\u8bb8\u591a\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u4f9d\u7136\u5b58\u5728\u65e0\u6cd5\u63d0\u4ea4\u3001\u8fd0\u884c\u975e\u5e38\u7f13\u6162\u3001\u610f\u5916\u6302\u8d77\uff0c\u751a\u81f3\u5931\u8d25\u7b49\u8d28\u91cf\u95ee\u9898\u3002\u8fd9\u4e9b\u8d28\u91cf\u95ee\u9898\u4e0d\u4ec5\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\uff0c\u8fd8\u5f71\u54cd\u4e1a\u52a1\u751f\u4ea7\u529b\uff0c\u4e5f\u7ed9\u5e73\u53f0\u652f\u6301\u56e2\u961f\u5e26\u6765\u4e86\u6c89\u91cd\u7684\u8fd0\u8425\u548c\u7ef4\u62a4\u8d1f\u62c5\u3002\u56e0\u6b64\uff0c\u5206\u6790 Platform-X \u4e2d\u51fa\u73b0\u7684\u8d28\u91cf\u95ee\u9898\uff0c\u5305\u62ec\u5b83\u4eec\u7684\u75c7\u72b6\u3001\u6839\u672c\u539f\u56e0\u548c\u7f13\u89e3\u63aa\u65bd\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n\n\n\n

\u5173\u4e8e\u5fae\u8f6f\u5185\u90e8\u6df1\u5ea6\u5b66\u4e60\u751f\u4ea7\u5e73\u53f0 Platform-X \u7684\u8d28\u91cf\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u8fdb\u884c\u4e86\u7efc\u5408\u5b9e\u8bc1\u7814\u7a76\u3002\u5728\u4ed4\u7ec6\u5206\u6790\u4e86360\u4e2a\u771f\u5b9e\u7684\u5e73\u53f0\u8d28\u91cf\u95ee\u9898\uff0c\u5e76\u8c03\u67e5\u4e86\u5b83\u4eec\u7684\u5e38\u89c1\u75c7\u72b6\u3001\u6839\u672c\u539f\u56e0\u548c\u7f13\u89e3\u63aa\u65bd\u540e\uff0c\u7814\u7a76\u5458\u4eec\u7684\u4e3b\u8981\u53d1\u73b0\u5305\u62ec\uff1a<\/p>\n\n\n\n

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

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/runtime-performance-prediction-for-deep-learning-models-with-graph-neural-network\/<\/p>\n\n\n\n

\u4e0e\u4f17\u591a\u4f20\u7edf\u8f6f\u4ef6\u7cfb\u7edf\u4e00\u6837\uff0c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e5f\u53ef\u4ee5\u901a\u8fc7\u4e00\u7ec4\u8d85\u53c2\u6570\u914d\u7f6e\u9009\u9879 (\u5982\u6279\u91cf\u5927\u5c0f\u548c\u4e22\u5f03\u7387) \u548c\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u9009\u9879 (\u5982\u5c42\u6570) \u8fdb\u884c\u7075\u6d3b\u914d\u7f6e\u3002\u4e3a\u4e86\u641c\u7d22\u6ee1\u8db3\u7279\u5b9a\u8981\u6c42\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u6700\u4f73\u914d\u7f6e\uff0c\u5f00\u53d1\u4eba\u5458\u901a\u5e38\u4f1a\u8fd0\u884c\uff08\u4f8b\u5982\u901a\u8fc7\u81ea\u52a8\u5316\u673a\u5668\u5b66\u4e60\u5de5\u5177\u63d0\u4ea4\uff09\u5927\u91cf\u8bad\u7ec3\u4f5c\u4e1a\u6765\u63a2\u7d22\u4e0d\u540c\u7684\u914d\u7f6e\u3002\u4e0d\u540c\u7684\u6a21\u578b\u914d\u7f6e\u53ef\u80fd\u5bfc\u81f4\u4e0d\u540c\u7684\u8d28\u91cf\u5c5e\u6027\uff0c\u5176\u4e2d\u8fd0\u884c\u65f6\u6027\u80fd (\u4f8b\u5982\uff0cGPU \u663e\u5b58\u6d88\u8017\u548c\u4f5c\u4e1a\u8bad\u7ec3\u65f6\u95f4) \u662f\u6700\u91cd\u8981\u7684\u5c5e\u6027\u4e4b\u4e00\uff0c\u56e0\u4e3a\u5b83\u4eec\u4f1a\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u8d28\u91cf\u548c\u5f00\u53d1\u751f\u4ea7\u6548\u7387\u3002\u4e0d\u5f53\u7684\u6a21\u578b\u914d\u7f6e\u53ef\u80fd\u4f1a\u964d\u4f4e\u8fd0\u884c\u6027\u80fd\uff0c\u4ece\u800c\u5bfc\u81f4\u8fd0\u884c\u5931\u8d25\u6216\u4ea7\u51fa\u4e0d\u6ee1\u8db3\u9700\u6c42\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n

