{"id":36196,"date":"2025-01-07T11:00:11","date_gmt":"2025-01-07T03:00:11","guid":{"rendered":"https:\/\/17aitech.com\/?p=36196"},"modified":"2025-01-07T11:00:11","modified_gmt":"2025-01-07T03:00:11","slug":"neurips-2024-oral-%e5%b0%8f%e5%8f%82%e6%95%b0%ef%bc%8c%e5%a4%a7%e4%bd%9c%e4%b8%ba%ef%bc%81%e6%8f%ad%e7%a7%98%e9%9d%9e%e5%af%b9%e7%a7%b0-lora-%e6%9e%b6%e6%9e%84%e7%9a%84%e9%ab%98%e6%95%88%e6%80%a7","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36196","title":{"rendered":"NeurIPS 2024 Oral | \u5c0f\u53c2\u6570\uff0c\u5927\u4f5c\u4e3a\uff01\u63ed\u79d8\u975e\u5bf9\u79f0 LoRA \u67b6\u6784\u7684\u9ad8\u6548\u6027\u80fd"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-20\" target=\"_blank\">NeurIPS 2024 Oral | \u5c0f\u53c2\u6570\uff0c\u5927\u4f5c\u4e3a\uff01\u63ed\u79d8\u975e\u5bf9\u79f0 LoRA \u67b6\u6784\u7684\u9ad8\u6548\u6027\u80fd<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-410a387a020ac0916fe9ea8f713c6735.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-410a387a020ac0916fe9ea8f713c6735.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u8fd9\u7bc7\u8bba\u6587\u521a\u521a\u4e2d\u7a3f NeurIPS Oral\uff0864\/15671 =0.4%\uff09\uff0c\u4f5c\u8005\u5206\u522b\u6765\u81ea\u6fb3\u95e8\u5927\u5b66\u3001\u5fb7\u514b\u8428\u65af\u5927\u5b66\u5965\u65af\u6c40\u5206\u6821\u4ee5\u53ca\u5251\u6865\u5927\u5b66\u3002\u5176\u4e2d\uff0c\u7b2c\u4e00\u4f5c\u8005\u7530\u6625\u9716\u662f\u6fb3\u95e8\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u7684\u4e09\u5e74\u7ea7\u535a\u58eb\u751f\uff0c\u7814\u7a76\u65b9\u5411\u6d89\u53ca MLSys \u548c\u9ad8\u6548\u5927\u8bed\u8a00\u6a21\u578b\u3002\u5e08\u4ece\u6817\u529b\u3001\u987b\u6210\u5fe0\u6559\u6388\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u867d\u7136\u5728\u9002\u5e94\u65b0\u4efb\u52a1\u65b9\u9762\u53d6\u5f97\u4e86\u957f\u8db3\u8fdb\u6b65\uff0c\u4f46\u5b83\u4eec\u4ecd\u9762\u4e34\u7740\u5de8\u5927\u7684\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\uff0c\u5c24\u5176\u5728\u590d\u6742\u9886\u57df\u7684\u8868\u73b0\u5f80\u5f80\u4e0d\u5c3d\u5982\u4eba\u610f\u3002\u4e3a\u4e86\u7f13\u89e3\u8fd9\u4e00\u95ee\u9898\uff0c\u4e1a\u754c\u63d0\u51fa\u4e86\u591a\u79cd\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u65b9\u6cd5\uff0c\u4f8b\u5982 LoRA\u3002\u7136\u800c\uff0cLoRA \u5728\u9762\u5bf9\u590d\u6742\u6570\u636e\u96c6\u65f6\uff0c\u603b\u662f\u96be\u4ee5\u4e0e\u5168\u53c2\u6570\u5fae\u8c03\u7684\u8868\u73b0\u76f8\u5ab2\u7f8e\uff0c\u5c24\u5176\u5f53\u4efb\u52a1\u4e4b\u95f4\u5145\u6ee1\u591a\u6837\u6027\u65f6\uff0c\u6548\u679c\u66f4\u662f\u5927\u6253\u6298\u6263\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u7a81\u7834\u8fd9\u4e00\u74f6\u9888\uff0c\u6765\u81ea\u6fb3\u95e8\u5927\u5b66\u3001\u5fb7\u514b\u8428\u65af\u5927\u5b66\u5965\u65af\u6c40\u5206\u6821\u4ee5\u53ca\u5251\u6865\u5927\u5b66\u7684\u7814\u7a76\u8005\u8054\u5408\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u975e\u5bf9\u79f0 