{"id":10361,"date":"2026-07-19T07:39:43","date_gmt":"2026-07-18T23:39:43","guid":{"rendered":"https:\/\/infernews.com\/blog\/krea-2-outpaint-lora\/"},"modified":"2026-07-19T07:39:43","modified_gmt":"2026-07-18T23:39:43","slug":"krea-2-outpaint-lora","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/krea-2-outpaint-lora\/","title":{"rendered":"Krea 2 Outpaint\uff1a\u5916\u64f4 LoRA \u88dc\u756b\u9762"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/pasted-266d1853f8c6.jpg\" alt=\"Og image\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u756b\u9762\u5916\u64f4\u6700\u6015\u5169\u4ef6\u4e8b\uff1a\u539f\u5716\u5167\u5bb9\u88ab\u6539\u58de\uff0c\u6216\u8005\u5ef6\u4f38\u5f8c\u900f\u8996\u3001\u5149\u7dda\u540c\u7d50\u69cb\u63a5\u5514\u4e0a\u3002\u5462\u500b\u9805\u76ee\u660e\u78ba\u5efa\u7acb\u5728 <strong>Krea\/Krea-2-Turbo<\/strong> \u4e4b\u4e0a\uff0c\u4e26\u4ee5 <strong>Krea 2 Raw<\/strong> \u4f5c\u8a13\u7df4\u76ee\u6a19\uff0c\u5f62\u5f0f\u4fc2\u4e00\u500b rank-32 \u7684 <strong>LoRA<\/strong>\uff0c\u7528\u569f\u505a image-to-image outpainting\uff0c\u91cd\u9ede\u5514\u4fc2\u55ae\u7d14\u53c3\u8003\u539f\u5716\uff0c\u800c\u4fc2\u9023\u539f\u5716\u8981\u653e\u55ba\u65b0\u756b\u5e03\u908a\u500b\u5340\u57df\u90fd\u4e00\u4f75\u7de8\u78bc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u505a\u6cd5\u662f\u628a\u4f86\u6e90 latent tokens \u52a0\u4e0a\u4f86\u81ea\u76ee\u6a19 bounding box \u7684 rotary coordinates\uff0c\u4ee4 denoiser \u80fd\u7406\u89e3\u300c\u5df2\u77e5\u756b\u9762\u5c6c\u65bc\u6574\u5f35\u65b0\u5716\u7684\u54ea\u500b\u4f4d\u7f6e\u300d\u3002\u6240\u4ee5\u5b83\u6bd4\u4e00\u822c image-reference adapter \u66f4\u9069\u5408\u505a\u5de6\u8cbc\u53f3\u64f4\u3001\u4e0a\u8cbc\u4e0b\u64f4\uff0c\u751a\u81f3\u7f6e\u4e2d\u5f8c\u5411\u5169\u908a\u5ef6\u4f38\uff0c\u5c0d\u900f\u8996\u3001\u5149\u7167\u3001\u7d0b\u7406\u9023\u7e8c\u6027\u7684\u63a7\u5236\u66f4\u76f4\u63a5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a94\u6848\u8cc7\u8a0a\u76f8\u7576\u6e05\u695a\uff0c\u4f46\u91cd\u9ede\u4e0d\u5728\u91cf\u5316\u7248\u672c\u3002\u9801\u9762\u5217\u51fa <strong>krea2_outpaint_rank32.safetensors<\/strong>\u3001<strong>pipeline.py<\/strong>\u3001<strong>outpaint.py<\/strong>\u3001<strong>example.py<\/strong>\uff0c\u53e6\u6709\u6388\u6b0a\u8207\u96dc\u6e4a\u6a94\uff1b\u540c\u6642\u660e\u78ba\u8aaa\u660e Hugging Face \u81ea\u52d5\u7522\u751f\u7684 Diffusers snippet \u53ca\u4e00\u822c LoRA importer <strong>\u4e0d\u76f8\u5bb9<\/strong>\uff0c\u8981\u7528\u96a8\u9644\u8173\u672c\u8207\u81ea\u8a02 pipeline\u3002\u9019\u4ee3\u8868\u5b83\u4e0d\u662f\u5373\u63d2\u5373\u7528\u578b