{"id":1069938,"date":"2022-11-11T22:57:00","date_gmt":"2022-11-12T06:57:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1069938"},"modified":"2024-09-25T03:15:15","modified_gmt":"2024-09-25T10:15:15","slug":"spine","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/spine\/","title":{"rendered":"SPINE\uff1a\u9ad8\u62d3\u5c55\u6027\u3001\u7528\u6237\u53cb\u597d\u7684\u81ea\u52a8\u5316\u65e5\u5fd7\u89e3\u6790\u65b0\u795e\u5668"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1aDKI<\/em><\/p>\n\n\n\n<p>\u7f16\u8005\u6309\uff1a\u5728\u8ba1\u7b97\u673a\u7cfb\u7edf\u4e0e\u8f6f\u4ef6\u7684\u5b9e\u8df5\u548c\u7814\u7a76\u4e2d\uff0c\u53ef\u9760\u6027\u662f\u81f3\u5173\u91cd\u8981\u4e14\u7ecf\u4e45\u4e0d\u8870\u7684\u8bfe\u9898\u3002\u5982\u4f55\u81ea\u52a8\u5316\u5730\u5206\u6790\u65e5\u5fd7\u6240\u8bb0\u5f55\u7684\u7cfb\u7edf\u72b6\u6001\u5e76\u8ba9\u6570\u636e\u201c\u8bf4\u8bdd\u201d 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Azure \u7684\u5de5\u7a0b\u5e08\u4eec\u63d0\u51fa\u4e86\u652f\u6301\u7528\u6237\u53cd\u9988\u7684\u5927\u6570\u636e\u573a\u666f\u4e0b\u7684\u65e5\u5fd7\u89e3\u6790\u65b9\u6cd5 SPINE\uff0c\u5e76\u5c06\u5176\u843d\u5730\u5230\u4e86\u4ea7\u54c1\u7ebf\u4e2d\u3002<\/p>\n\n\n\n<p>\u8fd1\u65e5\uff0cSPINE \u88ab\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u7684\u5168\u7403\u9876\u7ea7\u4f1a\u8bae ESEC\/FSE 2022 \u63a5\u6536\uff0c\u5e76\u8363\u83b7 \u201c\u6770\u51fa\u8bba\u6587\u5956\u201d (ACM SIGSOFT Distinguished Paper Award)\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"660\" height=\"102\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-1.png\" alt=\"text\" class=\"wp-image-1070271\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-1.png 660w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-1-300x46.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-1-655x102.png 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-1-240x37.png 240w\" sizes=\"auto, (max-width: 660px) 100vw, 660px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.microsoft.com\/en-us\/research\/publication\/spine-a-scalable-log-parser-with-feedback-guidance-2\/<\/p>\n\n\n\n<p>ESEC\/FSE \u5927\u4f1a\u5168\u79f0\u4e3a ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering (ESEC\/FSE) \uff0c\u4e0e ICSE\u3001ASE \u5e76\u5217\u4e3a\u8f6f\u4ef6\u5de5\u7a0b\u9886\u57df\u4e09\u5927\u9876\u7ea7\u4f1a\u8bae\uff0c\u5728\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u90fd\u5177\u6709\u6781\u5927\u7684\u5f71\u54cd\u529b\u3002\u4eca\u5e74\u7684 ESEC\/FSE \u5927\u4f1a\u6709\u6548\u6295\u7a3f\u91cf\u4e3a449\uff0c\u6700\u7ec8\u63a5\u653699\u7bc7\uff0c\u63a5\u6536\u7387\u7ea6\u4e3a22%\uff0c\u4f1a\u8bae\u5c06\u4e8e2022\u5e7411\u670814\u65e5\u81f318\u65e5\u5728\u65b0\u52a0\u5761\u4e3e\u529e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u65e5\u5fd7\u89e3\u6790-\u667a\u80fd\u65e5\u5fd7\u5206\u6790\u7684\u5173\u952e\u6838\u5fc3\">\u65e5\u5fd7\u89e3\u6790\uff1a\u667a\u80fd\u65e5\u5fd7\u5206\u6790\u7684\u5173\u952e\u6838\u5fc3<\/h2>\n\n\n\n<p>\u81ea\u52a8\u5316\u65e5\u5fd7\u5206\u6790\u5728\u8fd1\u5e74\u6765\u9010\u6e10\u6210\u4e3a\u7814\u7a76\u70ed\u70b9\uff0c\u4f8b\u5982\u57fa\u4e8e\u65e5\u5fd7\u7684\u5f02\u5e38\u68c0\u6d4b\u3001\u6545\u969c\u8bca\u65ad\u3001\u6545\u969c\u9884\u6d4b\u7b49\u3002\u51e0\u4e4e\u6240\u6709\u7684\u81ea\u52a8\u5316\u65e5\u5fd7\u5206\u6790\u6280\u672f\uff0c\u90fd\u4f9d\u8d56\u4e8e\u65e5\u5fd7\u89e3\u6790\u8fd9\u4e00\u5173\u952e\u7684\u524d\u7f6e\u6b65\u9aa4\u3002\u7ecf\u8fc7\u65e5\u5fd7\u89e3\u6790\uff0c\u5c06\u534a\u7ed3\u6784\u5316\u6587\u672c\u5f62\u5f0f\u7684\u539f\u59cb\u65e5\u5fd7\u8f6c\u6362\u4e3a\u7ed3\u6784\u5316\u7684\u65e5\u5fd7\u6570\u636