LoRA \u67b6\u6784 \u2014\u2014 HydraLoRA\u3002\u4e0e\u4f20\u7edf LoRA \u9700\u8981\u5bf9\u6240\u6709\u4efb\u52a1\u4f7f\u7528\u76f8\u540c\u7684\u53c2\u6570\u7ed3\u6784\u4e0d\u540c\uff0cHydraLoRA \u5f15\u5165\u4e86\u5171\u4eab\u7684 A \u77e9\u9635\u548c\u591a\u4e2a\u72ec\u7acb\u7684 B \u77e9\u9635\uff0c\u5206\u522b\u5904\u7406\u4e0d\u540c\u7684\u4efb\u52a1\uff0c\u4ece\u800c\u907f\u514d\u4efb\u52a1\u95f4\u7684\u5e72\u6270\u3002\u4e5d\u5934\u86c7\uff08Hydra\uff09\u7684\u6bcf\u4e2a\u5934\u5c31\u50cf LoRA \u4e2d\u7684 B \u77e9\u9635\u4e00\u6837\uff0c\u4e13\u6ce8\u4e8e\u5404\u81ea\u7684\u7279\u5b9a\u4efb\u52a1\uff0c\u800c\u5171\u4eab\u7684 A \u77e9\u9635\u5219\u50cf\u4e5d\u5934\u86c7\u7684\u8eab\u4f53\uff0c\u7edf\u4e00\u7ba1\u7406\u548c\u534f\u8c03\uff0c\u786e\u4fdd\u9ad8\u6548\u548c\u4e00\u81f4\u6027\u3002\u65e0\u9700\u989d\u5916\u5de5\u5177\u6216\u4eba\u4e3a\u5e72\u9884\uff0cHydraLoRA \u80fd\u591f\u81ea\u4e3b\u8bc6\u522b\u6570\u636e\u4e2d\u7684\u9690\u542b\u7279\u6027\uff0c\u6781\u5927\u63d0\u5347\u4e86\u4efb\u52a1\u9002\u5e94\u6027\u4e0e\u6027\u80fd\u8868\u73b0\u3002\u501f\u52a9\u8fd9\u79cd\u591a\u5934\u7075\u6d3b\u5e94\u5bf9\u7684\u673a\u5236\uff0cHydraLoRA \u5b9e\u73b0\u4e86\u53c2\u6570\u6548\u7387\u4e0e\u6a21\u578b\u6027\u80fd\u7684\u53cc\u91cd\u7a81\u7834\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fca5ae839a45e98817fc0bc572e48e04.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-fca5ae839a45e98817fc0bc572e48e04.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aHydraLoRA: An Asymmetric LoRA Architecture for Efficient Fine-Tuning<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2404.19245<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/Clin0212\/HydraLoRA<\/p>\n<\/li>\n<\/ul>\n<section>\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aHydraLoRA \u5f15\u5165\u4e86\u4e00\u79cd\u975e\u5bf9\u79f0\u7684\u53c2\u6570\u5fae\u8c03\u67b6\u6784\uff0c\u80fd\u591f\u6709\u6548\u8bc6\u522b\u5e76\u9002\u5e94\u6570\u636e\u4e2d\u7684 \u201c\u5185\u5728\u7ec4\u4ef6\u201d\u2014\u2014 \u5373\u5b50\u9886\u57df\u6216\u4e0d\u540c\u4efb\u52a1\uff0c\u8fd9\u4e9b\u7ec4\u4ef6\u53ef\u80fd\u96be\u4ee5\u88ab\u9886\u57df\u4e13\u5bb6\u660e\u786e\u754c\u5b9a\u3002\u5176\u6838\u5fc3\u601d\u60f3\u662f\u901a\u8fc7\u5171\u4eab\u7684 A \u77e9\u9635\u548c\u72ec\u7acb\u7684 B \u77e9\u9635\uff0c\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u4efb\u52a1\u95f4\u7684\u76f8\u4e92\u5e72\u6270\uff0c\u5bf9\u6bcf\u4e2a\u5185\u5728\u7ec4\u4ef6\u8fdb\u884c\u4f18\u5316\u8c03\u6574\u3002HydraLoRA \u81ea\u4e3b\u5206\u914d\u4e0d\u540c\u7684 B \u77e9\u9635\u6765\u6355\u6349\u7279\u5b9a\u4efb\u52a1\u7684\u7279\u6027\uff0c\u800c\u5171\u4eab\u7684 A \u77e9\u9635\u8d1f\u8d23\u5168\u5c40\u4fe1\u606f\u7684\u6574\u5408\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u53c2\u6570\u5229\u7528\u548c\u6027\u80fd\u63d0\u5347\u3002\u5728\u590d\u6742\u7684\u591a\u4efb\u52a1\u73af\u5883\u4e2d\uff0cHydraLoRA \u5c55\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u9002\u5e94\u6027\uff0c\u80fd\u591f\u7075\u6d3b\u5904\u7406\u5404\u4e2a\u5185\u5728\u7ec4\u4ef6\uff0c\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\uff0c\u540c\u65f6\u4f18\u5316\u4e86\u8d44\u6e90\u6d88\u8017\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e38d65896cb565da5fd8692e95812af7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-e38d65896cb565da5fd8692e95812af7.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 HydraLoRA \u4e2d LoRA \u67b6\u6784\u53d8\u5316\u793a\u610f\u56fe<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u7814\u7a76\u52a8\u673a\u4e0e\u89c2\u5bdf<\/strong><\/section>\n<section><\/section>\n<section>LoRA \u7684\u73b0\u5b9e\u56f0\u5883\uff1a\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u6280\u672f\u4e0e\u5168\u53c2\u6570\u5fae\u8c03\uff08FFT\uff09\u4e4b\u95f4\u5b58\u5728\u663e\u8457\u7684\u6027\u80fd\u5dee\u8ddd\uff0c\u5c24\u5176\u5728\u5904\u7406\u66f4\u591a\u6837\u5316\u6216\u5f02\u8d28\u7684\u8bad\u7ec3\u8bed\u6599\u5e93\u65f6\uff0c\u8fd9\u4e00\u5dee\u8ddd\u4f1a\u8fdb\u4e00\u6b65\u6269\u5927\u3002\u8bed\u6599\u5e93\u7684\u5f02\u8d28\u6027\u610f\u5473\u7740\u6570\u636e\u96c6\u7684\u591a\u6837\u6027\uff0c\u7531\u4e8e\u5185\u5bb9\u548c\u98ce\u683c\u5404\u5f02\uff0c\u5f80\u5f80\u4f1a\u5f15\u5165\u5e72\u6270\u3002PEFT \u65b9\u6cd5\u5bf9\u6b64\u5c24\u4e3a\u654f\u611f\uff0c\u5728\u5f02\u6784\u60c5\u51b5\u4e0b\u6027\u80fd\u635f\u5931\u66f4\u4e3a\u4e25\u91cd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b157c00e7ebec3b87c65808f23842c90.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b157c00e7ebec3b87c65808f23842c90.png\"><\/a><\/section>\n<section>LoRA \u7684\u5206\u6790\u89c2\u5bdf 1\uff1a\u5728\u53c2\u6570\u6570\u91cf\u76f8\u540c\u7684\u60c5\u51b5\u4e0b\uff0c\u4e0e\u5176\u5bf9\u6574\u4e2a\u57df\u6570\u636e\u96c6\u4f7f\u7528\u5355\u4e2a LoRA\uff0c\u4e0d\u5982\u90e8\u7f72\u591a\u4e2a\u8f83\u5c0f\u7684 LoRA \u6a21\u5757\uff0c\u6bcf\u4e2a\u6a21\u5757\u4e13\u6ce8\u4e8e\u7279\u5b9a\u7684\u4e0b\u6e38\u4efb\u52a1\u3002\u5982\u4e0b\u8868\u6240\u793a\uff0c\u5bf9\u4e8e LoRA (Split)\uff0c\u8be5\u7814\u7a76\u5c06\u9ad8\u79e9\u7684 LoRA \u6a21\u5757\u5206\u89e3\u4e3a\u591a\u4e2a\u8f83\u5c0f\u4e14\u7b49\u6548\u7684\u4f4e\u79e9\u7ec4\u4ef6\uff08r\u00d7n\uff09\uff0c\u5176\u4e2d n \u8868\u793a