{"id":38779,"date":"2025-02-23T00:00:54","date_gmt":"2025-02-22T16:00:54","guid":{"rendered":"https:\/\/17aitech.com\/?p=38779"},"modified":"2025-02-23T00:00:54","modified_gmt":"2025-02-22T16:00:54","slug":"%e4%b8%80%e6%ac%a1%e6%8e%a8%e7%90%86%e8%a7%a3%e5%86%b3%e5%a4%8d%e5%90%88%e9%97%ae%e9%a2%98%ef%bc%9a%e5%9f%ba%e4%ba%8emoe%e7%9a%84%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%9f%a5%e8%af%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38779","title":{"rendered":"\u4e00\u6b21\u63a8\u7406\u89e3\u51b3\u590d\u5408\u95ee\u9898\uff1a\u57fa\u4e8eMoE\u7684\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u6a21\u5757\u53ef\u6269\u5c55\u878d\u5408\u63a8\u7406\u67b6\u6784MeteoRA"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-22\" target=\"_blank\">\u4e00\u6b21\u63a8\u7406\u89e3\u51b3\u590d\u5408\u95ee\u9898\uff1a\u57fa\u4e8eMoE\u7684\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u6a21\u5757\u53ef\u6269\u5c55\u878d\u5408\u63a8\u7406\u67b6\u6784MeteoRA<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6f0051c4c98598f75caba1b4b0e7c658.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6f0051c4c98598f75caba1b4b0e7c658.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>\u672c\u6587\u6765\u81ea\u5357\u4eac\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u8f6f\u4ef6\u7814\u7a76\u6240\u5f90\u7ecf\u7eacDeepEngine\u56e2\u961f\uff0c\u4f5c\u8005\u4e3a\u5f90\u7ecf\u7eac\u51c6\u8058\u52a9\u7406\u6559\u6388\u3001\u7855\u58eb\u751f\u8d56\u4fca\u5b87\u548c\u9ec4\u4e91\u9e4f\u3002\u76ee\u524d\u8be5\u8bba\u6587\u5df2\u88ab ICLR2025 \u63a5\u6536\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5927\u8bed\u8a00\u6a21\u578b\u9886\u57df\u4e2d\uff0c\u9884\u8bad\u7ec3 + \u5fae\u8c03\u8303\u5f0f\u5df2\u7ecf\u6210\u4e3a\u4e86\u90e8\u7f72\u5404\u7c7b\u4e0b\u6e38\u5e94\u7528\u7684\u91cd\u8981\u57fa\u7840\u3002\u5728\u8be5\u6846\u67b6\u4e0b\uff0c\u901a\u8fc7\u4f7f\u7528\u642d\u4f4e\u79e9\u81ea\u9002\u5e94\uff08LoRA\uff09\u65b9\u6cd5\u7684\u5927\u6a21\u578b\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u6280\u672f\uff0c\u5df2\u7ecf\u4ea7\u751f\u4e86\u5927\u91cf\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u3001\u53ef\u91cd\u7528\u7684 LoRA \u9002\u914d\u5668\u3002\u4f46\u4f7f\u7528 LoRA \u9002\u914d\u5668\u7684\u5fae\u8c03\u65b9\u6cd5\u9700\u8981\u660e\u786e\u7684\u610f\u56fe\u9009\u62e9\uff0c\u56e0\u6b64\u5728\u642d\u8f7d\u591a\u4e2a LoRA \u9002\u914d\u5668\u7684\u5355\u4e00\u5927\u8bed\u8a00\u6a21\u578b\u4e0a\uff0c\u81ea\u4e3b\u4efb\u52a1\u611f\u77e5\u548c\u5207\u6362\u65b9\u9762\u4e00\u76f4\u5b58\u5728\u6311\u6218\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0c\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u4e2a\u53ef\u6269\u5c55\u3001\u9ad8\u6548\u7684\u591a\u4efb\u52a1\u5d4c\u5165\u67b6\u6784 MeteoRA\u3002\u8be5\u6846\u67b6\u901a\u8fc7\u5168\u6a21\u5f0f\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MoE\uff09\u5c06\u591a\u4e2a\u7279\u5b9a\u4efb\u52a1\u7684 LoRA \u9002\u914d\u5668\u91cd\u7528\u5230\u4e86\u57fa\u7840\u6a21\u578b\u4e0a\u3002\u8be5\u6846\u67b6\u8fd8\u5305\u62ec\u4e86\u4e00\u4e2a\u65b0\u9896\u7684\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u524d\u5411\u52a0\u901f\u7b56\u7565\uff0c\u4ee5\u6539\u5584\u4f20\u7edf\u5b9e\u73b0\u7684\u6548\u7387\u74f6\u9888\u3002\u914d\u5907\u4e86 MeteoRA \u6846\u67b6\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5904\u7406\u590d\u5408\u95ee\u9898\u65f6\u53d6\u5f97\u4e86\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u53ef\u4ee5\u5728\u4e00\u6b21\u63a8\u7406\u4e2d\u9ad8\u6548\u5730\u89e3\u51b3\u5341\u4e2a\u6309\u6b21\u5e8f\u8f93\u5165\u7684\u4e0d\u540c\u95ee\u9898\uff0c\u8bc1\u660e\u4e86\u8be5\u6a21\u578b\u5177\u5907\u9002\u914d\u5668\u53ca\u65f6\u5207\u6362\u7684\u5f3a\u5316\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-356aaef89de4e6fcf4667b858ddd3a0e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-356aaef89de4e6fcf4667b858ddd3a0e.