{"id":20237,"date":"2025-05-25T16:07:20","date_gmt":"2025-05-25T08:07:20","guid":{"rendered":"https:\/\/blog.iyatt.com\/?p=20237"},"modified":"2026-02-24T16:25:04","modified_gmt":"2026-02-24T08:25:04","slug":"%e7%ac%ac%e4%b8%80%e6%ac%a1%e5%b0%9d%e8%af%95-stable-diffusion-%e6%a8%a1%e5%9e%8b%e8%ae%ad%e7%bb%83","status":"publish","type":"post","link":"https:\/\/blog.iyatt.com\/?p=20237","title":{"rendered":"\u7b2c\u4e00\u6b21\u5c1d\u8bd5\u8bad\u7ec3 Stable Diffusion \u6a21\u578b"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 ez-toc-wrap-center counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title ez-toc-toggle\" style=\"cursor:pointer\">\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/blog.iyatt.com\/?p=20237\/#%E5%89%8D%E8%A8%80\" >\u524d\u8a00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/blog.iyatt.com\/?p=20237\/#%E6%B5%8B%E8%AF%95%E7%8E%AF%E5%A2%83\" >\u6d4b\u8bd5\u73af\u5883<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/blog.iyatt.com\/?p=20237\/#%E7%AC%AC%E4%B8%80%E6%AC%A1%E7%BB%83_LoRA_%E8%B7%AF%E7%BA%BF\" >\u7b2c\u4e00\u6b21\u7ec3 LoRA \u8def\u7ebf<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/blog.iyatt.com\/?p=20237\/#%E5%87%86%E5%A4%87%E6%95%B0%E6%8D%AE\" >\u51c6\u5907\u6570\u636e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/blog.iyatt.com\/?p=20237\/#%E6%89%93%E6%A0%87%E7%AD%BE\" >\u6253\u6807\u7b7e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/blog.iyatt.com\/?p=20237\/#%E8%AE%AD%E7%BB%83\" >\u8bad\u7ec3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/blog.iyatt.com\/?p=20237\/#%E8%AE%AD%E7%BB%83%E7%BB%93%E6%9E%9C\" >\u8bad\u7ec3\u7ed3\u679c<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"%E5%89%8D%E8%A8%80\"><\/span>\u524d\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u7b2c\u4e00\u6b21\u73a9 Stable Diffusion \u8fd8\u662f 2023 \u5e74 12 \u6708\u7684\u65f6\u5019\uff0c\u5f53\u65f6\u7528\u4e86 4 \u5e74\u534a\u7684\u8f7b\u8584\u672c\u7684\u72ec\u663e\u8fd8\u662f\u574f\u7684\uff0c\u5c31\u7eaf\u7eaf\u7528 CPU \u6162\u6162\u8dd1\uff0c512\u00d7512 \u7684\u56fe\u7247\u81f3\u5c11\u90fd\u8981\u753b\u5341\u51e0\u5206\u949f\u3002<\/p>\n<p>2024 \u5e74 1 \u6708\u5e95\u7684\u65f6\u5019\u53c8\u4e70\u4e86\u4e00\u53f0 4060 Laptop 8G \u7684\u7b14\u8bb0\u672c\u7535\u8111\uff0c\u7b2c\u4e00\u6b21\u4f53\u9a8c\u5230\u6700\u5feb\u5341\u51e0\u79d2\u5c31\u80fd\u51fa\u4e00\u5f20\u56fe\uff0c\u53ef\u80fd\u5c31\u73a9\u4e86\u4e0d\u5230\u4e00\u4e2a\u6708\u3002<\/p>\n<p>\u76f4\u5230\u524d\u6bb5\u65f6\u95f4\uff0c\u6211\u9891\u7e41\u5199\u5c0f\u5de5\u5177\uff0c\u4e3a\u4e86\u7ed9\u8f6f\u4ef6\u201c\u8bbe\u8ba1\u201d Logo\uff0c\u6211\u53c8\u7528\u8d77\u4e86 Stable Diffusion\uff0c\u7b80\u5355\u63cf\u8ff0\u7279\u5f81\u5c31\u80fd\u7ed9\u6211\u753b\u51fa\u56fe\u6765\uff0c\u4e0d\u9700\u8981\u827a\u672f\u8bbe\u8ba1\u3002\u524d\u4e24\u5929\u53c8\u7a81\u7136\u5fc3\u8840\u6765\u6f6e\uff0c\u60f3\u7740\u81ea\u5df1\u8bad\u7ec3\u6a21\u578b\uff0c\u90a3\u5c31\u53ef\u4ee5\u66f4\u5f7b\u5e95\u7684\u5b9a\u5236\u98ce\u683c\u4e86\u3002<\/p>\n<p>&#8212;&#8212; 2025\u5e745\u670824\u65e5<\/p>\n<h1><span