LoRA \u7684\u6570\u91cf\uff0cr \u4ee3\u8868\u6bcf\u4e2a LoRA \u7684\u79e9\u3002\u8fd9\u8868\u660e\u4efb\u52a1\u4e4b\u95f4\u7684\u5e72\u6270\u53ef\u80fd\u5bf9\u8bad\u7ec3\u8fc7\u7a0b\u4ea7\u751f\u8d1f\u9762\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u7814\u7a76\u56e2\u961f\u8ba4\u4e3a\u8fd9\u79cd\u5e72\u6270\u5e76\u4e0d\u9650\u4e8e\u663e\u5f0f\u7684\u591a\u4efb\u52a1\u8bad\u7ec3\u573a\u666f\u3002\u5728\u4efb\u4f55\u8bad\u7ec3\u8bbe\u7f6e\u4e2d\uff0c\u8fd9\u79cd\u5e72\u6270\u90fd\u6709\u53ef\u80fd\u53d1\u751f\uff0c\u56e0\u4e3a\u6240\u6709\u6570\u636e\u96c6\u672c\u8d28\u4e0a\u90fd\u5305\u542b\u591a\u4e2a\u9690\u542b\u7684\u5185\u5728\u7ec4\u4ef6\uff0c\u4f8b\u5982\u5b50\u9886\u57df\u6216\u57df\u5185\u7684\u4efb\u52a1\uff0c\u8fd9\u4e9b\u7ec4\u4ef6\u751a\u81f3\u8fde\u9886\u57df\u4e13\u5bb6\u4e5f\u672a\u5fc5\u80fd\u591f\u660e\u786e\u533a\u5206\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7db36eb4ba8f27c430dfe9f97dac2833.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-7db36eb4ba8f27c430dfe9f97dac2833.png\"><\/a><\/section>\n<section>LoRA \u7684\u5206\u6790\u89c2\u5bdf 2\uff1a\u5f53\u591a\u4e2a LoRA \u6a21\u5757\u5728\u4e0d\u540c\u6570\u636e\u4e0a\u72ec\u7acb\u8bad\u7ec3\u65f6\uff0c\u4e0d\u540c\u5934\u7684\u77e9\u9635 A \u53c2\u6570\u8d8b\u4e8e\u4e00\u81f4\uff0c\u800c\u77e9\u9635 B \u7684\u53c2\u6570\u5219\u660e\u663e\u53ef\u533a\u5206\u3002\u4e0b\u56fe\u5c55\u793a\u4e86 LoRA \u6a21\u5757\u7684\u5206\u89e3\u5206\u6790\uff0c\u901a\u8fc7 t-SNE \u6bd4\u8f83\u3002\u5404\u4e2a\u5934\u90e8\u7684 A \u77e9\u9635\u53c2\u6570\u9ad8\u5ea6\u76f8\u4f3c\uff0c\u5bfc\u81f4\u5728\u56fe\u4e2d\u91cd\u53e0\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u4e0d\u540c\u5934\u90e8\u7684 B \u77e9\u9635\u53c2\u6570\u5219\u660e\u663e\u4e0d\u540c\uff0c\u6613\u4e8e\u533a\u5206\u3002\u7814\u7a76\u56e2\u961f\u8ba4\u4e3a\u8fd9\u79cd\u4e0d\u5bf9\u79f0\u73b0\u8c61\u4e3b\u8981\u6e90\u4e8e A \u77e9\u9635\u548c B \u77e9\u9635\u7684\u521d\u59cb\u5316\u65b9\u5f0f\u4e0d\u540c\u3002A \u77e9\u9635\u503e\u5411\u4e8e\u6355\u6349\u8de8\u9886\u57df\u7684\u5171\u6027\uff0c\u800c B \u77e9\u9635\u5219\u9002\u5e94\u9886\u57df\u7279\u5b9a\u7684\u5dee\u5f02\u3002A \u548c B \u77e9\u9635\u4e4b\u95f4\u7684\u533a\u522b\u4e3a\u63d0\u5347\u53c2\u6570\u6548\u7387\u548c\u6709\u6548\u6027\u63d0\u4f9b\u4e86\u91cd\u8981\u89c1\u89e3\u3002\u4ece\u6548\u7387\u89d2\u5ea6\u6765\u770b\uff0c\u8be5\u7814\u7a76\u5047\u8bbe A \u77e9\u9635\u7684\u53c2\u6570\u53ef\u4ee5\u5728\u591a\u4e2a\u5934\u90e8\u4e4b\u95f4\u5171\u4eab\uff0c\u4ece\u800c\u51cf\u5c11\u5197\u4f59\u3002\u5c31\u6709\u6548\u6027\u800c\u8a00\uff0c\u7531\u4e8e\u4e0d\u540c\u5934\u90e8\u7684 B \u77e9\u9635\u53c2\u6570\u5206\u6563\uff0c\u8bf4\u660e\u4f7f\u7528\u5355\u4e00\u5934\u90e8\u6765\u9002\u5e94\u591a\u4e2a\u9886\u57df\u7684\u6548\u679c\u53ef\u80fd\u4e0d\u5982\u4e3a\u6bcf\u4e2a\u9886\u57df\u4f7f\u7528\u72ec\u7acb\u5934\u90e8\u66f4\u4e3a\u6709\u6548\uff0c\u56e0\u4e3a\u8fd9\u80fd\u6700\u5927\u7a0b\u5ea6\u5730\u51cf\u5c11\u9886\u57df\u4e4b\u95f4\u7684\u5e72\u6270\u3002<\/section>\n<section><\/section>\n<section><strong>\u975e\u5bf9\u79f0\u7684\u67b6\u6784\uff1aHydraLoRA<\/strong><\/section>\n<section><\/section>\n<section><strong>\u5fae\u8c03\u9636\u6bb5<\/strong>\uff1aHydraLoRA \u65e0\u9700\u7279\u5b9a\u7684\u9886\u57df\u77e5\u8bc6\u5373\u53ef\u81ea\u9002\u5e94\u5730\u8bc6\u522b\u5e76\u521d\u59cb\u5316 N \u4e2a\u5185\u5728\u7ec4\u4ef6\u3002\u7136\u540e\uff0c\u5b83\u5229\u7528\u4e00\u4e2a\u53ef\u8bad\u7ec3\u7684 MoE\uff08Mixture of Experts\uff09\u8def\u7531\u5668\uff0c\u5c06\u6bcf\u4e2a\u5185\u5728\u7ec4\u4ef6\u89c6\u4e3a\u4e13\u5bb6\uff0c\u81ea\u52a8\u5c06\u8bad\u7ec3\u6837\u672c\u5212\u5206\u5230\u5bf9\u5e94\u7684\u7ec4\u4ef6\u8fdb\u884c\u5fae\u8c03\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b89b9f4ebfeeaa0f86063a4f83429943.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b89b9f4ebfeeaa0f86063a4f83429943.png\"><\/a><\/section>\n<section><strong>\u63a8\u7406\u9636\u6bb5<\/strong>\uff1aHydraLoRA \u901a\u8fc7\u8bad\u7ec3\u5b8c\u6210\u7684\u8def\u7531\u5668\uff0c\u7075\u6d3b\u4e14\u52a8\u6001\u5730\u5408\u5e76\u591a\u4e2a B \u77e9\u9635\uff0c\u4ee5\u6ee1\u8db3\u4e0d\u540c\u4efb\u52a1\u548c\u6570\u636e\u7684\u9700\u6c42\u3002\u8fd9\u6837\u7684\u8bbe\u8ba1\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u9ad8\u6548\u5730\u9002\u5e94\u591a\u6837\u5316\u7684\u5e94\u7528\u573a\u666f\uff0c\u63d0\u5347\u4e86\u6574\u4f53\u6027\u80fd\u548c\u8d44\u6e90\u5229\u7528\u6548\u7387\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0a3f19a49514a2993b0cbcd759ef37ec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0a3f19a49514a2993b0cbcd759ef37ec.png\"><\/a><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section><strong>1. \u6574\u4f53\u6027\u80fd<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u7814\u7a76\u4f7f\u7528 HydraLoRA \u5728\u5355\u4efb\u52a1\uff08\u901a\u7528\u3001\u533b\u5b66\u3001\u6cd5\u5f8b\u3001\u6570\u5b66\u548c\u4ee3\u7801\uff09\u548c\u591a\u4efb\u52a1\uff08Flanv2\uff09\u573a\u666f\u4e0b\u8fdb\u884c\u4e86\u5168\u9762\u9a8c\u8bc1\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u540c\u5fae\u8c03\u65b9\u6848\u5728\u5355\u4e00\u9886\u57df\u591a\u4e2a\u57fa\u51c6\u4e2d\u7684\u6027\u80fd\u6bd4\u8f83\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f055a3710512359ff43594f6751aaebb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f055a3710512359ff43594f6751aaebb.png\"><\/a><\/section>\n<section>\u5728 BBH \u57fa\u51c6\u4e0a\u8de8\u6df7\u5408\u4efb\u52a1\u57df\u7684\u4e0d\u540c\u5fae\u8c03\u65b9\u6848\u6027\u80fd\u6bd4\u8f83\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aefb3df30c0274a41d3092f98dda1a74.