{"id":6045,"date":"2025-07-03T13:59:45","date_gmt":"2025-07-03T05:59:45","guid":{"rendered":"https:\/\/nullthought.net\/?p=6045"},"modified":"2025-07-03T13:59:47","modified_gmt":"2025-07-03T05:59:47","slug":"%e6%b5%85%e8%b0%88%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9a%84%e5%be%ae%e8%b0%83-%e7%b2%be%e8%b0%83%ef%bc%88fine-tuning%ef%bc%89","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6045","title":{"rendered":"\u6d45\u8c08\u5927\u6a21\u578b\u7684\u5fae\u8c03\/\u7cbe\u8c03\uff08Fine-tuning\uff09"},"content":{"rendered":"\n<p>\u5927\u6a21\u578b\u7684\u5fae\u8c03\/\u7cbe\u8c03\uff08<strong>Fine-tuning<\/strong>\uff0c \u8bd1\u4e3a<strong>\u7cbe\u8c03<\/strong>\u66f4\u4e3a\u51c6\u786e\u4e9b\uff09\u662f\u6307\u5728\u9884\u8bad\u7ec3\u7684\u5927\u89c4\u6a21\u6a21\u578b\u57fa\u7840\u4e0a\uff0c\u4f7f\u7528\u8f83\u5c0f\u89c4\u6a21\u7684\u9886\u57df\u6570\u636e\u6216\u4efb\u52a1\u6570\u636e\u5bf9\u6a21\u578b\u7ee7\u7eed\u8bad\u7ec3\uff0c\u4ee5\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\u7684\u8fc7\u7a0b\u3002\u5b83\u662f<strong>\u8fc1\u79fb\u5b66\u4e60\uff08Transfer Learning\uff09<\/strong>\u7684\u4e00\u79cd\u6838\u5fc3\u5f62\u5f0f\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001\u5fae\u8c03\u7684\u57fa\u672c\u539f\u7406<\/h5>\n\n\n\n<p>\u5927\u6a21\u578b\uff08\u5982GPT\u3001BERT\u3001LLaMA\u7b49\uff09\u901a\u5e38\u662f\u5728\u5927\u89c4\u6a21\u901a\u7528\u6570\u636e\u4e0a\u9884\u8bad\u7ec3\u7684\uff0c\u5b83\u4eec\u5b66\u5230\u4e86\u5e7f\u6cdb\u7684\u8bed\u8a00\u77e5\u8bc6\u548c\u63a8\u7406\u80fd\u529b\u3002\u7136\u800c\uff0c\u5728\u5177\u4f53\u4efb\u52a1\u4e0a\uff08\u5982\u533b\u5b66\u95ee\u7b54\u3001\u6cd5\u5f8b\u6458\u8981\u3001\u91d1\u878d\u9884\u6d4b\uff09\u4ecd\u7136\u8868\u73b0\u4e0d\u4f73\u3002\u5fae\u8c03\u7684\u76ee\u7684\u5c31\u662f\u7528\u5c11\u91cf\u9ad8\u8d28\u91cf\u7684\u4efb\u52a1\u6570\u636e\uff0c\u5bf9\u6a21\u578b\u7684\u90e8\u5206\u6216\u5168\u90e8\u53c2\u6570\u8fdb\u884c\u518d\u8bad\u7ec3\uff0c\u4f7f\u5176\u5728\u76ee\u6807\u4efb\u52a1\u4e0a\u8868\u73b0\u66f4\u597d\u3002<\/p>\n\n\n\n<p>\u5176\u57fa\u672c\u601d\u60f3\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4fdd\u7559\u539f\u6a21\u578b\u5df2\u6709\u7684\u201c\u901a\u7528\u80fd\u529b\u201d<\/strong><\/li>\n\n\n\n<li><strong>\u52a0\u5165\u65b0\u6570\u636e\u5b66\u4e60\u201c\u7279\u5b9a\u80fd\u529b\u201d<\/strong><\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e8c\u3001\u5fae\u8c03\u7684\u7c7b\u578b<\/h5>\n\n\n\n<h6 class=\"wp-block-heading\">1. <strong>\u5168\u53c2\u6570\u5fae\u8c03\uff08Full-parameter