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aMeteoRA: Multiple-tasks Embedded LoRA for Large Language Models<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2405.13053<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/github.com\/NJUDeepEngine\/meteora<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8be5\u5de5\u4f5c\u7684\u521b\u65b0\u70b9\u4e3b\u8981\u6709\u4ee5\u4e0b\u90e8\u5206\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u53ef\u6269\u5c55\u7684 LoRA \u96c6\u6210\u6846\u67b6\uff1a<\/strong>MeteoRA \u6846\u67b6\u80fd\u591f\u6574\u5408\u73b0\u6709\u7684 LoRA \u9002\u914d\u5668\uff0c\u5e76\u63d0\u4f9b\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u81ea\u4e3b\u6309\u9700\u9009\u62e9\u548c\u5207\u6362\u4e0d\u540c LoRA \u7684\u80fd\u529b\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u7684\u524d\u5411\u52a0\u901f\u7b56\u7565\uff1a<\/strong>\u63ed\u793a\u4e86\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u7684\u6548\u7387\u95ee\u9898\uff0c\u4f7f\u7528\u65b0\u7684 GPU \u5185\u6838\u64cd\u4f5c\u5b9e\u73b0\u4e86\u524d\u5411\u4f20\u64ad\u52a0\u901f\u7b56\u7565\uff0c\u5728\u4fdd\u6301\u5185\u5b58\u5f00\u9500\u4e0d\u53d8\u7684\u540c\u65f6\u5b9e\u73b0\u4e86\u5e73\u5747\u7ea6 4 \u500d\u7684\u52a0\u901f\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u5353\u8d8a\u7684\u6a21\u578b\u6027\u80fd\uff1a<\/strong>\u8bc4\u4f30\u8868\u660e\u4f7f\u7528 MeteoRA \u6846\u67b6\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5728\u590d\u5408\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u4e86\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u56e0\u800c\u589e\u5f3a\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u5728\u7ed3\u5408\u4f7f\u7528\u73b0\u6210 LoRA \u9002\u914d\u5668\u4e0a\u7684\u5b9e\u9645\u6548\u679c\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u76f8\u5173\u5de5\u4f5c<\/strong><\/section>\n<section><\/section>\n<section>\u4f4e\u79e9\u9002\u5e94 (LoRA)\uff1a\u4f4e\u79e9\u9002\u5e94 [1] \u63d0\u4f9b\u4e86\u4e00\u79cd\u7b56\u7565\u6765\u51cf\u5c11\u4e0b\u6e38\u4efb\u52a1\u5fae\u8c03\u6240\u9700\u8981\u7684\u53ef\u8bad\u7ec3\u53c2\u6570\u89c4\u6a21\u3002\u5bf9\u4e8e\u4e00\u4e2a\u57fa\u4e8e Transformer \u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0cLoRA \u4f1a\u5411\u6bcf\u4e00\u4e2a\u57fa\u672c\u7ebf\u6027\u5c42\u7684\u6743\u91cd\u77e9\u9635\u6ce8\u5165\u4e24\u4e2a\u53ef\u8bad\u7ec3\u7684\u4f4e\u79e9\u77e9\u9635\uff0c\u5e76\u7528\u4e24\u4e2a\u4f4e\u79e9\u77e9\u9635\u7684\u76f8\u4e58\u6765\u4ee3\u8868\u6a21\u578b\u5728\u539f\u6765\u6743\u91cd\u77e9\u9635\u4e0a\u7684\u5fae\u8c03\u3002LoRA \u53ef\u4ee5\u7528\u4e8e Transformer \u4e2d\u81ea\u6ce8\u610f\u529b\u6a21\u5757\u548c\u591a\u5c42\u611f\u77e5\u673a\u6a21\u5757\u7684 7 \u79cd\u6743\u91cd\u77e9\u9635\uff0c\u6709\u6548\u7f29\u51cf\u4e86\u5fae\u8c03\u6743\u91cd\u7684\u89c4\u6a21\u3002\u5e94\u7528\u4f4e\u79e9\u9002\u5e94\u6280\u672f\u53ef\u4ee5\u5728\u4e0d\u6539\u53d8\u9884\u8bad\u7ec3\u6a21\u578b\u53c2\u6570\u7684\u524d\u63d0\u4e0b\uff0c\u4f7f\u7528\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u7684\u4f18\u5316\u76ee\u6807\u6765\u8bad\u7ec3 LoRA \u9002\u914d\u5668\u7684\u53c2\u6570\u3002<\/section>\n<section><\/section>\n<section>\u591a\u4efb\u52a1 LoRA \u878d\u5408\uff1aLoRA \u9002\u914d\u5668\u901a\u5e38\u88ab\u5fae\u8c03\u6765\u5b8c\u6210\u7279\u5b9a\u7684\u4e0b\u6e38\u4efb\u52a1\u3002\u4e3a\u4e86\u589e\u5f3a\u5927\u8bed\u8a00\u6a21\u578b\u5904\u7406\u591a\u79cd\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u4e3b\u6d41\u7684\u505a\u6cd5\u6709\u4e24\u79cd\u3002\u4e00\u79cd\u65b9\u6cd5\u662f\u4ece\u591a\u79cd\u4efb\u52a1\u4e2d\u5408\u5e76\u6570\u636e\u96c6\uff0c\u5728\u6b64\u57fa\u7840\u4e0a\u8bad\u7ec3\u5355\u4e00\u7684 LoRA \u9002\u914d\u5668\uff0c\u4f46\u76f8\u5173\u7814\u7a76\u5df2\u7ecf\u8bc1\u660e\u540c\u65f6\u5b66\u4e60\u4e0d\u540c\u9886\u57df\u7684\u77e5\u8bc6\u5f88\u56f0\u96be\u3002[2] \u53e6\u4e00\u79cd\u65b9\u6cd5\u662f\u76f4\u63a5\u5c06\u591a\u79cd LoRA \u9002\u914d\u5668\u6574\u5408\u5230\u4e00\u4e2a\u6a21\u578b\u4e2d\uff0c\u5982 PEFT [3]\u3001S-LoRA [4]\u3002\u4f46\u662f\u6d41\u884c\u7684\u6846\u67b6\u5fc5\u987b\u8981\u660e\u786e\u6307\u5b9a\u6ce8\u5165\u7684 LoRA \u9002\u914d\u5668\uff0c\u56e0\u6b64\u6a21\u578b\u7f3a\u4e4f\u81ea\u4e3b\u9009\u62e9\u548c\u53ca\u65f6\u5207\u6362 LoRA \u7684\u80fd\u529b\u3002\u73b0\u6709\u7684\u5de5\u4f5c\u5982 LoRAHub [5] \u53ef\u4ee5\u5728\u4e0d\u4eba\u4e3a\u6307\u5b9a\u7684\u60c5\u51b5\u4e0b\u5b8c\u6210 LoRA \u9002\u914d\u5668\u7684\u9009\u62e9\uff0c\u4f46\u4ecd\u65e7\u9700\u8981\u9488\u5bf9\u6bcf\u4e00\u4e2a\u4e0b\u6e38\u4efb\u52a1\u8fdb\u884c\u5c11\u91cf\u7684\u5b66\u4e60\u3002<\/section>\n<section><\/section>\n<section>\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MoE\uff09\uff1a\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u662f\u4e00\u79cd\u901a\u8fc7\u7ec4\u5408\u591a\u4e2a\u6a21\u578b\u7684\u9884\u6d4b\u7ed3\u679c\u6765\u63d0\u9ad8\u6548\u7387\u548c\u6027\u80fd\u7684\u673a\u5668\u5b66\u4e60\u8303\u5f0f\uff0c\u8be5\u8303\u5f0f\u901a\u8fc7\u95e8\u63a7\u7f51\u7edc\u5c06\u8f93\u5165\u52a8\u6001\u5206\u914d\u7ed9\u6700\u76f8\u5173\u7684 \u201c\u4e13\u5bb6\u201d \u6765\u83b7\u5f97\u9884\u6d4b\u7ed3\u679c\u3002[6] \u8be5\u6a21\u578b\u5229\u7528\u6765\u81ea\u4e0d\u540c\u4e13\u5bb6\u7684\u7279\u5b9a\u77e5\u8bc6\u6765\u6539\u5584\u5728\u591a\u6837\u3001\u590d\u6742\u7684\u95ee\u9898\u4e0a\u7684\u603b\u4f53\u8868\u73b0\uff0c\u5df2\u6709\u7814\u7a76\u8bc1\u660e MoE \u5728\u5927\u89c4\u6a21\u795e\u7ecf\u7f51\u7edc\u4e0a\u7684\u6709\u6548\u6027 [7]\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u8f93\u5165\uff0cMoE \u53ea\u4f1a\u6fc0\u6d3b\u4e00\u90e8\u5206\u4e13\u5bb6\uff0c\u4ece\u800c\u5728\u4e0d\u635f\u5bb3\u6a21\u578b\u89c4\u6a21\u7684\u57fa\u7840\u4e0a\u663e\u8457\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u3002\u8be5\u65b9\u6cd5\u5df2\u88ab\u8bc1\u5b9e\u5728\u6269\u5c55\u57fa\u4e8e Transformer \u7684\u5e94\u7528\u67b6\u6784\u4e0a\u5341\u5206\u6709\u6548\uff0c\u5982 Mixtral [8]\u3002<\/section>\n<section><\/section>\n<section><strong>\u65b9\u6cd5\u63cf\u8ff0<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u5de5\u4f5c\u63d0\u51fa\u4e86\u4e00\u4e2a\u53ef\u6269\u5c55\u3001\u9ad8\u6548\u7684\u591a\u4efb\u52a1\u5d4c\u5165\u67b6\u6784 MeteoRA\uff0c\u5b83\u80fd\u591f\u76f4\u63a5\u4f7f\u7528\u5f00\u6e90\u793e\u533a\u4e2d\u6216\u9762\u5411\u7279\u5b9a\u4e0b\u6e38\u4efb\u52a1\u5fae\u8c03\u597d\u7684 LoRA \u9002\u914d\u5668\uff0c\u5e76\u4f9d\u636e\u8f93\u5165\u81ea\u4e3b\u9009\u62e9\u3001\u53ca\u65f6\u5207\u6362\u5408\u9002\u7684 LoRA \u9002\u914d\u5668\u3002\u5982\u56fe 1 \u6240\u793a\uff0cMeteoRA \u6a21\u5757\u53ef\u4ee5\u88ab\u96c6\u6210\u5230\u6ce8\u610f\u529b\u6a21\u5757\u548c\u591a\u5c42\u611f\u77e5\u673a\u6a21\u5757\u7684\u6240\u6709\u57fa\u672c\u7ebf\u6027\u5c42\u4e2d\uff0c\u6bcf\u4e00\u4e2a\u6a21\u5757\u90fd\u5305\u62ec\u4e86\u4e00\u7cfb\u5217\u4f4e\u79e9\u77e9\u9635\u3002\u901a\u8fc7 MoE \u524d\u5411\u52a0\u901f\u7b56\u7565\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u9ad8\u6548\u89e3\u51b3\u5e7f\u6cdb\u7684\u95ee\u9898\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-30232fa1ff4447db0b4150503b1b04f9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-30232fa1ff4447db0b4150503b1b04f9.