{"id":35754,"date":"2024-12-31T03:00:16","date_gmt":"2024-12-30T19:00:16","guid":{"rendered":"https:\/\/17aitech.com\/?p=35754"},"modified":"2024-12-31T03:00:16","modified_gmt":"2024-12-30T19:00:16","slug":"%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%9a%84%e8%a7%84%e6%a8%a1%e5%8c%96%e8%81%94%e9%82%a6%e5%85%a8%e5%8f%82%e6%95%b0%e8%b0%83%e4%bc%98","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35754","title":{"rendered":"\u5927\u8bed\u8a00\u6a21\u578b\u7684\u89c4\u6a21\u5316\u8054\u90a6\u5168\u53c2\u6570\u8c03\u4f18"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-23\" target=\"_blank\">\u5927\u8bed\u8a00\u6a21\u578b\u7684\u89c4\u6a21\u5316\u8054\u90a6\u5168\u53c2\u6570\u8c03\u4f18<\/a><\/p>\n<p>\u5149\u660e\u5b9e\u9a8c\u5ba4\u57fa\u7840\u667a\u80fd\u7814\u7a76\u56e2\u961f\u643a\u624b\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u6700\u65b0\u7a81\u7834\u2014\u2014<strong>\u5927<\/strong><strong>\u8bed\u8a00\u6a21\u578b\u7684<\/strong><strong>\u89c4\u6a21\u5316<\/strong><strong>\u8054\u90a6\u5168\u53c2\u6570\u8c03\u4f18<\/strong>\uff0c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b(LLMs)\u7684\u8054\u90a6\u5b66\u4e60\u5f00\u8f9f\u4e86\u5168\u65b0\u7bc7\u7ae0\uff01\u5176\u4e2d\u5171\u4e00\u7b2c\u4e00\u4f5c\u8005\u662f\u5149\u660e\u5b9e\u9a8c\u5ba4\u57fa\u7840\u667a\u80fd\u7814\u7a76\u56e2\u961f\u8d1f\u8d23\u4eba\uff0c\u5171\u4e00\u7b2c\u4e8c\u4f5c\u8005\u662f\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u535a\u58eb\u751f\uff0c\u5747\u5e08\u4ece\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u7684Bryan Low\u6559\u6388\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a1557ec91020113f70b02768696e10d4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a1557ec91020113f70b02768696e10d4.png\"><\/a><\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/arxiv.org\/abs\/2409.06277\"><u>https:\/\/arxiv.org\/abs\/2409.06277<\/u><\/a>, <a href=\"https:\/\/huggingface.co\/papers\/2409.06277\"><u>https:\/\/huggingface.co\/papers\/2409.06277<\/u><\/a><\/p>\n<p>\u4ee3\u7801\u94fe\u63a5\uff1a<a href=\"https:\/\/github.com\/allen4747\/Ferret\"><u>https:\/\/github.com\/allen4747\/Ferret<\/u><\/a><\/p>\n<p><strong>\u6458\u8981<\/strong><\/p>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5df2\u5728\u4f17\u591a\u5b9e\u9645\u5e94\u7528\u4e2d\u53d8\u5f97\u4e0d\u53ef\u6216\u7f3a\u3002\u7136\u800c\uff0c\u5728\u89c4\u6a21\u5316\u73af\u5883\u4e0b\u5bf9\u8fd9\u4e9b\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u5c24\u5176\u662f\u5728\u6570\u636e\u9690\u79c1\u548c\u901a\u4fe1\u6548\u7387\u81f3\u5173\u91cd\u8981\u7684\u8054\u90a6\u8bbe\u7f6e\u4e2d\uff0c\u4ecd\u9762\u4e34\u7740\u91cd\u5927