Fine-tuning\uff09<\/strong><\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u6a21\u578b\u7684<strong>\u6240\u6709\u53c2\u6570<\/strong>\u8fdb\u884c\u66f4\u65b0\u3002<\/li>\n\n\n\n<li>\u4f18\u70b9\uff1a\u7406\u8bba\u4e0a\u53ef\u4ee5\u8fbe\u5230\u6700\u4f18\u6548\u679c\u3002<\/li>\n\n\n\n<li>\u7f3a\u70b9\uff1a\u9700\u8981\u5927\u91cf\u8ba1\u7b97\u8d44\u6e90\u548cGPU\u5185\u5b58\uff1b\u5bb9\u6613\u8fc7\u62df\u5408\u5c0f\u6570\u636e\u96c6\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\">2. <strong>\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09<\/strong><\/h6>\n\n\n\n<p>\u4e3b\u8981\u76ee\u6807\u662f\u5728\u4e0d\u4fee\u6539\u5168\u90e8\u53c2\u6570\u7684\u524d\u63d0\u4e0b\u8fbe\u5230\u5fae\u8c03\u6548\u679c\uff0c\u65b9\u6cd5\u5305\u62ec\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u65b9\u6cd5<\/th><th>\u539f\u7406<\/th><th>\u7279\u70b9<\/th><\/tr><\/thead><tbody><tr><td><strong>LoRA\uff08Low-Rank Adaptation\uff09<\/strong><\/td><td>\u63d2\u5165\u4f4e\u79e9\u77e9\u9635\u5230\u6743\u91cd\u4e2d\u8bad\u7ec3\uff0c\u51bb\u7ed3\u539f\u6a21\u578b\u53c2\u6570<\/td><td>\u53c2\u6570\u5c11\uff0c\u6548\u7387\u9ad8<\/td><\/tr><tr><td><strong>Adapter<\/strong><\/td><td>\u5728Transformer\u5c42\u4e2d\u63d2\u5165\u5c0f\u578b\u5b50\u7f51\u7edc\uff0c\u4ec5\u8bad\u7ec3\u8fd9\u90e8\u5206<\/td><td>\u63d2\u4ef6\u5316\u3001\u53ef\u7ec4\u5408\u6027\u5f3a<\/td><\/tr><tr><td><strong>Prefix Tuning<\/strong><\/td><td>\u56fa\u5b9a\u6a21\u578b\uff0c\u4ec5\u8bad\u7ec3\u201c\u524d\u7f00\u5411\u91cf\u201d\u4f5c\u4e3a\u63d0\u793a<\/td><td>\u6781\u5ea6\u9ad8\u6548\u3001\u9002\u5408\u751f\u6210\u7c7b\u4efb\u52a1<\/td><\/tr><tr><td><strong>BitFit<\/strong><\/td><td>\u4ec5\u8bad\u7ec3\u504f\u7f6e\u9879<\/td><td>\u6781\u81f4\u8f7b\u91cf\u7ea7\u65b9\u6848<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h6 class=\"wp-block-heading\">3. <strong>\u6307\u4ee4\u5fae\u8c03\uff08Instruction Tuning\uff09<\/strong><\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ed9\u6a21\u578b\u63d0\u4f9b\u591a\u6837\u5316\u6307\u4ee4\u8f93\u5165\u4e0e\u8f93\u51fa\u6837\u4f8b\uff08\u5982\u201c\u7ffb\u8bd1\u8fd9\u6bb5\u8bdd\u6210\u82f1\u6587\u201d\uff09\uff0c\u4f7f\u5176\u5b66\u4f1a\u6309\u4eba\u7c7b\u610f\u56fe\u6267\u884c\u4efb\u52a1\u3002<\/li>\n\n\n\n<li>\u662fChatGPT\u3001Claude\u7b49\u5bf9\u8bdd\u6a21\u578b\u7684\u8bad\u7ec3\u5173\u952e\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\">4. <strong>\u5bf9\u9f50\u5fae\u8c03\uff08Alignment Fine-tuning\uff09<\/strong><\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u4eba\u7c7b\u53cd\u9988\u6216\u89c4\u5219\u5bf9\u6a21\u578b\u8f93\u51fa\u8fdb\u884c\u504f\u597d\u4f18\u5316\uff0c\u5982RLHF\uff08Reinforcement Learning with Human Feedback\uff09\u3002<\/li>\n\n\n\n<li>ChatGPT \u7684\u6838\u5fc3\u7ec4\u6210\u90e8\u5206\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e09\u3001\u5fae\u8c03\u7684\u4e00\u822c\u6d41\u7a0b<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u51c6\u5907\u6570\u636e\u96c6<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u5e94\u5305\u62ec\u8f93\u5165-\u8f93\u51fa\u5bf9\uff08\u5982\u6587\u672c\u95ee\u7b54\u3001\u6587\u672c\u5206\u7c7b\u6807\u7b7e\u7b49\uff09<\/li>\n\n\n\n<li>\u8fdb\