{"id":76283,"date":"2025-12-02T17:03:05","date_gmt":"2025-12-02T09:03:05","guid":{"rendered":"https:\/\/aicats.wiki\/?p=76283"},"modified":"2025-12-02T17:10:47","modified_gmt":"2025-12-02T09:10:47","slug":"peft%e6%98%af%e4%bb%80%e9%ba%bc%ef%bc%9f-2025%e5%b9%b4%e6%9c%80%e5%ae%8c%e6%95%b4%e6%8c%87%e5%8d%97%ef%bc%8c%e5%b8%b6%e4%bd%a0%e8%bc%95%e9%ac%86%e7%90%86%e8%a7%a3%e9%ab%98%e6%95%88%e5%8f%83","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/12\/02\/76283-html","title":{"rendered":"peft\u662f\u4ec0\u9ebc\uff1f 2025\u5e74\u6700\u5168\u5165\u9580\u6307\u5357\uff0c\u5e36\u4f60\u8f15\u9b06\u7406\u89e3\u9ad8\u6548\u53c3\u6578\u5fae\u8abf\u6280\u5de7"},"content":{"rendered":"<p><strong>peft<\/strong>\uff08\u9ad8\u6548\u53c3\u6578\u5fae\u8abf\uff09\u6b63\u6210\u70ba2025\u5e74<a href=\"https:\/\/aicats.wiki\/tw\/2025\/09\/20\/33187-html\/\" title=\"VL\u662f\u4ec0\u9ebc\uff1f 2025\u5e74\u6700\u503c\u5f97\u95dc\u6ce8\u7684AI\u8996\u89ba\u8a9e\u8a00\u6a21\u578b\u6df1\u5ea6\u89e3\u6790\">AI\u7522\u696d\u7684\u6838\u5fc3\u6280\u8853<\/a>\u3002<strong>\u76f8\u8f03\u65bc\u50b3\u7d71\u5fae\u8abf\uff0cPEFT\u50c5\u9700\u8abf\u6574\u90e8\u5206\u6a21\u578b\u53c3\u6578\uff0c\u5927\u5e45\u964d\u4f4e\u7b97\u529b\u8207\u5132\u5b58\u6210\u672c<\/strong>\uff0c\u9069\u7528\u65bc\u5927\u8a9e\u8a00\u6a21\u578b\u3001\u8996\u89ba\u7b49\u591a\u6a21\u614b<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u3002\u5728\u672c\u6587\u4e2d\uff0c\u60a8\u5c07\u4e86\u89e3<strong>PEFT\u539f\u7406\u3001\u4e3b\u6d41\u6280\u8853\u3001\u958b\u6e90\u5de5\u5177\u548c\u61c9\u7528\u5834\u666f\u5168\u89e3<\/strong>\uff0c\u638c\u63e1\u5927\u6a21\u578b\u500b\u4eba\u5316\u548c\u9ad8\u6548\u843d\u5730\u7684\u95dc\u9375\u65b9\u6cd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1920\" height=\"1080\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/12\/image-24-5.jpg\" alt=\"peft\u662f\u4ec0\u9ebc\uff1f 2025\u5e74\u6700\u5168\u5165\u9580\u6307\u5357\uff0c\u5e36\u4f60\u8f15\u9b06\u7406\u89e3\u9ad8\u6548\u53c3\u6578\u5fae\u8abf\u6280\u5de7\" class=\"wp-image-77423\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">peft\u57fa\u790e\u6982\u5ff5\u53ca\u767c\u5c55<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">peft\u5b9a\u7fa9\u8207\u50b3\u7d71\u5fae\u8abf\u65b9\u5f0f\u5c0d\u6bd4<\/h3>\n\n\n\n<p><strong>peft<\/strong>\uff08Parameter-Efficient Fine-Tuning\uff0c\u9ad8\u6548\u53c3\u6578\u5fae\u8abf\uff09\u610f\u6307<strong>\u900f\u904e\u50c5\u5fae\u8abf\u90e8\u5206\u53c3\u6578\u4f86\u9ad8\u6548\u9069\u61c9\u7279\u5b9a\u4efb\u52d9<\/strong>\u3002\u5b8c\u5168\u5fae\u8abf\u6a21\u578b\u9700\u8abf\u6574\u5168\u90e8\u6b0a\u91cd\uff0c\u8cc7\u6e90\u6d88\u8017\u6975\u9ad8\uff1b\u800cPEFT\u50c5\u9700\u5fae\u8abf\u6975\u5c0f\u90e8\u5206\u53c3\u6578\uff0c<strong>\u7b97\u529b\u8207\u5132\u5b58\u8ca0\u64d4\u5927\u5e45\u4e0b\u964d<\/strong>\u3002\u5982\u4e0b\u5c0d\u6bd4\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5fae\u8abf\u65b9\u5f0f<\/th><th>\u6240