{"id":37301,"date":"2025-01-25T22:00:19","date_gmt":"2025-01-25T14:00:19","guid":{"rendered":"https:\/\/17aitech.com\/?p=37301"},"modified":"2025-01-25T22:00:19","modified_gmt":"2025-01-25T14:00:19","slug":"%e5%be%ae%e8%b0%83%e6%97%b6%e6%97%a0%e9%9c%80%e6%b3%84%e9%9c%b2%e6%95%b0%e6%8d%ae%e6%88%96%e6%9d%83%e9%87%8d%ef%bc%8c%e8%bf%99%e7%af%87aaai-2025%e8%ae%ba%e6%96%87%e6%8f%90%e5%87%ba%e7%9a%84scaleot","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37301","title":{"rendered":"\u5fae\u8c03\u65f6\u65e0\u9700\u6cc4\u9732\u6570\u636e\u6216\u6743\u91cd\uff0c\u8fd9\u7bc7AAAI 2025\u8bba\u6587\u63d0\u51fa\u7684ScaleOT\u7adf\u80fd\u4fdd\u62a4\u9690\u79c1"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-18-10\" target=\"_blank\">\u5fae\u8c03\u65f6\u65e0\u9700\u6cc4\u9732\u6570\u636e\u6216\u6743\u91cd\uff0c\u8fd9\u7bc7AAAI 2025\u8bba\u6587\u63d0\u51fa\u7684ScaleOT\u7adf\u80fd\u4fdd\u62a4\u9690\u79c1<\/a><\/p>\n<section>\n<section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"39\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section><strong>\u8682\u8681\u6570\u79d1\u3001\u6d59\u6c5f\u5927\u5b66\u3001\u5229\u7269\u6d66\u5927\u5b66<\/strong><strong>\u548c<\/strong><strong>\u534e\u4e1c\u5e08\u8303\u5927\u5b66\u56e2\u961f<\/strong>\uff1a\u6784\u7b51\u66f4\u597d\u7684\u5927\u6a21\u578b\u9690\u79c1\u4fdd\u62a4\u3002<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<\/section>\n<p>\u8981\u8ba9\u5927\u6a21\u578b\u9002\u5e94\u5404\u4e0d\u4e00\u6837\u7684\u4e0b\u6e38\u4efb\u52a1\uff0c\u5fae\u8c03\u5fc5\u4e0d\u53ef\u5c11\u3002\u5e38\u89c4\u7684\u4e2d\u5fc3\u5316\u5fae\u8c03\u8fc7\u7a0b\u9700\u8981\u6a21\u578b\u548c\u6570\u636e\u5b58\u5728\u4e8e\u540c\u4e00\u4f4d\u7f6e \u2014\u2014 \u8981\u4e48\u9700\u8981\u6570\u636e\u6240\u6709\u8005\u4e0a\u4f20\u6570\u636e\uff08\u8fd9\u4f1a\u5a01\u80c1\u5230\u6570\u636e\u6240\u6709\u8005\u7684\u6570\u636e\u9690\u79c1\uff09\uff0c\u8981\u4e48\u6a21\u578b\u6240\u6709\u8005\u9700\u8981\u5171\u4eab\u6a21\u578b\u6743\u91cd\uff08\u8fd9\u53c8\u53ef\u80fd\u6cc4\u9732\u81ea\u5df1\u82b1\u8d39\u5927\u91cf\u8d44\u6e90\u8bad\u7ec3\u7684\u6a21\u578b\uff09\u3002\u6b64\u5916\uff0c\u5728\u7b2c\u4e8c\u79cd\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u7684\u53c2\u6570\u53ef\u80fd\u66b4\u9732\uff0c\u8fd9\u53ef\u80fd\u4f1a\u589e\u52a0\u5176\u5fae\u8c03\u6a21\u578b\u53d7\u5230\u653b\u51fb\u7684\u53ef\u80fd\u6027\u3002\u8fd9\u4e9b\u95ee\u9898\u90fd\u53ef\u80fd\u963b\u788d LLM \u7684\u957f\u671f\u53d1\u5c55\u3002<\/p>\n<p><strong>\u4e3a\u4e86\u6709\u6548\u5730\u4fdd\u62a4\u6a21\u578b\u6240\u6709\u6743\u548c\u6570\u636e\u9690\u79c1\uff0c\u6d59\u6c5f\u5927\u5b66\u3001\u8682\u8681\u6570\u79d1\u3001\u5229\u7269\u6d66\u5927\u5b66\u548c\u534e\u4e1c\u5e08\u8303\u5927\u5b66\u7684\u6731\u5efa\u79d1\u4e0e\u738b\u7ef4\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u8de8\u57df\u5fae\u8c03\uff08offsite-tuning\uff09\u6846\u67b6\uff1aScaleOT\u3002\u8be5\u6846\u67b6\u53ef\u4e3a\u6a21\u578b\u9690\u79c1\u63d0\u4f9b\u591a\u79cd\u4e0d\u540c\u89c4\u6a21\u7684\u6709\u635f\u538b\u7f29\u7684\u4eff\u771f\u5668\uff0c\u8fd8\u80fd\u4fc3\u8fdb\u65e0\u635f\u5fae\u8c03\uff08\u76f8\u6bd4\u4e8e\u5b8c\u6574\u7684\u5fae\u8c03\uff09\u3002\u8be5\u7814\u7a76\u8bba\u6587\u5df2\u88ab\u4eba\u5de5\u667a\u80fd\u9876\u4f1a AAAI 2025 \u5f55\u7528\u3002\u7b2c\u4e00\u4f5c\u8005\u4e3a\u59da\u51ef\uff08\u8682\u8681\u6469\u65af\u9ad8\u7ea7\u7b97\u6cd5\u5de5\u7a0b\u5e08\uff0c\u6d59\u5927\u535a\u540e\uff09\uff0c\u901a\u8baf\u4f5c\u8005\u4e3a\u6731\u5efa\u79d1\u6559\u6388\u4e0e\u738b\u7ef4\u8001\u5e08\u3002<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7b06e631eacb19227e4495d9ed150726.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7b06e631eacb19227e4495d9ed150726.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aScaleOT: Privacy-utility-scalable Offsite-tuning with Dynamic LayerReplace and Selective Rank Compression<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2412.09812<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u539f\u751f\u8de8\u57df\u5fae\u8c03\u7684\u4e0d\u8db3\u4e4b\u5904<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u4e0b\u56fe 2(b) \u6240\u793a\uff0c\u8de8\u57df\u5fae\u8c03\uff08OT\uff09\u4e0d\u662f\u4f7f\u7528\u5b8c\u6574\u7684\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\uff0c\u800c\u662f\u5141\u8bb8\u6570\u636e\u6240\u6709\u8005\u4f7f\u7528\u6a21\u578b\u6240\u6709\u8005\u63d0\u4f9b\u7684\u6709\u635f\u538b\u7f29\u4eff\u771f\u5668\u8fdb\u884c\u5fae\u8c03\uff0c\u4f46\u8fd9\u79cd\u8303\u5f0f\u6709\u4e2a\u7f3a\u70b9\uff1a\u4f1a\u8ba9\u6570\u636e\u6240\u6709\u8005\u5f97\u5230\u7684\u4eff\u771f\u5668\u7684\u6027\u80fd\u8f83\u5dee\u3002\u7136\u540e\uff0c\u8bad\u7ec3\u5f97\u5230\u7684\u9002\u914d\u5668\u4f1a\u88ab\u8fd4\u56de\u7ed9\u6a21\u578b\u6240\u6709\u8005\uff0c\u5e76\u88ab\u63d2\u5165\u5230\u5b8c\u6574\u6a21\u578b\u4e2d\uff0c\u4ee5\u521b\u5efa\u4e00\u4e2a\u9ad8\u6027\u80fd\u7684\u5fae\u8c03\u6a21\u578b\u3002\u7279\u522b\u9700\u8981\u6307\u51fa\uff0c\u6570\u636e\u6240\u6709\u8005\u548c\u6a21\u578b\u6240\u6709\u8005\u7aef\u4e4b\u95f4\u7684\u6a21\u578b\u6027\u80fd\u5dee\u5f02\u662f\u6a21\u578b\u9690\u79c1\u7684\u5173\u952e\u56e0\u7d20\uff0c\u8fd9\u4f1a\u4fc3\u4f7f\u4e0b\u6e38\u7528\u6237\u4f7f\u7528\u5fae\u8c03\u7684\u5b8c\u6574\u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4cff3477ce0a809e8c94290f1ee11e26.