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 \u56fe 1\uff1a\u96c6\u6210\u4e86 MeteoRA \u6a21\u5757\u5b9e\u73b0 MoE \u67b6\u6784\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6846\u67b6<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u56fe 2 \u5c55\u793a\u4e86 MeteoRA \u6a21\u5757\u7684\u5185\u90e8\u7ed3\u6784\u3002MeteoRA \u6a21\u5757\u4e2d\u5d4c\u5165\u4e86\u591a\u4e2a LoRA \u9002\u914d\u5668\uff0c\u5e76\u901a\u8fc7\u4e00\u4e2a\u95e8\u63a7\u7f51\u7edc\u6765\u5b9e\u73b0 MoE \u67b6\u6784\u3002\u8be5\u95e8\u63a7\u7f51\u7edc\u4f1a\u4f9d\u636e\u8f93\u5165\u9009\u62e9 top-k \u4e2a LoRA \u9002\u914d\u5668\uff0c\u5e76\u5c06\u5b83\u4eec\u7ec4\u5408\u4f5c\u4e3a\u5fae\u8c03\u6743\u91cd\u8fdb\u884c\u524d\u5411\u4f20\u64ad\u3002\u901a\u8fc7\u8fd9\u79cd\u67b6\u6784\uff0c\u95e8\u63a7\u7f51\u7edc\u4f1a\u6267\u884c\u8def\u7531\u7b56\u7565\uff0c\u4ece\u800c\u6839\u636e\u8f93\u5165\u9009\u53d6\u5408\u9002\u7684 LoRA \u9002\u914d\u5668\u3002\u6bcf\u4e00\u4e2a MeteoRA \u6a21\u5757\u90fd\u5305\u542b\u4e00\u4e2a\u72ec\u7acb\u7684\u95e8\u63a7\u7f51\u7edc\uff0c\u4e0d\u540c\u95e8\u63a7\u7f51\u7edc\u4f9d\u636e\u5b83\u4eec\u7684\u8f93\u5165\u72ec\u7acb\u51b3\u7b56\uff0c\u5e76\u5728\u5168\u90e8\u89e3\u7801\u5668\u6a21\u5757\u7684\u524d\u5411\u4f20\u64ad\u8fc7\u7a0b\u4e2d\u52a8\u6001\u9009\u53d6\u4e0d\u540c LoRA \u9002\u914d\u5668\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-996dcfff093ecf87457f3a6361cd660e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-996dcfff093ecf87457f3a6361cd660e.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 \u56fe 2\uff1a\u5e94\u7528 MoE \u6a21\u578b\u96c6\u6210 LoRA \u5d4c\u5165\u7684 MeteoRA \u6a21\u5757\u7684\u67b6\u6784<\/sup><\/em><\/section>\n<section><\/section>\n<section>MeteoRA \u6a21\u5757\u7684\u8bad\u7ec3\u9075\u5faa\u81ea\u56de\u5f52\u8bed\u8a00\u5efa\u6a21\u4efb\u52a1\u4e0b\u7684\u6a21\u578b\u5fae\u8c03\u51c6\u5219\uff0c\u8bad\u7ec3\u4e2d\u9700\u8981\u4fdd\u6301\u57fa\u672c\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6743\u91cd\u548c\u9884\u8bad\u7ec3\u7684 LoRA \u9002\u914d\u5668\u53c2\u6570\u4e0d\u53d8\u3002\u7531\u4e8e MeteoRA \u6a21\u5757\u652f\u6301\u9009\u62e9\u6743\u91cd\u6700\u9ad8\u7684\u82e5\u5e72\u4e2a LoRA \u9002\u914d\u5668\uff0c\u56e2\u961f\u5f15\u5165\u4e86\u4e00\u79cd\u5c06\u81ea\u56de\u5f52\u8bed\u8a00\u5efa\u6a21\u635f\u5931\u548c\u6240\u6709\u95e8\u63a7\u7f51\u7edc\u635f\u5931\u7ec4\u5408\u8d77\u6765\u7684\u8054\u5408\u4f18\u5316\u65b9\u6848\u3002\u8be5\u4f18\u5316\u51fd\u6570\u7efc\u5408\u4e86\u81ea\u56de\u5f52\u6a21\u578b\u4e2d\u7684\u9884\u6d4b\u635f\u5931\u548c MeteoRA \u6a21\u5757\u4e2d LoRA \u5206\u7c7b\u7684\u4ea4\u53c9\u71b5\u635f\u5931\uff0c\u5b9e\u73b0\u95e8\u63a7\u7f51\u7edc\u7684\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<section>MeteoRA \u6a21\u5757\u7684\u6838\u5fc3\u7ec4\u4ef6\u662f\u6574\u5408\u4e86\u591a\u4e2a LoRA \u9002\u914d\u5668\u7684 MoE \u67b6\u6784\u3002\u9996\u5148\uff0c\u56e2\u961f\u5c06 LoRA \u6574\u5408\u6210\u5728 HBM \u4e0a\u8fde\u7eed\u5206\u914d\u7684\u5f20\u91cf\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u6279\u6b21\u7684\u8f93\u5165\u5e8f\u5217\u4e2d\u7684\u6bcf\u4e2a\u6807\u8bb0\uff0c\u7531\u4e8e\u8be5\u6a21\u5757\u9700\u8981\u5229\u7528\u95e8\u63a7\u7f51\u7edc\u627e\u5230 LoRA \u9002\u914d\u5668\u7684\u7f16\u53f7\u7d22\u5f15\u96c6\u5408\uff0cMeteoRA \u6a21\u5757\u51e0\u4e4e\u4e0d\u53ef\u80fd\u4e0e\u5355\u72ec\u7684 LoRA \u6a21\u5757\u4fdd\u6301\u76f8\u540c\u7684\u6548\u7387\u3002\u57fa\u4e8e\u539f\u59cb\u5faa\u73af\uff08loop-original\uff09\u7684\u7b80\u5355\u5b9e\u73b0 [8] \u91c7\u7528 for-loop \u904d\u5386 LoRA \u9002\u914d\u5668\uff0c\u5728\u6bcf\u6b21\u904d\u5386\u4e2d\u5bf9\u8be5\u9002\u914d\u5668\u7684\u5019\u9009\u96c6\u5408\u5e94\u7528 LoRA \u524d\u5411\u4f20\u9012\u3002\u8be5\u65b9\u6cd5\u7b80\u5355\u5730\u5c06\u6240\u6709\u6279\u6b21\u7684\u6240\u6709\u6807\u8bb0\u62c6\u6210 LoRA \u6570\u91cf\u4e2a\u96c6\u5408\uff0c\u5e76\u4e14\u4f7f\u5f97\u6bcf\u4e2a\u96c6\u5408\u6309\u987a\u5e8f\u4f20\u9012\u3002\u7136\u800c\uff0c\u8003\u8651\u5230\u8f93\u5165\u6807\u8bb0\u76f8\u4e92\u72ec\u7acb\u7684\u6027\u8d28\uff0c\u8fd9\u79cd\u65b9\u6cd5\u65e0\u6cd5\u5145\u5206\u5229\u7528\u5e76\u884c\u5316 GEMM \u7b97\u5b50 [9] \u52a0\u901f\uff0c\u5c24\u5176\u662f\u5f53\u67d0\u4e9b LoRA \u9002\u914d\u5668\u4ec5\u88ab\u5c11\u6570\u6807\u8bb0\u9009\u62e9\uff0c\u6216\u662f\u5f85\u63a8\u7406\u6807\u8bb0\u5c0f\u4e8e LoRA \u6570\u91cf\u65f6\uff0c\u5b9e\u9a8c\u4e2d\u53ef\u80fd\u82b1\u8d39\u6700\u591a 10 \u500d\u7684\u8fd0\u884c\u65f6\u95f4\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u5de5\u4f5c\u91c7\u7528\u4e86\u524d\u5411\u4f20\u64ad\u52a0\u901f\u7b56\u7565 bmm-torch\uff0c\u76f4\u63a5\u7d22\u5f15\u5168\u90e8\u6279\u6b21\u6807\u8bb0\u7684 top-k \u9002\u914d\u5668\uff0c\u8fd9\u4f1a\u5229\u7528\u5230\u4e24\u6b21 bmm \u8ba1\u7b97\u3002\u76f8\u6bd4\u4e8e\u539f\u59cb\u7684\u5faa\u73af\u65b9\u6cd5\uff0cbmm-torch \u57fa\u4e8e PyTorch \u63d0\u4f9b\u7684 bmm \u64cd\u4f5c\u7b26 [10] \u5e76\u884c\u5316\u6240\u6709\u6279\u6b21\u6807\u8bb0\u7684 top-k \u4e2a\u9002\u914d\u5668\uff0c\u5b9e\u73b0\u4e86\u7ea6 4 \u500d\u7684\u52a0\u901f\u3002\u5728\u5b9e\u9a8c\u4e2d\u8be5\u7b56\u7565\u4ec5\u6bd4\u5b83\u7684\u4e0a\u9650\u5355 LoRA \u6a21\u5757\u6162 2.5 \u500d\u3002\u7531\u4e8e PyTorch \u7684\u7d22\u5f15\u7ea6\u675f\uff08indexing constraints\uff09[11]\uff0cbmm-torch \u9700\u8981\u5206\u914d\u66f4\u5927\u7684\u5185\u5b58\u6267\u884c\u6279\u5904\u7406\uff0c\u5f53\u6279\u6b21\u6216\u8005\u8f93\u5165\u957f\u5ea6\u8fc7\u5927\u65f6 bmm-torch \u7684\u5927\u5185\u5b58\u5f00\u9500\u53ef\u80fd\u6210\u4e3a\u74f6\u9888\u3002\u4e3a\u6b64\uff0c\u8be5\u5de5\u4f5c\u4f7f\u7528\u4e86 Triton [12] \u5f00\u53d1\u4e86\u81ea\u5b9a\u4e49 GPU \u5185\u6838\u7b97\u5b50\uff0c\u4e0d\u4ec5\u4fdd\u6301\u4e86 bmm-torch \u7ea6 80% \u7684\u8fd0\u7b97\u6548\u7387\uff0c\u800c\u4e14\u8fd8\u4fdd\u6301\u4e86\u539f\u59cb\u5faa\u73af\u7ea7\u522b\u7684\u4f4e\u5185\u5b58\u5f00\u9500\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u5de5\u4f5c\u5728\u72ec\u7acb\u4efb\u52a1\u548c\u590d\u5408\u4efb\u52a1\u4e0a\uff0c\u5bf9\u6240\u63d0\u51fa\u7684\u67b6\u6784\u548c\u8bbe\u8ba1\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u5b9e\u9a8c\u9a8c\u8bc1\u3002\u5b9e\u9a8c\u4f7f\u7528\u4e86\u4e24\u79cd\u77e5\u540d\u7684\u5927\u8bed\u8a00\u6a21\u578b LlaMA2-13B \u548c LlaMA3-8B\uff0c\u56fe 3 \u663e\u793a\u4e86\u96c6\u6210 28 \u9879\u4efb\u52a1\u7684 MeteoRA \u6a21\u5757\u4e0e\u5355 LoRA\u3001\u53c2\u8003\u6a21\u578b PEFT \u5728\u5404\u9879\u72ec\u7acb\u4efb\u52a1\u4e0a\u7684\u9884\u6d4b\u8868\u73b0\u96f7\u8fbe\u56fe\u3002\u8bc4\u4f30\u7ed3\u679c\u8868\u660e\uff0c\u65e0\u8bba\u4f7f\u7528\u54ea\u79cd\u5927\u8bed\u8a00\u6a21\u578b\uff0cMeteoRA \u6a21\u578b\u90fd\u5177\u5907\u4e0e PEFT \u76f8\u8fd1\u7684\u6027\u80fd\uff0c\u800c MeteoRA \u4e0d\u9700\u8981\u663e\u5f0f\u5730\u6fc0\u6d3b\u7279\u5b9a\u7684 LoRA\u3002\u8868 1 \u5c55\u793a\u4e86\u6240\u6709\u65b9\u6cd5\u5728\u5404\u9879\u4efb\u52a1\u4e0a\u7684\u5e73\u5747\u5206\u6570\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9f9009c264f4190bc1f9af79c26f9558.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-9f9009c264f4190bc1f9af79c26f9558.