\u9700\u53c3\u6578<\/th><th>\u5132\u5b58\u7a7a\u9593<\/th><th>\u8a08\u7b97\u8cc7\u6e90<\/th><th>\u9069\u7528\u5834\u666f<\/th><\/tr><tr><td>\u5168\u53c3\u6578\u5fae\u8abf<\/td><td>\u6240\u6709\u53c3\u6578<\/td><td>\u9ad8<\/td><td>\u9ad8<\/td><td>\u6578\u64da\u91cf\u5145\u8db3\uff0c\u7b97\u529b\u5bcc\u8db3<\/td><\/tr><tr><td>peft\u5fae\u8abf<\/td><td>\u5c40\u90e8\u53c3\u6578<\/td><td>\u4f4e<\/td><td>\u4f4e<\/td><td>\u8cc7\u6e90\u6709\u9650\uff0c\u6709\u6548\u7387\u90e8\u7f72<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u5168\u53c3\u6578\u5fae\u8abf<\/strong>\u5f80\u5f80\u9700\u8981\u6578\u500d\u65bcPEFT\u7684\u986f\u5b58\u8207\u8a13\u7df4\u6642\u9593\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1764406177.jpg\" alt=\"\u53c3\u6578\u9ad8\u6548\u7387\u5fae\u8abf\u539f\u7406\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u53c3\u6578\u9ad8\u6548\u7387\u5fae\u8abf\u539f\u7406\u5716<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">peft\u7de3\u8d77\uff1a\u5927\u6a21\u578b\u6642\u4ee3\u7684\u9700\u6c42<\/h3>\n\n\n\n<p><strong>\u5927\u6a21\u578b\u53c3\u6578\u52d5\u8f12\u4e0a\u5104\uff0c\u5fae\u8abf\u6210\u672c\u9a5a\u4eba<\/strong>\uff0c\u4fc3\u4f7fPEFT\u6280\u8853\u5728NLP\u3001CV\u7b49\u591a\u9818\u57df\u8208\u8d77\u3002\u4f8b\u5982ChatGPT\u3001AI\u7e6a\u5716\u7b49\u7522\u696d\u9010\u6b65\u666e\u53caPEFT\uff0c\u4ee5\u4fbf\u65bc\u5feb\u901f\u5ba2\u88fd\u5316\u5834\u666f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">peft\u4e3b\u6d41\u6280\u8853\u65b9\u6848\u53ca\u5c0d\u6bd4<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e3b\u6d41PEFT\u6280\u8853\u7c21\u4ecb<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Adapter<\/strong>\uff1a\u5404\u5c64\u63d2\u5165\u9069\u914d\u6a21\u7d44\uff0c\u50c5\u8abf\u6a21\u7d44\u53c3\u6578\uff0c\u4e0d\u52d5\u4e3b\u53c3\u6578\u3002<\/li>\n\n\n\n<li><strong>Prefix Tuning<\/strong>\uff1a\u8f38\u5165\u5074\u589e\u52a0\u524d\u7db4Token\uff0c\u50c5\u8a13\u7df4\u524d\u7db4\u3002<\/li>\n\n\n\n<li><strong>LoRA<\/strong>\uff1a\u4f4e\u79e9\u77e9\u9663\u8abf\u6574\uff0c<strong>\u9ad8\u6548\u4e14\u9748\u6d3b<\/strong>\uff0c\u6210\u4e3b\u6d41PEFT\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li><strong>Prompt Tuning<\/strong>\uff1a\u76f4\u63a5\u5fae\u8abf\u8f38\u5165Token\u5411\u91cf\uff0c\u9069\u865b\u64ec\u5c0f\u4efb\u52d9\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1764406180.jpg\" alt=\"\u4e3b\u6d41PEFT\u65b9\u6cd5\u6bd4\u8f03\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u4e3b\u6d41PEFT\u65b9\u6cd5\u6bd4\u8f03\u5716<\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u6280\u8853\u6bd4\u8f03\u5206\u6790<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6280\u8853\u65b9\u5f0f<\/th><th>\u53c3\u6578\u6548\u7387<\/th><th>\u9748\u6d3b\u6027<\/th><th>\u5be6\u73fe\u96e3\u5ea6<\/th><th>\u71b1\u9580\u61c9\u7528\u9818\u57df<\/th><\/tr><tr><td>Adapter<\/td><td>\u2606\u2606\u2606<\/td><td>\u2606\u2606\u2606\u2606<\/td><td>\u2606\u2606<\/td><td>\u591a\u5de5\/\u591a\u9818\u57df<\/td><\/tr><tr><td>Prefix