class=\"ez-toc-section\" id=\"%E6%B5%8B%E8%AF%95%E7%8E%AF%E5%A2%83\"><\/span>\u6d4b\u8bd5\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<ul>\n<li>Windows 11 24H2<\/li>\n<li>Python 3.12.10<\/li>\n<li>RTX 4060 Laptop 8G<\/li>\n<\/ul>\n<h1><span class=\"ez-toc-section\" id=\"%E7%AC%AC%E4%B8%80%E6%AC%A1%E7%BB%83_LoRA_%E8%B7%AF%E7%BA%BF\"><\/span>\u7b2c\u4e00\u6b21\u7ec3 LoRA \u8def\u7ebf<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"%E5%87%86%E5%A4%87%E6%95%B0%E6%8D%AE\"><\/span>\u51c6\u5907\u6570\u636e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6211\u662f\u4ece\u6296\u97f3\u4e0b\u8f7d\u7684\u67d0\u4e2a\u521b\u4f5c\u8005\u7684\u56fe\u7247\uff0c\u6574\u7406\u51fa\u6765 356 \u5f20\u56fe\u7247<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748142113647.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1460px; --smush-placeholder-aspect-ratio: 1460\/954;\" \/><\/p>\n<p>\u7528 <a href=\"https:\/\/www.birme.net\/\">Birme<\/a> \u88c1\u526a\u4e3a 512&#215;768 \u7684\u56fe\u50cf\uff08\u4e5f\u53ef\u4ee5\u4e0d\u7528\u88c1\u526a\u7684\uff0c\u8bad\u7ec3\u65f6\u53ef\u4ee5\u6839\u636e\u5927\u5c0f\u81ea\u52a8\u5206\u7c7b\uff0c\u4f46\u662f\u5927\u56fe\u7247\u5bf9\u663e\u5b58\u8981\u6c42\u4f1a\u66f4\u9ad8\uff09<\/p>\n<p>\u7136\u540e\u521b\u5efa\u4e0b\u9762\u7ed3\u6784\u7684\u6587\u4ef6\u5939\uff0cfurong \u662f\u6211\u53d6\u7684\u535a\u4e3b\u7684\u7f51\u540d\u7684\u62fc\u97f3\uff08\u8fd9\u5c42\u6587\u4ef6\u5939\u540d\u4e0d\u8981\u4f7f\u7528\u4e2d\u6587\uff09<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748142548473.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 106px; --smush-placeholder-aspect-ratio: 106\/159;\" \/><\/p>\n<p>image \u4e0b\u653e\u7f6e\u4e0d\u540c\u5206\u7c7b\u7684\u56fe\u7247\uff0c\u6211\u8fd9\u91cc\u53ea 1 \u4e2a\u5206\u7c7b\uff0c\u547d\u540d\u6587\u4ef6\u5939\u91c7\u7528 \u6570\u5b57_\u540d\u79f0 \u7684\u65b9\u5f0f\uff0c\u540d\u79f0\u81ea\u5df1\u5b9a\uff0c\u53ef\u4ee5\u533a\u5206\u5c31\u884c\uff0c\u524d\u9762\u7684\u6570\u5b57\u4ee3\u8868\u8fd9\u4e2a\u5206\u7c7b\u7684\u56fe\u7247\u9700\u8981\u5b66\u4e60\u7684\u6b21\u6570\u3002<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748143095655.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 408px; --smush-placeholder-aspect-ratio: 408\/170;\" \/><\/p>\n<p>\u6211\u89e3\u91ca\u4e00\u4e0b\u8fd9\u4e2a\u5206\u7c7b\u7684\u610f\u4e49\uff0c\u6bd4\u5982\u5728\u4e00\u4e2a LoRA \u6a21\u578b\u4e2d\u5b9e\u73b0\u4eba\u7269\u7279\u5f81\u3001\u670d\u88c5\u7279\u5f81\u3001\u80cc\u666f\u7279\u5f81\u7684\u63a7\u5236\uff0c\u5c31\u521b\u5efa 3 \u4e2a\u6587\u4ef6\u5939\u5206\u522b\u653e\u7f6e\u4e0d\u540c\u7684\u5b66\u4e60\u6570\u636e\u3002\u653e\u7f6e\u4eba\u7269\u7279\u5f81\u7684\u6587\u4ef6\u5939\u4e0b\u7684\u6240\u6709\u56fe\u7247\u7684\u6807\u6ce8\u90fd\u52a0\u4e0a\u4e00\u4e2a\u7279\u6b8a\u7684\u63d0\u793a\u8bcd\uff0c\u5047\u8bbe\u52a0\u4e0a pperson\uff0c\u653e\u7f6e\u670d\u88c5\u7684\u6587\u4ef6\u5939\u4e0b\u7684\u56fe\u7247\u6807\u6ce8\u90fd\u52a0\u4e0a cclothes\uff0c\u8fd9\u6837\u4f7f\u7528\u8fd9\u4e2a\u8bad\u7ec3\u51fa\u6765\u7684 LoRA \u7ed8\u56fe\u7684\u65f6\u5019\uff0c\u52a0\u4e0a\u63d0\u793a\u8bcd\u5c31\u4f1a\u5339\u914d\u5230\u5bf9\u5e94\u7684\u7279\u5f81\u3002\u8fd9\u4e2a\u547d\u540d\u7684\u65f6\u5019\u6700\u597d\u4e0d\u8981\u4f7f\u7528\u73b0\u6709\u610f\u4e49\u7684\u8bcd\u6c47\uff0c\u6bd4\u5982\u6211\u4e3e\u4f8b\u7528\u7684 pperson\uff0c\u524d\u9762\u4e00\u4e2a\u5b57\u6bcd\u7ed9\u91cd\u590d\u4e86\u4e00\u4e0b\u3002\u8981\u662f\u7528 person\uff0c\u90a3\u4e48 AI \u53ef\u80fd\u5c31\u4e0d\u77e5\u9053\u4f60\u8bf4\u7684 person \u662f\u672c\u610f\u7684 person\uff08\u4eba\uff09\uff0c\u8fd8\u662f\u8fd9\u91cc\u8bad\u7ec3\u7684\u72ec\u7279\u7279\u5f81\u7684 person\u3002<\/p>\n<p>\u6211\u8fd9\u91cc\u4e0d\u9700\u8981\u533a\u5206\u4e0d\u540c\u7279\u5f81\uff0c\u53ea\u9700\u8981\u521b\u4f5c\u8005\u7684\u603b\u4f53\u7279\u5f81\u5c31\u884c\uff0c\u5c31\u53ea\u521b\u5efa\u4e86\u4e00\u4e2a\u6587\u4ef6\u5939\uff0c\u6bcf\u5f20\u56fe\u7247\u5b66\u4e60 10 \u6b21\u5c31\u547d\u540d\u4e3a 10_FuRong \u4e86\uff0c\u7136\u540e\u628a\u6240\u6709\u7684\u56fe\u7247\u90fd\u653e\u8fdb\u8fd9\u4e2a\u6587\u4ef6\u5939\u91cc\u4e86\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%89%93%E6%A0%87%E7%AD%BE\"><\/span>\u6253\u6807\u7b7e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6253\u6807\u7b7e\u4f7f\u7528\u7684 Stable Diffusion Webui \u914d\u5408\u63d2\u4ef6\uff1a<a href=\"https:\/\/github.com\/picobyte\/stable-diffusion-webui-wd14-tagger\">https:\/\/github.com\/picobyte\/stable-diffusion-webui-wd14-tagger<\/a><br \/>\n\u8fd9\u4e2a\u63d2\u4ef6\u4ece\u56fe\u751f\u6210\u7279\u5f81\u7684\u6548\u679c\u6bd4\u8f83\u597d\uff0c\u4e14\u652f\u6301\u6279\u91cf\u751f\u6210\u3002<\/p>\n<p>\u586b\u4e0b\u56fe\u7247\u6240\u5728\u76ee\u5f55\uff0c\u751f\u6210\u6807\u7b7e\u6587\u4ef6\u5728\u56fe\u7247\u540c\u76ee\u5f55\u4e0b\u3002<br \/>\n\u7136\u540e\u4e0b\u9762\u6709\u4e00\u4e2a\u9644\u52a0\u6807\u7b7e\uff0c\u6211\u8fd9\u91cc\u5c31\u586b\u7684 FuRong\u3002<br \/>\n\u8fd9\u4e2a\u9644\u52a0\u6807\u7b7e\u4f1a\u6dfb\u52a0\u5230\u6bcf\u5f20\u56fe\u7247\u7684\u6807\u7b7e\u91cc\uff0c\u4e0d\u540c\u5206\u7c7b\u6253\u6807\u7b7e\u7684\u65f6\u5019\u586b\u4e0d\u540c\u7684\u6807\u7b7e\uff0c\u540c\u4e00\u4e2a\u5206\u7c7b\u90fd\u6709\u540c\u4e00\u4e2a\u6807\u7b7e\uff0c\u8fd9\u6837\u5c31\u53ef\u4ee5\u628a\u4e0d\u540c\u5206\u7c7b\u7684\u7279\u5f81\u5173\u8054\u5230\u4e0d\u540c\u7684\u63d0\u793a\u8bcd\u4e0a\u4e86\u3002<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748144343004.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 977px; --smush-placeholder-aspect-ratio: 977\/889;\" \/><\/p>\n<p>\u6bcf\u4e2a\u56fe\u7247\u4f1a\u751f\u6210\u540c\u540d\u7684\u6587\u672c\u6587\u4ef6\uff0c\u91cc\u9762\u4fdd\u5b58\u7684\u5c31\u662f\u751f\u6210\u7684\u6807\u7b7e<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748145508145.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1034px; --smush-placeholder-aspect-ratio: 1034\/475;\" \/><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E8%AE%AD%E7%BB%83\"><\/span>\u8bad\u7ec3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8bad\u7ec3\u6211\u4f7f\u7528\u7684 Kohya_ss\uff1a<a href=\"https:\/\/github.com\/bmaltais\/kohya_ss\">https:\/\/github.com\/bmaltais\/kohya_ss<\/a><br \/>\n\u5b89\u88c5\u770b README \u7684\u8bf4\u660e\u5c31\u884c\uff0c\u542f\u52a8\u540e\u5728\u6d4f\u89c8\u5668\u6253\u5f00\u9875\u9762<\/p>\n<p>\u5e95\u6a21\u6211\u7528\u7684 chilloutmix<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748145915690.