{"id":10735,"date":"2026-08-20T09:43:01","date_gmt":"2026-08-20T01:43:01","guid":{"rendered":"https:\/\/www.starverse-ai.com\/guide\/?p=10735"},"modified":"2026-08-20T09:43:03","modified_gmt":"2026-08-20T01:43:03","slug":"vera1-1-%e8%a7%86%e9%a2%91-lora-%e8%ae%ad%e7%bb%83%e5%8f%82%e6%95%b0%e9%85%8d%e7%bd%ae%ef%bc%8c%e8%8e%b7%e5%be%97%e7%a8%b3%e5%ae%9a%e8%a7%92%e8%89%b2%e7%94%9f%e6%88%90%e6%95%88%e6%9e%9c","status":"publish","type":"post","link":"https:\/\/www.starverse-ai.com\/guide\/archives\/10735","title":{"rendered":"Vera1.1 \u89c6\u9891 LoRA \u8bad\u7ec3\u53c2\u6570\u914d\u7f6e\uff0c\u83b7\u5f97\u7a33\u5b9a\u89d2\u8272\u751f\u6210\u6548\u679c"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">AI \u77ed\u5267\u3001\u6f2b\u5267\u3001\u6570\u5b57\u4eba\u7cfb\u5217\u89c6\u9891\u751f\u4ea7\u8fc7\u7a0b\u91cc\uff0c\u89d2\u8272\u4e00\u81f4\u6027\u76f4\u63a5\u51b3\u5b9a\u6210\u7247\u80fd\u4e0d\u80fd\u6b63\u5f0f\u5546\u7528\u3002\u5f88\u591a\u521b\u4f5c\u8005\u5bfc\u5165\u89d2\u8272\u53c2\u8003\u56fe\u8bad\u7ec3 LoRA \u4e4b\u540e\uff0c\u4f9d\u65e7\u4f1a\u9047\u5230\u5404\u79cd\u5404\u6837\u7684\u95ee\u9898\u3002\u540c\u4e00\u4f4d\u4eba\u7269\uff0c\u4e0a\u4e00\u955c\u5934\u4e94\u5b98\u6b63\u5e38\uff0c\u4e0b\u4e00\u5e27\u8138\u578b\u3001\u5986\u5bb9\u3001\u670d\u9970\u53d1\u751f\u504f\u79fb\uff1b\u591a\u955c\u5934\u5207\u6362\u4e4b\u540e\u4eba\u8bbe\u76f4\u63a5\u8dd1\u504f\uff0c\u5927\u91cf\u753b\u9762\u9700\u8981\u8fd4\u5de5\u91cd\u6e32\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6839\u636e\u661f\u5b87\u667a\u7b97\u5185\u6d4b\u5ba2\u6237\u7edf\u8ba1\u6570\u636e\uff0c\u5728\u672a\u505a\u53c2\u6570\u8c03\u4f18\u7684\u524d\u63d0\u4e0b\uff0c\u89c6\u9891 LoRA \u76f4\u63a5\u9ed8\u8ba4\u53c2\u6570\u4ea7\u51fa\u5185\u5bb9\uff0c\u89d2\u8272\u4e3b\u4f53\u4e00\u81f4\u6027\u4fdd\u7559\u7387\u666e\u904d\u4ec5\u5728 62%\u201171% \u533a\u95f4\u3002\u60f3\u8981\u8fbe\u5230\u77ed\u5267\u5546\u7528\u53ef\u7528\u6807\u51c6\uff0c\u5f80\u5f80\u9700\u8981\u9488\u5bf9\u6027\u8c03\u6574\u6574\u5957\u8bad\u7ec3\u4e0e\u63a8\u7406\u53c2\u6570\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u5c11\u5b9e\u64cd\u56e2\u961f\u5728\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u7ecf\u5e38\u63d0\u51fa\u7591\u95ee\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u8bad\u7ec3\u96c6\u56fe\u7247\u8d28\u91cf\u770b\u7740\u4e0d\u9519\uff0c\u4e3a\u4ec0\u4e48\u8dd1\u51fa\u6765\u89c6\u9891\u89d2\u8272\u8fd8\u662f\u4f1a\u5d29\uff1f\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cLoRA \u6743\u91cd\u8c03\u5f97\u8d8a\u9ad8\u8d8a\u597d\u5417\uff0cVera1.1 \u91cc\u9762\u6743\u91cd\u8bbe\u7f6e\u591a\u5c11\u66f4\u5408\u9002\uff1f\u201d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e24\u4e2a\u95ee\u9898\uff0c\u4e5f\u662f