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-4cff3477ce0a809e8c94290f1ee11e26.png\"><\/a><\/section>\n<section>\u56e0\u6b64\uff0c\u8de8\u57df\u5fae\u8c03\u7684\u4e3b\u8981\u96be\u9898\u5728\u4e8e\u9ad8\u6548\u538b\u7f29 LLM\uff0c\u901a\u8fc7\u5728\u7ef4\u6301\u6027\u80fd\u5dee\u5f02\u7684\u540c\u65f6\u63d0\u5347\u5fae\u8c03\u7684\u5b8c\u6574\u6a21\u578b\uff0c\u4ece\u800c\u5b9e\u73b0\u5bf9\u6a21\u578b\u9690\u79c1\u7684\u4fdd\u62a4\u3002<\/section>\n<section><\/section>\n<section>\u9075\u5faa\u8de8\u57df\u5fae\u8c03\u7b56\u7565\uff0c\u539f\u751f OT \u65b9\u6cd5\u91c7\u7528\u7684\u7b56\u7565\u662f Uniform LayerDrop\uff08\u5747\u5300\u5c42\u4e22\u5f03\uff09\uff0c\u4ece\u5b8c\u6574\u6a21\u578b\u4e2d\u5747\u5300\u5730\u5220\u9664\u4e00\u90e8\u5206\u5c42\uff0c\u5982\u56fe 1\uff08a\uff09\u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-adef7e83f84767e23b30f3fbba23ae31.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-adef7e83f84767e23b30f3fbba23ae31.png\"><\/a><\/section>\n<section><em><sup>\u56fe 1\uff1a\u5206\u5c42\u538b\u7f29\u7b56\u7565\u6bd4\u8f83\u3002\uff08a\uff09Uniform LayerDrop\uff1b\uff08b\uff09\u5e26\u4f30\u8ba1\u7684\u91cd\u8981\u6027\u5206\u6570\u7684 Dynamic LayerDrop\uff1b\uff08c\uff09\u5e26\u534f\u8c03\u5668\u7684 Dynamic LayerReplace\uff1b\uff08d\uff09\u4f7f\u7528\u4e0d\u540c\u538b\u7f29\u6bd4\u7684\u7ed3\u679c\u3002\u65b0\u65b9\u6cd5\u5728\u6240\u6709\u8005\u7aef\u5b9e\u73b0\u4e86\u66f4\u597d\u7684\u6027\u80fd\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u6027\u80fd\u5dee\u5f02\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u5c3d\u7ba1\u5927\u578b\u6a21\u578b\u4e2d\u7684\u8bb8\u591a\u53c2\u6570\u662f\u5197\u4f59\u7684\uff0c\u4f46\u6bcf\u5c42\u7684\u91cd\u8981\u6027\u5dee\u5f02\u5f88\u5927\uff0c\u8fd9\u79cd\u5747\u5300\u5220\u9664\u53ef\u80fd\u4f1a\u5bfc\u81f4\u9002\u5e94\u540e\u7684\u5b8c\u6574\u6a21\u578b\u7684\u6027\u80fd\u4e0b\u964d\u3002\u6b64\u5916\uff0c\u76f4\u63a5\u7684\u5c42\u5220\u9664\u4f1a\u5bfc\u81f4\u88ab\u5220\u9664\u5c42\u7684\u8f93\u5165\u548c\u8f93\u51fa\u9690\u85cf\u7a7a\u95f4\u4e4b\u95f4\u9519\u4f4d\uff0c\u8fd9\u4e5f\u4f1a\u5bfc\u81f4\u6240\u6709\u8005\u7aef\u7684\u6027\u80fd\u4e0b\u964d\u3002\u867d\u7136\u77e5\u8bc6\u84b8\u998f\u53ef\u4ee5\u7f13\u89e3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f46\u8bad\u7ec3\u4e00\u4e2a\u6240\u9700\u7684\u4eff\u771f\u5668\u7684\u6210\u672c\u81f3\u5c11\u662f LLM \u5927\u5c0f\u7684\u4e00\u534a\uff0c\u8fd9\u610f\u5473\u7740\u5de8\u5927\u7684\u8bad\u7ec3\u6210\u672c\u4e3a\u63d0\u4f9b\u5177\u6709\u4e0d\u540c\u538b\u7f29\u6bd4\u7684\u4eff\u771f\u5668\u5e26\u6765\u4e86\u91cd\u5927\u7f3a\u9677\u3002<\/section>\n<section><\/section>\n<section><strong>ScaleOT \u5b9e\u73b0<br \/>\u6846\u67b6\u8bbe\u8ba1\u548c\u521b\u5efa\u8fc7\u7a0b<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u56fe 2 (c) \u6240\u793a\uff0c\u8be5\u6846\u67b6\u7531\u4e24\u4e2a\u9636\u6bb5\u7ec4\u6210\uff1a\u91cd\u8981\u6027\u4f30\u8ba1\u548c\u4eff\u771f\u5668\u751f\u6210\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u7b2c\u4e00\u9636\u6bb5\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u91cd\u8981\u6027\u611f\u77e5\u578b\u5c42\u66ff\u6362\u7684\u7b97\u6cd5 Dynamic LayerReplace\uff0c\u8be5\u7b97\u6cd5\u9700\u8981\u4f7f\u7528\u4e00\u79cd\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u6765\u786e\u5b9a LLM \u4e2d\u6bcf\u4e00\u5c42\u7684\u91cd\u8981\u6027\u3002\u540c\u65f6\uff0c\u5bf9\u4e8e\u4e0d\u592a\u91cd\u8981\u7684\u5c42\uff0c\u52a8\u6001\u9009\u62e9\u5e76\u8bad\u7ec3\u4e00\u7ec4\u53ef\u8bad\u7ec3\u7684\u534f\u8c03\u5668\u4f5c\u4e3a\u66ff\u4ee3\uff0c\u8fd9\u4e9b\u534f\u8c03\u5668\u662f\u8f7b\u91cf\u7ea7\u7f51\u7edc\uff0c\u53ef\u7528\u4e8e\u66f4\u597d\u5730\u5b9e\u73b0\u5269\u4f59\u5c42\u7684\u5bf9\u9f50\u3002<\/section>\n<section><\/section>\n<section>\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u6839\u636e\u5b66\u4e60\u5230\u7684\u91cd\u8981\u6027\u5f97\u5206\uff0c\u53ef\u5c06\u539f\u59cb\u6a21\u578b\u5c42\u53ca\u5176\u5bf9\u5e94\u7684\u534f\u8c03\u5668\u4ee5\u5404\u79cd\u65b9\u5f0f\u7ec4\u5408\u5230\u4e00\u8d77\uff0c\u4ece\u800c\u5f97\u5230\u4eff\u771f\u5668\uff08emulator\uff09\uff0c\u540c\u65f6\u8fd8\u80fd\u5728\u6a21\u578b\u6240\u6709\u8005\u7aef\u7ef4\u6301\u4ee4\u4eba\u6ee1\u610f\u7684\u6027\u80fd\uff0c\u5982\u56fe 1 (d) \u6240\u793a\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u6839\u636e\u5b9e\u8df5\u7ecf\u9a8c\u53d1\u73b0\uff0c\u5982\u679c\u4f7f\u7528\u79e9\u5206\u89e3\u6765\u8fdb\u4e00\u6b65\u5730\u538b\u7f29\u5269\u4f59\u7684\u6a21\u578b\u5c42\uff0c\u8fd8\u53ef\u4ee5\u66f4\u597d\u5730\u5b9e\u73b0\u9690\u79c1\u4fdd\u62a4\uff0c\u540c\u65f6\u6a21\u578b\u7684\u6027\u80fd\u4e0b\u964d\u4e5f\u4e0d\u4f1a\u592a\u591a\u3002\u57fa\u4e8e\u8fd9\u4e00\u89c2\u5bdf\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u4e86\u9009\u62e9\u6027\u79e9\u538b\u7f29\uff08SRC\uff09\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u8fdb\u884c\u4e86\u5927\u91cf\u5b9e\u9a8c\uff0c\u6d89\u53ca\u591a\u4e2a\u6a21\u578b\u548c\u6570\u636e\u96c6\uff0c\u6700\u7ec8\u8bc1\u660e\u65b0\u63d0\u51fa\u7684\u65b9\u6cd5\u786e\u5b9e\u4f18\u4e8e\u4e4b\u524d\u7684\u65b9\u6cd5\uff0c\u540c\u65f6\u8fd8\u80fd\u8c03\u6574\u538b\u7f29\u540e\u4eff\u771f\u5668\u6a21\u578b\u7684\u5927\u5c0f\u4ee5\u53ca