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\u5bf9\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 DNNPerf\u3002\u57fa\u4e8e\u56fe\u795e\u7ecf\u7f51\u7edc\u6280\u672f\uff0c DNNPerf \u80fd\u591f\u5728\u8bad\u7ec3\u8fd0\u884c\u4e4b\u524d\u6709\u6548\u4e14\u7cbe\u786e\u5730\u9884\u6d4b\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8fd0\u884c\u65f6\u6027\u80fd\u3002\u7814\u7a76\u5458\u4eec\u89c2\u5bdf\u5230\uff1a\u4e00\u4e2a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u53ef\u4ee5\u88ab\u8868\u793a\u4e3a\u4e00\u4e2a\u6709\u5411\u65e0\u73af\u8ba1\u7b97\u56fe\uff1b\u6bcf\u4e2a\u8282\u70b9\u4ee3\u8868\u4e00\u4e2a\u8ba1\u7b97\u64cd\u4f5c\uff0c\u79f0\u4e3a\u7b97\u5b50(\u5982\u77e9\u9635\u4e58\u6cd5)\uff1b\u8fb9\u4f20\u9012\u5f20\u91cf\u5e76\u6307\u5b9a\u4e24\u4e2a\u8282\u70b9\u4e4b\u95f4\u7684\u6267\u884c\u4f9d\u8d56\u5173\u7cfb\uff1b\u6a21\u578b\u8bad\u7ec3\u7684\u7b97\u6cd5\u6267\u884c\u5219\u88ab\u8868\u793a\u4e3a\u5728\u8fd9\u6837\u4e00\u4e2a\u8ba1\u7b97\u56fe\u4e0a\u7684\u524d\u5411\u548c\u540e\u5411\u4f20\u64ad\u8fed\u4ee3\u8fc7\u7a0b\u3002\u53c2\u8003\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u6e90\u7801\uff0c\u4ed4\u7ec6\u786e\u8ba4\u9690\u85cf\u7684\u6027\u80fd\u5f71\u54cd\u56e0\u7d20\u540e\uff0c\u7814\u7a76\u5458\u4eec\u6839\u636e\u8282\u70b9\u548c\u8fb9\u7684\u8ba1\u7b97\u8bed\u4e49\u8bbe\u8ba1\u4e86\u4e00\u7ec4\u4e0e\u8fd0\u884c\u65f6\u6027\u80fd\u76f8\u5173\u7684\u9ad8\u6548\u7279\u5f81\u3002\u8282\u70b9\u7279\u5f81\u5305\u62ec\u7b97\u5b50\u7c7b\u578b (\u4f8b\u5982\uff0c\u5377\u79ef)\u3001\u8d85\u53c2\u6570\u3001\u6d6e\u70b9\u8fd0\u7b97\u91cf\uff0c\u4ee5\u53ca\u8f93\u5165\/\u8f93\u51fa\/\u6743\u91cd\/\u4e34\u65f6\u5f20\u91cf\u7684\u5927\u5c0f\u3002\u5178\u578b\u7684\u8fb9\u7279\u5f81\u5305\u62ec\u8fb9\u7c7b\u578b\uff08\u524d\u5411\u6216\u53cd\u5411\u4f20\u64ad\uff09\u548c\u4f20\u9012\u5f20\u91cf\u7684\u5927\u5c0f\u3002\u76ee\u6807\u8bbe\u5907\u7684\u76f8\u5173\u7279\u5f81\u4e5f\u88ab\u63d0\u53d6\u4e3a\u8282\u70b9\u6216\u8fb9\u7684\u7279\u5f81\uff0c\u5982\u6bcf\u79d2\u6d6e\u70b9\u8fd0\u7b97\u91cf\uff08FLOPS\uff09\u3001\u663e\u5b58\u5bb9\u91cf\u548c\u5e26\u5bbd\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u501f\u9274\u56fe\u6ce8\u610f\u529b\u7f51\u7edc\u548c\u8fb9\u589e\u5f3a\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u601d\u60f3\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u57fa\u4e8e\u6ce8\u610f\u529b\u673a\u5236\u7684\u70b9\u8fb9\u7f16\u7801\u5668ANEE\u4ee5\u4fbf\u66f4\u597d\u4e14\u9ad8\u6548\u5730\u7f16\u7801\u8282\u70b9\u548c\u8fb9\u7684\u8fd0\u884c\u65f6\u6027\u80fd\u7279\u5f81\u3002DNNPerf \u7684\u9884\u6d4b\u6a21\u578b\u6709\u8d56\u4e8e\u6536\u96c6\u5927\u91cf\u8fd0\u884c\u65f6\u6027\u80fd\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002\u6700\u7ec8\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u591a\u9879\u5b9e\u9a8c\u7528\u4e8e\u6765\u9a8c\u8bc1 DNNPerf \u5bf9\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8fd0\u884c\u65f6\u6027\u80fd\u7684\u9884\u6d4b\u6548\u679c\u3001\u5bf9\u672a\u66fe\u8bad\u7ec3\u8fc7\u7684\u6a21\u578b\u9884\u6d4b\u7684\u901a\u7528\u6027\u4ee5\u53ca\u4e0d\u540c\u4f18\u5316\u9009\u9879\u5bf9 DNNPerf \u7684\u5f71\u54cd\uff0cDNNPerf \u7684\u6548\u679c\u4f18\u4e8e\u57fa\u51c6\u6a21\u578b\u5e76\u5177\u6709\u826f\u597d\u7684\u901a\u7528\u6027\u3002<\/p>\n\n\n\n

