{"id":4446,"date":"2026-01-02T03:45:47","date_gmt":"2026-01-02T03:45:47","guid":{"rendered":"https:\/\/pixai.art\/articles\/?p=4446"},"modified":"2026-01-02T11:26:14","modified_gmt":"2026-01-02T11:26:14","slug":"lora-practical-application-guide-mastering-weight-settings-and-advanced-techniques-2","status":"publish","type":"post","link":"https:\/\/pixai.art\/articles\/zh\/lora-practical-application-guide-mastering-weight-settings-and-advanced-techniques-2\/","title":{"rendered":"LoRA \u5be6\u6230\u61c9\u7528\u6307\u5357\uff1a\u638c\u63e1\u6b0a\u91cd\u8a2d\u5b9a\u8207\u9032\u968e\u6280\u5de7"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u5728\u4e0a\u4e00\u7bc7\u6307\u5357\u4e2d\uff0c\u6211\u5011\u4ecb\u7d39\u4e86 LoRA \u7684\u5b9a\u7fa9\u8207\u904b\u4f5c\u539f\u7406\u3002\u73fe\u5728\uff0c\u662f\u6642\u5019\u6df1\u5165\u4e86\u89e3 LoRA \u7684\u5be6\u6230\u64cd\u4f5c\u4e86\uff01\u9019\u4efd\u8a73\u76e1\u7684\u6559\u5b78\u5c07\u900f\u904e\u6b65\u9a5f\u7bc4\u4f8b\uff0c\u89e3\u91cb\u300cLoRA \u6b0a\u91cd\u300d\u7b49\u95dc\u9375\u6982\u5ff5\uff0c\u4e26\u5206\u4eab\u9032\u968e\u6280\u5de7\uff0c\u5e6b\u52a9\u60a8\u767c\u63ee LoRA \u7684\u6700\u5927\u6f5b\u529b\u3002\u8b93\u6211\u5011\u958b\u59cb\u5427\uff01<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u591a\u95dc\u65bc LoRA\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <a href=\"https:\/\/pixai.art\/articles\/en\/lora-beginners-guide-from-understanding-to-application\/\" data-type=\"post\" data-id=\"1205\">LoRA \u5165<\/a><a href=\"https:\/\/pixai.art\/articles\/zh\/https-pixai-art-articles-en-lora-beginners-guide-from-understanding-to-application\/\" data-type=\"post\" data-id=\"4440\">\u9580\u6307\u5357<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <a href=\"https:\/\/pixai.art\/articles\/zh\/https-pixai-art-articles-en-lora-advanced-techniques-trigger-words-multi-character-generation-and-collection-management\/\" data-type=\"post\" data-id=\"4453\">LoRA \u9032\u968e\u6280\u5de7<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <a href=\"https:\/\/pixai.art\/articles\/zh\/https-pixai-art-articles-en-how-to-train-your-own-loras-on-pixai-the-complete-creators-guide\/\" data-type=\"post\" data-id=\"4458\">LoRA \u8a13\u7df4\u6307\u5357<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <a href=\"https:\/\/pixai.art\/market?type=ANY_LORA\" target=\"_blank\" rel=\"noreferrer noopener\">\u5728\u6a21\u578b\u5e02\u96c6\u63a2\u7d22 LoRA<\/a><\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"LoRA Beginner\u2019s Guide: From Understanding to Application2\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/pa8YcMb_j2M?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5be6\u6230\u7bc4\u4f8b\uff1aLoRA \u7684\u5be6\u969b\u5a01\u529b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u70ba\u4e86\u7406\u89e3 LoRA \u7684\u5f37\u5927\u4e4b\u8655\uff0c\u6211\u5011\u4f86\u770b\u4e00\u500b\u5be6\u969b\u7bc4\u4f8b\uff0c\u5c55\u793a\u5b83\u5728\u89d2\u8272\u751f\u6210\u4e0a\u6240\u5e36\u4f86\u7684\u5de8\u5927\u5dee\u7570\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6311\u6230\uff1a\u751f\u6210\u51b7\u9580\u89d2\u8272<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u6211\u5011\u5617\u8a66\u751f\u6210\u50cf\u300a\u5d29\u58de\uff1a\u661f\u7a79\u9435\u9053\u300b\u4e2d\u300c\u6d41\u87a2\u300d\u9019\u6a23\u7684\u9ad8\u4eba\u6c23\u89d2\u8272\uff0c\u5927\u591a\u6578\u57fa\u790e\u6a21\u578b\u5373\u4f7f\u4e0d\u4f7f\u7528 