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 764px; --smush-placeholder-aspect-ratio: 764\/457;\" \/><\/p>\n<p>\u81ea\u5df1\u53d6\u751f\u6210\u6a21\u578b\u6587\u4ef6\u7684\u540d\u5b57<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748146064785.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 215px; --smush-placeholder-aspect-ratio: 215\/78;\" \/><\/p>\n<p>\u56fe\u7247\u8def\u5f84\uff0c\u6ce8\u610f\u662f\u586b image \u8fd9\u4e00\u5c42\uff0c\u800c\u4e0d\u662f\u5e95\u4e0b\u5206\u7c7b\u7684\u6587\u4ef6\u5939<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748146099976.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 405px; --smush-placeholder-aspect-ratio: 405\/90;\" \/><\/p>\n<p>\u5b58\u50a8\u7cbe\u5ea6\u6211\u9009\u7684 float\uff0c\u5373 32 \u4f4d\u7684\u5355\u7cbe\u5ea6\u6d6e\u70b9\u6570<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748146163382.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 303px; --smush-placeholder-aspect-ratio: 303\/109;\" \/><\/p>\n<p>\u6a21\u578b\u4fdd\u5b58\u8def\u5f84\u5c31\u586b\u524d\u9762\u521b\u5efa\u7684 models<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748146219649.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 398px; --smush-placeholder-aspect-ratio: 398\/127;\" \/><\/p>\n<p>\u65e5\u5fd7\u8def\u5f84\u586b\u524d\u9762\u521b\u5efa\u7684 log\uff0c\u53ef\u4ee5\u4f7f\u7528 tensorbord \u5b9e\u65f6\u67e5\u770b\u8bad\u7ec3\u60c5\u51b5<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748146259072.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 535px; --smush-placeholder-aspect-ratio: 535\/98;\" \/><\/p>\n<p>\u5c55\u5f00 Parameters \u6807\u7b7e<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748146324919.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 192px; --smush-placeholder-aspect-ratio: 192\/201;\" \/><\/p>\n<p>LoRA type \u9009\u7684 LoCon\uff0c\u8fd9\u79cd LoRA \u9002\u5408\u878d\u5408\u4e0d\u540c\u98ce\u683c\u7684\uff08\u6211\u8fd9\u91cc\u7684\u6570\u636e\u91cc\u4eba\u7269\u7740\u88c5\u98ce\u683c\u5404\u5f0f\u5404\u6837\uff09<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748146457319.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 488px; --smush-placeholder-aspect-ratio: 488\/138;\" \/><\/p>\n<p>Max train epoch \u662f\u9650\u5236\u6700\u591a\u8bad\u7ec3\u591a\u5c11\u8f6e\u7684\uff0cMax train steps \u662f\u7528\u6765\u9650\u5236\u6700\u591a\u8bad\u7ec3\u591a\u5c11\u6b65\u7684\uff0c\u524d\u8005\u4f18\u5148\u7ea7\u66f4\u9ad8\uff0c\u8fd9\u91cc\u90fd\u8bbe\u7f6e\u4e3a 0.\u4e0d\u9650\u5236\uff0c\u800c\u662f\u7531\u5b9e\u9645\u53c2\u6570\u63a7\u5236<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748146528863.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 485px; --smush-placeholder-aspect-ratio: 485\/157;\" \/><\/p>\n<p>Train batch size \u662f\u540c\u65f6\u5904\u7406\u591a\u5c11\u5f20\u56fe\u7247\uff0c\u6211\u663e\u5361\u6027\u80fd\u4e00\u822c\uff0c\u663e\u5b58\u4e5f\u5c0f\uff0c\u5c31\u9ed8\u8ba4\u4e00\u5f20\u4e00\u5f20\u7684\u5b66\u4e60\u3002<br \/>\nEpoch \u662f\u8bad\u7ec3\u7684\u8f6e\u6570\uff0c\u6211\u8bbe\u7f6e\u7684 7.