{"id":3249,"date":"2023-11-23T16:37:55","date_gmt":"2023-11-23T08:37:55","guid":{"rendered":"http:\/\/xinyixx.com\/?p=3249"},"modified":"2023-11-23T16:59:01","modified_gmt":"2023-11-23T08:59:01","slug":"lcm","status":"publish","type":"post","link":"https:\/\/www.xinyixx.com\/index.php\/2023\/11\/23\/lcm\/","title":{"rendered":"LCM\u6a21\u578b\u7684\u4ecb\u7ecd\u4e0e\u5e94\u7528"},"content":{"rendered":"<p>Latent Consistency Models\uff0c\u7b80\u79f0LCM\uff0c\u4e5f\u53eb\u505a\u6f5c\u5728\u4e00\u81f4\u6027\u6a21\u578b\u3002\u8be5\u7406\u8bba\u6700\u65e9\u7531\u6e05\u534e\u5927\u5b66\u63d0\u51fa\u4ee5Stable Diffusion\u4e3a\u4ee3\u8868\u7684LDM\u6f5c\u5728\u6269\u6563\u6a21\u578b, \u7531\u4e8e\u8fed\u4ee3\u548c\u91c7\u6837\u8fc7\u7a0b\u4e2d\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\uff0c\u751f\u6210\u56fe\u50cf\u7684\u901f\u5ea6\u975e\u5e38\u7f13\u6162\u3002\u800cLCM\u53ea\u9700\u56db\u6b65\u63a8\u7406\uff0c\u5c31\u53ef\u4ee5\u5b8c\u6210\u56fe\u50cf\u751f\u6210\u5de5\u4f5c\uff0c\u6548\u7387\u6bd4LDM\u6a21\u578b\u63d0\u53475\u523010\u500d\uff0c\u57fa\u672c\u53ef\u4ee5\u5b9e\u73b0\u5b9e\u65f6\u56fe\u50cf\u751f\u6210\u3002\u57fa\u4e8eLCM\u7684LCM lora\u6a21\u578b\u5728\u8fd1\u671f\u53d1\u5e03\uff0c\u53ef\u4ee5\u5b9e\u73b0\u56fe\u50cf\u7684\u5b9e\u65f6\u7f16\u8f91\u548c\u751f\u6210\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><noscript><img decoding=\"async\" width=\"1024\" height=\"491\" src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/11\/5.9-1024x491.png\" alt class=\"wp-image-3258\" srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.9-1024x491.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.9-300x144.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.9-768x368.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.9-1536x737.png 1536w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.9.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/noscript><img decoding=\"async\" width=\"1024\" height=\"491\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20491%22%3E%3C%2Fsvg%3E\" alt class=\"wp-image-3258 lazyload\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20491%22%3E%3C%2Fsvg%3E 1024w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.9-1024x491.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.9-300x144.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.9-768x368.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.9-1536x737.png 1536w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.9.png 1920w\" data-src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/11\/5.9-1024x491.png\"><\/figure>\n\n\n\n<p>\u8fd9\u662fGithub\u4e0a\u7684LCM\u6a21\u578b\uff1a<a href=\"https:\/\/latent-consistency-models.github.io\/\">Latent Consistency Models: Synthesizing High-Resolution Images with Few-step Inference (latent-consistency-models.github.io)<\/a>\uff0c\u9875\u9762\u4e0b\u65b9\u6709\u6f14\u793a\u89c6\u9891\uff0c\u611f\u5174\u8da3\u7684\u670b\u53cb\u53ef\u4ee5\u89c2\u770b\u4e00\u4e0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><noscript><img decoding=\"async\" width=\"1024\" height=\"652\" src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/11\/5.6-1-1024x652.png\" alt class=\"wp-image-3259\" srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.6-1-1024x652.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.6-1-300x191.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.6-1-768x489.