{"id":14317,"date":"2023-03-11T14:56:41","date_gmt":"2023-03-11T06:56:41","guid":{"rendered":"https:\/\/blog.konata.vip\/?p=14317"},"modified":"2025-03-21T15:10:38","modified_gmt":"2025-03-21T07:10:38","slug":"%e6%b5%85%e8%b0%88ai%e7%94%bb%e7%94%bb%ef%bc%88%e4%ba%94%ef%bc%89%ef%bc%9a%e9%a3%8e%e6%a0%bc%e5%ae%9a%e5%88%b6%e5%92%8c%e6%b7%b7%e5%90%88","status":"publish","type":"post","link":"https:\/\/blog.konata.vip\/?p=14317","title":{"rendered":"\u6d45\u8c08AI\u753b\u753b\uff08\u4e94\uff09\uff1a\u98ce\u683c\u5b9a\u5236\u548c\u6df7\u5408"},"content":{"rendered":"\n<p>\u4eca\u5929\u8bf4\u597d\u4e86\u6559\u4f60\u4eec\u753bAI\u8001\u5a46\u7edd\u4e0d\u98df\u8a00\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"783\" height=\"1024\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10003-1-783x1024.jpg\" alt=\"\" class=\"wp-image-14339\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10003-1-783x1024.jpg 783w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10003-1-229x300.jpg 229w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10003-1-768x1004.jpg 768w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10003-1.jpg 1080w\" sizes=\"auto, (max-width: 783px) 100vw, 783px\" \/><\/figure>\n\n\n\n<p>\u9664\u4e86ControlNet\uff0c\u8fd1\u671fAI\u753b\u753b\u9886\u57df\u53e6\u4e00\u4e2a\u4e0d\u5f97\u4e0d\u63d0\u7684\u5c31\u662fLoRA\uff0c\u4e0a\u9762\u8fd9\u4e2a\u6c34\u58a8\u753b\u7f8e\u5c11\u5973\u5c31\u662f\u878d\u5408LoRA\u6a21\u578b\u751f\u6210\u7684\u3002<\/p>\n\n\n\n<p>\u8981\u8bb2LoRA\u5c31\u8981\u5148\u89e3\u91ca\u6a21\u578b\u7684finetune\uff08\u5fae\u8c03\uff09\u3002\u6a21\u578b\u7684finetune\u6307\u7684\u662f\u4ec0\u4e48\u5462\uff1f\u5176\u5b9e\u5c31\u662f\u5f53\u4f60\u6709\u4e00\u4e2a\u73b0\u6210\u7684\uff0c\u5f88\u5389\u5bb3\u7684\u5927\u6a21\u578b\uff08pre-trained model\uff09\uff0c\u4f60\u60f3\u8981\u8ba9\u5b83\u5b66\u4e00\u4e9b\u65b0\u77e5\u8bc6\uff0c\u6216\u8005\u5b8c\u6210\u4e00\u4e9b\u66f4\u9762\u5411\u5177\u4f53\u5e94\u7528\u7684\u5b50\u4efb\u52a1\uff0c\u6216\u8005\u53ea\u662f\u4e3a\u4e86\u9002\u914d\u4f60\u7684\u6570\u636e\u5206\u5e03\u65f6\uff0c\u5c31\u9700\u8981\u62ff\u4f60\u7684\u5c0f\u6837\u672c\u6570\u636e\u53bb\u5bf9\u6a21\u578b\u8fdb\u884c\u91cd\u65b0\u8bad\u7ec3\u3002\u8fd9\u4e2a\u8bad\u7ec3\u4e0d\u80fd\u8bad\u592a\u4e45\uff0c\u5426\u5219\u6a21\u578b\u5c31\u4f1a\u8fc7\u62df\u5408\u5230\u4f60\u7684\u5c0f\u6837\u672c\u6570\u636e\u4e0a\uff0c\u4e27\u5931\u6389\u5927\u6a21\u578b\u7684\u6cdb\u7528\u6027\u3002<\/p>\n\n\n\n<p>Pre-train + finetune \u662f\u673a\u5668\u5b66\u4e60\u4e2d\u975e\u5e38\u5e38\u89c1\u7684\u7ec4\u5408\uff0c\u5728\u5e94\u7528\u4e0a\u6709\u5f88\u5927\u4ef7\u503c\u3002\u4f46\u662f\u5176\u4e2d\u6709\u4e00\u4e2a\u95ee\u9898\u5c31\u662f\u201c\u9057\u5fd8\u201d\uff1a\u6a21\u578b\u4f1a\u5728finetune\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u5fd8\u8bb0\u4e4b\u524d\u5df2\u7ecf\u8bb0\u4f4f\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n<p>\u5e38\u89c1\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4e00\u4e2a\u662freplay\uff0c\u5c31\u662f\u4e5f\u628a\u539f\u59cb\u77e5\u8bc6\u8fc7\u4e00\u904d\uff1b\u7b2c\u4e8c\u4e2a\u662f\u6b63\u5219\u5316\uff0c\u901a\u8fc7\u6b63\u5219\u9879\u63a7\u5236\u6a21\u578b\u53c2\u6570\u548c\u539f\u59cb\u53c2\u6570\u5c3d\u91cf\u4e00\u81f4\uff0c\u4e0d\u8981\u53d8\u592a\u591a\uff1b\u8fd8\u6709\u4e00\u4e2a\u662fParameter