\u6311\u6218\u3002\u73b0\u6709\u65b9\u6cd5\u901a\u5e38\u91c7\u7528\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u6765\u51cf\u8f7b\u901a\u4fe1\u5f00\u9500\uff0c\u4f46\u8fd9\u901a\u5e38\u4ee5\u727a\u7272\u6a21\u578b\u6027\u80fd\u4e3a\u4ee3\u4ef7\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e9b\u9650\u5236\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u7684\u89c4\u6a21\u5316\u8054\u90a6\u5168\u53c2\u6570\u8c03\u4f18\u65b9\u6cd5\uff08Ferret\uff09\uff0c\u8fd9\u662f\u9996\u4e2a\u4f7f\u7528\u5171\u4eab\u968f\u673a\u6027\u7684\u4e00\u9636\u65b9\u6cd5\uff0c\u80fd\u591f\u5728\u5206\u6563\u6570\u636e\u6e90\u4e4b\u95f4\u5b9e\u73b0LLMs\u7684\u53ef\u6269\u5c55\u5168\u53c2\u6570\u8c03\u4f18\uff0c\u540c\u65f6\u4fdd\u6301\u6709\u7ade\u4e89\u529b\u7684\u6a21\u578b\u6027\u80fd\u3002Ferret\u901a\u8fc7\u4e09\u4e2a\u65b9\u9762\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff1a\uff081\uff09\u91c7\u7528\u5e7f\u6cdb\u5e94\u7528\u7684\u4e00\u9636\u65b9\u6cd5\u8fdb\u884c\u9ad8\u6548\u7684\u672c\u5730\u66f4\u65b0\uff1b\uff082\uff09\u5c06\u8fd9\u4e9b\u66f4\u65b0\u6295\u5f71\u5230\u4f4e\u7ef4\u7a7a\u95f4\uff0c\u5927\u5e45\u51cf\u5c11\u901a\u4fe1\u5f00\u9500\uff1b\uff083\uff09\u5229\u7528\u5171\u4eab\u968f\u673a\u6027\u4ece\u8fd9\u4e2a\u4f4e\u7ef4\u7a7a\u95f4\u91cd\u6784\u672c\u5730\u66f4\u65b0\uff0c\u4ee5\u4fc3\u8fdb\u6709\u6548\u7684\u5168\u53c2\u6570\u5168\u5c40\u805a\u5408\uff0c\u786e\u4fdd\u5feb\u901f\u6536\u655b\u548c\u5177\u6709\u7ade\u4e89\u529b\u7684\u6700\u7ec8\u6027\u80fd\u3002\u6211\u4eec\u4e25\u8c28\u7684\u7406\u8bba\u5206\u6790\u548c\u89c1\u89e3\uff0c\u4ee5\u53ca\u5e7f\u6cdb\u7684\u5b9e\u9a8c\u8868\u660e\uff0cFerret\u663e\u8457\u63d0\u9ad8\u4e86\u73b0\u6709\u8054\u90a6\u5168\u53c2\u6570\u8c03\u4f18\u65b9\u6cd5\u7684\u53ef\u6269\u5c55\u6027\uff0c\u5b9e\u73b0\u4e86\u9ad8\u8ba1\u7b97\u6548\u7387\u3001\u51cf\u5c11\u7684\u901a\u4fe1\u5f00\u9500\u548c\u5feb\u901f\u6536\u655b\uff0c\u540c\u65f6\u4fdd\u6301\u4e86\u6709\u7ade\u4e89\u529b\u7684\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<p><strong>\u6982\u89c8<\/strong><\/p>\n<p>\u8fd1\u6765\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5df2\u6210\u4e3a\u4f17\u591a\u5b9e\u9645\u5e94\u7528\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u5177\uff0c\u4ece\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u5982\u7ffb\u8bd1\u548c\u6458\u8981\uff0c\u5230\u66f4\u590d\u6742\u7684\u4efb\u52a1\u5982\u4ee3\u7801\u751f\u6210\u548c\u51b3\u7b56\u7cfb\u7edf\u3002LLMs\u7684\u5de8\u5927\u89c4\u6a21\u548c\u591a\u529f\u80fd\u6027\u4f7f\u5176\u5728\u5b9e\u8df5\u4e2d\u6781\u5177\u4ef7\u503c\uff0c\u4f46\u540c\u65f6\u4e5f\u5e26\u6765\u4e86\u91cd\u5927\u6311\u6218\uff0c\u7279\u522b\u662f\u5728\u8054\u90a6\u73af\u5883\u4e2d\u8fdb\u884c\u5fae\u8c03\u65f6\u3002\u8054\u90a6\u5b66\u4e60\uff08FL\uff09\u63d0\u4f9b\u4e86\u4e00\u79cd\u53bb\u4e2d\u5fc3\u5316\u7684\u65b9\u6cd5\u6765\u5fae\u8c03LLMs\uff0c\u540c\u65f6\u5c06\u6570\u636e\u4fdd\u7559\u5728\u672c\u5730\u5ba2\u6237\u7aef\u4ee5\u786e\u4fdd\u9690\u79c1\u3002\u7136\u800c\uff0c\u867d\u7136\u8fd9\u79cd\u65b9\u6cd5\u6709\u6548\u5730\u89e3\u51b3\u4e86\u9690\u79c1\u95ee\u9898\uff0c\u4f46\u5f53LLMs\u7684\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u8fbe\u5230\u6570\u5341\u4ebf\u65f6\uff0c\u4e5f\u4f1a\u5bfc\u81f4<strong>\u4ee4\u4eba\u671b\u800c\u5374\u6b65\u7684\u901a\u4fe1\u5f00\u9500<\/strong>\u3002<\/p>\n<p>\u51cf\u8f7bLLMs\u8054\u90a6\u8c03\u4f18\u4e2d\u5de8\u5927\u901a\u4fe1\u6210\u672c\u7684\u4e00\u4e2a\u76f4\u63a5\u7b56\u7565\u662f\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u3002PEFT\u65b9\u6cd5\u4e13\u6ce8\u4e8e\u53ea\u5fae\u8c03\u4e00\u90e8\u5206\u6a21\u578b\u53c2\u6570\uff0c\u8fd9\u80fd\u663e\u8457\u51cf\u5c11\u5ba2\u6237\u7aef\u548c\u4e2d\u592e\u670d\u52a1\u5668\u4e4b\u95f4\u7684\u901a\u4fe1\u5f00\u9500\u3002\u5c3d\u7ba1\u5728\u51cf\u5c11\u5e26\u5bbd\u4f7f\u7528\u65b9\u9762\u5f88\u6709\u6548\uff0c\u4f46\u8fd9\u7c7b\u65b9\u6cd5\u901a\u5e38\u4f1a\u5f71\u54cd<strong>\u6a21\u578b\u6027\u80fd<\/strong>\uff0c\u56e0\u4e3a\u5fae\u8c03\u4e00\u90e8\u5206\u6a21\u578b\u53c2\u6570\u53ef\u80fd\u65e0\u6cd5\u5145\u5206\u6355\u6349\u672c\u5730\u6570\u636e\u5206\u5e03\u7684\u7ec6\u5fae\u5dee\u522b\u3002\u56e0\u6b64\uff0c\u6700\u8fd1\u7684\u5de5\u4f5c\uff0c\u5982FedKSeed\uff0c\u81f4\u529b\u4e8e\u5728LLMs\u7684\u8054\u90a6\u5168\u53c2\u6570\u8c03\u4f18\u4e2d\u4f7f\u7528\u96f6\u9636\u4f18\u5316\uff08ZOO\uff09\uff0c\u65e8\u5728\u901a\u8fc7\u6bcf\u8f6e\u4ec5\u5728\u5ba2\u6237\u7aef\u548c\u4e2d\u592e\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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a81621ce7ea51be62cef0d9e84e1c3c7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-a81621ce7ea51be62cef0d9e84e1c3c7.png\"><\/a><\/p>\n<p>\u56fe1 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href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ff451df8e71f613901b26cb9a3434ece.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ff451df8e71f613901b26cb9a3434ece.png\"><\/a><\/p>\n<p>\u88682\u8be6\u7ec6\u6bd4\u8f83\u4e86\u4e0d\u540c\u8054\u90a6\u5168\u53c2\u6570\u8c03\u4f18\u7b97\u6cd5\u5728LLaMA-3B\u6a21\u578b\u4e0a\u7684\u8ba1\u7b97\u6210\u672c\u548c\u901a\u4fe1\u5f00\u9500\u3002\u603b\u4f53\u800c\u8a00\uff0cFerret\u7b97\u6cd5\u5728\u591a\u4e2a\u65b9\u9762\u5c55\u73b0\u51fa\u4e86\u663e\u8457\u7684\u6027\u80fd\u4f18\u52bf\u3002