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aefb3df30c0274a41d3092f98dda1a74.png\"><\/a><\/section>\n<section>\u4ece\u4ee5\u4e0a\u4e24\u4e2a\u8868\u683c\u53ef\u4ee5\u5f97\u51fa\u4ee5\u4e0b\u7ed3\u8bba\uff1a<\/section>\n<ul>\n<li>\n<p>\u5353\u8d8a\u7684\u6027\u80fd\u8868\u73b0\uff1aHydraLoRA \u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4efb\u52a1\u4e2d\u5747\u4f18\u4e8e\u73b0\u6709\u7684 PEFT \u65b9\u6cd5\uff0c\u5c24\u5176\u5728\u5904\u7406\u591a\u4efb\u52a1\u548c\u590d\u6742\u9886\u57df\u65f6\u8868\u73b0\u7a81\u51fa\u3002\u5b83\u6709\u6548\u89e3\u51b3\u4e86\u4f20\u7edf LoRA \u5728\u5904\u7406\u5185\u5728\u7ec4\u4ef6\u51b2\u7a81\u65f6\u7684\u52a3\u52bf\uff0c\u5728\u4fdd\u6301\u53c2\u6570\u6548\u7387\u7684\u540c\u65f6\uff0c\u63d0\u4f9b\u4e86\u66f4\u5f3a\u5927\u7684\u4efb\u52a1\u5904\u7406\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u5185\u5728\u7ec4\u4ef6\u7684\u5206\u79bb\u80fd\u529b\uff1a\u901a\u8fc7\u5f15\u5165\u591a\u4e2a B \u77e9\u9635\uff0cHydraLoRA \u80fd\u591f\u6709\u6548\u533a\u5206\u6570\u636e\u4e2d\u7684\u5185\u5728\u7ec4\u4ef6\uff0c\u907f\u514d\u4e0d\u540c\u4efb\u52a1\u95f4\u7684\u5e72\u6270\u3002\u5171\u4eab\u7684 A \u77e9\u9635\u6355\u6349\u4efb\u52a1\u95f4\u7684\u5171\u6027\uff0c\u4e0d\u540c\u7684 B \u77e9\u9635\u5904\u7406\u4efb\u52a1\u7684\u591a\u6837\u6027\uff0c\u4ece\u800c\u5728\u591a\u6837\u5316\u4efb\u52a1\u4e2d\u5b9e\u73b0\u66f4\u4f73\u6027\u80fd\u3002\u663e\u8457\u63d0\u5347\u4e86\u53c2\u6570\u7684\u4f7f\u7528\u6548\u7387\u3002\u8fd9\u79cd\u67b6\u6784\u901a\u8fc7\u51cf\u5c11\u5197\u4f59\uff0c\u63d0\u5347\u4e86\u8ba1\u7b97\u548c\u5b58\u50a8\u6548\u7387\uff0c\u5c24\u5176\u5728\u5927\u6a21\u578b\u5fae\u8c03\u573a\u666f\u4e2d\u8868\u73b0\u7a81\u51fa\u3002<\/p>\n<\/li>\n<li>\n<p>\u53ef\u6269\u5c55\u6027\u4e0e\u7075\u6d3b\u6027\uff1aHydraLoRA \u901a\u8fc7 Mixture-of-Experts (MoE) \u8def\u7531\u5668\u52a8\u6001\u5408\u5e76\u591a\u4e2a B \u77e9\u9635\uff0c\u4e0d\u4ec5\u63d0\u9ad8\u4e86\u4efb\u52a1\u9002\u5e94\u6027\uff0c\u8fd8\u80fd\u5728\u4e0d\u540c\u4efb\u52a1\u95f4\u81ea\u5982\u5207\u6362\u3002\u8be5\u67b6\u6784\u4f7f\u6a21\u578b\u5728\u63a8\u7406\u9636\u6bb5\u7075\u6d3b\u5e94\u5bf9\u4e0d\u540c\u4efb\u52a1\u9700\u6c42\uff0c\u5728\u590d\u6742\u591a\u4efb\u52a1\u9886\u57df\u4e2d\u5c55\u793a\u4e86\u51fa\u8272\u7684\u6269\u5c55\u80fd\u529b\u3002<\/p>\n<\/li>\n<\/ul>\n<section><strong>2. \u80fd\u8017\u548c\u541e\u5410\u91cf\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>HydraLoRA \u7684 \u201cHydra\u201d \u7ed3\u6784\u5982\u4f55\u63d0\u9ad8\u7cfb\u7edf\u6548\u7387\uff0c\u964d\u4f4e\u8bad\u7ec3\u80fd\u8017\u548c\u5ef6\u8fdf\uff1f\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u8be5\u7814\u7a76\u4ece\u8bad\u7ec3\u80fd\u8017\u548c\u5ef6\u8fdf\u4e24\u4e2a\u65b9\u9762\u8bc4\u4f30\u4e86 HydraLoRA \u7684\u7cfb\u7edf\u6548\u7387\u3002\u7ed3\u679c\u663e\u793a\uff0cHydraLoRA \u5728\u7cfb\u7edf\u6548\u7387\u4e0a\u5177\u6709\u663e\u8457\u4f18\u52bf\u3002\u9996\u5148\uff0cHydraLoRA \u901a\u8fc7\u975e\u5bf9\u79f0\u7ed3\u6784\u4f18\u5316\u4e86\u80fd\u8017\u548c\u5ef6\u8fdf\uff0c\u51cf\u5c11\u4e86\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u80fd\u6e90\u6d88\u8017\u548c\u65f6\u95f4\u5ef6\u8fdf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cf271d12a369b3d21c1085812e713fbf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-cf271d12a369b3d21c1085812e713fbf.png\"><\/a><\/section>\n<section><strong>\u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>1. \u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u67b6\u6784\uff0cHydraLoRA\uff0c\u901a\u8fc7\u5171\u4eab A \u77e9\u9635\u548c\u591a\u4e2a\u72ec\u7acb\u7684 B \u77e9\u9635\uff0c\u51cf\u5c11\u4efb\u52a1\u95f4\u7684\u5e72\u6270\u5e76\u63d0\u9ad8\u6027\u80fd\uff1b<\/section>\n<section>2. \u672c\u6587\u6311\u6218\u4e86\u5355\u4e00 LoRA \u7ed3\u6784\u7684\u5c40\u9650\u6027\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u901a\u8fc7\u5206\u79bb\u5185\u5728\u7ec4\u4ef6\u6765\u4f18\u5316\u5fae\u8c03\u8fc7\u7a0b\u7684\u6846\u67b6\uff0c\u80fd\u591f\u81ea\u52a8\u8bc6\u522b\u6570\u636e\u4e2d\u7684\u4e0d\u540c\u5b50\u4efb\u52a1\u6216\u5b50\u9886\u57df\uff0c\u8fdb\u4e00\u6b65\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u9002\u5e94\u6027\uff1b<\/section>\n<section>3. \u65e0\u8bba\u662f\u5904\u7406\u5355\u4efb\u52a1\u8fd8\u662f\u591a\u4efb\u52a1\uff0cHydraLoRA \u90fd\u5728\u4e0d\u540c\u7684\u9886\u57df\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u540c\u65f6\u663e\u8457\u51cf\u5c11\u4e86\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u8d44\u6e90\u7684\u6d88\u8017\u3002\u66f4\u4ee4\u4eba\u632f\u594b\u7684\u662f\uff0cHydraLoRA \u7684\u975e\u5bf9\u79f0\u67b6\u6784\u6446\u8131\u4e86\u624b\u52a8\u5e72\u9884\u7684\u9700\u6c42\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u7684\u65b9\u5f0f\u4f18\u5316\u4e86\u4efb\u52a1\u95f4\u7684\u5b66\u4e60\u8fc7\u7a0b\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-20\" target=\"_blank\">NeurIPS 2024 Oral | \u5c0f\u53c2\u6570\uff0c\u5927\u4f5c\u4e3a\uff01\u63ed\u79d8\u975e\u5bf9\u79f0 LoRA \u67b6\u6784\u7684\u9ad8\u6548\u6027\u80fd<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:NeurIPS 202 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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