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\u56fe 3\uff1aMeteoRA \u6a21\u578b\u5728 28 \u9879\u9009\u5b9a\u4efb\u52a1\u4e0a\u7684\u8bc4\u4f30\u8868\u73b0<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-560c1422e31ae5963fa3609bb303236b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-560c1422e31ae5963fa3609bb303236b.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 \u8868 1\uff1a\u5404\u6a21\u578b\u5728 28 \u9879\u9009\u5b9a\u4efb\u52a1\u4e0a\u7684\u5e73\u5747\u8868\u73b0<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u9a8c\u8bc1\u8be5\u6a21\u578b\u6309\u987a\u5e8f\u89e3\u51b3\u590d\u5408\u95ee\u9898\u7684\u80fd\u529b\uff0c\u8be5\u5de5\u4f5c\u901a\u8fc7\u4e32\u884c\u8fde\u63a5\u72ec\u7acb\u7684\u4efb\u52a1\u6765\u6784\u5efa 3 \u4e2a\u6570\u636e\u96c6\uff0c\u5206\u522b\u6574\u5408\u4e86 3\u30015\u300110 \u9879\u4efb\u52a1\uff0c\u671f\u671b\u6a21\u578b\u80fd\u591f\u6309\u6b21\u5e8f\u89e3\u51b3\u540c\u4e00\u5e8f\u5217\u4e2d\u8f93\u5165\u7684\u4e0d\u540c\u7c7b\u522b\u95ee\u9898\u3002\u5b9e\u9a8c\u7ed3\u679c\u5982\u8868 2 \u6240\u793a\uff0c\u53ef\u89c1\u968f\u7740\u590d\u5408\u4efb\u52a1\u6570\u7684\u63d0\u5347\uff0cMeteoRA \u6a21\u5757\u51e0\u4e4e\u5168\u9762\u4f18\u4e8e\u53c2\u8003 LoRA-B \u6a21\u578b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e4a7bfe3e4a76a9e663612bb47ae5284.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e4a7bfe3e4a76a9e663612bb47ae5284.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\u8868 2\uff1a\u590d\u5408\u4efb\u52a1\u7684\u8bc4\u4f30\u7ed3\u679c\uff0c\u5de6\u4fa7\u4e3a MeteoRA \u6a21\u5757\uff0c\u53f3\u4fa7\u4e3a LoRA-B<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u66f4\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u95e8\u63a7\u7f51\u7edc\u5728 MeteoRA \u6a21\u5757\u4e2d\u7684\u529f\u80fd\uff0c\u8be5\u5de5\u4f5c\u5c55\u793a\u4e86\u5728\u590d\u5408\u4efb\u52a1\u63a8\u7406\u8fc7\u7a0b\u4e2d\u91c7\u7528 top-2 \u7b56\u7565\u7684 LoRA \u9009\u62e9\u6a21\u5f0f\u3002\u5728\u4e24\u4e2a\u76f8\u90bb\u4efb\u52a1\u7684\u8fde\u63a5\u5904\uff0c\u95e8\u63a7\u7f51\u7edc\u6b63\u786e\u6267\u884c\u4e86 LoRA \u7684\u5207\u6362\u64cd\u4f5c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f7f8b4968fc9a80c67c4eec1b02e9c71.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-f7f8b4968fc9a80c67c4eec1b02e9c71.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 \u56fe 4\uff1a\u5728 3 \u9879\u4efb\u52a1\u590d\u5408\u4e2d LoRA \u9009\u53d6\u60c5\u51b5\u7684\u4f8b\u5b50<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u9a8c\u8bc1\u91c7\u7528\u81ea\u5b9a\u4e49 GPU \u7b97\u5b50\u7684\u524d\u5411\u4f20\u64ad\u8bbe\u8ba1\u7684\u8fd0\u7b97\u6548\u7387\uff0c\u8be5\u5de5\u4f5c\u5728 28 \u9879\u4efb\u52a1\u4e0a\u622a\u53d6\u4e86\u90e8\u5206\u6837\u672c\uff0c\u5c06\u65b0\u7684\u524d\u5411\u4f20\u64ad\u7b56\u7565\u4e0e\u5176\u4e0a\u9650\u548c\u539f\u59cb\u5b9e\u73b0\u5bf9\u6bd4\u3002\u8bc4\u4f30\u7ed3\u679c\u5982\u56fe 5 \u6240\u793a\uff0c\u5c55\u73b0\u4e86\u65b0\u7684\u52a0\u901f\u7b56\u7565\u5353\u8d8a\u7684\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-44be2acf0093e642582e983bb524851e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-44be2acf0093e642582e983bb524851e.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 5\uff1a\u56db\u79cd\u4e0d\u540c\u7684\u524d\u5411\u4f20\u64ad\u7b56\u7565\u5728 28 \u9879\u4efb\u52a1\u4e0a\u7684\u6574\u4f53\u8fd0\u884c\u65f6\u95f4<\/sup><\/em><\/section>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u6587\u732e\uff1a<\/sup><\/em><\/section>\n<section><sup><em>[1] Edward J Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen. Lora: Low-rank adaptation of large language models. arXiv preprint arXiv:2106.09685, 2021.