{"id":1750,"date":"2024-05-28T07:41:02","date_gmt":"2024-05-28T07:41:02","guid":{"rendered":"https:\/\/www.nicekj.com\/?p=1750"},"modified":"2024-05-28T07:41:56","modified_gmt":"2024-05-28T07:41:56","slug":"stable-diffusion-biji-duomoxinghunyongcaozuofangshijilu","status":"publish","type":"post","link":"https:\/\/www.nicekj.com\/stable-diffusion-biji-duomoxinghunyongcaozuofangshijilu.html","title":{"rendered":"Stable Diffusion \u7b14\u8bb0 \uff1a \u591a\u6a21\u578b\u6df7\u7528\u64cd\u4f5c\u65b9\u5f0f\u8bb0\u5f55"},"content":{"rendered":"<p>\ud83d\udc48\ud83d\udc48\ud83d\udc48 <strong>\u6b22\u8fce\u70b9\u8d5e\u6536\u85cf\u5173\u6ce8\u54df<\/strong><\/p>\n<blockquote>\n<p><strong>\u9996\u5148\u5206\u4eab\u4e4b\u524d\u7684\u6240\u6709\u6587\u7ae0 &gt;&gt;&gt;&gt;<\/strong> \ud83d\ude1c\ud83d\ude1c\ud83d\ude1c <br>\n<strong>\u6587\u7ae0\u5408\u96c6 :<\/strong> \ud83c\udf81    <a href=\"https:\/\/juejin.cn\/post\/6941642435189538824\" target=\"_blank\" title=\"https:\/\/juejin.cn\/post\/6941642435189538824\" rel=\"noopener\">juejin.cn\/post\/694164\u2026<\/a> <br>\n<strong>Github :<\/strong>  \ud83d\udc49   <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgithub.com%2Fblack-ant\" target=\"_blank\" title=\"https:\/\/github.com\/black-ant\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">github.com\/black-ant<\/a><br>\n<strong>CASE \u5907\u4efd :<\/strong>  \ud83d\udc49  <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fgitee.com%2Fantblack%2Fcase\" target=\"_blank\" title=\"https:\/\/gitee.com\/antblack\/case\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">gitee.com\/antblack\/ca\u2026<\/a><\/p>\n<\/blockquote>\n<h2 data-id=\"heading-0\">\u4e00. \u524d\u8a00<\/h2>\n<p><a href=\"https:\/\/juejin.cn\/post\/7301907369906552869\" target=\"_blank\" title=\"https:\/\/juejin.cn\/post\/7301907369906552869\" rel=\"noopener\">\u4e0a\u4e00\u7bc7\u6587\u7ae0<\/a> \u91cc\u9762\u4e3b\u8981\u662f\u57fa\u7840\u7528\u6cd5 \uff0c\u8fd9\u4e00\u7bc7\u6df1\u5165\u4e00\u4e0b\u6a21\u578b\u7684\u6df7\u5408\u4f7f\u7528\u3002<\/p>\n<h2 data-id=\"heading-1\">\u4e8c. \u6a21\u578b\u6df7\u7528\u65b9\u5f0f<\/h2>\n<p>\u4e0a\u4e00\u7bc7\u4e86\u89e3\u5230\u6a21\u578b\u4e3b\u8981\u5206\u4e3a\u4ee5\u4e0b\u51e0\u79cd \uff1a<\/p>\n<ul>\n<li><code>LoRA<\/code> \uff1a\u901a\u5e38\u7528\u4e8e\u4eba\u7269\u548c\u6982\u5ff5\uff0c\u4f53\u79ef\u5c0f\u4e14\u63a7\u56fe\u6548\u679c\u597d\uff0c\u5e38\u7528\u4e8e\u56fa\u5b9a\u89d2\u8272\u7279\u5f81<\/li>\n<li><code>Checkpoint<\/code> \uff1a \u4f53\u79ef\u8f83\u5927\uff0c\u7528\u4e8e\u63a7\u5236\u753b\u98ce<\/li>\n<li><code>Embedding<\/code> \uff1a \u9002\u7528\u4e8e\u63a7\u5236\u753b\u98ce\u548c\u4eba\u7269\uff0c\u76f8\u5bf9\u901f\u5ea6\u4e2d\u7b49<\/li>\n<li><code>Dreambooth<\/code> \uff1a \u53ef\u4ee5\u7528\u4e8e\u4eba\u7269\uff0c\u6982\u5ff5\u548c\u753b\u98ce\uff0c\u5bf9\u914d\u7f6e\u8981\u6c42\u8f83\u9ad8<\/li>\n<\/ul>\n<p>\u800c\u56fd\u5185\u8d44\u6e90\u7f51\u7ad9\u4e0a\u9762\u6bd4\u8f83\u591a\u7684\u662f <strong>LORA<\/strong> \u548c <strong>CheckPoint<\/strong> \u3002<\/p>\n<p>\u73b0\u5728\u5047\u8bbe\u6211\u5bf9\u4e00\u4e2a\u8d44\u6e90\u6a21\u578b\u4e0d\u592a\u6ee1\u610f\u4e86\uff0c\u90a3\u4e48\u5c31\u9700\u8981\u6df7\u7528\u591a\u4e2a\u6a21\u578b \uff1a<\/p>\n<h3 data-id=\"heading-2\">2.1 \u5e38\u89c4\u6df7\u7528 \uff1a\u589e\u52a0 VAE<\/h3>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/f3cf631dae96fbb8b6e12cf0fb38df16.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<ul>\n<li><strong>VAE<\/strong> \uff1a \u5168\u540d Variational autoenconder\uff0c\u4e2d\u6587\u53eb\u53d8\u5206\u81ea\u7f16\u7801\u5668<\/li>\n<li><strong>\u6548\u679c<\/strong> \uff1a\u4e00\u822c\u60c5\u51b5\u4e0b\u6302\u8f7d VAE \u53ef\u4ee5\u8d77\u5230\u4e00\u4e2a<code>\u6ee4\u955c<\/code> + <code>\u5fae\u8c03<\/code>\u7684\u6548\u679c\uff0c\u5bf9\u989c\u8272\u548c\u7ebf\u6761\u4ea7\u751f\u5f71\u54cd<\/li>\n<li><strong>\u76ee\u7684<\/strong> \uff1a VAE \u7684\u76ee\u7684\u5e76\u4e0d\u662f\u4e3a\u4e86\u505a\u6ee4\u955c\uff0c\u53ea\u662f\u56e0\u4e3a\u53ef\u4ee5\u4ea7\u751f\u4e00\u5b9a\u6ee4\u955c\u7684\u6548\u679c\n<ul>\n<li>\u6839\u672c\u4f5c\u7528\u5728\u4e8e\u5c06\u56fe\u50cf\u8f6c\u6362\u5230\u66f4\u5c0f\u7684\u6f5c\u5728\u7a7a\u95f4 \uff0c\u52a0\u901f\u8ba1\u7b97\u7684\u8fc7\u7a0b<\/li>\n<li>\u4ece\u6f5c\u5728\u7a7a\u95f4\u4e2d\u66f4\u597d\u5730\u89e3\u7801\u56fe\u50cf\u540e \uff0c<code>\u53ef\u4ee5\u8ba9\u7ec6\u5fae\u7684\u7ec6\u8282\u66f4\u52a0\u5b8c\u5584<\/code><\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f7f\u7528<\/strong> \uff1a \u4e00\u822c\u60c5\u51b5\u4e0b\u4e0b\u8f7d VAE \u4e22\u5728\u5bf9\u5e94\u6587\u4ef6\u5939\u5c31\u80fd\u4f7f\u7528\n<ul>\n<li>\u5927\u90e8\u5206\u6a21\u578b\u90fd\u5185\u7f6e\u4e86 VAE \uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u66f4\u9ad8\u7248\u672c\u7684\uff0c\u6216\u8005\u8986\u76d6\u5176\u4e2d\u7684\u6548\u679c<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u533a\u5206<\/strong> \uff1a VAE \u5206\u4e3a EMA \u548c MSE \u4e24\u79cd\n<ul>\n<li><code>EMA<\/code> : \u751f\u6210\u66f4\u6e05\u6670\u7684\u56fe\u50cf<\/li>\n<li><code>MSE<\/code> : \u751f\u6210\u7684\u56fe\u50cf\u66f4\u5e73\u6ed1<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/a798bfc83371c1814d5e6675f7738fae.