[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-qlora":3},{"tag":4,"articles":10},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":9},"1b551006-fd68-4c68-928b-2ffb541d23ab","QLoRA","qlora",0,null,[11],{"id":12,"slug":13,"title":14,"summary":15,"category":16,"image_url":17,"cover_image":17,"language":18,"created_at":19},"bfbcb15a-47ab-478e-822a-38d89dc8cb84","lora-vs-qlora-vs-full-fine-tuning-zh","LoRA vs QLoRA vs 全量微調","這篇比較 LoRA、QLoRA 與全量微調，幫你用成本、顯存、速度與效果判斷哪一種大語言模型微調方式最適合你的團隊。","industry","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778915627798-evv7.png","zh","2026-05-16T07:13:32.474543+00:00"]