Tuning<\/td><td>\u2606\u2606\u2606\u2606<\/td><td>\u2606\u2606<\/td><td>\u2606<\/td><td>NLP\u751f\u6210\u57fa\u790e<\/td><\/tr><tr><td>LoRA<\/td><td>\u2606\u2606\u2606\u2606\u2606<\/td><td>\u2606\u2606\u2606<\/td><td>\u2606\u2606\u2606<\/td><td>\u5927\u6a21\u578b\u63a8\u7406<\/td><\/tr><tr><td>Prompt Tuning<\/td><td>\u2606\u2606\u2606\u2606<\/td><td>\u2606<\/td><td>\u2606<\/td><td>\u7cbe\u6e96\u8a9e\u8a00\u4efb\u52d9<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2025\u4e3b\u6d41\u958b\u6e90PEFT\u5de5\u5177\u8207\u7522\u54c1\u63a8\u85a6<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Hugging Face PEFT<\/h3>\n\n\n\n<p>\u6700\u88ab\u5ee3\u6cdb\u63a1\u7d0d\u7684PEFT\u5de5\u5177\u662f<strong>Hugging Face PEFT\u5eab<\/strong>\u3002\u76f8\u5bb9\u65bcTransformers\u751f\u614b\uff0c\u5167\u5efa\u652f\u63f4LoRA\u3001Prefix\u3001Prompt\u7b49\u4e3b\u6d41\u65b9\u6cd5\uff0c<strong>\u958b\u767c\u53cb\u597d\uff0c\u6613\u65bc\u64f4\u5c55\u90e8\u7f72<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1764406180-1.jpg\" alt=\"HuggingFace PEFT\u5eab\u4ecb\u9762\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/github.com\/huggingface\/peft\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >HuggingFace PEFT\u5eab\u4ecb\u9762\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">QLoRA<\/h3>\n\n\n\n<p><strong>QLoRA<\/strong>\u5c08\u70ba\u5927\u6a21\u578b\u6975\u81f4\u91cf\u5316\u58d3\u7e2e\u800c\u751f\uff0c<strong>\u6975\u5927\u524a\u6e1b\u986f\u5b58\u4e14\u6e96\u78ba\u7387\u640d\u5931\u5c0f<\/strong>\uff0c\u9069\u5408\u986f\u5b58\u5f35\u529b\u5834\u666f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1764406181.jpg\" alt=\"QLoRA\u5c08\u6848\u9801\u9762\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/github.com\/artidoro\/qlora\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >QLoRA\u5c08\u6848\u9801\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Microsoft DeepSpeed<\/h3>\n\n\n\n<p>\u5fae\u8edf\u7684<strong>DeepSpeed<\/strong>\u6574\u5408\u5206\u6563\u5f0f\u9ad8\u6548\u5fae\u8abf\uff0c\u652f\u63f4LoRA\u3001Adapter\u7b49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u540d\u7a31<\/th><th>\u4e3b\u8981\u6280\u8853<\/th><th>\u652f\u6301\u6a21\u578b<\/th><th>\u6613\u7528\u6027<\/th><th>\u958b\u767c\u6d3b\u8e8d\u5ea6<\/th><\/tr><tr><td>HuggingFace PEFT<\/td><td>LoRA, Prefix, Prompt<\/td><td>NLP\/CV<\/td><td>\u2606\u2606\u2606\u2606\u2606<\/td><td>\u9ad8<\/td><\/tr><tr><td>QLoRA<\/td><td>LoRAQ<\/td><td>NLP<\/td><td>\u2606\u2606\u2606\u2606<\/td><td>\u4e2d<\/td><\/tr><tr><td>DeepSpeed<\/td><td>LoRA, Adapter<\/td><td>NLP\/CV<\/td><td>\u2606\u2606\u2606<\/td><td>\u9ad8<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1764406182.jpg\" alt=\"\u5fae\u8edfDeepSpeed\u5b98\u7db2\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/project\/deepspeed\/?msockid=3496f26b335066763f97e40c32406757\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