<br \/>\n\u8fd9\u6837\u603b\u7684\u6b65\u6570=FuRong\u5206\u7c7b\u56fe\u7247\u6570\u91cf356 \u00d7 FuRong\u5206\u7c7b\u5b66\u4e60\u6b21\u657010 \u00d7 \u5b66\u4e60\u8f6e\u65707 = 24920<br \/>\n\u5982\u679c\u6709\u591a\u4e2a\u5206\u7c7b\uff0c\u5219\u6bcf\u4e2a\u5206\u7c7b\u6bcf\u8f6e\u5b66\u4e60\u7684\u6b65\u6570\u5c31\u662f\uff0c\u5bf9\u5e94\u5206\u7c7b\u4e0b\u56fe\u7247\u6570\u91cf\u00d7\u8be5\u5206\u7c7b\u7684\u5b66\u4e60\u6b21\u6570\uff0c\u518d\u628a\u591a\u4e2a\u5206\u7c7b\u52a0\u8d77\u6765\u5f97\u5230\u6bcf\u8f6e\u6240\u6709\u5206\u7c7b\u5171\u8981\u5b66\u4e60\u7684\u6b65\u6570<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748146710856.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 503px; --smush-placeholder-aspect-ratio: 503\/156;\" \/><\/p>\n<p>\u9ed8\u8ba4\u662f\u6bcf\u8f6e\u8bad\u7ec3\u4f1a\u4fdd\u5b58\u4e00\u6b21\u6700\u65b0\u8bad\u7ec3\u7684\u6a21\u578b<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748147030514.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 242px; --smush-placeholder-aspect-ratio: 242\/91;\" \/><\/p>\n<p>\u8bad\u7ec3\u4e0d\u662f\u76f4\u63a5\u4f7f\u7528\u56fe\u7247\u6587\u4ef6\uff0c\u800c\u662f\u8981\u5148\u8f6c\u6362\u6210\u4e00\u603b\u4e13\u7528\u7684\u683c\u5f0f\uff0c\u8bad\u7ec3\u7684\u65f6\u5019\u53ef\u80fd\u8981\u591a\u6b21\u5c1d\u8bd5\u8c03\u6574\u53c2\u6570\u91cd\u65b0\u8bad\u7ec3\uff0c\u6bcf\u6b21\u5bfb\u6765\u4f60\u90fd\u91cd\u65b0\u8f6c\u6362\u4e00\u6b21\u4f1a\u989d\u5916\u6d88\u8017\u65f6\u95f4\uff0c\u6240\u4ee5\u53ef\u4ee5\u52fe\u9009 Cache latents to disk\u7f13\u5b58\u5230\u786c\u76d8\uff0c\u8fd9\u6837\u4e0b\u6b21\u53ef\u4ee5\u76f4\u63a5\u8bfb\u53d6\u3002<br \/>\n\u800c Cache latents \u662f\u7f13\u5b58\u5230\u5185\u5b58\uff0c\u53ef\u4ee5\u4e00\u5b9a\u5c42\u5ea6\u8282\u7701\u663e\u5b58<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748147058255.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 701px; --smush-placeholder-aspect-ratio: 701\/81;\" \/><\/p>\n<p>Max resolution \u662f\u6700\u5927\u5206\u8fa8\u7387\uff0c\u56fe\u7247\u8d85\u8fc7\u8fd9\u4e2a\u5206\u8fa8\u7387\u4f1a\u81ea\u52a8\u7f29\u653e\uff0c\u6211\u56fe\u7247\u5df2\u7ecf\u63d0\u524d\u88c1\u526a\u5230 512\u00d7768 \u4e86\uff0c\u8fd9\u91cc\u53ef\u4ee5\u4e0d\u52fe\u9009 Enable buckets\u3002\u5982\u679c\u6ca1\u6709\u88c1\u526a\u5c31\u52fe\u9009\u8fd9\u4e2a\uff0c\u8bad\u7ec3\u7684\u65f6\u5019\u4f1a\u628a\u56fe\u7247\u6839\u636e\u5927\u5c0f\u8fdb\u884c\u5206\u7c7b\uff0c\u540c\u79cd\u5206\u8fa8\u7387\u5927\u5c0f\u7684\u56fe\u7247\u53ef\u4ee5\u653e\u5728\u4e00\u8d77\u8bad\u7ec3\uff0c\u540e\u9762\u8bbe\u7f6e\u8fd9\u4e2a\u5206\u7c7b\u652f\u6301\u7684\u6700\u5c0f\u6700\u5927\u5206\u8fa8\u7387<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748147393782.