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

\"\u56fe6\uff1aDNNPerf
\u56fe6\uff1aDNNPerf \u7684\u5de5\u4f5c\u6d41\u7a0b<\/figcaption><\/figure>\n\n\n\n

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

\u57fa\u4e8e\u4e8b\u6545\u611f\u77e5\u7684\u4e91\u7cfb\u7edf\u91cd\u590d\u5ba2\u6237\u5de5\u5355\u68c0\u6d4b<\/h3>\n\n\n\n
\"paper<\/figure>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2302.09520<\/p>\n\n\n\n

\u5728\u4e91\u7cfb\u7edf\u4e2d\uff0c\u4e8b\u6545\uff08incident\uff09\u901a\u5e38\u662f\u6307\u9884\u671f\u5916\u7684\u670d\u52a1\u4e2d\u65ad\u6216\u8005\u670d\u52a1\u964d\u7ea7\u3002\u5f53\u5ba2\u6237\u53d7\u5230\u4e8b\u6545\u7684\u5f71\u54cd\u65f6\uff0c\u4ed6\u4eec\u901a\u5e38\u4f1a\u5411\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\u63d0\u4ea4\u5de5\u5355\u4ee5\u5bfb\u6c42\u5ba2\u6237\u652f\u6301\u670d\u52a1\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\u53ef\u80fd\u4f1a\u6536\u5230\u8bb8\u591a\u91cd\u590d\u7684\u5de5\u5355\u3002\u4e3a\u4e86\u63d0\u9ad8\u5de5\u5355\u7684\u5904\u7406\u6548\u7387\uff0c\u8bc6\u522b\u51fa\u8fd9\u4e9b\u91cd\u590d\u7684\u5de5\u5355\u975e\u5e38\u91cd\u8981\u3002\u73b0\u6709\u7684\u5de5\u4f5c\u4e3b\u8981\u901a\u8fc7\u5bf9\u6bd4\u5de5\u5355\u7684\u8bed\u4e49\u76f8\u4f3c\u6027\u6765\u8bc6\u522b\u91cd\u590d\u5de5\u5355\u3002\u7136\u800c\uff0c\u5728\u4e91\u7cfb\u7edf\u4e2d\uff0c\u5404\u4e2a\u670d\u52a1\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\u975e\u5e38\u590d\u6742\uff0c\u5f53\u4e00\u4e2a\u4e8b\u6545\u53d1\u751f\u65f6\uff0c\u4e0d\u540c\u5ba2\u6237\u611f\u77e5\u5230\u7684\u75c7\u72b6\u53ef\u80fd\u5b8c\u5168\u4e0d\u540c\u3002\u56e0\u6b64\uff0c\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\u53ef\u80fd\u4f1a\u6536\u5230\u5927\u91cf\u8bed\u4e49\u4e0d\u540c\uff0c\u4f46\u5b9e\u9645\u4e0a\u662f\u7531\u540c\u4e00\u4e2a\u4e8b\u6545\u5bfc\u81f4\u7684\u5de5\u5355\u3002\u6240\u4ee5\u73b0\u6709\u7684\u4ec5\u57fa\u4e8e\u8bed\u4e49\u7406\u89e3\u7684\u65b9\u6cd5\uff0c\u65e0\u6cd5\u771f\u6b63\u8bc6\u522b\u91cd\u590d\u7684\u5de5\u5355\u3002<\/p>\n\n\n\n