SRC \u4e2d\u7684\u79e9\u7ea6\u7b80\u7387\u3002\u56e0\u6b64\uff0c\u8fd9\u4e9b\u65b0\u65b9\u6cd5\u7684\u6709\u6548\u6027\u548c\u53ef\u884c\u6027\u90fd\u5f97\u5230\u4e86\u9a8c\u8bc1\u3002<\/section>\n<section><\/section>\n<section><strong>\u603b\u7ed3\u8d77\u6765\uff0c\u8be5\u56e2\u961f\u7684\u8fd9\u9879\u7814\u7a76\u505a\u51fa\u4e86\u4e09\u5927\u8d21\u732e\uff1a<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u63d0\u51fa\u4e86\u4e00\u79cd\u7075\u6d3b\u7684\u65b9\u6cd5\uff0c\u53ef\u4e3a\u8de8\u57df\u5fae\u8c03\u5f97\u5230\u591a\u79cd\u5927\u5c0f\u7684\u538b\u7f29\u7248\u6a21\u578b\uff1a\u63d0\u51fa\u4e86\u4e00\u79cd\u91cd\u8981\u6027\u611f\u77e5\u578b\u6709\u635f\u538b\u7f29\u7b97\u6cd5 Dynamic LayerReplace\uff0c\u8be5\u7b97\u6cd5\u9762\u5411\u4f7f\u7528 LLM \u7684\u8de8\u57df\u5fae\u8c03\uff0c\u53ef\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u548c\u534f\u8c03\u5668\u6765\u6269\u5c55\u4eff\u771f\u5668\u3002\u8fd9\u4e9b\u7ec4\u4ef6\u53ef\u4ee5\u5b9e\u73b0\u7075\u6d3b\u7684\u591a\u79cd\u89c4\u6a21\u7684\u538b\u7f29\u6a21\u578b\u751f\u6210\u3002<\/section>\n<\/li>\n<li>\n<section>\u4ec5\u9700\u4e00\u70b9\u70b9\u5fae\u8c03\u6027\u80fd\u4e0b\u964d\uff0c\u5c31\u80fd\u901a\u8fc7\u8fdb\u4e00\u6b65\u7684\u538b\u7f29\u83b7\u5f97\u66f4\u597d\u7684\u9690\u79c1\uff1a\u65b0\u63d0\u51fa\u7684\u9009\u62e9\u6027\u79e9\u538b\u7f29\u7b56\u7565\u4ec5\u9700\u5c11\u91cf\u6027\u80fd\u635f\u5931\u5c31\u80fd\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u9690\u79c1\u3002<\/section>\n<\/li>\n<li>\n<section>\u5168\u9762\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u65b0\u63d0\u51fa\u7684 ScaleOT \u4f18\u4e8e\u5f53\u524d\u6700\u4f73\u65b9\u6cd5\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5728\u7814\u7a76\u4e2d\uff0c\u8be5\u56e2\u961f\u8003\u8651\u5230\u9690\u79c1\u95ee\u9898\u963b\u6b62\u4e86\u6570\u636e\u548c LLM \u7684\u6240\u6709\u8005\u4e4b\u95f4\u5171\u4eab\u548c\u5171\u5b58\u6570\u636e\u53ca\u6a21\u578b\u3002\u4ed6\u4eec\u7684\u76ee\u6807\u662f\u5728\u4e0d\u8bbf\u95ee\u6a21\u578b\u6240\u6709\u8005\u7684\u6a21\u578b\u6743\u91cd\u7684\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528\u6570\u636e\u6240\u6709\u8005\u7684\u6570\u636e\u6765\u8c03\u6574\u6a21\u578b\u3002\u4ece\u9884\u8bad\u7ec3\u7684 LLM M \u5f00\u59cb\uff0c\u5176\u53c2\u6570\u7531\u6743\u91cd \u0398 \u8868\u793a\uff0c\u4ee5\u53ca\u4e0b\u6e38\u6570\u636e\u96c6 D\uff0c\u8be5\u56e2\u961f\u5728\u4e0b\u6e38\u6570\u636e\u4e0a\u5fae\u8c03\u8fd9\u4e2a\u6a21\u578b\uff0c\u4ee5\u5b9e\u73b0\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3855bce499e1df636324b80292b48f70.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-3855bce499e1df636324b80292b48f70.png\"><\/a>\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f36b439aea53dddadecf8c164d27df9c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f36b439aea53dddadecf8c164d27df9c.png\"><\/a>\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u7684\u76ee\u6807\u662f\u901a\u8fc7\u627e\u5230\u4e00\u4e2a\u6bd4\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cb05ad0a16ec83aead7b1de386fc56e2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-cb05ad0a16ec83aead7b1de386fc56e2.png\"><\/a>\u66f4\u5c0f\u3001\u66f4\u5f31\u7684\u66ff\u4ee3\u6a21\u578b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e3d995ac38b163a7d97943ed9073aea5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e3d995ac38b163a7d97943ed9073aea5.png\"><\/a>\uff08\u79f0\u4e3a\u4eff\u771f\u5668\uff09\uff0c\u6765\u4fc3\u8fdb\u9690\u79c1\u8fc1\u79fb\u5b66\u4e60\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u786e\u4fdd\u4e0e\u4e0b\u6e38\u7528\u6237\u5171\u4eab\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-369c424a0201c3ee08805a7fdaa2703c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-369c424a0201c3ee08805a7fdaa2703c.png\"><\/a>\u00a0\u4e0d\u4f1a\u5a01\u80c1\u5230 LLM \u7684\u6240\u6709\u6743\u3002\u7136\u540e\uff0c\u6570\u636e\u6240\u6709\u8005\u4f7f\u7528\u4ed6\u4eec\u7684\u6570\u636e\u96c6\u5bf9\u66ff\u4ee3\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u5f97\u5230<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-749c702e49f94f048936cfd40bb819cc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-749c702e49f94f048936cfd40bb819cc.png\"><\/a>\u3002\u8be5\u56e2\u961f\u5e0c\u671b\uff0c\u901a\u8fc7\u5c06\u8bad\u7ec3\u597d\u7684\u6743\u91cd\u2206^\u2217\u91cd\u65b0\u6574\u5408\u5230\u539f\u59cb\u6a21\u578b\u4e2d\uff08\u8868\u793a\u4e3a\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b3b755c983ac469c02fe423c0411642b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b3b755c983ac469c02fe423c0411642b.png\"><\/a>\uff09\uff0c\u51e0\u4e4e\u53ef\u4ee5\u590d\u5236\u76f4\u63a5\u5728\u6570\u636e\u96c6\u4e0a\u4f18\u5316 M \u65f6\u89c2\u5bdf\u5230\u7684\u6027\u80fd\uff08\u8868\u793a\u4e3a\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-acedfcc2e3513c376104ee3e2350549f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-acedfcc2e3513c376104ee3e2350549f.png\"><\/a>\uff09\uff0c\u4ece\u800c\u6d88\u9664\u4e86\u76f4\u63a5\u8bbf\u95ee M \u7684\u9700\u6c42\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u65b9\u4fbf\uff0c\u4ed6\u4eec\u7ed9\u51fa\u4e86\u4ee5\u4e0b\u5b9a\u4e49\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-789dc587e4e0c63c50c9189df97608a0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-789dc587e4e0c63c50c9189df97608a0.png\"><\/a>\u8868\u793a\u96f6\u6837\u672c\uff08ZS\uff09\u6027\u80fd\uff1b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-621efe3076c2d25d2a2e1ce5ab529b22.