<\/em><\/sup><\/section>\n<section><sup><em>[2] Chen Ling, Xujiang Zhao, Jiaying Lu, Chengyuan Deng, Can Zheng, Junxiang Wang, Tanmoy Chowdhury, Yun Li, Hejie Cui, Xuchao Zhang, Tianjiao Zhao, Amit Panalkar, Dhagash Mehta, Stefano Pasquali, Wei Cheng, Haoyu Wang, Yanchi Liu, Zhengzhang Chen, Haifeng Chen, Chris White, Quanquan Gu, Jian Pei, Carl Yang, and Liang Zhao. Domain specialization as the key to make large language models disruptive: A comprehensive survey, 2024.<\/em><\/sup><\/section>\n<section><sup><em>[3] Sourab Mangrulkar, Sylvain Gugger, Lysandre Debut, Younes Belkada, Sayak Paul, and Benjamin Bossan. Peft: State-of-the-art parameter-efficient fine-tuning methods. https:\/\/github.com\/huggingface\/peft, 2022.<\/em><\/sup><\/section>\n<section><sup><em>[4] Ying Sheng, Shiyi Cao, Dacheng Li, Coleman Hooper, Nicholas Lee, Shuo Yang, Christopher Chou, Banghua Zhu, Lianmin Zheng, Kurt Keutzer, et al. S-lora: Serving thousands of concurrent lora adapters. arXiv preprint arXiv:2311.03285, 2023.<\/em><\/sup><\/section>\n<section><sup><em>[5] Chengsong Huang, Qian Liu, Bill Yuchen Lin, Tianyu Pang, Chao Du, and Min Lin. Lorahub: Efficient cross-task generalization via dynamic lora composition. arXiv preprint arXiv:2307.13269, 2023.<\/em><\/sup><\/section>\n<section><sup><em>[6] Robert A Jacobs, Michael I Jordan, Steven J Nowlan, and Geoffrey E Hinton. Adaptive mixtures of local experts. Neural computation, 3 (1):79\u201387, 1991.<\/em><\/sup><\/section>\n<section><sup><em>[7] Noam Shazeer, Azalia Mirhoseini, Krzysztof Maziarz, Andy Davis, Quoc Le, Geoffrey Hinton, and Jeff Dean. Outrageously large neural networks: The sparsely-gated mixture-of-experts layer. arXiv preprint arXiv:1701.06538, 2017.<\/em><\/sup><\/section>\n<section><sup><em>[8] Albert Q. Jiang, Alexandre Sablayrolles, Antoine Roux, Arthur Mensch, Blanche Savary, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Emma Bou Hanna, Florian Bressand, Gianna Lengyel, Guillaume Bour, Guillaume Lample, Le\u0301lio Renard Lavaud, Lucile Saulnier, MarieAnne Lachaux, Pierre Stock, Sandeep Subramanian, Sophia Yang, Szymon Antoniak, Teven Le Scao, The\u0301ophile Gervet, Thibaut Lavril, Thomas Wang, Timothe\u0301e Lacroix, and William El Sayed. Mixtral of experts, 2024.<\/em><\/sup><\/section>\n<section><sup><em>[9] Shixun Wu, Yujia Zhai, Jinyang Liu, Jiajun Huang, Zizhe Jian, Bryan Wong, and Zizhong Chen. Anatomy of high-performance gemm with online fault tolerance on gpus. In Proceedings of the 37th International Conference on Supercomputing, pages 360\u2013372, 2023b.<\/em><\/sup><\/section>\n<section><sup><em>[10] PyTorch. torch.bmm \u2014 pytorch 2.3 documentation. https:\/\/pytorch.org\/docs\/stable\/generated\/torch.bmm.html, 2024a. Accessed: 2024-05-23.<\/em><\/sup><\/section>\n<section><sup><em>[11] PyTorch. Tensor indexing api \u2014 pytorch documentation. https:\/\/pytorch.org\/cppdocs\/notes\/tensor_indexing.html, 2024b. Accessed: 2024-05-23.<\/em><\/sup><\/section>\n<section><em><sup>[12] Philippe Tillet, Hsiang-Tsung Kung, and David Cox. Triton: an intermediate language and compiler for tiled neural network computations. In Proceedings of the 3rd ACM SIGPLAN International Workshop on Machine Learning and Programming Languages, pages 10\u201319, 2019.