\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u4e8b\u6545\u611f\u77e5\uff08incident-aware\uff09\u7684\u91cd\u590d\u5de5\u5355\u68c0\u6d4b\u65b9\u6cd5 iPACK\u3002iPACK \u878d\u5408\u4e86\u4e91\u7cfb\u7edf\u4fa7\u7684\u544a\u8b66\u4fe1\u606f\u548c\u5ba2\u6237\u4fa7\u7684\u5de5\u5355\u4fe1\u606f\uff0c\u5c06\u91cd\u590d\u5de5\u5355\u68c0\u6d4b\u95ee\u9898\u8f6c\u5316\u4e3a\u4e00\u4e2a\u201c\u544a\u8b66-\u544a\u8b66\u201d\u548c\u201c\u544a\u8b66-\u5de5\u5355\u201d\u7684\u4e24\u6b65\u5173\u8054\u95ee\u9898\u3002\u5bf9\u4e8e\u524d\u8005\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e8b\u6545\u753b\u50cf\u7684\u65b9\u6cd5\uff0c\u901a\u8fc7\u9759\u6001\u5173\u8054\u5b66\u4e60\u548c\u52a8\u6001\u544a\u8b66\u56fe\u6784\u5efa\u7684\u65b9\u5f0f\uff0c\u5c06\u540c\u4e00\u4e2a\u4e8b\u6545\u5f15\u8d77\u7684\u544a\u8b66\u8fdb\u884c\u5173\u8054\uff1b\u5bf9\u4e8e\u540e\u8005\uff0ciPACK \u5185\u542b\u6ce8\u610f\u529b\u4ea4\u4e92\u7f51\u7edc\uff0c\u5c06\u544a\u8b66\u4e0e\u5176\u5bfc\u81f4\u7684\u5de5\u5355\u8fdb\u884c\u5173\u8054\u3002\u901a\u8fc7\u8fd9\u4e24\u6b65\u5173\u8054\uff0ciPACK \u80fd\u591f\u5168\u9762\u5730\u805a\u5408\u7531\u540c\u4e00\u4e2a\u4e8b\u6545\u5bfc\u81f4\u7684\u91cd\u590d\u5de5\u5355\u3002\u901a\u8fc7\u5fae\u8f6f Azure \u4e91\u5e73\u53f0\u7684\u771f\u5b9e\u6570\u636e\u4e0a\u7684\u9a8c\u8bc1\u7ed3\u679c\u8868\u660e\uff0ciPACK \u80fd\u591f\u8d85\u8d8a\u73b0\u6709\u65b9\u6cd5\uff0c\u66f4\u51c6\u786e\u3001\u5168\u9762\u5730\u5b9a\u4f4d\u91cd\u590d\u5de5\u5355\uff0c\u52a9\u529b\u5de5\u5355\u5904\u7406\u63d0\u901f\u589e\u6548\u3002<\/p>\n\n\n\n

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

\"\u56fe7\uff1aiPACK
\u56fe7\uff1aiPACK \u6574\u4f53\u67b6\u6784\u56fe<\/figcaption><\/figure>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