MCN\u3001\u77ed\u5267\u5de5\u4f5c\u5ba4\u5728\u843d\u5730 Vera1.1 \u505a\u7cfb\u5217\u5316\u5185\u5bb9\u65f6\u9ad8\u9891\u9047\u5230\u7684\u5361\u70b9\u3002\u89d2\u8272\u7a33\u5b9a\u4e0d\u662f\u5355\u9760\u7d20\u6750\u5806\u91cf\uff0c\u8bad\u7ec3\u53c2\u6570\u3001\u63a8\u7406\u53c2\u6570\u4e92\u76f8\u914d\u5408\uff0c\u624d\u662f\u5173\u952e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"549\" src=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/08\/\u56fe\u7247-69-1024x549.png\" alt=\"\" class=\"wp-image-10737\" srcset=\"https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/08\/\u56fe\u7247-69-1024x549.png 1024w, https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/08\/\u56fe\u7247-69-300x161.png 300w, https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/08\/\u56fe\u7247-69-768x412.png 768w, https:\/\/www.starverse-ai.com\/guide\/wp-content\/uploads\/2026\/08\/\u56fe\u7247-69.png 1054w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u89c6\u9891 LoRA \u5f88\u5bb9\u6613\u51fa\u73b0\u89d2\u8272\u6f02\u79fb<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe\u7247 LoRA \u548c\u89c6\u9891 LoRA\uff0c\u5e95\u5c42\u903b\u8f91\u5b8c\u5168\u4e0d\u4e00\u6837\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fe\u7247\u8bad\u7ec3\u53ea\u9700\u8981\u5355\u5e27\u753b\u9762\u6536\u655b\uff1b\u89c6\u9891 LoRA \u9700\u8981\u517c\u987e\u7a7a\u95f4\u753b\u9762\u548c\u65f6\u5e8f\u8fd0\u52a8\u4fe1\u606f\uff0c\u65e2\u8981\u8bb0\u4f4f\u4eba\u7269\u4e94\u5b98\u3001\u7a7f\u642d\u7279\u5f81\uff0c\u8fd8\u8981\u4fdd\u8bc1\u4eba\u7269\u5728\u8f6c\u5934\u3001\u8d70\u52a8\u3001\u80a2\u4f53\u53d8\u5316\u65f6\uff0c\u7279\u5f81\u4e0d\u4f1a\u88ab\u65f6\u5e8f\u6ce8\u610f\u529b\u6253\u4e71\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f88\u591a\u7528\u6237\u76f4\u63a5\u7167\u642c\u56fe\u7247 LoRA \u7684\u8bad\u7ec3\u4e60\u60ef\uff0c\u5957\u7528\u5230\u89c6\u9891\u6a21\u578b\u4e4b\u4e0a\uff0c\u5f88\u5bb9\u6613\u51fa\u73b0\u4e24\u7c7b\u7ed3\u679c\u3002\u6743\u91cd\u592a\u9ad8\uff0c\u753b\u9762\u8fc7\u62df\u5408\uff0c\u52a8\u4f5c\u50f5\u786c\u3001\u8868\u60c5\u56fa\u5316\uff1b\u6743\u91cd\u592a\u4f4e\uff0cLoRA \u51e0\u4e4e\u4e0d\u8d77\u4f5c\u7528\uff0c\u4eba\u7269\u7279\u5f81\u4e22\u5931\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u518d\u52a0\u4e0a\u7d20\u6750\u7b5b\u9009\u4e0d\u5230\u4f4d\u3001\u8fed\u4ee3\u6b65\u6570\u4e0d\u5408\u7406\u3001\u5206\u8fa8\u7387\u4e0d\u5339\u914d\uff0c\u4e00\u7cfb\u5217\u5c0f\u95ee\u9898\u53e0\u52a0\uff0c\u6700\u7ec8\u5c31\u8868\u73b0\u4e3a\u89c6\u9891\u91cc\u9762\u89d2\u8272\u5ffd\u7537\u5ffd\u5973\uff0c\u4e94\u5b98\u53cd\u590d\u53d8\u52a8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Vera1.1 \u4f9d\u6258\u53cc\u6d41 DiT \u65f6\u7a7a\u89e3\u8026\u67b6\u6784\u3001\u5e27\u7279\u5f81\u7f13\u5b58\u3001\u4e09\u7ea7\u56fe\u50cf\u6ce8\u5165\u67b6\u6784\uff0c\u672c\u8eab\u5c31\u5bf9\u89d2\u8272\u7ee7\u627f\u505a\u4e86\u4e13\u9879\u4f18\u5316\u3002\u4f46\u6a21\u578b\u80fd\u529b\u518d\u597d\uff0c\u4e0d\u5408\u7406\u7684 LoRA \u53c2\u6570\uff0c\u4f9d\u65e7\u4f1a\u62b5\u6d88\u539f\u751f\u67b6\u6784\u5e26\u6765\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b80\u5355\u8bf4\uff0c\u6a21\u578b\u7ed9\u4e86\u4f60\u4e0a\u9650\uff0c\u8bad\u7ec3\u4e0e\u63a8\u7406\u53c2\u6570\u51b3\u5b9a\u5b9e\u9645\u80fd\u53d1\u6325\u51fa\u591a\u5c11\u5b9e\u529b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Vera1.1 \u89c6\u9891 LoRA \u6838\u5fc3\u8bad\u7ec3\u53c2\u6570\u53c2\u8003\u914d\u7f6e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u8fd9\u5957\u914d\u7f6e\u6765\u81ea\u661f\u5b87\u667a\u7b97\u5927\u91cf\u5185\u90e8\u6d4b\u8bd5\u4e0e\u77ed\u5267\u5ba2\u6237\u843d\u5730\u6c89\u6dc0\uff0c\u9762\u5411\u771f\u4eba\u89d2\u8272\u3001\u6f2b\u5267 OC \u89d2\u8272\u4e24\u7c7b\u4e3b\u6d41\u573a\u666f\u7ed9\u51fa\u53c2\u8003\u533a\u95f4\u3002\u6ce8\u610f\u53c2\u6570\u662f\u53c2\u8003\u57fa\u51c6\uff0c\u5b9e\u9645\u9879\u76ee\u4f9d\u65e7\u8981\u6839\u636e\u7d20\u6750\u60c5\u51b5\u5c0f\u5e45\u5fae\u8c03\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u6570\u636e\u96c6\u662f\u4e00\u5207\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d20\u6750\u6570\u91cf\u5efa\u8bae 25\u201145 \u5f20\u56fe\u7247\u3002\u8fc7\u5c11\u7279\u5f81\u5b66\u4e60\u4e0d\u5168\uff1b\u6570\u91cf\u8d85\u8fc7 70 \u5f20\uff0c\u5f88\u5bb9\u6613\u5f15\u5165\u65e0\u5173\u5e72\u6270\u7279\u5f81\u3002\u753b\u9762\u5c3d\u91cf\u7edf\u4e00\u5149\u7ebf\uff0c\u591a\u89d2\u5ea6\u3001\u4e0d\u540c\u8868\u60c5\uff0c\u907f\u514d\u5927\u91cf\u9ad8\u5ea6\u91cd\u590d\u622a\u56fe\u3002\u4e0d\u8981\u6df7\u5165\u591a\u4f59\u4eba\u7269\uff0c\u5355\u5957 LoRA \u5c3d\u91cf\u53ea\u805a\u7126\u540c\u4e00\u4e2a\u89d2\u8272\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bad\u7ec3\u8f6e\u6b21\uff08Epoch\uff09\uff0c\u771f\u4eba\u89d2\u8272\u63a8\u8350 8\u201112 \u8f6e\uff1b\u4e8c\u6b21\u5143\u6f2b\u5267\u89d2\u8272\u5efa\u8bae 10\u201114 \u8f6e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f6e\u6b21\u4e0d\u8db3\uff0c\u89d2\u8272\u7279\u5f81\u8bb0\u5fc6\u6d45\u8584\uff1b\u8f6e\u6b21\u8fc7\u9ad8\u4f1a\u53d1\u751f\u8fc7\u62df\u5408\uff0c\u751f\u6210\u89c6\u9891\u52a8\u4f5c\u50f5\u786c\uff0c\u80a2\u4f53\u626d\u66f2\u3002\u5f88\u591a\u56e2\u961f\u8e29\u5751\uff0c\u5c31\u662f\u4e00\u5473\u52a0\u5927\u8bad\u7ec3\u8f6e\u6b21\uff0c\u4ee5\u4e3a\u7ec3\u5f97\u8d8a\u4e45\u6548\u679c\u8d8a\u597d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b66\u4e60\u7387\u662f\u5f88\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u5173\u952e\u70b9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u771f\u4eba\u89d2\u8272\u5b66\u4e60\u7387\u8bbe\u7f6e 