<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-22\" target=\"_blank\">\u4e00\u6b21\u63a8\u7406\u89e3\u51b3\u590d\u5408\u95ee\u9898\uff1a\u57fa\u4e8eMoE\u7684\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u6a21\u5757\u53ef\u6269\u5c55\u878d\u5408\u63a8\u7406\u67b6\u6784MeteoRA<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4e00\u6b21\u63a8\u7406\u89e3\u51b3\u590d\u5408\u95ee\u9898\uff1a [&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":[71,68,55],"class_list":["post-38779","post","type-post","status-publish","format-standard","hentry","category-news","tag-rag","tag-68","tag-55"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4e00\u6b21\u63a8\u7406\u89e3\u51b3\u590d\u5408\u95ee\u9898\uff1a\u57fa\u4e8eMoE\u7684\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u6a21\u5757\u53ef\u6269\u5c55\u878d\u5408\u63a8\u7406\u67b6\u6784MeteoRA - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=38779\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=38779\",\"url\":\"https:\/\/17aitech.com\/?p=38779\",\"name\":\"\u4e00\u6b21\u63a8\u7406\u89e3\u51b3\u590d\u5408\u95ee\u9898\uff1a\u57fa\u4e8eMoE\u7684\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u6a21\u5757\u53ef\u6269\u5c55\u878d\u5408\u63a8\u7406\u67b6\u6784MeteoRA - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=38779#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=38779#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6f0051c4c98598f75caba1b4b0e7c658.png\",\"datePublished\":\"2025-02-22T16:00:54+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=38779#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=38779\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=38779#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6f0051c4c98598f75caba1b4b0e7c658.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6f0051c4c98598f75caba1b4b0e7c658.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=38779#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4e00\u6b21\u63a8\u7406\u89e3\u51b3\u590d\u5408\u95ee\u9898\uff1a\u57fa\u4e8eMoE\u7684\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u6a21\u5757\u53ef\u6269\u5c55\u878d\u5408\u63a8\u7406\u67b6\u6784MeteoRA\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u4e00\u6b21\u63a8\u7406\u89e3\u51b3\u590d\u5408\u95ee\u9898\uff1a\u57fa\u4e8eMoE\u7684\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u6a21\u5757\u53ef\u6269\u5c55\u878d\u5408\u63a8\u7406\u67b6\u6784MeteoRA - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=38779","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=38779","url":"https:\/\/17aitech.com\/?p=38779","name":"\u4e00\u6b21\u63a8\u7406\u89e3\u51b3\u590d\u5408\u95ee\u9898\uff1a\u57fa\u4e8eMoE\u7684\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u6a21\u5757\u53ef\u6269\u5c55\u878d\u5408\u63a8\u7406\u67b6\u6784MeteoRA - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=38779#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=38779#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6f0051c4c98598f75caba1b4b0e7c658.png","datePublished":"2025-02-22T16:00:54+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=38779#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=38779"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=38779#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6f0051c4c98598f75caba1b4b0e7c658.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6f0051c4c98598f75caba1b4b0e7c658.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=38779#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u4e00\u6b21\u63a8\u7406\u89e3\u51b3\u590d\u5408\u95ee\u9898\uff1a\u57fa\u4e8eMoE\u7684\u5927\u8bed\u8a00\u6a21\u578b\u77e5\u8bc6\u6a21\u5757\u53ef\u6269\u5c55\u878d\u5408\u63a8\u7406\u67b6\u6784MeteoRA"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38779","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=38779"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/38779\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=38779"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=38779"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=38779"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}