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-621efe3076c2d25d2a2e1ce5ab529b22.png\"><\/a>\u8868\u793a\u5fae\u8c03\uff08FT\uff09\u6027\u80fd\uff1b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-12c84505bca8560f26f3868d1155e64f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-12c84505bca8560f26f3868d1155e64f.png\"><\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-95ca03cce8d9f3754df726711a2bdbe4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-95ca03cce8d9f3754df726711a2bdbe4.png\"><\/a> \u5206\u522b\u8868\u793a\u4eff\u771f\u5668 ZS \u548c FT \u7684\u6027\u80fd\uff1b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ce4e604708e5deb712477b857fe541c7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ce4e604708e5deb712477b857fe541c7.png\"><\/a>\u00a0\u8868\u793a\u63d2\u4ef6\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u4e2a\u6709\u6548\u7684\u8de8\u57df\u5fae\u8c03\u5e94\u8be5\u6ee1\u8db3\u4ee5\u4e0b\u6761\u4ef6\uff1a1\uff09ZS &lt; \u63d2\u4ef6\uff0c\u4ee5\u4f7f\u5fae\u8c03\u8fc7\u7a0b\u6210\u4e3a\u5fc5\u8981\u30022\uff09\u4eff\u771f\u5668 FT &lt; \u63d2\u4ef6\uff0c\u4ee5\u963b\u6b62\u4e0b\u6e38\u7528\u6237\u4f7f\u7528\u5fae\u8c03\u540e\u7684\u4eff\u771f\u5668\u30023\uff09\u63d2\u4ef6 \u2248 FT\uff0c\u4ee5\u9f13\u52b1\u4e0b\u6e38\u7528\u6237\u4f7f\u7528 plugged model\u3002<\/section>\n<section><\/section>\n<section><strong>\u57fa\u4e8e Transformer \u67b6\u6784\u8bbe\u8ba1\u8de8\u57df\u5fae\u8c03<br \/>\u66f4\u5177\u5b9e\u7528\u6027<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u7bc7\u8bba\u6587\u5173\u6ce8\u7684\u91cd\u70b9\u662f\u57fa\u4e8e Transformer \u67b6\u6784\u6765\u8bbe\u8ba1\u8de8\u57df\u5fae\u8c03\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u91cc\u9700\u8981\u5c06\u6bcf\u4e2a Transformer \u5c42\u89c6\u4e3a\u4e00\u4e2a\u57fa\u672c\u5355\u5143\uff0c\u800c LLM \u53ef\u4ee5\u8868\u793a\u6210 M = {m_1, m_2, . . . , m_n}\uff0c\u5176\u4e2d n \u662f\u603b\u5c42\u6570\u3002\u8be5\u56e2\u961f\u7684\u65b0\u65b9\u6cd5\u9700\u8981\u5c06 M \u5206\u6210\u4e24\u4e2a\u7ec4\u4ef6\uff1a\u4e00\u4e2a\u7d27\u51d1\u578b\u7684\u53ef\u8bad\u7ec3\u9002\u5e94\u5668 A \u548c\u6a21\u578b\u7684\u5176\u4f59\u90e8\u5206 E\u3002\u5c42\u7d22\u5f15\u7684\u96c6\u5408\u53ef\u4ee5\u5b9a\u4e49\u6210\u6ee1\u8db3\u6b64\u6761\u4ef6\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f54341bdd3ffe59b2310aeeaf826d7c2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f54341bdd3ffe59b2310aeeaf826d7c2.png\"><\/a>\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u4fdd\u62a4\u6a21\u578b\u7684\u9690\u79c1\uff0c\u9700\u8981\u5bf9\u4fdd\u6301\u4e0d\u53d8\u7684\u7ec4\u4ef6 E \u6267\u884c\u4e00\u6b21\u6709\u635f\u538b\u7f29\uff0c\u8fd9\u4f1a\u5f97\u5230\u4e00\u4e2a\u4eff\u771f\u5668 E*\uff0c\u4ece\u800c\u53ef\u901a\u8fc7\u66f4\u65b0 A \u6765\u4fc3\u8fdb\u6a21\u578b\u5fae\u8c03\u3002<\/section>\n<section><\/section>\n<section>\u5f85\u5b8c\u6210\u5728\u6570\u636e\u6240\u6709\u8005\u7aef\u7684\u8bad\u7ec3\u540e\uff0c\u66f4\u65b0\u540e\u7684\u9002\u5e94\u5668 A\u2032 \u4f1a\u88ab\u8fd4\u56de\u5230\u6a21\u578b\u6240\u6709\u8005\u7aef\u5e76\u66ff\u6362 M \u4e2d\u7684\u539f\u6765\u7684 A\u3002\u4e8e\u662f\u53ef\u5c06\u6700\u7ec8\u66f4\u65b0\u540e\u7684 LLM \u8868\u793a\u4e3a M\u2032 = [A\u2032, E]\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6709\u635f\u538b\u7f29\u5fc5\u5b9a\u4f1a\u9650\u5236\u4e0b\u6e38\u7528\u6237\u7684 [A\u2032, E\u2217] \u6a21\u578b\u6027\u80fd\uff0c\u4f46\u5374\u5b9e\u73b0\u4e86\u5bf9\u6a21\u578b\u6240\u6709\u6743\u7684\u4fdd\u62a4\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u7bc7\u8bba\u6587\u89e3\u51b3\u4e86\u8be5\u95ee\u9898\u7684\u4e24\u4e2a\u5173\u952e\uff1a\u83b7\u5f97 A \u548c E \u7684\u9002\u5f53\u5212\u5206\u4ee5\u53ca\u5b9e\u73b0\u4ece E \u5230 E\u2217 \u7684\u66f4\u597d\u538b\u7f29\uff0c\u4ece\u800c\u5b9e\u73b0\u6709\u6548\u7684\u5fae\u8c03\u5e76\u4fdd\u6301\u9690\u79c1\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u524d\u8005\uff0c\u8be5\u56e2\u961f\u5728\u6a21\u578b\u5c42\u4e0a\u5f15\u5165\u4e86<strong>\u91cd\u8981\u6027\u5206\u6570\uff08importance score\uff09<\/strong>\uff0c\u53ef\u7528\u4e8e\u5f15\u5bfc A \u548c E \u7684\u9009\u62e9\u3002\u5177\u4f53\u800c\u8a00\uff0c\u5728\u7528\u8f7b\u91cf\u7ea7\u7f51\u7edc\u52a8\u6001\u66ff\u6362\u539f\u59cb\u5c42\u7684\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u6765\u4f30\u8ba1\u91cd\u8981\u6027\u5206\u6570\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e9b\u8f7b\u91cf\u7ea7\u7f51\u7edc\uff08\u79f0\u4e3a\u534f\u8c03\u5668 \/harmonizer\uff09\u53ef\u4ee5\u8fdb\u4e00\u6b65\u7528\u4f5c E \u4e2d\u5404\u5c42\u7684\u66ff\u4ee3\uff0c\u4ece\u800c\u63d0\u9ad8\u5b8c\u6574\u7248\u5df2\u9002\u5e94\u6a21\u578b\u7684\u6027\u80fd\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e