u884c\u6e05\u6d17\u3001\u683c\u5f0f\u5316\u3001tokenization<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u9009\u62e9\u5fae\u8c03\u65b9\u5f0f<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5c0f\u6a21\u578b\u53ef\u5168\u53c2\u6570\u5fae\u8c03<\/li>\n\n\n\n<li>\u5927\u6a21\u578b\u4f18\u9009LoRA\u3001Adapter\u7b49PEFT\u65b9\u6cd5<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u914d\u7f6e\u8bad\u7ec3\u53c2\u6570<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5b66\u4e60\u7387\uff081e-5 ~ 5e-5\uff09<\/li>\n\n\n\n<li>batch size\uff08\u4f9d\u786c\u4ef6\u80fd\u529b\uff09<\/li>\n\n\n\n<li>epoch\uff08\u6839\u636e\u6570\u636e\u5927\u5c0f\u4e0e\u8fc7\u62df\u5408\u7a0b\u5ea6\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u52a0\u8f7d\u9884\u8bad\u7ec3\u6a21\u578b<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u5982HuggingFace Transformers\u52a0\u8f7dBERT\u3001GPT\u7b49<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u8fc7\u7a0b<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528AdamW\u4f18\u5316\u5668<\/li>\n\n\n\n<li>\u76d1\u63a7loss\u3001\u51c6\u786e\u7387\u3001\u9a8c\u8bc1\u6307\u6807\u7b49<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u4fdd\u5b58\u4e0e\u63a8\u7406<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u4fdd\u5b58\u6743\u91cd\u3001\u914d\u7f6e\u6587\u4ef6\u3001Tokenizer\u7b49<\/li>\n\n\n\n<li>\u63a8\u7406\u65f6\u53ef\u7528transformers\u6216API\u8c03\u7528<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\">\u56db\u3001\u5fae\u8c03\u6280\u5de7\u4e0e\u5b9e\u6218\u7ecf\u9a8c<\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u51bb\u7ed3\u90e8\u5206\u5c42\u6570<\/strong>\uff1a\u53ea\u8bad\u7ec3\u9876\u90e8\u51e0\u5c42\uff0c\u9632\u6b62\u9057\u5fd8\u539f\u6709\u77e5\u8bc6\uff08catastrophic forgetting\uff09<\/li>\n\n\n\n<li><strong>\u4f7f\u7528\u6743\u91cd\u8870\u51cf\uff08weight decay\uff09<\/strong>\uff1a\u9632\u6b62\u8fc7\u62df\u5408<\/li>\n\n\n\n<li><strong>\u68af\u5ea6\u88c1\u526a\uff08gradient clipping\uff09<\/strong>\uff1a\u7a33\u5b9a\u8bad\u7ec3\u8fc7\u7a0b<\/li>\n\n\n\n<li><strong>\u5b66\u4e60\u7387\u8c03\u5ea6\uff08lr scheduler\uff09<\/strong>\uff1a\u9010\u6b65\u51cf\u5c0f\u5b66\u4e60\u7387\uff0c\u63d0\u9ad8\u6536\u655b\u6548\u679c<\/li>\n\n\n\n<li><strong>\u6df7\u5408\u7cbe\u5ea6\u8bad\u7ec3\uff08FP16\uff09<\/strong>\uff1a\u51cf\u5c11\u663e\u5b58\u4f7f\u7528\uff0c\u52a0\u5feb\u8bad\u7ec3<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e94\u3001\u5fae\u8c03\u9762\u4e34\u7684\u6311\u6218<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u7a00\u7f3a\u6027<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u7279\u5b9a\u9886\u57df\u7684\u6570\u636e\u5f80\u5f80\u5f88\u5c11\uff0c\u9700\u8981\u6570\u636e\u589e\u5f3a\u6216\u5408\u6210\u6570\u636e\u6280\u672f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8fc7\u62df\u5408<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