\u5728\u8ba1\u7b97\u6210\u672c\u65b9\u9762\uff0cFerret\u7684\u672c\u5730\u66f4\u65b0\u65f6\u95f4\uff085.6\u79d2\uff09\u6bd4FedKSeed<strong>\u5feb4.4\u500d<\/strong>\uff0c\u5168\u5c40\u805a\u5408\u65f6\u95f4\uff0849.1\u79d2\uff09\u6bd4FedKSeed<strong>\u5feb<\/strong><strong>14.7<\/strong><strong>\u500d<\/strong>\uff0c\u603b\u4f53\u8ba1\u7b97\u65f6\u95f4\uff086.6\u00d710\u00b2\u79d2\uff09\u6bd4FedKSeed<strong>\u5feb45.5\u500d<\/strong>\u3002\u5728\u901a\u4fe1\u6210\u672c\u65b9\u9762\uff0cFerret\u6bcf\u8f6e\u7684\u901a\u4fe1\u91cf\uff087.8\u00d710\u00b3\u53c2\u6570\uff09\u4ee5\u53ca\u603b\u4f53\u901a\u4fe1\u91cf\uff089.4\u00d710\u2074\u53c2\u6570\uff09\u5747\u6bd4\u6bd4FedAvg<strong>\u5c1110\u2076\u500d<\/strong>\u3002\u8fd9\u4e9b\u6570\u636e\u6e05\u6670\u5730\u8868\u660e\uff0cFerret\u5728\u8ba1\u7b97\u6548\u7387\u548c\u901a\u4fe1\u6548\u7387\u4e0a\u90fd\u5b9e\u73b0\u4e86\u663e\u8457\u7684\u6539\u8fdb\uff0c\u7279\u522b\u662f\u76f8\u6bd4\u4e8eFedKSeed\u5728\u8ba1\u7b97\u6210\u672c\u4e0a\u7684\u4f18\u52bf\uff0c\u4ee5\u53ca\u76f8\u6bd4\u4e8eFedAvg\u5728\u901a\u4fe1\u6210\u672c\u4e0a\u7684\u5de8\u5927\u8282\u7701\u3002\u8fd9\u79cd\u5168\u9762\u7684\u6027\u80fd\u63d0\u5347\u4f7fFerret\u6210\u4e3a\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u8054\u90a6\u5b66\u4e60\u4e2d\u4e00\u4e2a\u975e\u5e38\u6709\u7ade\u4e89\u529b\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u80fd\u591f\u6709\u6548\u5730\u5e73\u8861\u8ba1\u7b97\u8d44\u6e90\u5229\u7528\u548c\u7f51\u7edc\u5e26\u5bbd\u6d88\u8017\uff0c\u4e3a\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8c03\u4f18\u63d0\u4f9b\u4e86\u66f4\u9ad8\u6548\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u88682 \u8054\u90a6\u5168\u53c2\u6570\u8c03\u4f18\u7b97\u6cd5\u8ba1\u7b97\u6210\u672c\u548c\u901a\u4fe1\u5f00\u9500\u7684\u5b9e\u9645\u6bd4\u8f83<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-97366f254040531a041ca6f91ace79b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-97366f254040531a041ca6f91ace79b9.png\"><\/a><\/p>\n<p>\u56fe2\u5c55\u793a\u4e86\u5728Natural Instructions\u4efb\u52a1\u4e0a\uff0cFerret\u4e0eFedKSeed\u4e24\u79cd\u7b97\u6cd5\u5728DataJuicer-1.3B\u548cLLaMA-3B\u6a21\u578b\u4e0a\u6240\u9700\u7684\u901a\u4fe1\u8f6e\u6570\u5bf9\u6bd4\u3002\u4ece\u56fe\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0cFerret\uff08\u84dd\u8272\u5b9e\u7ebf\uff09\u5c55\u73b0\u4e86\u663e\u8457\u7684\u6536\u655b\u901f\u5ea6\uff0c\u4ec5\u9700\u5927\u7ea62\u8f6e\u901a\u4fe1\u5373\u53ef\u8fbe\u5230\u8f83\u4f4e\u7684\u6d4b\u8bd5\u635f\u5931\uff0c\u800cFedKSeed\uff08\u6a59\u8272\u865a\u7ebf\uff09\u5219\u9700\u8981\u8d85\u8fc712\u8f6e\u624d\u80fd\u63a5\u8fd1\u76f8\u4f3c\u7