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1499px; --smush-placeholder-aspect-ratio: 1499\/158;\" \/><\/p>\n<p>Network Rank \u662f LoRA \u7684\u79e9\u6570\uff0c\u7c97\u7565\u53cd\u6620\u4e2d\u95f4\u5c42\u795e\u7ecf\u5143\u7684\u6570\u91cf\uff0c\u8d8a\u5927\u53ef\u4ee5\u4fdd\u7559\u7684\u4fe1\u606f\u8d8a\u591a\uff0c\u4f46\u5360\u7528\u663e\u5b58\u8d8a\u591a\uff0c\u751f\u6210\u7684 LoRA \u6587\u4ef6\u8d8a\u5927\u3002\u4e00\u822c\u8bbe\u7f6e\u5728 4-128\uff0c\u9ed8\u8ba4\u503c 8\uff0c\u8bbe\u7f6e\u5728 64 \u6548\u679c\u57fa\u672c\u5230\u9876\u3002<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748147714896.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 742px; --smush-placeholder-aspect-ratio: 742\/106;\" \/><\/p>\n<p>\u70b9\u51fb Start training \u5f00\u59cb\u8bad\u7ec3\uff0c\u70b9\u51fb Start tensorboard \u53ef\u4ee5\u7528 tensorboard \u5c06\u65e5\u5fd7\u6587\u4ef6\u8f6c\u4e3a\u56fe\u50cf<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748147955095.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1606px; --smush-placeholder-aspect-ratio: 1606\/211;\" \/><\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E8%AE%AD%E7%BB%83%E7%BB%93%E6%9E%9C\"><\/span>\u8bad\u7ec3\u7ed3\u679c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5e26\u4e00\u4e32\u6570\u5b57\u7684\u5c31\u662f\u8fc7\u7a0b\u751f\u6210\u7684\u6587\u4ef6\uff0c\u4e0d\u5e26\u6570\u5b57\u7684\u5c31\u662f\u6700\u7ec8\u751f\u6210\u7684\uff0c\u7528\u65f6 10 \u4e2a\u5c0f\u65f6\u5de6\u53f3<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748148103835.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 824px; --smush-placeholder-aspect-ratio: 824\/427;\" \/><\/p>\n<p>\u67e5\u770b tensorboard\uff0c\u5728\u7b2c 4 \u8f6e\uff08\u7b2c14230\u6b65\u7ed3\u675f\u65f6\u7684\u6a21\u578b\u662f\u5e73\u5747 loss \u6700\u4f4e\u7684\u4e00\u8f6e\uff0c\u771f\u6b63\u6700\u4f4e\u4f4d\u7f6e\u7684\u65f6\u5019\u6ca1\u6709\u4fdd\u5b58\u6a21\u578b\u6587\u4ef6\uff09\uff0c\u5c31\u62ff 000004 \u7684\u6a21\u578b\u6587\u4ef6\u3002<br \/>\n\u6211\u89c9\u5f97\u4e0b\u6b21\u8bad\u7ec3\u7684\u65f6\u5019\u5206\u7c7b\u6587\u4ef6\u5939\u7684\u5b66\u4e60\u6b21\u6570\u8981\u8c03\u5c0f\uff0c\u53ea\u6709\u4e00\u4e2a\u5206\u7c7b\u5c31\u5199 1\uff0c\u5b66\u4e60\u591a\u5c11\u6b21\u5b8c\u5168\u7531 epoch \u8f6e\u6570\u63a7\u5236\uff0c\u5c31\u907f\u514d\u62ff\u4e0d\u5230 loss \u6700\u4f4e\u65f6\u7684\u6a21\u578b\u6587\u4ef6\uff0c\u4e00\u8f6e\u91cc\u9762\u5b66\u4e60\u6b21\u6570\u591a\u4e86\uff0closs \u6700\u5c0f\u7684\u65f6\u5019\u6ca1\u6709\u4fdd\u5b58\u6a21\u578b\u6587\u4ef6\u3002<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748148675679.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1003px; --smush-placeholder-aspect-ratio: 1003\/516;\" \/><\/p>\n<p>\u7ed8\u56fe\u6d4b\u8bd5<\/p>\n<pre><code class=\"language-bash\">extremely detailed CG unity 8k wallpaper,(masterpiece),(best quality),(ultra detailed),(ultra realistic),(Best character details:1.36),nikon d750 f\/1.4 55mm,dynamic angle,professional lighting, photon mapping, radiosity, physically-based rendering,\noutdoors,looking at viewer,blush,(taut shirt), jeans,\n1girl, solo, black hair, dress, bracelet, photo background, hair ornament, white footwear, jewelry, flower, hair flower, chinese clothes, sitting, outdoors, white dress, looking at viewer, china dress, architecture, full body, east asian architecture, water, hair bun, shoes\n&lt;lora:FuRong_fp32_20250524A:1&gt;\nNegative