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<ul>\n<li>\u4e0d\u77e5\u9053\u5728\u4e0a\u4f20\u7684\u56fe\u7247\u6709\u6ca1\u6709\u538b\u7f29\uff0c\u5e94\u8be5\u80fd\u731c\u7684\u5230\uff0c\u4e2d\u95f4\u8fd9\u4e2a\u5c31\u662f\u6ca1\u6709\u52a0 VAE \u5916\u6302\u6a21\u578b\u7684<\/li>\n<li>\u53f3\u8fb9\u90a3\u4e2a\u989c\u8272\u660e\u663e\u66f4\u52a0\u4e30\u5bcc\u4e00\u4e9b<\/li>\n<\/ul>\n<blockquote>\n<p>\u95ee\u9898\u4e00 \uff1a VAE \u5916\u6302\u6a21\u578b\u5e94\u8be5\u600e\u4e48\u627e \uff1f<\/p>\n<\/blockquote>\n<ul>\n<li>\u53c2\u8003\u6587\u6863 @ <a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fzhuanlan.zhihu.com%2Fp%2F645287190\" target=\"_blank\" title=\"https:\/\/zhuanlan.zhihu.com\/p\/645287190\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">zhuanlan.zhihu.com\/p\/645287190<\/a><\/li>\n<li>\u4e0b\u8f7d\u5730\u5740 \uff1a\n<ul>\n<li>HuggingFace \u4e0b\u8f7d \uff1a<a title=\"\" ref=\"nofollow noopener noreferrer\" href=\"https:\/\/link.juejin.cn?target=\" target=\"_blank\" rel=\"noopener\"> \u4e0b\u8f7d\u8def\u5f84<\/a><\/li>\n<li>C \u7ad9\u4e0b\u8f7d \uff1a<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fcivitai.com%2Fsearch%2Fmodels%3FsortBy%3Dmodels_v5%26query%3DVAE\" target=\"_blank\" title=\"https:\/\/civitai.com\/search\/models?sortBy=models_v5&amp;query=VAE\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">civitai<\/a><\/li>\n<li>\u4e00\u952e\u542f\u52a8\u5668<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/8b2b935f7f008f7dc4dc06706f1f0f6b.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<blockquote>\n<p>\u95ee\u9898\u4e8c : VAE \u6a21\u578b\u653e\u5728\u54ea\u91cc \uff1f<\/p>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/6d6052fa0b8df0aaef12c8b6210a4dc8.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u653e\u5728 <code>sd-webui-akisd-webui-aki-v4.2modelsVAE<\/code> \u8def\u5f84\u4e0b \uff0c\u7136\u540e\u4e3b\u754c\u9762\u5237\u65b0\u4e0b\u5373\u53ef\u3002<\/p>\n<blockquote>\n<p>\u95ee\u9898\u4e09 \uff1a VAE \u6a21\u578b\u6709\u6ca1\u6709\u8d1f\u6548\u679c \uff1f<\/p>\n<\/blockquote>\n<p>\u901a\u5e38\u60c5\u51b5\u4e0b \uff0c\u90e8\u5206\u7c7b\u578b\u7684\u6a21\u578b\u672c\u8eab\u5c31\u7ec6\u8282\u5f88\u4e30\u5bcc\uff0c\u8fd9\u7c7b\u6a21\u578b\u662f\u4e0d\u9700\u8981\u901a\u8fc7 VAE \u52a0\u6301\u7684\u3002<\/p>\n<p>\u76f8\u53cd\uff0c\u8fd9\u4e9b\u6a21\u578b\u6709\u65f6\u5019\u8fd8\u9700\u8981\u901a\u8fc7\u964d\u4f4e\u9c9c\u8273\u5ea6\u7684\u4e00\u4e9b VAE \u6765\u524a\u5f31\u8fd9\u79cd\u6548\u679c\u3002<\/p>\n<h3 