E \u4e2d\u88ab\u534f\u8c03\u5668\u66ff\u6362\u7684\u5176\u4f59\u5c42\uff0c\u8be5\u56e2\u961f\u8fd8\u63d0\u51fa\u4e86<strong>\u9009\u62e9\u6027\u79e9\u538b\u7f29\uff08selective rank compression\uff09<\/strong>\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u5728\u4fdd\u6301\u5b8c\u6574\u7248\u5df2\u9002\u5e94\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\u8fd8\u80fd\u4fdd\u8bc1\u66f4\u597d\u7684\u9690\u79c1\u3002<\/section>\n<section><\/section>\n<section><strong>\u91cd\u8981\u6027\u611f\u77e5\u578b\u52a8\u6001\u5c42\u66ff\u6362<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u57fa\u4e8e\u5c42\u66ff\u6362\u7684\u538b\u7f29\u7b97\u6cd5\uff1a<strong>Dynamic LayerReplace\uff08\u52a8\u6001\u5c42\u66ff\u6362\uff09<\/strong>\u3002\u5176\u76ee\u6807\u662f\u4f30\u8ba1 LLM \u4e2d\u6bcf\u5c42\u7684\u91cd\u8981\u6027\uff0c\u5e76\u7528\u8f7b\u91cf\u7ea7\u7f51\u7edc\uff08\u79f0\u4e3a\u534f\u8c03\u5668\uff09\u66ff\u6362\u4e0d\u592a\u91cd\u8981\u7684\u5c42\uff0c\u4ee5\u4fdd\u6301\u5c42\u4e4b\u95f4\u7684\u8bed\u4e49\u4e00\u81f4\u6027\u3002\u4e3a\u6b64\uff0c\u4ed6\u4eec\u91c7\u7528\u4e86\u4e00\u79cd\u53cc\u8fc7\u7a0b\u65b9\u6cd5\uff0c\u5176\u4e2d\u5305\u62ec\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60 \uff08RL\uff09\u6765\u8bc4\u4f30\u6bcf\u4e2a LLM \u5c42\u7684\u91cd\u8981\u6027\uff0c\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\uff08DL\uff09\u6765\u901a\u8fc7\u68af\u5ea6\u4e0b\u964d\u8bad\u7ec3\u534f\u8c03\u5668\u3002\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u8fd9\u4e9b\u8fc7\u7a0b\u4ea4\u66ff\u8fed\u4ee3\u4ee5\u4fdd\u6301\u7a33\u5b9a\u6027\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u6570\u5b66\u5f62\u5f0f\u4e0a\u770b\uff0c\u9996\u5148\u5c06 LLM \u8bb0\u4e3a M\u3002\u7136\u540e\u5bf9\u91cd\u8981\u6027\u5206\u6570 S \u548c\u534f\u8c03\u5668\u8fdb\u884c\u521d\u59cb\u5316\u3002\u7528\u4e8e\u9884\u8bad\u7ec3\u7684\u6570\u636e\u96c6\u7684\u4e24\u4e2a\u5b50\u96c6\u4f1a\u88ab\u7528\u4f5c\u8bad\u7ec3\u96c6 D^T \u548c\u9a8c\u8bc1\u96c6 D^V \uff0c\u5b83\u4eec\u4e0e\u4e0b\u6e38\u4efb\u52a1\u65e0\u5173\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u5229\u7528 RL \u66f4\u65b0 S \u5e76\u901a\u8fc7 DL \u8bad\u7ec3 H\uff0c\u540c\u65f6\u4fdd\u6301 M \u4e0d\u53d8\u3002\u4e0b\u9762\u5c06\u4ecb\u7ecd RL \u7684\u57fa\u672c\u52a8\u4f5c LayerReplace \u91c7\u6837\uff0c\u5e76\u63cf\u8ff0\u5982\u4f55\u83b7\u5f97\u91cd\u8981\u6027\u5206\u6570\u3002<\/section>\n<section><\/section>\n<section><strong>LayerReplace \u91c7\u6837<\/strong>\u3002\u9996\u5148\uff0c\u9700\u8981\u5c06 RL \u8fc7\u7a0b\u7684\u72b6\u6001\u7a7a\u95f4\u5b9a\u4e49\u4e3a\u7f51\u7edc\u5185\u5c42\u7684\u914d\u7f6e\uff0c\u5176\u4e2d\u5305\u542b\u4e86\u539f\u6709\u5c42\u548c\u534f\u8c03\u5668\u3002\u662f\u5426\u7528\u76f8\u5e94\u7684\u534f\u8c03\u5668\u66ff\u6362\u7279\u5b9a\u5c42 \u2014\u2014 \u8fd9\u4e2a\u51b3\u5b9a\u5c06\u7528\u4f5c\u52a8\u4f5c\uff0c\u4f1a\u53d7\u5230\u57fa\u4e8e\u6bcf\u5c42\u91cd\u8981\u6027\u5206\u6570\u7684\u52a8\u4f5c\u7b56\u7565 \u03c0_i \u7684\u5f71\u54cd\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-62aa51debe03fd341f36257a855b8099.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-62aa51debe03fd341f36257a855b8099.png\"><\/a><\/section>\n<section>\u5176\u4e2d U (a, b) \u8868\u793a a \u548c b \u4e4b\u95f4\u7684\u5747\u5300\u5206\u5e03\u3002\u6bcf\u6b21\uff0c\u968f\u673a\u91c7\u6837\u4e00\u4e2a\u6982\u7387 p_i \u223c \u03c0_i\uff0c\u5f97\u5230\u6240\u6709\u5c42\u7684\u6982\u7387\u96c6 P = {p_1, p_2, . . . , p_n}\u3002<\/section>\n<section><\/section>\n<section>\u6839\u636e\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u8be5\u56e2\u961f\u5177\u4f53\u8bbe\u7f6e\u6210\uff1a\u6839\u636e P \u91c7\u6837 LLM \u4e2d\u4e00\u534a\u6570\u91cf\u7684\u5c42\uff0c\u7136\u540e\u4ee3\u4e4b\u4ee5\u534f\u8c03\u5668\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u662f\uff0c\u7531\u4e8e LLM \u901a\u5e38\u5f88\u6df1\uff0c\u5e76\u4e14\u8bad\u7ec3\u65e9\u671f\u7684\u52a8\u4f5c\u7b56\u7565\u4e0d\u51c6\u786e\uff0c\u56e0\u6b64\u76f4\u63a5\u9009\u62e9\u4e00\u534a\u7684\u5c42\u53ef\u80fd\u4f1a\u5bfc\u81f4\u9009\u4e2d\u5927\u91cf\u76f8\u90bb\u5c42\uff0c\u4ece\u800c\u53ef\u80fd\u5bfc\u81f4\u8bad\u7ec3\u5d29\u6e83\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u5e76\u786e\u4fdd\u8bad\u7ec3\u7a33\u5b9a\u6027\uff0c\u8be5\u56e2\u961f\u5c06\u7f51\u7edc\u5c42\u91cd\u65b0\u5206\u7ec4\u4e3a N_g \u4e2a\u76f8\u90bb\u5c42\u7d22\u5f15\u7ec4\uff0c\u5e76\u66ff\u6362\u6bcf\u4e2a\u7ec4\u4e2d\u7684\u4e00\u534a\u5c42\u3002\u5404\u4e2a\u7ec4\u7684\u96c6\u5408\u53ef\u8bb0\u4e3a <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9c26fc340919339a76bb63db7479adb4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9c26fc340919339a76bb63db7479adb4.png\"><\/a>\uff0c\u5269\u4e0b\u5c42\u7684\u7d22\u5f15\u96c6\u7684\u7ed3\u6784\u4e3a\uff1a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-74acf4b553464ac1a153db6e8a3f35b4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-74acf4b553464ac1a153db6e8a3f35b4.png\"><\/a>\u5176\u4e2d p^gj \u662f\u7b2c j \u7ec4\u4e2d\u7684\u4e2d\u4f4d\u6570\u6982\u7387\uff0cN_g \u6839\u636e\u7ecf\u9a8c\u9ed8\u8ba4\u8bbe\u7f6e\u4e3a 4\u3002\u6839\u636e \u03c6\uff0c\u91c7\u6837\u5f97\u5230\u7684 LayerReplace \u5019\u9009\u7f51\u7edc\u53ef\u4ee5\u5199\u6210\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-04abf2641a2037c51e5865ee3df36cab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-04abf2641a2037c51e5865ee3df36cab.png\"><\/a><\/section>\n<section>\u5176\u4e2d f_i \u25e6 f_{i+1} \u8868\u793a\u7ec4\u5408\u51fd\u6570\u3002<\/section>\n<section><\/section>\n<section><strong>\u91cd\u8981\u6027\u548c\u534f\u8c03\u5668\u66f4\u65b0<\/strong>\u3002\u4e3a\u4e86\u63d0\u5347\u6548\u7387\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u53ef\u4ee5\u8054\u5408\u66f4\u65b0\u91cd\u8981\u6027\u5206\u6570\u548c\u534f\u8c03\u5668\uff0c\u8fd9\u6d89\u53ca\u5230 DL \u548c RL \u7684\u8bad\u7ec3\u3002\u5bf9\u4e8e DL \u7684\u8bad\u7ec3\uff0c\u5148\u6267\u884c\u4e00\u6b21 LayerReplace \u91c7\u6837\uff0c\u5e76\u4f7f\u7528\u8bad\u7ec3\u6570\u636e\u96c6 D^T \u901a\u8fc7\u4efb\u52a1\u635f\u5931\u66f4\u65b0\u91c7\u6837\u5019\u9009\u7f51\u7edc\u4e2d\u7684\u534f\u8c03\u5668\u7684\u53c2\u6570\uff0c\u5373\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6e6346d0dab2614dd7ca2a0a4369c1c0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6e6346d0dab2614dd7ca2a0a4369c1c0.png\"><\/a>\u3002\u8fd9\u91cc\uff0c\u8be5\u56e2\u961f\u4f7f\u7528\u4e86\u8d1f\u5bf9\u6570\u4f3c\u7136\u635f\u5931\uff0c\u8fd9\u662f\u4e00\u4e2a\u88ab\u5e7f\u6cdb\u4f7f\u7528\u7684\u4e0b\u4e00 token \u9884\u6d4b\u6807\u51c6\u3002\u968f\u540e\uff0c\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u5f97\u51fa\u66f4\u65b0\u534f\u8c03\u5668\u6240\u9700\u7684\u68af\u5ea6\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e RL \u7684\u8bad\u7ec3\uff0c\u5219\u662f\u57fa\u4e8e\u91c7\u6837\u5f97\u5230\u7684\u6982\u7387\u96c6\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8436b37bdcc9988926d544580458cab1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8436b37bdcc9988926d544580458cab1.png\"><\/a>\u00a0\u91c7\u6837 N_c \u4e2a LayerReplace \u5019\u9009\u7f51\u7edc\u3002\u7136\u540e\uff0c\u4f7f\u7528\u7559\u5b58\u7684\u9a8c\u8bc1\u96c6 D^V \u751f\u6210\u7d22\u5f15\u96c6\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d790c75c675de74384cde7ebc4ce4362.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d790c75c675de74384cde7ebc4ce4362.png\"><\/a>\u548c\u5b83\u4eec\u76f8\u5e94\u7684\u635f\u5931\u00a0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ac19caa58990ae0e541f66937540a66e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ac19caa58990ae0e541f66937540a66e.png\"><\/a>\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u53ef\u5c06\u7b2c j \u4e2a\u52a8\u4f5c\u7b56\u7565\u7684\u5956\u52b1\u5199\u6210\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c44140a08a881da9a261a0d99c7a1943.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c44140a08a881da9a261a0d99c7a1943.png\"><\/a><\/section>\n<section>\u5982\u679c\u8be5\u5956\u52b1\u5927\u4e8e 0\uff0c\u5c31\u8868\u660e\u4e0e\u5176\u4ed6\u7b56\u7565\u76f8\u6bd4\uff0c\u8be5\u7b56\u7565\u51ed\u501f\u91c7\u6837\u5f97\u5230\u7684\u5019\u9009\u7f51\u7edc\u800c\u635f\u5931\u8f83\u5c0f\uff0c\u4ece\u800c\u662f\u66f4\u4f18\u7684\u7b56\u7565\u3002\u56e0\u6b64\uff0c\u8be5\u7b56\u7565\u4e2d\u5305\u542b\u7684\u5c42\u66f4\u52a0\u91cd\u8981\u3002\u4e8e\u662f\uff0c\u4fbf\u53ef\u4ee5\u901a\u8fc7\u4e0b\u5f0f\u6765\u66f4\u65b0\u91cd\u8981\u6027\u5206\u6570\uff08\u5176\u4e2d \u03c3 \u8868\u793a S \u578b\u51fd\u6570\uff09\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-118ee9716e94e66363ad440a45cbc7c9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-118ee9716e94e66363ad440a45cbc7c9.png\"><\/a><\/section>\n<section>\u4f7f\u7528 Dynamic LayerReplace \u5b8c\u6210\u8bad\u7ec3\u540e\uff0c\u53ef\u4ee5\u5f97\u5230\u8be5 LLM \u7684\u6bcf\u4e00\u5c42\u7684\u91cd\u8981\u6027\u5206\u6570\uff0c\u4ee5\u53ca\u66ff\u6362\u8fd9\u4e9b\u5c42\u7684\u534f\u8c03\u5668\uff1b\u5b83\u4eec\u5c06\u88ab\u7528\u4e8e\u540e\u7eed\u7684\u4eff\u771f\u5668\u521b\u5efa\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section><strong>\u9009\u62e9\u6027\u79e9\u538b\u7f29<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u901a\u8fc7\u5927\u91cf\u7814\u7a76\u53d1\u73b0\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u53c2\u6570\u6570\u91cf\u8fdc\u8d85\u8fc7\u5b9e\u9645\u9700\u8981\uff0c\u5373\u4f7f\u53bb\u6389\u4e00\u90e8\u5206\u53c2\u6570\u4e5f\u4e0d\u4f1a\u663e\u8457\u5f71\u54cd\u6a21\u578b\u7684\u6574\u4f53\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u8fd9\u4e00\u53d1\u73b0\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u901a\u8fc7\u4f4e\u79e9\u8fd1\u4f3c\u538b\u7f29\u4eff\u771f\u5668\u6743\u91cd\u7684\u65b9\u6cd5\u6765\u589e\u5f3a\u6a21\u578b\u7684\u9690\u79c1\u4fdd\u62a4\u529f\u80fd\u3002\u5f53\u6743\u91cd\u7684\u9ad8\u9636\u5206\u91cf\u88ab\u964d\u4f4e\u65f6\uff0c\u4eff\u771f\u5668\u7684\u8868\u8fbe\u80fd\u529b\u4f1a\u76f8\u5e94\u51cf\u5f31\uff0c\u4ece\u800c\u4ea7\u751f\u66f4\u5927\u7684\u6027\u80fd\u5dee\u8ddd\u3002\u540c\u65f6\uff0c\u5269\u4f59\u7684\u4f4e\u9636\u6743\u91cd\u5206\u91cf\u4ecd\u7136\u53ef\u4ee5\u4e3a\u8c03\u4f18\u8fc7\u7a0b\u4e2d\u7684\u9002\u914d\u5668\u66f4\u65b0\u63d0\u4f9b\u8fd1\u4f3c\u68af\u5ea6\u65b9\u5411\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u7279\u5b9a\u6a21\u5757\u7684\u79e9\u538b\u7f29\u7b56\u7565<\/section>\n<section><\/section>\n<section>Transformer \u6a21\u578b\u7684\u6bcf\u4e00\u5c42\u4e3b\u8981\u7531\u4e24\u4e2a\u90e8\u5206\u7ec4\u6210\uff1a\u591a\u5934\u81ea\u6ce8\u610f\u529b\u5c42 (MHSA) \u548c\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5c42 (FFN)\u3002MHSA \u8d1f\u8d23\u5904\u7406\u8bcd\u5143\u4e4b\u95f4\u7684\u4ea4\u4e92\uff0c\u800c FFN \u5219\u8fdb\u4e00\u6b65\u5904\u7406\u5355\u4e2a\u8bcd\u5143\u5185\u7684\u4fe1\u606f\u8f6c\u6362\u3002\u4e3a\u4e86\u63d0\u5347\u8868\u8fbe\u80fd\u529b\uff0cFFN \u7684\u9690\u85cf\u7ef4\u5ea6\u901a\u5e38\u8bbe\u7f6e\u5f97\u5f88\u9ad8\uff0c\u662f\u8f93\u5165\u8f93\u51fa\u7ef4\u5ea6\u7684 2.5 \u5230 4 \u500d\u3002<\/section>\n<section><\/section>\n<section>\u8003\u8651\u5230 FFN \u672c\u8eab\u5c31\u5177\u6709\u9ad8\u79e9\u7684\u7279\u6027\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u7b56\u7565 \u2014\u2014 \u53ea\u5bf9 MHSA \u5c42\u7684\u6743\u91cd\u8fdb\u884c\u79e9\u538b\u7f29\uff0c\u4ee5\u589e\u5f3a\u6a21\u578b\u7684\u9690\u79c1\u4fdd\u62a4\u3002<\/section>\n<section><\/section>\n<section>\u5982\u56fe 3 \u6240\u793a\uff0c\u5b9e\u9a8c\u8868\u660e\uff0c\u5982\u679c\u5bf9\u6240\u6709\u5c42 (MHSA+FFN) \u6216\u4ec5\u5bf9 FFN \u8fdb\u884c\u79e9\u538b\u7f29\uff0c\u90fd\u4f1a\u5bfc\u81f4\u6a21\u578b\u548c\u6570\u636e\u6027\u80fd\u7684\u6307\u6570\u7ea7\u4e0b\u964d\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4ec5\u5bf9 MHSA \u5c42\u8fdb\u884c\u79e9\u538b\u7f29\u65f6\u3002\u867d\u7136\u4f1a\u4f7f\u4eff\u771f\u5668\u6027\u80fd\u5feb\u901f\u4e0b\u964d\uff0c\u4f46\u5bf9\u63d2\u4ef6\u6027\u80fd\u7684\u5f71\u54cd\u8f83\u5c0f\uff0c\u5c24\u5176\u662f\u5728\u538b\u7f29\u6bd4\u5927\u4e8e 0.6 \u65f6\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u9009\u62e9\u4e86\u5bf9\u4eff\u771f\u5668\u4e2d\u7684 MHSA \u5c42\u8fdb\u884c\u79e9\u538b\u7f29\u7684\u7b56\u7565\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c8434639e6944ed4f54ce75c5c5795e2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c8434639e6944ed4f54ce75c5c5795e2.png\"><\/a><\/section>\n<section>\u521b\u5efa\u4fdd\u62a4\u9690\u79c1\u4e14\u5b9e\u7528\u7684\u4eff\u771f\u5668<\/section>\n<section><\/section>\n<section>\u65e2\u8981\u6ee1\u8db3\u4fdd\u62a4\u9690\u79c1\uff0c\u8fd8\u5177\u5907\u6269\u5c55\u6027\u7684\u4eff\u771f\u5668\u7684\u8bbe\u8ba1\u57fa\u4e8e\u4e09\u4e2a\u6838\u5fc3\u53c2\u6570\uff1a\u8c03\u6574\u5c42\u6570\u91cf (Na)\u3001\u534f\u8c03\u5668\u66ff\u6362\u6bd4\u4f8b (\u03b1) \u548c\u7ed3\u6784\u79e9\u538b\u7f29\u6bd4\u4f8b (\u03b2)\u3002\u8fd9\u4e9b\u53c2\u6570\u5171\u540c\u51b3\u5b9a\u4e86\u5982\u4f55\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b (M)\u3001\u91cd\u8981\u6027\u5206\u6570 (S) \u548c\u534f\u8c03\u5668 (H) \u6765\u521b\u5efa\u4eff\u771f\u5668 (E)\uff0c\u4ece\u800c\u5728\u4fdd\u62a4\u9690\u79c1\u548c\u4fdd\u6301\u6a21\u578b\u6027\u80fd\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u7ed9\u5b9a <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-85eb10b1fbc72c800fbf58a0ff8addd3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-85eb10b1fbc72c800fbf58a0ff8addd3.png\"><\/a>\u00a0\u5230 N_g\uff0c\u628a\u6a21\u578b\u4e2d\u7684\u6240\u6709\u5c42\u6309\u4ee5\u4e0b\u6307\u6807\u89c4\u5b9a\u7684\u91cd\u8981\u6027\u5206\u6210\u4e24\u7ec4\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5e7ca7ac277291b399bd737b5313b176.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5e7ca7ac277291b399bd737b5313b176.png\"><\/a><\/section>\n<section>\u8fd9\u4e2a\u5206\u7ec4\u8fc7\u7a0b\u4f7f\u7528\u4e86\u4e00\u4e2a\u57fa\u4e8e\u7ec4\u5927\u5c0f\u7684\u52a8\u6001\u9608\u503c\u53c2\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1a75b1ba106c91281a32ee852d1546fa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1a75b1ba106c91281a32ee852d1546fa.png\"><\/a>\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-216ff718f48635cb7ceb56c89b090372.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-216ff718f48635cb7ceb56c89b090372.png\"><\/a>\u4ee3\u8868\u6bcf\u7ec4\u4e2d\u7b2c k \u5927\u7684\u91cd\u8981\u6027\u5206\u6570\u3002<\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u76ee\u6807\u662f\u8c03\u6574\u6700\u91cd\u8981\u7684\u5c42\uff0c\u540c\u65f6\u4fdd\u6301 LLM \u4e2d\u8f83\u4e0d\u91cd\u8981\u7684\u5c42\u4e0d\u53d8\uff0c\u56e0\u6b64<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a41b82f450dcd199456e84dccd32cddb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a41b82f450dcd199456e84dccd32cddb.png\"><\/a>\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f5b54f795f2c8a9ecacdc1b5c946af20.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f5b54f795f2c8a9ecacdc1b5c946af20.png\"><\/a>\u3002\u65e2\u800c\uff0c\u534f\u8c03\u5668\u7684\u6307\u6807\u96c6\u5b9a\u4e49\u5982\u4e0b:<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f61191e23a068e4d5925fb570c170ab7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f61191e23a068e4d5925fb570c170ab7.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9c67be6d0a3e57fd7b5c1e00bae7eea9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9c67be6d0a3e57fd7b5c1e00bae7eea9.png\"><\/a>,  <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-12e137d71b578274a23d2eee00f22905.