684\u6536\u655b\u6548\u679c\u3002\u653e\u5927\u7684\u533a\u57df\u8fdb\u4e00\u6b65\u5c55\u793a\u4e86FedKSeed\u5728\u6536\u655b\u901f\u5ea6\u4e0a\u7684\u52a3\u52bf\u3002\u8fd9\u8868\u660eFerret\u5728\u901a\u4fe1\u8f6e\u6570\u590d\u6742\u5ea6\u4e0a\u5b9e\u73b0\u4e86<strong>\u63a5\u8fd120\u500d\u7684\u52a0\u901f<\/strong>\uff0c\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u901a\u4fe1\u6548\u7387\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ba91de9649e2c3cb0265661585806eee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-ba91de9649e2c3cb0265661585806eee.png\"><\/a><\/p>\n<p>\u56fe2\u00a0Ferret\u4e0eFedKSeed\u6240\u9700\u901a\u4fe1\u8f6e\u6570\u7684\u6bd4\u8f83<\/p>\n<p>\u6700\u540e\uff0c\u88683\u6bd4\u8f83\u4e86Ferret\u4e0e\u5176\u4ed6\u8054\u90a6\u5168\u53c2\u6570\u8c03\u4f18\u7b97\u6cd5\u5728\u4e24\u4e2a\u4efb\u52a1\uff08Natural Instructions\u548cDolly-15K\uff09\u548c\u4e24\u4e2a\u6a21\u578b\uff08DataJuicer-1.3B\u548cLLaMA-3B\uff09\u4e0a\u7684Rouge-L\u8bc4\u5206\u8868\u73b0\u3002Ferret\u7b97\u6cd5\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u5c55\u73b0\u51fa\u4e86\u4f18\u79c0\u7684\u6027\u80fd\u3002\u5728Natural Instructions\u4efb\u52a1\u4e2d\uff0cFerret\u5728DataJuicer-1.3B\u6a21\u578b\u4e0a\u83b7\u5f97\u4e86\u6700\u9ad8\u5206\uff0824.99 \u00b1 0.99\uff09\uff0c\u5728LLaMA-3B\u6a21\u578b\u4e0a\u4e5f\u53d6\u5f97\u4e86\u5f88\u597d\u7684\u6210\u7ee9\uff0830.03 \u00b1 0.99\uff09\u3002\u5728Dolly-15K\u4efb\u52a1\u4e0a\uff0cFerret\u5728DataJuicer-1.3B\u6a21\u578b\u4e0a\u7684\u8868\u73b0\uff0830.63 \u00b1 0.84\uff09\u867d\u7136\u4e0d\u662f\u6700\u4f73\uff0c\u4f46\u4ecd\u7136\u4f18\u4e8e\u8bb8\u591a\u5176\u4ed6\u7b97\u6cd5\uff1b\u5728LLaMA-3B\u6a21\u578b\u4e0a\uff0cFerret\u83b7\u5f97\u4e8634.57 \u00b1 0.57\u7684\u5206\u6570\uff0c\u63a5\u8fd1\u6700\u9ad8\u5206\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cFerret\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u90fd\u8868\u73b0\u51fa\u8f83\u5c0f\u7684\u6807\u51c6\u5dee\uff0c\u8fd9\u8868\u660e\u5176\u7ed3\u679c\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u9760\u6027\u3002\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u4e9b\u7ed3\u679c\u8868\u660eFerret\u7b97\u6cd5\u5728\u4e0d\u540c\u4efb\u52a1\u548c\u6a21\u578b\u4e0a\u90fd\u80fd\u591f\u4fdd\u6301\u7ade\u4e89\u529b\uff0c\u5c55\u73b0\u51fa\u4e86<strong>\u826f\u597d\u7684\u6cdb\u5316<\/strong><strong>\u6027<\/strong><strong>\u548c\u7a33\u5b9a\u6027<\/strong>\u3002<\/p>\n<p>\u88683 \u8054\u90a6\u5168\u53c2\u6570\u8c03\u4f18\u7b97\u6cd5\u6a21\u578b\u6027\u80fd\u7684\u5b9e\u9645\u6bd4\u8f83<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-400c38f3501e4b29e10d784d16e5c1e3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/09\/frc-400c38f3501e4b29e10d784d16e5c1e3.png\"><\/a><\/p>\n<p><strong>\u603b\u7ed3<\/strong><\/p>\n<p>\u603b\u4e4b\uff0cFerret\u7b97\u6cd5\u4e3a\u8054\u90a6\u73af\u5883\u4e0b\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u63d0\u4f9b\u4e86\u4e00\u4e2a\u9ad8\u6548\u4e14\u53ef\u6269\u5c55\u7684\u5168\u53c2\u6570\u8c03\u4f18\u89e3\u51b3\u65b9\u6848\u3002\u901a\u8fc7\u5b9e\u73b0\u9ad8\u8ba1\u7b97\u6548\u7387\u3001\u5feb\u901f\u6536\u655b\u548c\u964d\u4f4e\u901a\u4fe1\u5f00\u9500\uff0cFerret\u514b\u670d\u4e86\u73b0\u6709\u65b9\u6cd5\u7684\u5c40\u9650\u6027\uff0c\u5728\u8fd9\u4e9b\u5173\u952e\u56e0\u7d20\u4e4b\u95f4\u8fbe\u5230\u4e86\u66f4\u597d\u7684\u5e73\u8861\u3002\u6b64\u5916\uff0c\u6211\u4eec\u7684\u4e25\u683c\u7406\u8bba\u5206\u6790\u548c\u5927\u91cf\u5b9e\u9a8c\u9a8c\u8bc1\u4e86Ferret\u4f5c\u4e3a\u4e00\u79cd\u7a33\u5065\u4e14\u53ef\u9760\u7684\u65b9\u6cd5\uff0c\u80fd\u591f\u5728\u5927\u89c4\u6a21\u8054\u90a6\u5b66\u4e60\u573a\u666f\u4e2d\u9ad8\u6548\u90e8\u7f72LLMs\u3002<\/p>\n<p><strong>\u53c2\u8003\u6587\u732e<\/strong><\/p>\n<p>[1] Zhen Qin, Daoyuan Chen, Bingchen Qian, Bolin Ding, Yaliang Li, and Shuiguang Deng.Federated full-parameter tuning of billion-sized language models with communication costunder 18 kilobytes. In Proc. ICML, 2024.<\/p>\n<p>[2] Wenzhi Fang, Ziyi Yu, Yuning Jiang, Yuanming Shi, Colin N. Jones, and Yong Zhou.Communication-efficient stochastic zeroth-order optimization for federated learning. IEEETrans. Signal Process., 70:5058\u20135073, 2022.<\/p>\n<p>[3] Brendan McMahan, Eider Moore, Daniel Ramage, Seth Hampson, and Blaise Ag\u00fcera y Arcas.Communication-efficient learning of deep networks from decentralized data. In Proc. AISTATS,2017.\u00a0<\/p>\n<p>[4] Yao Shu, Xiaoqiang Lin, Zhongxiang Dai, and Bryan Kian Hsiang Low. Heterogeneousfederated zeroth-order optimization using gradient surrogates. In ICML 2024 WorkshoponDifferentiable Almost Everything: Differentiable Relaxations, Algorithms, Operators, andSimulators, 2024.<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-09-23\" target=\"_blank\">\u5927\u8bed\u8a00\u6a21\u578b\u7684\u89c4\u6a21\u5316\u8054\u90a6\u5168\u53c2\u6570\u8c03\u4f18<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5927\u8bed\u8a00\u6a21\u578b\u7684\u89c4\u6a21\u5316\u8054\u90a6 [&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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[67],"class_list":["post-35754","post","type-post","status-publish","format-standard","hentry","category-news","tag-67"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - 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