e\u4e4b\u540e\uff0c\u4e0b\u6e38\u7684\u5404\u7c7b\u65e5\u5fd7\u5206\u6790\u4efb\u52a1\u624d\u80fd\u81ea\u52a8\u5316\u5730\u6267\u884c\u3002<\/p>\n\n\n\n<p>\u65e5\u5fd7\u89e3\u6790\u53ef\u4ece\u5f62\u5f0f\u4e0a\u88ab\u5b9a\u4e49\u4e3a\uff1a\u4ece\u539f\u59cb\u65e5\u5fd7\u4fe1\u606f\u4e2d\u63d0\u53d6\u65e5\u5fd7\u6a21\u677f\u548c\u65e5\u5fd7\u53c2\u6570\u7684\u4efb\u52a1\u3002\u65e5\u5fd7\u4fe1\u606f\u7684\u4e3b\u4f53\u901a\u5e38\u7531\u4e24\u90e8\u5206\u6784\u6210\uff1a(1) \u6a21\u677f\uff1a\u63cf\u8ff0\u7cfb\u7edf\u4e8b\u4ef6\u7684\u9759\u6001\u7684\u5173\u952e\u5b57\uff0c\u901a\u5e38\u4e3a\u4e00\u6bb5\u81ea\u7136\u8bed\u8a00\uff0c\u8fd9\u4e9b\u5173\u952e\u5b57\u88ab\u663e\u5f0f\u5730\u5199\u5728\u65e5\u5fd7\u8bed\u53e5\u7684\u4ee3\u7801\u4e2d\u3002(2) \u53c2\u6570\uff1a\u4e5f\u79f0\u4e3a\u52a8\u6001\u53d8\u91cf\uff0c\u662f\u5728\u7a0b\u5e8f\u8fd0\u884c\u671f\u95f4\u7684\u67d0\u4e2a\u53d8\u91cf\u7684\u503c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"544\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-2-1024x544.png\" alt=\"\u56fe1\uff1a\u65e5\u5fd7\u89e3\u6790\u793a\u4f8b\" class=\"wp-image-1070274\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-2-1024x544.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-2-300x159.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-2-768x408.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-2-240x127.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-2.png 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe1\uff1a\u65e5\u5fd7\u89e3\u6790\u793a\u4f8b<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u73b0\u9636\u6bb5\uff0c\u5927\u91cf\u7684\u81ea\u52a8\u5316\u65e5\u5fd7\u89e3\u6790\u5de5\u4f5c\u81f4\u529b\u4e8e\u51c6\u786e\u9ad8\u6548\u5730\u5206\u79bb\u65e5\u5fd7\u4e2d\u7684\u6a21\u677f\u548c\u53c2\u6570\u90e8\u5206\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u65e5\u5fd7\u89e3\u6790\u5668\u5728\u516c\u5f00\u7684\u57fa\u51c6\u65e5\u5fd7\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u826f\u597d\u6210\u6548\uff0c\u4f46\u5b83\u4eec\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u4ecd\u7136\u9762\u4e34\u8bf8\u591a\u6311\u6218\u3002\u5fae\u8f6f\u7684\u7814\u7a76\u5458\u548c\u5de5\u7a0b\u5e08\u4eec\u901a\u8fc7\u5728\u5b9e\u9645\u5de5\u4e1a\u73af\u5883\u4e2d\u8fdb\u884c\u7684\u5927\u91cf\u4f8b\u8bc1\u7814\u7a76\uff0c\u63ed\u793a\u51fa\u5176\u4e2d\u7684\u4e24\u4e2a\u6838\u5fc3\u6311\u6218\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"836\" height=\"624\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-3.png\" alt=\"\u56fe2\uff1a\u4e0d\u540c\u65e5\u5fd7\u6a21\u677f\u4e0b\u65e5\u5fd7\u6570\u91cf\u5206\u5e03\uff1aX \u8f74\u8868\u793a\u6a21\u677f ID\uff0cY \u8f74\u8868\u793a\u5bf9\u5e94\u4e8e\u8be5\u6a21\u677f\u7684\u65e5\u5fd7\u6570\u91cf\uff08Y \u8f74\u4e3a\u5bf9\u6570\u6807\u5ea6\uff09\u3002\" class=\"wp-image-1070277\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-3.png 836w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-3-300x224.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-3-768x573.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-3-80x60.png 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-3-240x180.png 240w\" sizes=\"auto, (max-width: 836px) 100vw, 836px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe2\uff1a\u4e0d\u540c\u65e5\u5fd7\u6a21\u677f\u4e0b\u65e5\u5fd7\u6570\u91cf\u5206\u5e03\uff1aX \u8f74\u8868\u793a\u6a21\u677f ID\uff0cY \u8f74\u8868\u793a\u5bf9\u5e94\u4e8e\u8be5\u6a21\u677f\u7684\u65e5\u5fd7\u6570\u91cf\uff08Y \u8f74\u4e3a\u5bf9\u6570\u6807\u5ea6\uff09\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u65e5\u5fd7\u6f02\u79fb\u4e0e\u89e3\u6790\u5668\u7684\u5feb\u901f\u9002\u5e94\">\u65e5\u5fd7\u6f02\u79fb\u4e0e\u89e3\u6790\u5668\u7684\u5feb\u901f\u9002\u5e94<\/h3>\n\n\n\n<p>\u53e6\u4e00\u4e2a\u6311\u6218\u6765\u81ea\u4e8e\u65e5\u5fd7\u4f34\u968f\u7740\u8f6f\u4ef6\u7cfb\u7edf\u7684\u8fed\u4ee3\u800c\u4e0d\u65ad\u53d1\u751f\u53d8\u5316\u3002\u7814\u7a76\u5458\u4eec\u5728\u5fae\u8f6f\u67d0\u5185\u90e8\u670d\u52a1\u4e2d\u6536\u96c6\u4e868\u5468\u7684\u65e5\u5fd7\uff0c\u5e76\u8ba1\u7b97\u968f\u7740\u65f6\u95f4\u63a8\u79fb\u800c\u65b0\u51fa\u73b0\u7684\u65e5\u5fd7\u6a21\u677f\u7684\u6570\u91cf\uff0c\u7ed3\u679c\u5982\u56fe3\u6240\u793a\u3002\u7531\u4e8e\u6301\u7eed\u96c6\u6210\/\u4ea4\u4ed8\uff08CI\/CD\uff09\u7684\u5f00\u53d1\u8303\u5f0f\uff0c\u65e5\u5fd7\u6a21\u677f\u7684\u6570\u91cf\u4f1a\u968f\u65f6\u95f4\u589e\u52a0\uff0c\u65e5\u5fd7\u89e3\u6790\u5668\u4e5f\u5e94\u4e0d\u65ad\u5730\u66f4\u65b0\uff0c\u4ee5\u9002\u5e94\u6570\u636e\u7684\u6f02\u79fb\uff0c\u5426\u5219\u89e3\u6790\u7684\u51c6\u786e\u5ea6\u4f1a\u968f\u65f6\u95f4\u6d41\u901d\u800c\u9010\u6e10\u4e0b\u964d\u3002<\/p>\n\n\n\n<p>\u9057\u61be\u7684\u662f\uff0c\u56e0\u4e3a\u7f3a\u5c11\u8db3\u591f\u7684\u6709\u6807\u7b7e\u6570\u636e\uff0c\u73b0\u6709\u7684\u65e5\u5fd7\u89e3\u6790\u5668\u5927\u591a\u91c7\u7528\u65e0\u76d1\u7763\u7684\u65b9\u6cd5\uff0c\u4f8b\u5982\u805a\u7c7b\u3001\u9891\u7e41\u6a21\u5f0f\u6316\u6398\u3001\u6700\u957f\u5171\u540c\u5b50\u5e8f\u5217\u63d0\u53d6\u7b49\u6765\u8bc6\u522b\u65e5\u5fd7\u7684\u516c\u5171\u90e8\u5206\u4f5c\u4e3a\u6a21\u677f\u3002\u8fd9\u9700\u8981\u5927\u91cf\u7684\u4eba\u5de5\u6807\u6ce8\u6765\u8fdb\u884c\u7e41\u7410\u7684\u6a21\u578b\u8d85\u53c2\u6570\u8c03\u6574\uff0c\u5e76\u4e14\u8981\u6c42\u7528\u6237\u5bf9\u65e5\u5fd7\u89e3\u6790\u65b9\u6cd5\u7684\u5185\u90e8\u539f\u7406\u6781\u4e3a\u719f\u6089\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u8ba4\u4e3a\u65e5\u5fd7\u89e3\u6790\u5e94\u5f53\u964d\u672c\u589e\u6548\uff0c\u5c3d\u53ef\u80fd\u5730\u964d\u4f4e\u7528\u6237\u53cd\u9988\u673a\u5236\u7684\u6210\u672c\uff0c\u63d0\u9ad8\u7528\u6237\u4f53\u9a8c\uff0c\u4ee5\u8fbe\u5230\u5feb\u901f\u8c03\u6574\u65e5\u5fd7\u89e3\u6790\u5668\u53c2\u6570\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"828\" height=\"620\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-4.png\" alt=\"\u56fe3\uff1a\u65b0\u65e5\u5fd7\u6a21\u677f\u6570\u91cf\u589e\u52a0\u66f2\u7ebf\" class=\"wp-image-1070280\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-4.png 828w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-4-300x225.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-4-768x575.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-4-80x60.png 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-4-240x180.png 240w\" sizes=\"auto, (max-width: 828px) 100vw, 828px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe3\uff1a\u65b0\u65e5\u5fd7\u6a21\u677f\u6570\u91cf\u589e\u52a0\u66f2\u7ebf<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u53cd\u9988\u652f\u6301\u7684\u9ad8\u6269\u5c55\u65e5\u5fd7\u89e3\u6790\u5668-spine\">\u53cd\u9988\u652f\u6301\u7684\u9ad8\u6269\u5c55\u65e5\u5fd7\u89e3\u6790\u5668 SPINE<\/h2>\n\n\n\n<p>\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86 SPINE\u3002SPINE \u5177\u4f53\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a\u79bb\u7ebf\u8bad\u7ec3\u9636\u6bb5\uff08\u7ea2\u8272\u7bad\u5934\uff09\u548c\u5728\u7ebf\u89e3\u6790\u9636\u6bb5\uff08\u7eff\u8272\u7bad\u5934\uff09\u3002\u5728\u79bb\u7ebf\u8bad\u7ec3\u9636\u6bb5\uff0cSPINE \u4f1a\u57fa\u4e8e\u6536\u96c6\u7684\u65e5\u5fd7\u6570\u636e\u8bad\u7ec3\u4e00\u4e2a\u521d\u59cb\u6a21\u578b\u3002\u968f\u540e\uff0c\u5728\u5728\u7ebf\u89e3\u6790\u9636\u6bb5\uff0c\u5e94\u7528\u8bad\u7ec3\u5f97\u5230\u7684\u65e5\u5fd7\u89e3\u6790\u6a21\u578b\uff0c\u5904\u7406\u4e0d\u65ad\u66f4\u65b0\u7684\u5728\u7ebf\u65e5\u5fd7\u6570\u636e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"349\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-5-1024x349.png\" alt=\"\u56fe4\uff1aSPINE \u6a21\u578b\u603b\u4f53\u67b6\u6784\u56fe\" class=\"wp-image-1070283\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-5-1024x349.