5c0f\u6837\u672c\u4e0b\u5bb9\u6613\u8fc7\u62df\u5408\uff0c\u9700\u4f7f\u7528\u65e9\u505c\u3001\u6b63\u5219\u5316\u3001dropout\u7b49\u624b\u6bb5<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u707e\u96be\u6027\u9057\u5fd8<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5168\u53c2\u6570\u5fae\u8c03\u5bb9\u6613\u8ba9\u6a21\u578b\u5fd8\u8bb0\u9884\u8bad\u7ec3\u77e5\u8bc6<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u786c\u4ef6\u8d44\u6e90\u9650\u5236<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5927\u6a21\u578b\uff08\u598270B\uff09\u51e0\u4e4e\u65e0\u6cd5\u5728\u5355\u673a\u4e0a\u76f4\u63a5\u8bad\u7ec3<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h5 class=\"wp-block-heading\">\u516d\u3001\u6700\u65b0\u53d1\u5c55\u4e0e\u8d8b\u52bf<\/h5>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>LoRA 2 \/ QLoRA<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u652f\u6301\u5927\u6a21\u578b\u5728\u6d88\u8d39\u7ea7GPU\u4e0a\u8fdb\u884c\u7cbe\u8c03\uff0c\u7ed3\u54088-bit\u91cf\u5316\u548cLoRA\u7ed3\u6784<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>OpenChat \/ Zephyr \/ DPO<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u7ed3\u5408\u76d1\u7763\u5fae\u8c03\u4e0e\u504f\u597d\u4f18\u5316\uff08\u5982DPO\uff1aDirect Preference Optimization\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Multimodal Fine-tuning<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u9488\u5bf9\u56fe\u6587\u3001\u8bed\u97f3\u3001\u89c6\u9891\u7b49\u591a\u6a21\u6001\u4efb\u52a1\u7684\u5fae\u8c03\u65b9\u6cd5\u53d1\u5c55\u8fc5\u901f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u589e\u91cf\u5f0f\u5fae\u8c03 \/ Online Fine-tuning<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u4e0d\u65ad\u63a5\u6536\u65b0\u6570\u636e\u5e76\u8c03\u6574\u884c\u4e3a\uff0c\u9002\u5408\u90e8\u7f72\u540e\u7684\u957f\u671f\u7ef4\u62a4<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6570\u636e\u5408\u6210\u4e0e\u5bf9\u9f50\u6570\u636e\u96c6\u5efa\u8bbe<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5408\u6210\u4eba\u7c7b\u6307\u4ee4\u4efb\u52a1\uff08\u5982Self-Instruct\uff09\u4ee5\u652f\u6301\u66f4\u5e7f\u6cdb\u7684\u5bf9\u8bdd\u573a\u666f<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u6a21\u578b\u7684\u5fae\u8c03\/\u7cbe\u8c03\uff08Fine-tuning\uff0c \u8bd1\u4e3a\u7cbe\u8c03\u66f4\u4e3a\u51c6\u786e\u4e9b\uff09\u662f\u6307\u5728\u9884\u8bad\u7ec3\u7684\u5927\u89c4\u6a21\u6a21\u578b\u57fa\u7840\u4e0a\uff0c\u4f7f\u7528\u8f83\u5c0f\u89c4\u6a21 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-disable-related-posts":"","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":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"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":""},"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 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