LoRA\uff0c\u800c\u4fc2\u5e36\u6709\u529f\u80fd\u6027\u4ecb\u9762\u7684\u9069\u914d\u5668\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u57fa\u790e\u6a21\u578b\u5df2\u6307\u660e\u70ba <strong>Krea\/Krea-2-Turbo<\/strong>\uff0c\u4e26\u91dd\u5c0d <strong>distilled 8-step inference<\/strong> \u8a2d\u8a08\u3002<\/li>\n<li>\u6838\u5fc3\u5dee\u7570\u5728 <strong>registered <code>reference_placements<\/code><\/strong>\uff0c\u53ef\u6307\u5b9a\u539f\u5716\u5728\u76ee\u6a19\u756b\u5e03\u7684\u4f4d\u7f6e\u3002<\/li>\n<li>\u5df2\u6e2c\u8a66\u5beb\u5be6\u3001\u6c34\u5f69\u3001stylized 3D \u7b49\u5834\u666f\uff0c\u6db5\u84cb\u6a6b\u5411\u3001\u7e31\u5411\u8207\u7f6e\u4e2d\u5ef6\u4f38\u3002<\/li>\n<li>\u9801\u9762<strong>\u6c92\u6709\u63d0\u4f9b<\/strong> GGUF\u3001mmproj\u3001llama.cpp\u3001Ollama\u3001LM Studio \u6216\u91cf\u5316\u7b49\u8cc7\u8a0a\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528\u53d6\u5411\u4e0a\uff0c\u5b83\u66f4\u50cf\u70ba Krea 2 \u7de8\u8f2f\u6d41\u7a0b\u88dc\u4e0a\u4e00\u500b UI \u7248\u7684\u5916\u64f4\u80fd\u529b\uff0c\u800c\u5514\u4fc2\u901a\u7528\u672c\u5730\u63a8\u7406\u6a21\u578b\u3002\u7531\u65bc\u4f9d\u8cf4 <strong>diffusers<\/strong> \u8207\u81ea\u8a02\u7a0b\u5f0f\u78bc\uff0c\u9069\u5408\u5df2\u7d93\u5728 Python \u5716\u50cf\u6d41\u7a0b\u4e2d\u5de5\u4f5c\u3001\u9700\u8981\u7a69\u5b9a\u63a7\u5236\u69cb\u5716\u4f4d\u7f6e\u7684\u4eba\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/yijunwang2\/krea2-outpaint\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/yijunwang2\/krea2-outpaint\/tree\/main\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u5c07\u5716\u7247\u81ea\u7136\u5ef6\u4f38\u5230\u66f4\u5927\u756b\u5e03\uff0c\u53c8\u5514\u60f3\u4e3b\u9ad4\u8d70\u4f4d\uff0c\u5462\u500b Krea 2 Outpaint \u5c31\u4fc2\u91dd\u5c0d\u5462\u500b\u5361\u4f4d\u800c\u4f86\u3002\u5b83\u5514\u53ea\u505a\u88dc\u908a\uff0c\u91cd\u9ede\u4fc2\u77e5\u9053\u539f\u5716\u61c9\u8a72\u64fa\u55ba\u65b0\u756b\u5e03\u908a\u500b\u4f4d\u7f6e\u3002<\/p>\n","protected":false},"author":8,"featured_media":10360,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,30,122,157,120,149],"tags":[],"class_list":["post-10361","post","type-post","status-publish","format-standard","hentry","category-133","category-image","category-ollama","category-157","category-120","category-149"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10361","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10361"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10361\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10360"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10361"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10361"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10361"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}