isolation\uff08\u53c2\u6570\u5b64\u7acb\u5316\uff09\uff0c\u8fd9\u4e2a\u662f\u901a\u8fc7\u72ec\u7acb\u51fa\u4e00\u4e2a\u6a21\u5757\u6765\u505afinetune\uff0c\u539f\u6709\u7684\u6a21\u578b\u4e0d\u518d\u66f4\u65b0\u6743\u91cd\u3002<\/p>\n\n\n\n<p>\u53c2\u6570\u5b64\u7acb\u5316\u662f\u5176\u4e2d\u6700\u6709\u6548\u7684\u4e00\u79cd\u65b9\u5f0f\uff0c\u5177\u4f53\u6709\u597d\u51e0\u79cd\u5b9e\u73b0\u65b9\u6cd5\u3002\u4f8b\u5982Adaptor\u5c31\u662f\u5728\u539f\u6a21\u578b\u4e2d\u589e\u52a0\u4e00\u4e2a\u5b50\u6a21\u5757\uff0c\u56fa\u5b9a\u539f\u6a21\u578b\uff0c\u53ea\u8bad\u7ec3\u5b50\u6a21\u5757\u3002\u662f\u4e0d\u662f\u542c\u8d77\u6765\u5f88\u719f\u6089\uff1f\u662f\u7684\uff0cControlNet\u5c31\u662f\u4e00\u79cd\u7c7b\u4f3cAdaptor\u7684\u65b9\u6cd5\uff0c\u540c\u7406\u8fd8\u6709T2I-Adapter\uff0c\u4e5f\u662f\u901a\u8fc7\u589e\u52a0\u5b50\u6a21\u5757\u6765\u5f15\u5165\u65b0\u7684\u6761\u4ef6\u8f93\u5165\u63a7\u5236\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"826\" height=\"755\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10004-1.png\" alt=\"\" class=\"wp-image-14341\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10004-1.png 826w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10004-1-300x274.png 300w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10004-1-768x702.png 768w\" sizes=\"auto, (max-width: 826px) 100vw, 826px\" \/><\/figure>\n\n\n\n<p>LoRA\u5219\u662f\u53e6\u4e00\u79cd\u53c2\u6570\u5b64\u7acb\u5316\u7b56\u7565\uff0c\u4e5f\u5728AI\u753b\u753b\u627e\u5230\u4e86\u7528\u6b66\u4e4b\u5730\u3002\u5b83\u5229\u7528\u4f4e\u79e9\u77e9\u9635\u6765\u66ff\u4ee3\u539f\u6765\u5168\u91cf\u53c2\u6570\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ece\u800c\u63d0\u5347finetune\u7684\u6548\u7387\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"802\" height=\"740\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10005.png\" alt=\"\" class=\"wp-image-14342\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10005.png 802w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10005-300x277.png 300w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10005-768x709.png 768w\" sizes=\"auto, (max-width: 802px) 100vw, 802px\" \/><\/figure>\n\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u548c\u4e4b\u524d\u6700\u5e38\u7528\u7684finetune\u65b9\u6cd5DreamBooth\u5bf9\u6bd4\u4e00\u4e0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"935\" height=\"618\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10006-1.png\" alt=\"\" class=\"wp-image-14343\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10006-1.png 935w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10006-1-300x198.png 300w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10006-1-768x508.png 768w\" sizes=\"auto, (max-width: 935px) 100vw, 935px\" \/><\/figure>\n\n\n\n<p>\u5bf9\u4e8eDreamBooth\u6765\u8bf4\uff0c\u5b83\u662f\u76f4\u63a5\u66f4\u65b0\u6574\u4e2a\u5927\u6a21\u578b\u7684\u6743\u91cd\u6765\u8ba9\u6a21\u578b\u5b66\u4e60\u65b0\u6982\u5ff5\u7684\u3002\u867d\u7136\u53ef\u4ee5\u901a\u8fc7\u6b63\u5219\u9879\u907f\u514d\u9057\u5fd8\uff0c\u4f46\u662ffinetune\u540e\u7684\u6a21\u578b\u4f9d\u7136\u975e\u5e38\u5927\uff08\u548c\u539f\u6a21\u578b\u4e00\u6837\u5927\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1009\" height=\"655\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10007.png\" alt=\"\" class=\"wp-image-14344\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10007.png 1009w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10007-300x195.png 300w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10007-768x499.png 768w\" sizes=\"auto, (max-width: 1009px) 100vw, 