ICSE \u662f\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u516c\u8ba4\u7684\u6743\u5a01\u56fd\u9645\u5b66\u672f\u9876\u4f1a\u3002\u81ea1975\u5e74\u521b\u529e\u4ee5\u6765\uff0cICSE \u5927\u4f1a\u6301\u7eed\u4e3a\u7814\u7a76\u4eba\u5458\u548c\u76f8\u5173\u4ece\u4e1a\u8005\u8f93\u9001\u7740\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u4e2d\u6700\u65b0\u7684\u7406\u8bba\u521b\u65b0\u3001\u6280\u672f\u8d8b\u52bf\u4e0e\u7814\u7a76\u6210\u679c\u3002\u672c\u5c4a ICSE \u5927\u4f1a\u63a5\u53d7\u4e86\u591a\u7bc7\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u6210\u679c\uff0c\u5728\u4e91\u8ba1\u7b97\u9ad8\u901f\u53d1\u5c55\u7684\u5f53\u4e0b\uff0c\u66f4\u9700\u8981\u7814\u7a76\u5458\u4eec\u4e0d\u65ad\u6df1\u8015\uff0c\u53d1\u6398\u7814\u7a76\u6d1e\u89c1\uff0c\u4e3a\u4e91\u5e73\u53f0\u7684\u9ad8\u8d28\u91cf\u8fd0\u884c\u4fdd\u9a7e\u62a4\u822a\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/aegis-attribution-of-control-plane-change-impact-across-layers-and-components-for-cloud-systems\/ \u968f\u7740\u4e91\u8ba1\u7b97\u7684\u666e\u53ca\uff0c\u4e91\u7ba1\u7406\u7cfb\u7edf\u7684\u63a7\u5236\u5e73\u53f0\u53d8\u5f97\u6108\u53d1\u590d\u6742\u5e76\u96be\u4ee5\u7ef4\u62a4\u3002\u63a7\u5236\u5e73\u53f0\u9700\u8981\u65f6\u5e38\u66f4\u65b0\u8f6f\u4ef6\u7248\u672c\uff08Rollout\uff09\u6765\u77eb\u9519\u63d0\u6548\uff0c\u4f46\u8fd9\u4e9b Rollout \u7684\u6545\u969c\u53ef\u80fd\u4f1a\u5e26\u6765\u4e25\u91cd\u5f71\u54cd\u3002 \u4e3a\u4e86\u907f\u514d\u4e8b\u6545\uff0c\u6bcf\u4e2a\u56e2\u961f\u90fd\u4f1a\u5236\u5b9a\u5b89\u5168\u90e8\u7f72\u89c4\u5219\uff0c\u5e76\u90e8\u7f72\u76d1\u63a7\u70b9\u4ee5\u6355\u6349\u548c\u5b9a\u4f4d\u5f02\u5e38\u3002\u4f46\u76ee\u524d\u76d1\u63a7\u70b9\u7684\u5b9a\u4f4d\u7f3a\u5c11\u8de8\u7ec4\u4ef6\u5206\u6790\u7684\u80fd\u529b\uff0c\u8fd9\u5bfc\u81f4\u4e86\u5b9a\u4f4d\u5b58\u5728\u8bf8\u591a\u76f2\u70b9\u3002\u8981\u60f3\u5b9e\u73b0\u8de8\u7ec4\u4ef6\u5206\u6790\uff0c\u5c31\u9700\u8981\u514b\u670d\u9ad8\u5e76\u53d1\u3001\u9886\u57df\u77e5\u8bc6\u7f3a\u4e4f\u7b49\u6311\u6218\uff0c\u7531\u4e8e\u63a7\u5236\u5e73\u53f0\u7684 Rollout \u5904\u4e8e\u4e91\u7cfb\u7edf\u7684\u4e0d\u540c\u903b\u8f91\u5c42\u6b21\uff0c\u56e0\u6b64\u4e0d\u80fd\u76f4\u63a5\u5e94\u7528\u73b0\u6709\u7684\u7cfb\u7edf\u5f02\u5e38\u5b9a\u4f4d\u65b9\u6cd5\u3002 \u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u7aef\u5230\u7aef\u7684 Rollout \u6545\u969c\u5b9a\u4f4d\u548c\u5f52\u56e0\u7cfb\u7edf Aegis\uff0c\u7528\u4ee5\u4fdd\u969c\u63a7\u5236\u5e73\u53f0\u7684\u5e73\u7a33\u8fd0\u884c\u3002Aegis \u80fd\u591f\u5728\u4e0d\u540c\u8ba1\u7b97\u5c42\u548c\u670d\u52a1\u7ec4\u4ef6\u4e0a\u6d4b\u91cf\u53ef\u9760\u6027\u548c\u5ef6\u8fdf\u4fe1\u53f7, \u5e76\u5c06\u68c0\u6d4b\u5230\u7684\u5f02\u5e38\u4e0e\u4ee3\u7801\u66f4\u65b0\u4e8b\u4ef6\u76f8\u5173\u8054\uff0c\u8fdb\u800c\u5bf9\u8be5\u56e0\u679c\u5173\u7cfb\u8fdb\u884c\u8bc4\u4f30\u3002 Aegis \u7684\u6838\u5fc3\u662f\u9886\u57df\u77e5\u8bc6\u9a71\u52a8\u7684\u5206\u6790\u5f15\u64ce\u548c\u57fa\u4e8e\u53cd\u4e8b\u5b9e\u7684\u56e0\u679c\u8bc4\u4f30\u5f15\u64ce\u3002\u5728\u76f8\u5173\u6027\u65b9\u9762\uff0cAegis \u5229\u7528\u5e73\u53f0\u7ed3\u6784\u548c\u7ec4\u4ef6\u4e4b\u95f4\u7684\u9886\u57df\u77e5\u8bc6\u4ee5\u53ca\u4f7f\u7528\u81ea\u5b9a\u4e49\u6743\u91cd\uff0c\u6765\u6307\u5b9a\u6545\u969c\u7c7b\u578b\u548c\u7ed9\u5b9a\u7ec4\u4ef6\u4e4b\u95f4\u7684\u4f9d\u8d56\u7a0b\u5ea6\u3002\u5728\u8bc4\u4f30\u65b9\u9762\uff0cAegis \u4f7f\u7528\u53cd\u4e8b\u5b9e\u5f52\u56e0\u7684\u65b9\u6cd5\uff0c\u5bf9\u5df2\u90e8\u7f72\u548c\u672a\u90e8\u7f72\u5355\u5143\u7684\u5f71\u54cd\u8fdb\u884c\u91cf\u5316\u3002 Aegis \u5df2\u5728\u5fae\u8f6f Azure \u4e91\u5e73\u53f0\u7684\u63a7\u5236\u5e73\u53f0\u4e2d\u8fd0\u884c\u4e8612\u4e2a\u6708\uff0c\u5b83\u5df2\u6355\u6349\u5230\u591a\u4e2a\u7ec4\u4ef6\u7684 Rollout \u6545\u969c\uff0c\u5305\u62ec\u7eaf\u4ee3\u7801\u9519\u8bef\u3001\u66f4\u6539\u8fc7\u7a0b\u4e2d\u7f3a\u5c11\u4e8c\u8fdb\u5236\u6587\u4ef6\u3001\u4e0e\u53e6\u4e00\u4e2a\u7ec4\u4ef6\u7684\u534f\u8bae\u4e0d\u517c\u5bb9\u7b49\u3002\u6355\u6349\u540e\uff0cAegis \u53ef\u81ea\u52a8\u53d1\u9001\u8b66\u62a5\u7ed9\u5bf9\u5e94\u56e2\u961f\uff0c\u51c6\u786e\u6307\u660e\u5bfc\u81f4\u95ee\u9898\u7684 Rollout \u7248\u672c\uff0c\u5e76\u901a\u8fc7\u66f4\u65b0\u56de\u6eda\u6765\u89e3\u51b3\u6545\u969c\u3002Aegis \u505a\u5230\u4e86\u8865\u5145\u73b0\u6709\u76d1\u63a7\u70b9\uff0c\u5e76\u80fd\u63d0\u4f9b\u5168\u9762\u7684\u63a7\u5236\u5e73\u53f0\u89c6\u56fe\uff0c\u4e3a\u5fae\u8f6f Azure \u4e91\u5e73\u53f0\u7684\u9ad8\u8d28\u91cf\u8fd0\u884c\u505a\u51fa\u4e86\u5353\u8d8a\u7684\u8d21\u732e\u3002 \u8bba\u6587\u94fe\u63a5\uff1a https:\/\/conf.researchr.org\/details?action-call-with-get-request-type=1&19178930d84a498d8ab1bcf858b191e4action_17426506610b09119fcce5ddc36f52316bc2e6f8200=1&__ajax_runtime_request__=1&context=icse-2023&track=icse-2023-SEIP&urlKey=6&decoTitle=CONAN-Diagnosing-Batch-Failures-for-Cloud-Systems (opens in new tab) \u672c\u6587\u63a2\u8ba8\u4e86\u4e91\u7cfb\u7edf\u4e2d\u5e38\u89c1\u7684\u6279\u91cf\u6545\u969c\uff08Batch 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