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-5-300x102.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-5-768x262.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-5-240x82.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-5.png 1227w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe4\uff1aSPINE \u6a21\u578b\u603b\u4f53\u67b6\u6784\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>SPINE \u5305\u542b\u56db\u4e2a\u6838\u5fc3\u7ec4\u4ef6\uff1a\u65e5\u5fd7\u6570\u636e\u9884\u5904\u7406\uff08Pre-processing\uff09\u3001\u521d\u59cb\u5206\u7ec4\uff08Initial grouping\uff09\u3001\u6e10\u8fdb\u5f0f\u805a\u7c7b\uff08Progressive clustering\uff09\u548c\u5728\u7ebf\u89e3\u6790\uff08Online parsing\uff09\u3002\u9996\u5148\uff0c\u5bf9\u539f\u59cb\u7684\u65e5\u5fd7\u5206\u8bcd\uff0c\u5e76\u8fdb\u884c\u5fc5\u8981\u7684\u65e5\u5fd7\u6e05\u7406\u3002\u5728\u6b64\u4e4b\u540e\uff0c\u521d\u59cb\u5206\u7ec4\u6a21\u5757\u4f1a\u5c06\u65e5\u5fd7\u5feb\u901f\u5206\u5272\u6210\u7c97\u7c92\u5ea6\u7684\u3001\u4e92\u4e0d\u91cd\u53e0\u7684\u591a\u4e2a\u65e5\u5fd7\u7ec4\uff08log group\uff09\u3002\u518d\u5c06\u6e10\u8fdb\u5f0f\u805a\u7c7b\u7b97\u6cd5\u5e94\u7528\u4e8e\u6bcf\u4e2a\u65e5\u5fd7\u7ec4 \uff0c\u628a\u76f8\u4f3c\u7684\u65e5\u5fd7\u8fdb\u4e00\u6b65\u5212\u5206\u4e3a\u7ec6\u7c92\u5ea6\u7684\u65e5\u5fd7\u7c07\uff08log cluster\uff09\u3002\u4e00\u4e2a\u65e5\u5fd7\u7c07\u4e2d\u7684\u65e5\u5fd7\uff0c\u53ef\u4ee5\u8ba4\u4e3a\u8bde\u751f\u4e8e\u540c\u4e00\u4e2a\u65e5\u5fd7\u6253\u5370\u8bed\u53e5\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u63d0\u53d6\u5176\u5171\u540c\u7684 token \u4f5c\u4e3a\u6a21\u677f\uff0c\u5c06\u5176\u4f59\u90e8\u5206\u89c6\u4e3a\u53c2\u6570\u3002\u5728\u7ebf\u89e3\u6790\u9636\u6bb5\uff0cSPINE \u4f1a\u5c06\u5b66\u4e60\u5230\u7684\u6a21\u578b\u5e94\u7528\u4e8e\u65b0\u5230\u6765\u7684\u65e5\u5fd7\u6570\u636e\u3002\u57fa\u4e8e\u8fd9\u4e9b\u65e5\u5fd7\u548c\u6a21\u578b\u4e2d\u5df2\u6709\u7684\u65e5\u5fd7\u6a21\u7248\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff0c\u5c06\u5176\u5f52\u5c5e\u4e3a\u6700\u76f8\u4f3c\u7684\u65e5\u5fd7\u7c07\u4e2d\uff0c\u5e76\u89e3\u6790\u51fa\u5176\u6a21\u677f\u548c\u53c2\u6570\u3002<\/p>\n\n\n\n<p>SPINE \u53ef\u4ee5\u7075\u6d3b\u5730\u6269\u5c55\u5230\u591a\u4e2a\u5e76\u884c\u8ba1\u7b97\u5355\u5143\uff0c\u4ee5\u5e94\u5bf9\u6781\u5927\u89c4\u6a21\u7684\u5de5\u4e1a\u65e5\u5fd7\u6570\u636e\u3002\u4e3a\u4e86\u5e94\u5bf9\u5de5\u4e1a\u65e5\u5fd7\u6570\u636e\u7684\u6781\u7aef\u4e0d\u5e73\u8861\u6027\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u7279\u6b8a\u7684\u65e5\u5fd7\u6570\u636e\u8c03\u5ea6\u7b97\u6cd5\u6765\u5e73\u8861\u4e0d\u540c\u8ba1\u7b97\u5355\u5143\u4e0a\u7684\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u4ee5\u8282\u7ea6\u603b\u4f53\u8fd0\u884c\u65f6\u95f4\u3002\u6b64\u5916\uff0cSPINE \u8fd8\u8bbe\u8ba1\u4e86\u4e13\u95e8\u7684\u7528\u6237\u53cd\u9988\u673a\u5236\u6765\u7ef4\u6301\u5728\u6f02\u79fb\u65e5\u5fd7\u6570\u636e\u4e0b\u7684\u89e3\u6790\u7cbe\u5ea6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5e76\u884c\u5316\u65e5\u5fd7\u6570\u636e\u8c03\u5ea6\">\u5e76\u884c\u5316\u65e5\u5fd7\u6570\u636e\u8c03\u5ea6<\/h3>\n\n\n\n<p>\u5728\u524d\u7f6e\u6b65\u9aa4\u4e2d\uff0c\u65e5\u5fd7\u88ab\u5212\u5206\u6210\u4e0d\u540c\u7684\u65e5\u5fd7\u7ec4\u3002\u7136\u800c\uff0c\u5de5\u4e1a\u65e5\u5fd7\u6570\u636e\u7684\u4e0d\u5e73\u8861\u6027\u4f1a\u5bfc\u81f4\u65e5\u5fd7\u7684\u89e3\u6790\u65f6\u95f4\u5f80\u5f80\u53d7\u5236\u4e8e\u6700\u5927\u7684\u90a3\u4e2a\u65e5\u5fd7\u7ec4\u3002\u8fd9\u4e00\u6311\u6218\u4fc3\u4f7f\u4e86\u65b0\u7684\u8c03\u5ea6\u7b97\u6cd5\u8bbe\u8ba1\u7684\u8bde\u751f\uff0c\u5c06\u65e5\u5fd7\u89e3\u6790\u4efb\u52a1\u66f4\u5747\u5300\u5730\u5206\u914d\u7ed9\u591a\u4e2a\u8ba1\u7b97\u5355\u5143\uff0c\u4ee5\u8fbe\u5230\u6700\u4f73\u6027\u80fd\u3002\u5047\u8bbe\ud835\udc5a\u4e2a\u65e5\u5fd7\u7ec4 g_i\u2208G \u88ab\u5206\u914d\u5230\ud835\udc5b\u4e2a\u8ba1\u7b97\u5355\u5143 e_i\u2208E\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u6bcf\u4e2a\u8ba1\u7b97\u5355\u5143\u5c06\u5904\u7406\u76f8\u7b49\u6570\u91cf\u7684 avg = \u2211_(i=1)^m|g_i |\/n \u7684\u65e5\u5fd7\u6d88\u606f\uff0c\u5176\u4e2d |\ud835\udc54\ud835\udc56| \u662f\u65e5\u5fd7\u7ec4 g_i \u7684\u5927\u5c0f\u3002\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u6570\u91cf\u9ad8\u4e8e\u5e73\u5747\u6c34\u5e73\u7684\u65e5\u5fd7\u7ec4\u5206\u5272\u6210\u66f4\u5c0f\u7684\u5b50\u7ec4\uff0c\u4f7f\u5176\u65e5\u5fd7\u6570\u91cf\u63a5\u8fd1\u5e73\u5747\u503c\uff0c\u540c\u65f6\u5408\u5e76\u6570\u91cf\u5c11\u4e8e\u5e73\u5747\u6c34\u5e73\u7684\u65e5\u5fd7\u7ec4\uff0c\u4f7f\u5176\u6240\u4ea7\u751f\u7684\u8d85\u96c6\u7684\u89c4\u6a21\u4e5f\u63a5\u8fd1\u4e8e\u5e73\u5747\u6c34\u5e73\u3002\u7b97\u6cd5\u7ec6\u8282\u53ef\u53c2\u8003\u56fe 5\u4e2d\u7684\u4f2a\u4ee3\u7801\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"670\" height=\"697\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-6.png\" alt=\"\u56fe5\uff1a\u65e5\u5fd7\u6570\u636e\u5e76\u884c\u5316\u8c03\u5ea6\u7b97\u6cd5\" class=\"wp-image-1070286\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-6.png 670w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-6-288x300.png 288w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-6-173x180.png 173w\" sizes=\"auto, (max-width: 670px) 100vw, 670px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe5\uff1a\u65e5\u5fd7\u6570\u636e\u5e76\u884c\u5316\u8c03\u5ea6\u7b97\u6cd5<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7528\u6237\u53cd\u9988\u878d\u5408\">\u7528\u6237\u53cd\u9988\u878d\u5408<\/h3>\n\n\n\n<p>SPINE \u6a21\u578b\u67b6\u6784\u4e2d\u4f7f\u7528\u4e86\u6e10\u8fdb\u805a\u7c7b\u7b97\u6cd5\u8fdb\u884c\u7ec6\u7c92\u5ea6\u7684\u65e5\u5fd7\u805a\u7c7b\u3002\u5728\u6bcf\u4e2a\u65e5\u5fd7\u7ec4\u4e2d\uff0c\u65e5\u5fd7\u4fe1\u606f\u9996\u5148\u88ab\u8f6c\u6362\u4e3a one-hot \u5411\u91cf\uff0c\u518d\u5229\u7528\u5e38\u89c1\u805a\u7c7b\u65b9\u6cd5\uff08\u4f8b\u5982 K-Means \u6216\u9ad8\u65af\u6df7\u5408\u805a\u7c7b\uff09\u5bf9\u65e5\u5fd7\u5411\u91cf\u8fdb\u884c\u805a\u7c7b\uff0c\u5c06\u5176\u5206\u4e3a\u4e24\u4e2a\u5b50\u7ec4\u3002\u540c\u6837\u7684\u8fc7\u7a0b\u5728\u6bcf\u4e2a\u5b50\u7ec4\u4e0a\u8fed\u4ee3\u8fdb\u884c\uff0c\u76f4\u5230\u6ee1\u8db3\u505c\u6b62\u6761\u4ef6\u3002\u7ed3\u679c\u53ef\u5f97\u4e00\u68f5\u4e8c\u53c9\u805a\u7c7b\u6811\uff0c\u6811\u4e0a\u7684\u53f6\u5b50\u7ed3\u70b9\u5373\u4e3a\u65e5\u5fd7\u7c07\uff0c\u5982\u56fe6\u6240\u793a\u3002\u6b64\u7b97\u6cd5\u7684\u4f18\u70b9\u5728\u4e8e\uff1a\uff081\uff09\u5176\u7b97\u6cd5\u672c\u8eab\u5177\u6709\u6781\u9ad8\u7684\u805a\u7c7b\u6548\u7387\u3002\uff082\uff09\u8be5\u7b97\u6cd5\u975e\u5e38\u5bb9\u6613\u63a7\u5236\u805a\u7c7b\u7684\u7c92\u5ea6\u3002\u5176\u6838\u5fc3\u5728\u4e8e\u662f\u5426\u9700\u8981\u7ee7\u7eed\u6cbf\u7740\u805a\u7c7b\u6811\u8fdb\u884c\u4e8c\u53c9\u5206\u88c2\u3002\u8fd9\u4e3a\u7528\u6237\u51b3\u5b9a\u4f55\u65f6\u505c\u6b62\u805a\u7c7b\u63d0\u4f9b\u4e86\u53ef\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"936\" height=\"806\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-7.png\" alt=\"\u56fe6: \u6e10\u8fdb\u805a\u7c7b\u4e0e\u7528\u6237\u53cd\u9988\u67e5\u8be2\u793a\u610f\u56fe\" class=\"wp-image-1070289\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-7.png 936w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-7-300x258.