prompt: Multiple people,More than one person,2girl,\nsketches,lowres,polar lowres,(worst quality:2),(low quality:2),(normal quality:2),((monochrome)),((grayscale)),blurry,cropped,mutation,deformed,text,error,signature,watermark,username,extra digit,fewer digits,jpeg artifacts,\nskin spots, acnes, skin blemishes,\nbad anatomy,bad anatomy,bad proportions,gross proportions,long neck,(bad hands),(bad eyes),cross-eyed,malformed limbs,blurred hands,fused fingers,poorly drawn face,poorly drawn hands,\n(mutated hands and fingers:1.3),(mutated legs and foots:1.3),bad body,bad limbs,bad arms,bad hands,bad fingers,bad leg,bad feet,missing limbs,missing arms,missing hands,missing fingers,missing legs,missing footextra limbs,extra arms,extra fingers,extra leg,extra foot,\nSteps: 28, Sampler: DPM++ SDE, Schedule type: Karras, CFG scale: 7.5, Seed: 1340860639, Face restoration: CodeFormer, Size: 512x768, Model hash: fc2511737a, Model: chilloutmix_NiPrunedFp32Fix, Lora hashes: &quot;FuRong_fp32_20250524A: 0x96ab0a70f4&quot;, Version: 1.10.1<\/code><\/pre>\n<p>\u53f3\u8fb9\u662f\u8bad\u7ec3\u6570\u636e\u91cc\u7684\u539f\u56fe\uff0c\u5de6\u8fb9\u662f\u7528 LoRA \u7ed8\u5236\u7684<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748160380793.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 924px; --smush-placeholder-aspect-ratio: 924\/863;\" \/><\/p>\n<hr \/>\n<p>2025.5.25<br \/>\n\u5728\u6296\u97f3\u4e0b\u8f7d\u7684\u53e6\u5916\u4e00\u4e2a\u535a\u4e3b\u7684\u56fe\u7247\uff0c\u6574\u7406\u51fa\u6765\u4e03\u767e\u591a\u5f20\u56fe\u7247\uff0c\u8bad\u7ec3 20 \u8f6e\uff0c\u65e9\u4e0a\u6302\u7740\u7ec3\u5230\u4e0b\u5348\uff0c\u53c8\u6574\u51fa\u4e00\u4e2a LoRA<\/p>\n<pre><code class=\"language-bash\">extremely detailed CG unity 8k wallpaper,(masterpiece),(best quality),(ultra detailed),(ultra realistic),(Best character details:1.36),nikon d750 f\/1.4 55mm,dynamic angle,professional lighting, photon mapping, radiosity, physically-based rendering,\noutdoors,looking at viewer,blush,(taut shirt), jeans,\n1girl, solo, denim, jeans, black hair, realistic, braid, pants, shirt, looking at viewer, midriff\n&lt;lora:XiaoYuanJiang_fp32_20250525A:1&gt;\nNegative prompt: Multiple people,More than one person,2girl,\nsketches,lowres,polar lowres,(worst quality:2),(low quality:2),(normal quality:2),((monochrome)),((grayscale)),blurry,cropped,mutation,deformed,text,error,signature,watermark,username,extra digit,fewer digits,jpeg artifacts,\nskin spots, acnes, skin blemishes,\nbad anatomy,bad anatomy,bad proportions,gross proportions,long neck,cross-eyed,malformed limbs,blurred hands,fused fingers,poorly drawn face,poorly drawn hands,\n(mutated hands and fingers:1.3),(mutated legs and foots:1.3),bad body,bad limbs,bad arms,bad hands,bad fingers,bad leg,bad feet,missing limbs,missing arms,missing hands,missing fingers,missing legs,missing footextra limbs,extra arms,extra fingers,extra leg,extra foot,\nSteps: 28, Sampler: DPM++ SDE, Schedule type: Karras, CFG scale: 7.5, Seed: 672894124, Face restoration: CodeFormer, Size: 512x768, Model hash: fc2511737a, Model: chilloutmix_NiPrunedFp32Fix, Denoising strength: 0.4, Hires upscale: 1.5, Hires steps: 30, Hires upscaler: Latent (bicubic antialiased), Lora hashes: &quot;XiaoYuanJiang_fp32_20250525A: 0x2376386d9c&quot;, Downcast alphas_cumprod: True, SGM noise multiplier: True, Version: 1.10.1<\/code><\/pre>\n<p><img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748177434124.