5fae\u8edfDeepSpeed\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">peft\u5728\u5be6\u969b\u61c9\u7528\u5834\u666f\u4e2d\u7684\u5275\u65b0\u50f9\u503c<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5927\u578b\u4f01\u696d\u4e0b\u6e38\u5ba2\u88fd<\/strong>\uff1aOpenAI\/Google\u7b49\u5927\u5ee0\u958b\u653e\u6a21\u578b\u5f8c\uff0c\u5927\u91cf\u4f01\u696d\u57fa\u65bcPEFT\u201c<strong>\u6578\u5c0f\u6642\u5167\u5ba2\u88fd\u5316\u5c08\u5c6c\u6a21\u578b<\/strong>\u201d\uff0c\u5927\u5e45\u63d0\u5347<strong>\u5546\u696d\u90e8\u7f72\u6548\u7387<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u500b\u4eba\u7528\u6236\u80fd\u529b\u64f4\u5c55<\/strong>\uff1a\u958b\u767c\u8005\/\u521d\u5b78\u8005\u5229\u7528\u6d88\u8cbb\u7d1a\u986f\u793a\u5361\u5373\u53ef\u5fae\u8abf\u5927\u6a21\u578b\uff0c\u7121\u9700\u9ad8\u6602\u96f2\u7aefGPU\u3002<\/li>\n\n\n\n<li><strong>\u6559\u80b2\u8207\u79d1\u5b78\u7814\u7a76\u4f4e\u6210\u672c\u5be6\u9a57<\/strong>\uff1a\u5927\u5b78\u4f9d\u8cf4PEFT\u505a\u591a\u8a9e\u8a00\u3001\u6307\u4ee4\u5fae\u8abf\u5be6\u9a57\uff0c\u5927\u5e45\u964d\u4f4e\u7814\u7a76\u9580\u6abb\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5982\u4f55\u4e0a\u624bpeft\u5fae\u8abf\uff1f\u5b8c\u6574\u5be6\u8e10\u6d41\u7a0b\u89e3\u6790<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u9078\u64c7\u6a21\u578b<\/strong>\uff1a\u5efa\u8b70\u8a2a\u554f<a href=\"https:\/\/huggingface.co\/models\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Model Hub<\/a>\u9078BERT\u3001GPT\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u5b89\u88ddPEFT\u5de5\u5177\u5eab<\/strong>\uff1a<code>pip install transformers peft<\/code><\/li>\n\n\n\n<li><strong>\u81ea\u5efa\u8cc7\u6599\u96c6<\/strong>\uff1a\u91dd\u5c0d\u4efb\u52d9\u88fd\u4f5c\u5c0f\u6a23\u672c\u96c6\uff0c\u5e7e\u767e\u5230\u5e7e\u5343\u689d\u5373\u53ef\u3002<\/li>\n\n\n\n<li><strong>\u914d\u7f6ePEFT\u65b9\u6848<\/strong>\uff1a\u5982LoRA\u914d\u7f6e\uff0c\u51cd\u7d50\u4e3b\u6a21\u578b\uff0c\u50c5\u8a13\u7df4\u5fae\u8abf\u90e8\u5206\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1920\" height=\"1018\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/12\/image-24-6.jpg\" alt=\"Model Hub\" class=\"wp-image-77440\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/huggingface.co\/models\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Model Hub<\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>Step<\/th><th>\u64cd\u4f5c\u5167\u5bb9<\/th><th>\u5099\u8a3b<\/th><\/tr><tr><td>1<\/td><td>\u5b89\u88dd\u74b0\u5883<\/td><td>\u5efa\u8b70\u512a\u5148CUDA<\/td><\/tr><tr><td>2<\/td><td>\u5efa\u69cb\u8cc7\u6599\u96c6<\/td><td>\u652f\u6301jsonl\/csv\u7b49<\/td><\/tr><tr><td>3<\/td><td>\u5feb\u901f\u914d\u7f6ePEFT\u67b6\u69cb<\/td><td>\u5982LoRA\/Adapter\/Prefix<\/td><\/tr><tr><td>4<\/td><td>\u5fae\u8abf\u8207\u6e2c\u8a66<\/td><td>\u95dc\u6ce8loss\u3001accuracy\u6307\u6a19<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">peft\u672a\u4f86\u