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-7-768x661.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-7-209x180.png 209w\" sizes=\"auto, (max-width: 936px) 100vw, 936px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe6: \u6e10\u8fdb\u805a\u7c7b\u4e0e\u7528\u6237\u53cd\u9988\u67e5\u8be2\u793a\u610f\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7528\u6237\u7684\u53cd\u9988\u8fc7\u7a0b\u6d89\u53ca\u591a\u8f6e\u67e5\u8be2\uff0c\u5728\u6bcf\u4e00\u8f6e\u4e2d\uff0cSPINE \u5728\u4e00\u5b9a\u6761\u4ef6\u4e0b\u4f1a\u5411\u7528\u6237\u63a8\u8350\u6765\u81ea\u540c\u4e00\u65e5\u5fd7\u7c07\u7684\u4e00\u5bf9\u65e5\u5fd7\uff0c\u7528\u6237\u5bf9\u4e8e\u8fd9\u5bf9\u65e5\u5fd7\u662f\u5426\u5171\u4eab\u76f8\u540c\u7684\u6a21\u677f\u7ed9\u51fa\u53cd\u9988\u3002\u7528\u6237\u7684\u53cd\u9988\u6709\u52a9\u4e8eSPINE\u51b3\u5b9a\u662f\u5426\u5c06\u76f8\u5e94\u7684\u65e5\u5fd7\u7c07\u5206\u6210\u4e24\u4e2a\u5b50\u7c07\u3002\u968f\u540e\uff0cSPINE \u9009\u62e9\u4e0b\u4e00\u4e2a\u9700\u8981\u53cd\u9988\u6307\u5bfc\u7684\u65e5\u5fd7\u7c07\u51b3\u5b9a\u662f\u5426\u8981\u62c6\u5206\u3002\u56fe6\u663e\u793a\u4e86\u4e00\u4e2a\u53cd\u9988\u67e5\u8be2\u7684\u4f8b\u5b50\u3002<\/p>\n\n\n\n<p>\u5982\u4f55\u5c3d\u53ef\u80fd\u5c11\u5730\u6807\u6ce8\u65e5\u5fd7\u6570\u91cf\uff0c\u5e76\u540c\u65f6\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u6a21\u578b\u7684\u51c6\u786e\u6027\uff0c\u662f\u8bbe\u8ba1\u53cd\u9988\u673a\u5236\u7684\u6838\u5fc3\u95ee\u9898\u3002SPINE \u7684\u53cd\u9988\u67e5\u8be2\u7684\u9009\u62e9\u57fa\u4e8e\u9971\u548c\u5ea6\u589e\u76ca\uff08saturation gain\uff09\u8fdb\u884c\u7684\u3002\u6211\u4eec\u7ea6\u5b9a\uff0c\u82e5\u4e00\u4e2a token \u5728\u67d0\u4e00 log cluster \u7684\u6bcf\u6761\u65e5\u5fd7\u6d88\u606f\u4e2d\u90fd\u51fa\u73b0\u8fc7\uff0c\u5219\u89c6\u4e3a\u4e00\u4e2a saturated token\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u5e73\u5747 token saturation \u8d8a\u9ad8\uff0c\u610f\u5473\u7740\u8fd9\u7ec4\u65e5\u5fd7\u5171\u4eab\u4e86\u66f4\u591a\u7684\u5355\u8bcd\uff0c\u6240\u4ee5\u5b83\u4eec\u8d8a\u6709\u53ef\u80fd\u662f\u6765\u81ea\u540c\u4e00\u4e2a\u65e5\u5fd7\u751f\u6210\u8bed\u53e5\u3002\u9971\u548c\u5ea6\u589e\u76ca\u662f\u6307\uff0c\u5982\u679c\u6211\u4eec\u628a\u4e00\u4e2a\u53f6\u5b50\u8282\u70b9\u5206\u6210\u4e24\u4e2a\u5b50\u53f6\u5b50\u8282\u70b9\uff0c\u9971\u548c\u5ea6\u7684\u589e\u91cf\u3002\u6211\u4eec\u8ba1\u7b97\u4e00\u4e2a\u53f6\u5b50\u8282\u70b9 ln \u7684\u9971\u548c\u5ea6\u589e\u76ca G_ln\uff0c\u5982\u516c\u5f0f1\u6240\u793a\u3002\u8be5\u516c\u5f0f\u53cd\u6620\u51fa\u7ee7\u7eed\u5411\u4e0b\u5206\u88c2\u805a\u7c7b\u6811\u662f\u5426\u80fd\u6240\u5e26\u6765\u7684\u66f4\u591a\u7684 saturated token\uff0c\u4ece\u800c\u6709\u8f83\u9ad8\u7684\u63d0\u9ad8\u89e3\u6790\u7cbe\u5ea6\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"969\" height=\"182\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-8.png\" alt=\"\u516c\u5f0f 1\uff1a\u9971\u548c\u5ea6\u589e\u76ca\u8ba1\u7b97\u516c\u5f0f\" class=\"wp-image-1070292\" style=\"width:500px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-8.png 969w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-8-300x56.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-8-768x144.