data-id=\"heading-3\">2.2 \u540c\u65f6\u4f7f\u7528\u591a\u4e2a\u6a21\u578b<\/h3>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u901a\u5e38\u662f\u4e00\u4e2a CHECKPOINT \u5927\u6a21\u578b\u548c\u591a\u4e2a Lora \u6a21\u578b\u8fdb\u884c\u7ec4\u5408\u4f7f\u7528\u3002 \u901a\u8fc7 CHECKPOINT \u63a7\u5236\u5927\u65b9\u5411 \uff0c\u7136\u540e\u901a\u8fc7 Lora \u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u548c\u63a7\u5236\u3002<\/p>\n<p>\u4f7f\u7528\u65b9\u5f0f\u4e5f\u5f88\u7b80\u5355\uff0c\u5f53\u628a Lora \u6a21\u578b\u653e\u5728\u5bf9\u5e94\u6587\u4ef6\u5939\u540e \uff0c\u5c31\u53ef\u4ee5\u5728\u6b63\u5411\u8bcd\u4e2d\u4f7f\u7528 \uff1a<\/p>\n<ul>\n<li>S1 : \u628a\u6a21\u578b\u52a0\u8f7d\u5230 Lora \u76ee\u5f55\u4e0b \uff1a<code> sd-webui-akisd-webui-aki-v4.2modelsLora<\/code><\/li>\n<li>S2 : \u5728\u751f\u6210\u6a21\u578b\u7684\u65f6\u5019\u52a0\u5165 lora \u5305<\/li>\n<\/ul>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/4f34286018dea6cadf63edd4a5935512.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<ul>\n<li><strong>\ud83d\udc49\ud83d\udc49\ud83d\udc49\u4e0b\u9762\u8fd9\u56fe\u5c31\u662f\u6700\u540e\u7684\u6548\u679c \uff0c\u4e0d\u7528\u6211\u8bf4\u5e94\u8be5\u90fd\u77e5\u9053\u54ea\u4e2a\u662f\u52a0\u4e86\u591a\u4e2a\u6a21\u578b\u7684\u5427<\/strong><\/li>\n<\/ul>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/20f20da990596586024e665ad56eef6a.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<blockquote>\n<p>\u95ee\u9898\u4e00 \uff1a \u600e\u4e48\u63d0\u524d\u77e5\u9053\u5408\u5e76\u7684\u6548\u679c \uff1f<\/p>\n<\/blockquote>\n<p>\u4ee5 liblib \u91cc\u9762\u7684\u6a21\u578b\u4e3a\u4f8b \uff0c\u5f53\u6211\u4eec\u70b9\u5f00\u4e00\u4e2a\u6548\u679c\u56fe\u7684\u65f6\u5019 \uff0c\u6709\u4e00\u4e9b\u91cc\u9762\u662f\u4f1a\u544a\u8bc9\u4f60\u4ed6\u4f7f\u7528\u4e86\u90a3\u4e9b\u6a21\u578b \uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/e0392c4d8e48f89021453620c98e8b0b.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<h3 data-id=\"heading-4\">2.3 \u878d\u5408\u6a21\u578b \uff1a\u591a\u4e2a\u6a21\u578b\u590d\u5408\u4f7f\u7528\u5e76\u4e14\u6743\u91cd\u6392\u5e8f<\/h3>\n<blockquote>\n<p>\u4f7f\u7528\u65b9\u5f0f \uff1a<\/p>\n<\/blockquote>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/322c6efd33844b9be129b9dee7914df2.