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.6-1.png 1233w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/noscript><img decoding=\"async\" width=\"1024\" height=\"652\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20652%22%3E%3C%2Fsvg%3E\" alt class=\"wp-image-3259 lazyload\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20652%22%3E%3C%2Fsvg%3E 1024w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.6-1-1024x652.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.6-1-300x191.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.6-1-768x489.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.6-1.png 1233w\" data-src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/11\/5.6-1-1024x652.png\"><\/figure>\n\n\n\n<p>\u4f8b\u5982\uff0cLCM Draw\u5de5\u5177\u53ef\u4ee5\u5e2e\u6211\u4eec\u5b9e\u65f6\u5728\u7ebf\u7ed8\u56fe\u3002\u5728\u6700\u4e0a\u65b9\u8f93\u5165\u63d0\u793aclose-up picture of a ainme girl\uff0c\u786e\u5b9a\u4eba\u7269\u7684\u5f62\u8c61\uff0c\u7136\u540e\u5728\u5de6\u4fa7\u7ed8\u5236\u4eba\u7269\u7684\u8f6e\u5ed3\u53f3\u4fa7\u5c31\u4f1a\u5b9e\u65f6\u751f\u6210\u6548\u679c\u56fe\u3002\u5f00\u542f\u8c03\u8272\u677f\u5de5\u5177\uff0c\u9009\u62e9\u4e00\u79cd\u8272\u5f69\uff0c\u53f3\u4fa7\u4eba\u7269\u7684\u773c\u775b\u989c\u8272\u4e5f\u4f1a\u968f\u4e4b\u6539\u53d8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><noscript><img decoding=\"async\" width=\"1024\" height=\"562\" src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/11\/5.12-1024x562.png\" alt class=\"wp-image-3267\" srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.12-1024x562.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.12-300x165.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.12-768x422.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.12-1536x843.png 1536w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.12.png 1568w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/noscript><img decoding=\"async\" width=\"1024\" height=\"562\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20562%22%3E%3C%2Fsvg%3E\" alt class=\"wp-image-3267 lazyload\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20562%22%3E%3C%2Fsvg%3E 1024w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.12-1024x562.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.12-300x165.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.12-768x422.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.12-1536x843.png 1536w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.12.png 1568w\" data-src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/11\/5.12-1024x562.png\"><\/figure>\n\n\n\n<p>\u7136\u540e\u66f4\u6362\u63d0\u793a\u8bcd\uff0c\u4e5f\u5c31\u662fsuper woman\u7684\u5168\u8eab\u7167\uff0c\u5728\u5de6\u4fa7\u7ed8\u5236\u8349\u56fe\uff0c\u53f3\u4fa7\u5c31\u4f1a\u5b9e\u65f6\u751f\u6210\u56fe\u50cf\u3002\u76ee\u524d\uff0c\u8be5\u7a0b\u5e8f\u6682\u65f6\u6ca1\u6709\u63d0\u4f9b\u66f4\u591a\u7684\u6a21\u578b\u548c\u7ebf\u7a3f\u4e0a\u4f20\u529f\u80fd\u3002\u70b9\u51fb\u94fe\u63a5\u5c31\u53ef\u4ee5\u5728google colab\u4f53\u9a8c\u8be5\u5de5\u5177\uff1a<a href=\"https:\/\/colab.research.google.com\/github\/camenduru\/latent-consistency-model-colab\/blob\/main\/latent_consistency_model_colab.ipynb\">latent_consistency_model_colab.ipynb &#8211; Colaboratory (google.com)<\/a>\u3002\u7b49\u5f85\u51fa\u73b0\u5982\u4e0b\u94fe\u63a5\uff1arunning on local\/public URL\uff0c\u8bf4\u660e\u90e8\u7f72\u5b8c\u6bd5\uff0c\u70b9\u51fb\u540e\u5373\u53ef\u672c\u5730\u5c1d\u8bd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><noscript><img decoding=\"async\" width=\"1024\" height=\"637\" src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/11\/5.10-1024x637.png\" alt class=\"wp-image-3260\" srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.10-1024x637.