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-8-240x45.png 240w\" sizes=\"auto, (max-width: 969px) 100vw, 969px\" \/><figcaption class=\"wp-element-caption\"><em>\u516c\u5f0f 1\uff1a\u9971\u548c\u5ea6\u589e\u76ca\u8ba1\u7b97\u516c\u5f0f<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5b9e\u9a8c\u7ed3\u679c\">\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u572816\u4e2a\u516c\u5f00\u7684\u65e5\u5fd7\u6570\u636e\u96c6\u4e0a\u5bf9 SPINE \u8fdb\u884c\u4e86\u5927\u91cf\u5b9e\u9a8c\uff0c\u4ee5\u56de\u7b54\u4ee5\u4e0b\u7814\u7a76\u95ee\u9898\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>RQ1: \u5728\u6ca1\u6709\u53cd\u9988\u6307\u5bfc\u548c\u5e76\u884c\u5316\u52a0\u901f\u7684\u60c5\u51b5\u4e0b\uff0c\u57fa\u7840\u7248\u672c\u7684 SPINE \u6548\u679c\u548c\u6548\u7387\u5982\u4f55\uff1f<\/li>\n\n\n\n<li>RQ2: \u6709\u53cd\u9988\u6307\u5bfc\u7684 SPINE \u6548\u679c\u5982\u4f55\uff1f<\/li>\n\n\n\n<li>RQ3: \u6709\u5e76\u884c\u5316\u52a0\u901f\u7684 SPINE \u6548\u7387\u5982\u4f55\uff1f<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u57fa\u7840\u5b9e\u9a8c\">\u57fa\u7840\u5b9e\u9a8c<\/h3>\n\n\n\n<p>\u4ece\u5bf9\u6bd4 SPINE-base \u548c\u4e94\u4e2a SOTA \u65e5\u5fd7\u89e3\u6790\u5668\u7684\u89e3\u6790\u7cbe\u5ea6\u5b9e\u9a8c\uff08\u88681\uff09\uff0c\u4ee5\u53ca\u89e3\u6790\u8fd0\u884c\u65f6\u95f4\u7684\u5bf9\u6bd4\u7ed3\u679c\uff08\u56fe 7\uff09\u4e2d\u53ef\u89c1\uff0cSPINE \u7684\u6548\u679c\u4f18\u4e8e\u6216\u4e0d\u900a\u4e8e SOTA \u65b9\u6cd5\u3002\u53e6\u5916\uff0c\u5728\u6ca1\u6709\u5e76\u884c\u52a0\u901f\u4f18\u5316\u7684\u60c5\u51b5\u4e0b\uff0cSPINE \u7684\u89e3\u6790\u6548\u7387\u4e5f\u53ef\u4ee5\u8fbe\u5230\u9886\u5148\u6c34\u5e73\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"660\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-9-1024x660.png\" alt=\"\u88681\uff1a\u89e3\u6790\u7cbe\u5ea6\u5bf9\u6bd4\u7ed3\u679c\" class=\"wp-image-1070295\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-9-1024x660.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-9-300x193.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-9-768x495.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-9-240x155.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-9.png 1054w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u88681\uff1a\u89e3\u6790\u7cbe\u5ea6\u5bf9\u6bd4\u7ed3\u679c<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"277\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-10-1024x277.png\" alt=\"\u56fe7\uff1a\u89e3\u6790\u8fd0\u884c\u65f6\u95f4\u5bf9\u6bd4\u7ed3\u679c\" class=\"wp-image-1070298\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-10-1024x277.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-10-300x81.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-10-768x208.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-10-240x65.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-10.png 1342w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe7\uff1a\u89e3\u6790\u8fd0\u884c\u65f6\u95f4\u5bf9\u6bd4\u7ed3\u679c<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7528\u6237\u53cd\u9988\u5b9e\u9a8c\">\u7528\u6237\u53cd\u9988\u5b9e\u9a8c<\/h3>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5c06 SPINE-feedback \u7248\u672c\u5e94\u7528\u4e8e\u4e09\u4e2a\u65e5\u5fd7\u6570\u636e\u96c6\uff0c\u5373 Linux\u3001Mac \u548c OpenStack \u540e\uff0c\u5982\u88681\u4e2d\u6240\u793a\u3002\u6ce8\u610f\uff0c\u5728\u8fd9\u4e09\u4e2a\u6570\u636e\u96c6\u4e0a\uff0c\u539f\u6709\u7684\u65e5\u5fd7\u89e3\u6790\u5668\u7684\u89e3\u6790\u7cbe\u5ea6\u90fd\u5f88\u4e0d\u7406\u60f3\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u9996\u5148\u4e3a\u6bcf\u4e2a\u6570\u636e\u96c6\u8bad\u7ec3\u4e86\u4e00\u4e2a\u521d\u59cb\u89e3\u6790\u6a21\u578b\uff0c\u968f\u540e\u67e5\u8be2\u4e86\u5177\u6709\u6700\u9ad8\u9971\u548c\u5ea6\u589e\u76ca\u7684\u65e5\u5fd7\u7c07\u7684\u7528\u6237\u53cd\u9988\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u663e\u793a