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<ul>\n<li>\u5177\u4f53\u4f7f\u7528\u65b9\u5f0f\u53ef\u4ee5\u770b\u8fd9\u4e24\u7bc7 \uff1a\n<ul>\n<li><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fzhuanlan.zhihu.com%2Fp%2F627448290\" target=\"_blank\" title=\"https:\/\/zhuanlan.zhihu.com\/p\/627448290\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">zhuanlan.zhihu.com\/p\/627448290<\/a><\/li>\n<li><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fzhuanlan.zhihu.com%2Fp%2F640622651\" target=\"_blank\" title=\"https:\/\/zhuanlan.zhihu.com\/p\/640622651\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">zhuanlan.zhihu.com\/p\/640622651<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><strong>\u8fd9\u91cc\u7b80\u5355\u7684\u603b\u7ed3\u4ee5\u4e0b\u5185\u5bb9 \uff1a<\/strong><\/p>\n<ul>\n<li>\u6700\u591a\u53ef\u4ee5\u4e09\u4e2a\u6a21\u578b\u76f8\u878d\u5408<\/li>\n<li><strong>\u878d\u5408\u6bd4\u4f8b<\/strong> \uff1a \u5373 A\/B \u4e24\u4e2a\u6a21\u578b\u5728\u6700\u7ec8\u6a21\u578b\u91cc\u9762\u5360\u7684\u6bd4\u4f8b\u503c \uff08<code>A * (1 - M) + B * M<\/code>\uff09<\/li>\n<li><strong>\u878d\u5408\u7b97\u6cd5<\/strong> : \u5177\u4f53\u7684\u539f\u7406\u6ca1\u5f04\u61c2\uff0c\u4f7f\u7528 <code>\u52a0\u6743\u548c<\/code> \u5c31\u5b8c\u4e8b\u4e86<\/li>\n<li><strong>\u6a21\u578b\u683c\u5f0f<\/strong> : \u6700\u540e\u8f93\u51fa\u7684\u6a21\u578b\u7684\u683c\u5f0f\uff0c\u4e00\u822c\u53ef\u4ee5\u901a\u8fc7\u6587\u4ef6\u540e\u7f00\u4f53\u73b0\u5904\u7406<\/li>\n<li><strong>\u590d\u5236\u914d\u7f6e\u6587\u4ef6 \uff1a<\/strong><\/li>\n<li><strong>\u5d4c\u5165 VAE \u6a21\u578b<\/strong> \uff1a \u5c31\u50cf\u6211\u4eec\u4e0a\u9762\u8bf4\u7684\uff0c\u53ef\u4ee5\u901a\u8fc7 VAE \u6a21\u578b\u6765\u63a7\u5236\u6700\u540e\u7684\u7ec6\u8282<\/li>\n<li><strong>\u5220\u9664\u5339\u914d\u952e\u540d\u7684\u8868\u8fbe\u5f0f\u7684\u6743\u91cd<\/strong> \uff1a \u53ef\u4ee5\u5220\u9664\u6a21\u578b\u91cc\u9762\u7684\u67d0\u4e2a\u5143\u7d20\uff0c\u8ba9\u540e\u7eed\u7684\u6a21\u578b\u4e0d\u4f1a\u4f7f\u7528\u8be5\u5143\u7d20<\/li>\n<\/ul>\n<blockquote>\n<p>\u4f7f\u7528\u8fc7\u7a0b\u8bb0\u5f55 \uff1a<\/p>\n<\/blockquote>\n<ul>\n<li>\u878d\u5408\u5f88\u5feb \uff0c\u878d\u5408\u5b8c\u6210\u540e\u4f1a\u5728\u53f3\u8fb9\u63d0\u5347\u8f93\u51fa\u7684\u8def\u5f84<\/li>\n<li>\u5bf9\u5185\u5b58\u8981\u6c42\u9ad8 \uff0c\u5185\u5b58\u4e0d\u591f\u4f1a\u76f4\u63a5\u62a5\u9519\u7684\uff0c\u4e2a\u4eba\u672c\u5730\u6d4b\u8bd5\uff0c\u590d\u6742\u7684\u5c31\u4e0d\u5c1d\u8bd5\u4e86<\/li>\n<li>\u878d\u5408\u540e\u7684\u548c\u6b63\u5e38\u7684\u6a21\u578b\u4e00\u6837\u4f7f\u7528\u5c31\u884c\u4e86<\/li>\n<\/ul>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/a2c858d4ec5e9066d2a5de22c68c2675.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/620943ef117086349eea8242e0e5d435.