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-12e137d71b578274a23d2eee00f22905.png\"><\/a>\u662f\u7b2c j \u7ec4\u4e2d\u7b2c \u03ba \u4e2a\u6700\u5927\u7684\u91cd\u8981\u6027\u5206\u6570\uff0c\u03c6H \u2208 \u03c6E\u3002\u4eff\u771f\u5668 E\u2217\u53ef\u4ee5\u8868\u793a\u4e3a:<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7aabdbdd482b999e4a54e99881abf59c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7aabdbdd482b999e4a54e99881abf59c.png\"><\/a><\/section>\n<section>\u901a\u8fc7\u8c03\u8282 \u03b1 \u548c \u03b2\uff0c\u53ef\u4ee5\u6709\u6548\u7ba1\u7406\u6a21\u578b\u7684\u9690\u79c1\u3002\u901a\u8fc7\u589e\u52a0 \u03b1 \u548c \u03b2 \u7684\u503c\uff0c\u7528\u66f4\u9ad8\u7684\u538b\u7f29\u7387\u6765\u589e\u5f3a\u9690\u79c1\uff0c\u51cf\u5c0f\u8fd9\u4e9b\u503c\u5219\u53ef\u4ee5\u66f4\u9002\u914d\u6a21\u578b\u7684\u6027\u80fd\u3002\u5728\u7528 E \u8c03\u6574 A \u4e4b\u540e\uff0c\u4e0b\u6e38\u7528\u6237\u5c06 A&#8217; \u8fd4\u56de\u7ed9\u6a21\u578b\u6240\u6709\u8005\uff0c\u4ee5\u5f62\u6210\u4f18\u5316\u540e\u7684 LLMs M&#8217; = [A&#8217;, E]\u3002<\/section>\n<section><\/section>\n<section><strong>ScaleOT \u6548\u679c\u8bc4\u4f30<br \/>\u66f4\u597d\u7684\u6027\u80fd\uff0c\u66f4\u4f18\u7684\u6a21\u578b\u9690\u79c1<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u9996\u5148\u5728\u4e2d\u7b49\u5927\u5c0f\u7684\u6a21\u578b\uff08\u5305\u62ec GPT2-XL \u548c OPT-1.3B\uff0c\u5927\u7ea6 10 \u4ebf\u53c2\u6570\u91cf\uff09\u4e0a\u8bc4\u4f30\u4e86\u4ed6\u4eec\u63d0\u51fa\u7684 ScaleOT\uff0c\u5982\u8868 1 \u6240\u793a\u3002\u6240\u6709\u65b9\u6cd5\u90fd\u6ee1\u8db3\u4e86\u8de8\u57df\u5fae\u8c03\u7684\u6761\u4ef6\uff0c\u5373\u63d2\u4ef6\u7684\u6027\u80fd\u8d85\u8fc7\u4e86\u5b8c\u6574\u6a21\u578b\u7684\u96f6\u6837\u672c\u548c\u4eff\u771f\u5668\u5fae\u8c03\u7684\u6027\u80fd\u3002\u6b64\u5916\uff0c\u6ca1\u6709 SRC \u7684 ScaleOT \u51e0\u4e4e\u5b9e\u73b0\u4e86\u4e0e\u5b8c\u6574\u5fae\u8c03\u76f8\u5f53\u7684\u65e0\u635f\u6027\u80fd\u3002\u8fd9\u7a81\u51fa\u4e86\u52a8\u6001\u5c42\u66ff\u6362\u4e0e\u57fa\u7ebf OT \u4e2d\u4f7f\u7528\u7684 Uniform LayerDrop \u76f8\u6bd4\u7684\u6709\u6548\u6027\u3002<\/section>\n<section><\/section>\n<section>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u7531\u4e8e\u9009\u62e9\u4e86\u91cd\u8981\u7684\u5c42\u8fdb\u884c\u66f4\u65b0\uff0c\u63d2\u4ef6\u7684\u6027\u80fd\u53ef\u4ee5\u8d85\u8fc7\u76f4\u63a5\u5728 LLM \u4e0a\u8fdb\u884c\u5fae\u8c03\u7684\u6027\u80fd\uff0c\u8fd9\u5f97\u76ca\u4e8e\u7a00\u758f\u8bad\u7ec3\u5e26\u6765\u7684\u66f4\u597d\u6536\u655b\u6027\u3002\u6700\u540e\uff0cSRC \u7684\u52a0\u5165\u663e\u8457\u964d\u4f4e\u4e86\u4eff\u771f\u5668\u96f6\u6837\u672c\u548c\u5fae\u8c03\u7684\u6027\u80fd\uff0c\u5e73\u5747\u964d\u4f4e\u4e86 9.2% \u548c 2.2%\uff0c\u800c\u63d2\u4ef6\u7684\u6027\u80fd\u51e0\u4e4e\u6ca1\u6709\u4e0b\u964d\u3002\u603b\u4f53\u800c\u8a00\uff0cScaleOT 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\u63d0\u9ad8\u4e86\u6027\u80fd\uff0c\u4f46\u7531\u4e8e\u538b\u7f29\u540e\u65e0\u6cd5\u5b8c\u5168\u6062\u590d\u6027\u80fd\uff0c\u5bfc\u81f4\u7ed3\u679c\u5e76\u4e0d\u7406\u60f3\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0db00cd52a604e26f3dd902d49915894.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0db00cd52a604e26f3dd902d49915894.png\"><\/a><\/section>\n<section>\u76f8\u6bd4\u4e4b\u4e0b\uff0cScaleOT \u4f7f\u5f97\u5927\u578b\u6a21\u578b\u7684\u538b\u7f29\u53d8\u5f97\u53ef\u884c\uff0c\u4ec5\u9700\u8981\u5728\u538b\u7f29\u9636\u6bb5\u8bad\u7ec3\u5927\u7ea6 1-2% \u7684\u53c2\u6570\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u7684\u65b9\u6cd5\u5728 WebQs 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-42ffd298d07952129cc207a84d0df94b.png\"><\/a><\/section>\n<section>\u53ef\u4ee5\u660e\u663e\u770b\u51fa\uff0c\u5728\u4e0d\u540c\u7f51\u7edc\u4e2d\uff0c\u91cd\u8981\u6027\u5206\u5e03\u5b58\u5728\u76f8\u5f53\u5927\u7684\u5dee\u5f02\u3002\u7136\u800c\uff0c\u4e00\u4e2a\u4e00\u81f4\u7684\u6a21\u5f0f\u51fa\u73b0\u4e86\uff1a\u7b2c\u4e00\u5c42\u5177\u6709\u663e\u8457\u7684\u91cd\u8981\u6027\u3002\u8fd9\u4e00\u53d1\u73b0\u4e0e OT \u7684\u89c2\u5bdf\u7ed3\u679c\u76f8\u547c\u5e94\uff0c\u5c3d\u7ba1\u7f3a\u4e4f\u660e\u786e\u7684\u89e3\u91ca\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e0e\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u7684\u6b63\u4ea4\u6027<\/strong><\/section>\n<section><\/section>\n<section>\u6839\u636e\u8bbe\u8ba1\uff0cScaleOT 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f1cda424bd70734a2e9a76e1bdf73651.png\"><\/a><\/section>\n<section><strong>\u7ed3\u8bed<\/strong><\/section>\n<section><\/section>\n<section>\u8682\u8681\u6570\u79d1\u6469\u65af\u56e2\u961f\u8fd9\u4e00\u5168\u65b0\u7684\u5927\u6a21\u578b\u9690\u79c1\u5fae\u8c03\u7b97\u6cd5\uff0c\u6709\u6548\u653b\u514b\u4e86\u5728\u4eff\u771f\u5668\u751f\u6210\u65f6\u8ba1\u7b97\u590d\u6742\u5ea6\u9ad8\u3001\u6a21\u578b\u9690\u79c1\u5b89\u5168\u6027\u4e0d\u8db3\u7b49\u96be\u9898\uff0c\u6210\u529f\u4e3a\u5927\u6a21\u578b\u9690\u79c1\u4fdd\u62a4\u63d0\u4f9b\u4e86\u65b0\u9896\u7684\u601d\u8def\u4e0e\u89e3\u51b3\u65b9\u6848\u3002\u4f5c\u8005\u8868\u793a\uff0c\u8be5\u521b\u65b0\u6e90\u81ea\u8682\u8681\u6570\u79d1\u5728 AI 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