3.5e\u20114 ~5e\u20114\uff1b\u4e8c\u6b21\u5143\u6f2b\u5267\u89d2\u8272\u4e0b\u8c03\u81f3 2e\u20114~3e\u20114\u3002\u5b66\u4e60\u7387\u8fc7\u5927\uff0c\u8bad\u7ec3\u9707\u8361\uff0c\u7ec6\u8282\u6742\u4e71\uff1b\u5b66\u4e60\u7387\u8fc7\u5c0f\u6536\u655b\u592a\u6162\uff0c\u6d88\u8017\u5927\u91cf\u7b97\u529b\u5374\u5f97\u4e0d\u5230\u7406\u60f3 LoRA \u6587\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Rank \u7ef4\u5ea6\uff0cVera1.1 \u89c6\u9891 LoRA \u63a8\u8350 Rank 16\u201132\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Rank \u6570\u503c\u504f\u4f4e\uff0c\u5b58\u50a8\u4f53\u79ef\u5c0f\uff0c\u8bb0\u4f4f\u7684\u7279\u5f81\u6709\u9650\uff1bRank \u8fc7\u9ad8\uff0cLoRA \u4f53\u79ef\u81a8\u80c0\uff0c\u5bb9\u6613\u628a\u80cc\u666f\u3001\u73af\u5883\u6742\u7269\u4e00\u5e76\u5b66\u8fdb\u53bb\uff0c\u5e72\u6270\u540e\u7eed\u89c6\u9891\u751f\u6210\u3002\u5927\u90e8\u5206\u5546\u7528\u89d2\u8272\u9879\u76ee\uff0cRank24 \u5c5e\u4e8e\u901a\u7528\u6027\u5f88\u5f3a\u7684\u9009\u62e9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd8\u6709\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u89c6\u70b9\uff1a\u8bad\u7ec3\u5206\u8fa8\u7387\u3002\u5c3d\u91cf\u5bf9\u9f50\u63a8\u7406\u8f93\u51fa\u5206\u8fa8\u7387\uff0c\u4f8b\u5982\u4e1a\u52a1\u8f93\u51fa 1280\u00d7720\uff0c\u8bad\u7ec3\u7d20\u6750\u9884\u5904\u7406\u4e5f\u7edf\u4e00\u5bf9\u5e94\u76f8\u8fd1\u5206\u8fa8\u7387\uff0c\u5206\u8fa8\u7387\u5dee\u8ddd\u8fc7\u5927\uff0c\u4f1a\u964d\u4f4e\u89d2\u8272\u8fc1\u79fb\u6548\u679c\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u8bad\u7ec3\u5b8c\u4e4b\u540e\uff0c\u6211\u600e\u4e48\u5feb\u901f\u5224\u65ad\u8fd9\u4e2a LoRA \u5230\u5e95\u80fd\u4e0d\u80fd\u7528\uff1f\u201d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u5206\u4eab\u884c\u4e1a\u56e2\u961f\u5e38\u7528\u5c0f\u6280\u5de7\u3002\u8bad\u7ec3\u4e2d\u9014\u4fdd\u5b58\u591a\u4e2a\u4e2d\u95f4\u7248\u672c\uff0c\u4e0d\u8981\u76f4\u63a5\u62ff\u6700\u7ec8\u7248\u672c\u3002\u5206\u522b\u5bfc\u51fa\u4e0d\u540c epoch \u6743\u91cd\uff0c\u653e\u5230 Vera1.1 \u5de5\u4f5c\u53f0\u505a\u7b80\u77ed\u6d4b\u8bd5\u89c6\u9891\uff0c\u89c2\u5bdf\u8f6c\u5934\u3001\u4fa7\u8eab\u7b49\u52a8\u6001\u955c\u5934\u4e0b\u89d2\u8272\u4f1a\u4e0d\u4f1a\u5d29\u574f\uff0c\u4ee5\u6b64\u7b5b\u9009\u6700\u4f18\u7248\u672c\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u9ed8\u8ba4\u4f7f\u7528\u6700\u540e\u4e00\u8f6e\u4ea7\u51fa\u6587\u4ef6\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Vera1.1 \u63a8\u7406\u9636\u6bb5\u53c2\u6570\uff0c\u76f4\u63a5\u5f71\u54cd\u6700\u7ec8\u6210\u7247\u89d2\u8272\u7a33\u5b9a\u6027<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u62ff\u5230\u5408\u683c 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