1009px\" \/><\/figure>\n\n\n\n<p>\u800c\u4f7f\u7528LoRA\u540e\uff0cLoRA\u5f71\u54cd\u7684\u53ea\u662f\u5176\u4e2d\u4e00\u5c0f\u90e8\u5206\uff08\u901a\u8fc7\u4f4e\u79e9\u77e9\u9635\u53e0\u52a0\u5230\u5927\u6a21\u578b\u7f51\u7edc\u4e0a\u7684\uff09\u6743\u91cd\uff0c\u6240\u4ee5finetune\u8d77\u6765\u66f4\u5feb\uff0c\u66f4\u4e0d\u5403\u8d44\u6e90\uff0c\u800c\u4e14\u5f97\u5230\u7684finetune\u6a21\u578b\u975e\u5e38\u5c0f\uff0c\u4f7f\u7528\u8d77\u6765\u65b9\u4fbf\u5f88\u591a\u3002<\/p>\n\n\n\n<p>\u7531\u4e8eLoRA\u5728\u7ed3\u6784\u4e0a\u662f\u72ec\u7acb\u4e8e\u5927\u6a21\u578b\u7684\uff0c\u6240\u4ee5\u5b83\u6709\u4e00\u4e2a\u989d\u5916\u7684\u597d\u5904\u662f\u66ff\u6362\u5927\u6a21\u578b\u53ef\u4ee5\u5f97\u5230\u4e0d\u540c\u7684\u4ee4\u4eba\u60ca\u559c\u7684\u7ed3\u679c\u3002\u4f8b\u5982\u7528\u6c34\u58a8\u753b\u8bad\u7ec3\u7684\u4e00\u4e2a\u5f88\u597d\u770b\u7684LoRA\u6a21\u578b\u201c\u58a8\u5fc3\u201d\uff0c\u7ed3\u5408\u56fd\u98ce\u7f8e\u5973\u7684\u57fa\u7840\u5927\u6a21\u578b\uff0c\u53ef\u4ee5\u751f\u6210\u7a7f\u7740\u4e2d\u5f0f\u670d\u88c5\u7684\u6c34\u58a8\u753b\u7f8e\u5c11\u5973\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"875\" height=\"489\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10008-1.png\" alt=\"\" class=\"wp-image-14345\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10008-1.png 875w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10008-1-300x168.png 300w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10008-1-768x429.png 768w\" sizes=\"auto, (max-width: 875px) 100vw, 875px\" \/><\/figure>\n\n\n\n<p>\u5728\u7f51\u53cb\u5199\u7684\u300a<a href=\"https:\/\/sparkly-day-9db.notion.site\/AI-1962de6fa0b44378b2fed3b79df5252b\">AI\u7eb8\u7247\u8001\u5a46\u751f\u6210\u6307\u5357<\/a>\u300b\u4e2d\uff0c\u63d0\u51fa\u7684\u65b9\u6cd5\u5c31\u662f\u5229\u7528\u53ef\u4ee5\u751f\u6210\u53ef\u7231\u4e9a\u88d4\u5973\u751f\u7684\u771f\u4eba\u5927\u6a21\u578b\uff0c\u53e0\u52a0\u4ece\u4e8c\u6b21\u5143\u5927\u6a21\u578bfinetune\u51fa\u6765\u7684\u4e8c\u6b21\u5143\u8001\u5a46LoRA\uff0c\u6765\u751f\u6210\u5e26\u6709\u89d2\u8272\u7279\u5f81\u7684\u771f\u4ebacoser\u7167\u7247\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1018\" height=\"422\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10009-2.png\" alt=\"\" class=\"wp-image-14346\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10009-2.png 1018w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10009-2-300x124.png 300w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10009-2-768x318.png 768w\" sizes=\"auto, (max-width: 1018px) 100vw, 1018px\" \/><\/figure>\n\n\n\n<p>\u800c\u4e14LoRA\u4e5f\u975e\u5e38\u65b9\u4fbf\u8fdb\u884c\u6a21\u578b\u878d\u5408\uff0c\u6bd4\u5982\u8bf4\u589e\u52a0\u53e6\u4e00\u4e2a\u97e9\u56fd\u5076\u50cfLoRA\uff0c\u5f97\u5230\u7684\u7ed3\u679c\u5c31\u878d\u5408\u4e86\u4e24\u8005\u7684\u7279\u8272\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"430\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10010-1024x430.png\" alt=\"\" class=\"wp-image-14347\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10010-1024x430.png 1024w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10010-300x126.png 300w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10010-768x322.png 768w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10010.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"779\" src=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10011-1024x779.png\" alt=\"\" class=\"wp-image-14348\" srcset=\"https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10011-1024x779.png 1024w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10011-300x228.png 300w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10011-768x585.png 768w, https:\/\/blog.konata.vip\/wp-content\/uploads\/2023\/03\/10011.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_gif\/HbTUGicueFXVOwTw1tbAJNYOvmPyjibSf3CwbrVZPORHZEXxLMd0eJDcFqRgicyESkmUnEiao37HHz8cxTgDhFHSPA\/640?wx_fmt=gif&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1\" 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