SPINE \u53cd\u9988\u673a\u5236\u7684\u6709\u6548\u6027\uff0c\u5b9e\u9a8c\u4e2d\u7814\u7a76\u5458\u4eec\u4f7f\u7528\u4e86\u4e24\u4e2a\u57fa\u7ebf\u63a8\u8350\u7b56\u7565\u3002\u7b2c\u4e00\u4e2a\u57fa\u7ebf\u662f\u4e00\u4e2a\u968f\u673a\u7b56\u7565\uff08\u8868\u793a\u4e3a random\uff09\uff0c\u5373\u968f\u673a\u5730\u4ece\u4efb\u610f\u4e00\u4e2a\u65e5\u5fd7\u7c07\u4e2d\u62bd\u51fa\u4e00\u5bf9\u65e5\u5fd7\u63a8\u8350\u7ed9\u7528\u6237\u6807\u6ce8\u3002\u7b2c\u4e8c\u6761\u57fa\u7ebf\u8868\u793a\u4e3a LNS\uff0c\u5373\u4ec5\u4ec5\u8003\u8651\u53f6\u5b50\u8282\u70b9\u7684\u5927\u5c0f\u8fdb\u884c\u63a8\u8350\u3002\u5b9e\u9a8c\u7ed3\u679c\u5982\u56fe8\u6240\u793a\u3002\u968f\u7740\u53cd\u9988\u6b21\u6570\u7684\u589e\u52a0\uff0c\u4ee5\u4e0a\u7b56\u7565\u90fd\u53ef\u4ee5\u5728 SPINE \u6a21\u578b\u67b6\u6784\u4e0a\u63d0\u9ad8\u89e3\u6790\u7684\u51c6\u786e\u6027\u3002\u4e0e\u5176\u5b83\u4e24\u4e2a\u57fa\u7ebf\u76f8\u6bd4\uff0cSPINE-feedback \u53d6\u5f97\u4e86\u6700\u9ad8\u7684\u51c6\u786e\u5ea6\u63d0\u5347\u3002\u4f8b\u5982\uff0cLinux \u548c OpenStack \u65e5\u5fd7\u6570\u636e\u96c6\u4e0a\u7684\u89e3\u6790\u51c6\u786e\u7387\u53ef\u4ee5\u5728\u4e0d\u523010\u6b21\u7684\u7528\u6237\u53cd\u9988\u540e\u63d0\u9ad8\u52300. 90\u4ee5\u4e0a\u3002\u5373\u4f7f\u662f\u5728\u975e\u5e38\u590d\u6742\u7684 Mac \u65e5\u5fd7\u6570\u636e\u96c6\u4e0a\uff0c\u89e3\u6790\u51c6\u786e\u7387\u4e5f\u53ef\u4ee5\u4ece0.78\u63d0\u9ad8\u52300.85\u4ee5\u4e0a\uff0c\u800c\u8fd9\u4ec5\u4ec5\u9700\u898120\u6b21\u7528\u6237\u53cd\u9988\u5373\u53ef\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"280\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-11-1024x280.png\" alt=\"chart, line chart\" class=\"wp-image-1070301\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-11-1024x280.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-11-300x82.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-11-768x210.png 768w, 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src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-12-1024x285.png\" alt=\"chart, line chart\" class=\"wp-image-1070304\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-12-1024x285.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-12-300x84.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-12-768x214.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-12-240x67.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/spine-12.png 1338w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><em>\u56fe9\uff1a\u5e76\u884c\u52a0\u901f\u5b9e\u9a8c\u7ed3\u679c<\/em><\/p>\n\n\n\n<p>\u53c2\u8003\u6587\u732e<\/p>\n\n\n\n<p>[1] Towards automated log parsing for large-scale log data analysis.<\/p>\n\n\n\n<p>[2] Onion: identifying incident-indicating logs for cloud systems.<\/p>\n\n\n\n<p>[3] Public datasets for log parsing. https:\/\/github.com\/logpai\/logparser<\/p>\n\n\n\n<p>[4] Tools and benchmarks for automated log parsing<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aDKI \u7f16\u8005\u6309\uff1a\u5728\u8ba1\u7b97\u673a\u7cfb\u7edf\u4e0e\u8f6f\u4ef6\u7684\u5b9e\u8df5\u548c\u7814\u7a76\u4e2d\uff0c\u53ef\u9760\u6027\u662f\u81f3\u5173\u91cd\u8981\u4e14\u7ecf\u4e45\u4e0d\u8870\u7684\u8bfe\u9898\u3002\u5982\u4f55\u81ea\u52a8\u5316\u5730\u5206\u6790\u65e5\u5fd7\u6240\u8bb0\u5f55\u7684\u7cfb\u7edf\u72b6\u6001\u5e76\u8ba9\u6570\u636e\u201c\u8bf4\u8bdd\u201d 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