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 1685px; --smush-placeholder-aspect-ratio: 1685\/1145;\" \/><\/p>\n<hr \/>\n<p>2025.6.1<br \/>\n\u8fd9\u51e0\u5929\u53c8\u8bad\u7ec3\u4e86\u597d\u51e0\u4e2a\uff0c\u540d\u5b57\u91cc\u5e26\u6709 fp32_512x768 \u7684\u90fd\u662f\u6211\u8bad\u7ec3\u7684\u3002\u53e6\u5916\u8865\u5145\u4e00\u4e0b\uff0c\u524d\u51e0\u5929\u6211\u53d1\u73b0 tensorboard \u662f\u6709\u6bcf\u8f6e epoch \u7684 loss \u7684\uff0c\u5e76\u4e0d\u9700\u8981\u6839\u636e\u6b65\u6570\u53bb\u627e\u6700\u4f4e\u7684\uff0c\u76f4\u63a5\u5c31\u80fd\u770b\u5230\u3002\u8fd8\u53d1\u73b0\u4e00\u4e2a\u95ee\u9898\uff0c\u81ea\u52a8\u6807\u6ce8\u7684\u6807\u7b7e\u6709\u65f6\u5019\u4e0d\u591f\u51c6\u786e\uff0c\u53ea\u662f\u6211\u4e5f\u6ca1\u6709\u591a\u4f59\u65f6\u95f4\u4e00\u4e2a\u4e00\u4e2a\u53bb\u68c0\u67e5\u7ea0\u6b63\uff0c\u8fd9\u6837\u8bad\u7ec3\u51fa\u6765\u6548\u679c\u5c31\u6709\u6b20\u7f3a\u3002<br \/>\n<img decoding=\"async\" data-src=\"https:\/\/blog.iyatt.com\/wp-content\/uploads\/2025\/05\/image-1748738902195.png\" alt=\"file\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 2414px; --smush-placeholder-aspect-ratio: 2414\/919;\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u7b2c\u4e00\u6b21\u73a9 Stable Diffusion \u8fd8\u662f 2023 \u5e74 12 \u6708\u7684\u65f6\u5019\uff0c\u5f53\u65f6\u7528\u4e86 4 \u5e74\u534a\u7684\u8f7b\u8584 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"zakra_page_container_layout":"customizer","zakra_page_sidebar_layout":"customizer","zakra_remove_content_margin":false,"zakra_sidebar":"customizer","zakra_transparent_header":"customizer","zakra_logo":0,"zakra_main_header_style":"default","zakra_menu_item_color":"","zakra_menu_item_hover_color":null,"zakra_menu_item_active_color":null,"zakra_menu_active_style":"","zakra_page_header":true,"_lmt_disableupdate":"no","_lmt_disable":"no","footnotes":""},"categories":[642,1,643,594],"tags":[],"class_list":["post-20237","post","type-post","status-publish","format-standard","hentry","category-aigc","category-all","category-stable-diffusion","category-594"],"modified_by":"IYATT-yx","_links":{"self":[{"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=\/wp\/v2\/posts\/20237","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=20237"}],"version-history":[{"count":25,"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=\/wp\/v2\/posts\/20237\/revisions"}],"predecessor-version":[{"id":23564,"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=\/wp\/v2\/posts\/20237\/revisions\/23564"}],"wp:attachment":[{"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=20237"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=20237"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.iyatt.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=20237"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}