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<h2 data-id=\"heading-5\">\u603b\u7ed3<\/h2>\n<p>\u8fd9\u91cc\u5c31\u7b97\u662f\u5f7b\u5e95\u5165\u95e8\u4e86\uff0c AIGC \u672a\u6765\u53ef\u80fd\u4f1a\u5f71\u54cd\u5230\u6211\u4eec\u751f\u6d3b\u7684\u65b9\u65b9\u9762\u9762\u3002<\/p>\n<p>\u6709\u7684\u65f6\u5019\u5b66\u4e60\u8fd9\u4e9b\u4e0d\u4e00\u5b9a\u662f\u4e3a\u4e86\u8d5a\u94b1\uff0c\u66f4\u5927\u7684\u539f\u56e0\u662f\u4e3a\u4e86\u4e0d\u88ab\u65f6\u4ee3\u629b\u5f03\u3002<\/p>\n<p>\u540e\u9762\u6709\u7a7a\u4e86\uff0c\u4f1a\u5c1d\u8bd5\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n<h2 data-id=\"heading-6\">\u53c2\u8003\u6587\u6863<\/h2>\n<p><a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fzhuanlan.zhihu.com%2Fp%2F645287190\" target=\"_blank\" title=\"https:\/\/zhuanlan.zhihu.com\/p\/645287190\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">\u5173\u4e8eStable Diffusion\u4e2d\u7684VAE\u4f7f\u7528 &#8211; \u77e5\u4e4e (zhihu.com)<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>\ud83d\udc48\ud83d\udc48\ud83d\udc48 \u6b22\u8fce\u70b9\u8d5e\u6536\u85cf\u5173\u6ce8\u54df \u4e00. \u524d\u8a00 \u4e0a\u4e00\u7bc7\u6587\u7ae0 \u91cc\u9762\u4e3b\u8981\u662f\u57fa\u7840\u7528\u6cd5 \uff0c\u8fd9\u4e00\u7bc7\u6df1\u5165\u4e00\u4e0b\u6a21\u578b\u7684\u6df7\u5408\u4f7f\u7528\u3002 \u4e8c. \u6a21\u578b\u6df7\u7528\u65b9\u5f0f \u4e0a\u4e00\u7bc7\u4e86\u89e3\u5230\u6a21\u578b\u4e3b\u8981\u5206\u4e3a\u4ee5\u4e0b\u51e0\u79cd \uff1a LoRA \uff1a\u901a\u5e38\u7528\u4e8e\u4eba\u7269\u548c\u6982\u5ff5\uff0c\u4f53\u79ef<\/p>\n","protected":false},"author":1,"featured_media":11617,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","views":"8","footnotes":""},"categories":[3],"tags":[129,136,126,127,128],"collection":[],"class_list":["post-1750","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fenlei2","tag-129","tag-136","tag-gpt","tag-ai","tag-128"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1750","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/comments?post=1750"}],"version-history":[{"count":0,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/posts\/1750\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media\/11617"}],"wp:attachment":[{"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/media?parent=1750"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/categories?post=1750"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/tags?post=1750"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.nicekj.com\/nicekj2024\/wp\/v2\/collection?post=1750"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}