8da8\u52e2\u8207\u6311\u6230<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u66f4\u8f15\u91cf\u5316\u3001\u66f4\u81ea\u52d5\u5316<\/strong>\uff1a\u672a\u4f86\u6216\u51fa\u73fe\u96f6\u7a0b\u5f0f\u78bcAutoPEFT\u3001AutoML\u63a5\u624b\u5fae\u8abf\u5168\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u591a\u6a21\u614b\u6df1\u5ea6\u878d\u5408<\/strong>\uff1aAI\u5927\u6a21\u578b\u9010\u6b65\u652f\u63f4\u5716\u50cf\/\u8a9e\u97f3\/\u6587\u5b57\u6df7\u5408\uff0cPEFT\u65b9\u6848\u5c07\u96a8\u4e4b\u6f14\u5316\u3002<\/li>\n\n\n\n<li><strong>\u4e3b\u8981\u6311\u6230<\/strong>\uff1a\u5982\u4f55\u5e73\u8861<strong>\u6975\u5c0f\u6a23\u672c\u4e0b\u80fd\u529b\u9077\u79fb<\/strong>\u8207\u9632\u6b62\u904e\u5ea6\u64ec\u5408\u3001\u6a21\u578b\u5b89\u5168\u3001\u77e5\u8b58\u5916\u6d29\u7b49\u4f9d\u7136\u662f\u696d\u754c\u96e3\u984c\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>peft\u6280\u8853\u6b63\u63a8\u52d5AI\u7522\u696d\u5feb\u901f\u767c\u5c55\uff0c\u6210\u70ba\u9ad8\u6548\u7387\u5ba2\u88fd\u5316\u8207\u4f4e\u9580\u6abb\u5275\u65b0\u7684\u6838\u5fc3\u5229\u5668<\/strong>\u3002\u7121\u8ad6\u662f\u982d\u90e8\u4f01\u696d\u6216\u500b\u4eba\u958b\u767c\u8005\uff0c\u90fd\u61c9\u638c\u63e1\u4e26\u61c9\u7528PEFT\u65b9\u6848\u3002\u66f4\u591a\u8a73\u7d30\u5b78\u7fd2\u548c\u958b\u6e90\u5de5\u5177\uff0c\u8acb\u8a2a\u554f<a href=\"https:\/\/huggingface.co\/docs\/peft\/index\" target=\"_blank\" rel=\"noopener\" class=\"external\" >Hugging Face PEFT\u5b98\u65b9\u6587\u6a94<\/a>\u958b\u555f\u4f60\u7684AI\u65b0\u7d00\u5143\uff01<\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>peft\uff08\u9ad8\u6548\u53c2\u6570\u5fae\u8c03\uff09\u6b63\u6210\u4e3a2025\u5e74AI\u884c\u4e1a\u7684\u6838\u5fc3\u6280\u672f\u3002\u76f8\u8f83\u4e8e\u4f20\u7edf\u5fae\u8c03\uff0cPEFT\u4ec5\u9700\u8c03\u6574\u90e8\u5206\u6a21\u578b\u53c2\u6570\uff0c\u6781\u5927 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crsspst_to_aicatswiki":true,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[290],"tags":[2115,247,2114,2116],"content_visibility":[262],"class_list":["post-76283","post","type-post","status-publish","format-standard","hentry","category-ai-application-areas","tag-aai","tag-ai"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/76283","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/comments?post=76283"}],"version-history":[{"count":1,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/76283\/revisions"}],"predecessor-version":[{"id":77443,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/76283\/revisions\/77443"}],"wp:attachment":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/media?parent=76283"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/categories?post=76283"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/tags?post=76283"},{"taxonomy":"content_visibility","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/content_visibility?post=76283"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}