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.10-300x187.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.10-768x478.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.10.png 1235w\" sizes=\"(max-width: 1024px) 100vw, 1024px\"><\/noscript><img decoding=\"async\" width=\"1024\" height=\"637\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20637%22%3E%3C%2Fsvg%3E\" alt class=\"wp-image-3260 lazyload\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%201024%20637%22%3E%3C%2Fsvg%3E 1024w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" data-srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.10-1024x637.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.10-300x187.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.10-768x478.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.10.png 1235w\" data-src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/11\/5.10-1024x637.png\"><\/figure>\n\n\n\n<p>\u5728\u63d0\u793a\u8bcd\u540e\u65b9\u52a0\u5165pink hair\u3001blue 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height=\"1080\" style=\"aspect-ratio: 1920 \/ 1080;\" width=\"1920\" controls src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/11\/camenduru_latent-consistency-model-colab_2.mp4\"><\/video><\/figure>\n\n\n\n<p>\u5173\u4e8e\u4ee3\u7801\u7684\u4f4d\u7f6e\u548c\u66ff\u6362\u7684\u65b9\u6cd5\uff0ccamenduru\u5df2\u7ecf\u5728github\u9875\u9762\u4e2d\u8be6\u7ec6\u8bb2\u89e3\u3002\u6709\u4e86\u8be5\u5de5\u5177\u6211\u4eec\u5c31\u53ef\u4ee5\u4e0a\u4f20\u4efb\u610f\u7684\u6f2b\u753b\u5b8c\u6210\u4e00\u952e\u4e0a\u8272\uff0c\u64cd\u4f5c\u975e\u5e38\u7b80\u5355\uff0c\u5982\u679c\u4e0d\u6ee1\u610f\u8fd8\u53ef\u4ee5\u8fdb\u884c\u5b9e\u65f6\u4fee\u6539\u3002LCM\u8fd8\u652f\u6301\u624b\u7ed8\u7ebf\u7a3f\u56fe\uff0c\u53f3\u4fa7\u53ef\u4ee5\u5b9e\u65f6\u751f\u6210\u56fe\u50cf\uff0c\u5927\u5bb6\u53ef\u4ee5\u81ea\u884c\u5c1d\u8bd5\u3002<\/p>\n\n\n\n<p>\u6b64\u5916LCM\u8fd8\u80fd\u5b9e\u73b0\u5feb\u901f\u89c6\u9891\u8f6c\u89c6\u9891\uff0c\u9009\u62e9Video2Video\u6a21\u5f0f\uff0c\u70b9\u51fb\u8fd0\u884c\u6309\u94ae\uff0cLCM\u5c31\u4f1a\u6839\u636e\u89c6\u9891\u7684\u6301\u7eed\u65f6\u957f\u5bf9\u6bcf\u4e00\u5e27\u8fdb\u884c\u91cd\u7ed8\u3002\u5728\u52a0\u5165IP adapter\u9884\u5904\u7406\u5668\u540e\uff0c\u8fd8\u53ef\u4ee5\u5b9e\u73b0\u56fe\u50cf\u7684\u5b9e\u65f6\u98ce\u683c\u8fc1\u79fb\u3002\u672c\u5468ilumine\u4e5f\u5728huggingface\u4e0a\u53d1\u5e03\u4e86\u4e00\u4e2a\u540d\u4e3aLCM Painter\u7684\u5b9e\u65f6\u7ed8\u56fe\u5de5\u5177\uff0cLCM Painter\u7684\u529f\u80fd\u66f4\u52a0\u9f50\u5168\u54cd\u5e94\u901f\u5ea6\u4e5f\u975e\u5e38\u5feb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><noscript><img decoding=\"async\" width=\"1024\" height=\"574\" src=\"http:\/\/xinyixx.com\/wp-content\/uploads\/2023\/11\/5.7-1-1024x574.png\" alt class=\"wp-image-3256\" srcset=\"https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.7-1-1024x574.png 1024w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.7-1-300x168.png 300w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.7-1-768x431.png 768w, https:\/\/www.xinyixx.com\/wp-content\/uploads\/2023\/11\/5.7-1.png 1530w\" sizes=\"(max-width: 1024px) 100vw, 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