LoRA \u4e5f\u80fd\u7522\u751f\u6e96\u78ba\u7684\u7d50\u679c\uff0c\u56e0\u70ba\u9019\u4e9b\u89d2\u8272\u5f88\u53ef\u80fd\u5df2\u5305\u542b\u5728\u6a21\u578b\u7684\u8a13\u7df4\u6578\u64da\u4e2d\u3002\u7136\u800c\uff0c\u771f\u6b63\u7684\u6311\u6230\u5728\u65bc<strong>\u8f03\u65b0\u6216\u8f03\u51b7\u9580<\/strong>\u7684\u89d2\u8272\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u4ee5\u300a\u7d55\u5340\u96f6\u300b\u4e2d\u7684\u300c\u661f\u898b\u96c5\u300d\uff08Astra Yao\uff09\u70ba\u4f8b\u3002\u7576\u50c5\u4f9d\u8cf4\u6587\u5b57\u63d0\u793a\u8a5e\u6642\uff0c\u57fa\u790e\u6a21\u578b\u901a\u5e38\u7522\u51fa\u7684\u7d50\u679c\u4e0d\u76e1\u7406\u60f3\uff0c\u5bb9\u6613\u907a\u6f0f\u95dc\u9375\u7684\u89d2\u8272\u7d30\u7bc0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u57fa\u790e\u6a21\u578b vs. LoRA \u589e\u5f37\u6548\u679c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e0d\u4f7f\u7528 LoRA\uff1a<\/strong> \u50c5\u4f7f\u7528\u6587\u5b57\u63d0\u793a\u8a5e\u6642\uff0c\u57fa\u790e\u6a21\u578b\u6703\u7522\u751f\u901a\u4fd7\u7684\u89e3\u8b80\uff0c\u7f3a\u4e4f\u8fa8\u8b58\u5ea6\u3002\u5e38\u898b\u554f\u984c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9aee\u578b\u932f\u8aa4\u6216\u904e\u65bc\u5927\u773e\u5316<\/li>\n\n\n\n<li>\u907a\u6f0f\u670d\u88dd\u7d30\u7bc0<\/li>\n\n\n\n<li>\u6709\u6642\u6703\u751f\u6210\u591a\u500b\u89d2\u8272\u800c\u975e\u55ae\u4e00\u89d2\u8272<\/li>\n\n\n\n<li>\u96d6\u7136\u80fd\u8fa8\u8a8d\u5927\u81f4\u98a8\u683c\uff0c\u4f46\u89d2\u8272\u7279\u5fb5\u6e96\u78ba\u5ea6\u6975\u4f4e<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"614\" height=\"1024\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/915c867c-138e-4465-ae1c-063fdbf723cb-1-614x1024.webp\" alt=\"\" class=\"wp-image-1342\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/915c867c-138e-4465-ae1c-063fdbf723cb-1-614x1024.webp 614w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/915c867c-138e-4465-ae1c-063fdbf723cb-1-180x300.webp 180w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/915c867c-138e-4465-ae1c-063fdbf723cb-1.webp 768w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"614\" height=\"1024\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/b89beec8-526d-4cb6-9a16-d2fb6a60f450-614x1024.webp\" alt=\"\" class=\"wp-image-1343\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/b89beec8-526d-4cb6-9a16-d2fb6a60f450-614x1024.webp 614w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/b89beec8-526d-4cb6-9a16-d2fb6a60f450-180x300.webp 180w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/b89beec8-526d-4cb6-9a16-d2fb6a60f450.webp 768w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f7f\u7528\u89d2\u8272 LoRA\uff1a<\/strong> \u5957\u7528\u5c08\u9580\u91dd\u5c0d\u300c\u661f\u898b\u96c5\u300d\u5fae\u8abf\u7684\u89d2\u8272 LoRA \u5f8c\uff0c\u7d50\u679c\u5927\u5e45\u6539\u5584\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9aee\u578b\u7cbe\u6e96\u9084\u539f\u5b98\u65b9\u8a2d\u5b9a<\/li>\n\n\n\n<li>\u670d\u88dd\u7d30\u7bc0\u8207\u914d\u8272\u5b8c\u5168\u6b63\u78ba<\/li>\n\n\n\n<li>\u4e94\u5b98\u7279\u5fb5\u8207\u8868\u60c5\u66f4\u52a0\u5230\u4f4d<\/li>\n\n\n\n<li>\u6574\u9ad4\u9084\u539f\u5ea6\u6975\u9ad8\uff0c\u975e\u5e38\u63a5\u8fd1\u539f\u756b\u8a2d\u5b9a<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"614\" height=\"1024\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/70cf863a-6a2a-4b93-bfe4-a8244836fb66-614x1024.webp\" alt=\"\" class=\"wp-image-1344\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/70cf863a-6a2a-4b93-bfe4-a8244836fb66-614x1024.webp 614w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/70cf863a-6a2a-4b93-bfe4-a8244836fb66-180x300.webp 180w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/70cf863a-6a2a-4b93-bfe4-a8244836fb66.webp 768w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"614\" height=\"1024\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/a333fc57-13ad-483f-9ffc-2c7c7a5745f9-614x1024.webp\" alt=\"\" class=\"wp-image-1345\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/a333fc57-13ad-483f-9ffc-2c7c7a5745f9-614x1024.webp 614w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/a333fc57-13ad-483f-9ffc-2c7c7a5745f9-180x300.webp 180w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/a333fc57-13ad-483f-9ffc-2c7c7a5745f9.webp 768w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u96d6\u7136\u67d0\u4e9b\u5fae\u5c0f\u7d30\u7bc0\uff08\u5982\u7279\u5b9a\u7684\u9762\u90e8\u6a19\u8a18\uff09\u53ef\u80fd\u4ecd\u9700\u5fae\u8abf\uff0c\u4f46\u6574\u9ad4\u63d0\u5347\u975e\u5e38\u986f\u8457\uff0c\u9019\u4e5f\u8aaa\u660e\u4e86\u70ba\u4ec0\u9ebc LoRA \u5df2\u6210\u70ba AI \u5275\u4f5c\u8005\u7684\u5fc5\u5099\u5de5\u5177\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7406\u89e3 LoRA \u6b0a\u91cd\uff1a\u60a8\u7684\u63a7\u5236\u9762\u677f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u6548\u4f7f\u7528 LoRA \u7684\u95dc\u9375\u4e4b\u4e00\uff0c\u5c31\u662f\u7406\u89e3\u4e26\u6b63\u78ba\u8abf\u6574\u300c<strong>LoRA \u6b0a\u91cd<\/strong>\u300d\uff08Weight\uff09\u3002\u9019\u500b\u53c3\u6578\u5c31\u50cf\u662f\u4e00\u500b\u63a7\u5236\u65cb\u9215\uff0c\u6c7a\u5b9a\u4e86 LoRA \u5c0d\u751f\u6210\u5f71\u50cf\u7684\u5f71\u97ff\u529b\u5f37\u5ea6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LoRA \u6b0a\u91cd\u904b\u4f5c\u539f\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c07 LoRA \u6b0a\u91cd\u60f3\u50cf\u6210\u5169\u80a1\u529b\u91cf\u4e4b\u9593\u7684\u5e73\u8861\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f03\u4f4e\u6b0a\u91cd\uff08\u63a5\u8fd1 0.5 \u6216\u66f4\u4f4e\uff09\uff1a<\/strong> \u7d66\u4e88\u57fa\u790e\u6a21\u578b\u66f4\u591a\u7a7a\u9593\uff0c\u8b93\u5b83\u80fd\u66f4\u81ea\u7531\u3001\u66f4\u6709\u5275\u610f\u5730\u8a6e\u91cb\u63d0\u793a\u8a5e\u3002<\/li>\n\n\n\n<li><strong>\u8f03\u9ad8\u6b0a\u91cd\uff08\u63a5\u8fd1 1.0 \u6216\u66f4\u9ad8\uff09\uff1a<\/strong> \u8f38\u51fa\u7d50\u679c\u6703\u975e\u5e38\u63a5\u8fd1 LoRA \u8a13\u7df4\u6578\u64da\u7684\u6a23\u5b50\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b0a\u91cd\u6e2c\u8a66\uff1a\u5be6\u969b\u793a\u7bc4<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7e7c\u7e8c\u4ee5\u661f\u898b\u96c5\u70ba\u4f8b\uff0c\u770b\u770b\u4e0d\u540c\u6b0a\u91cd\u5982\u4f55\u5f71\u97ff\u6700\u7d42\u7d50\u679c\uff1a<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"614\" height=\"1024\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/c01c93cf-fa64-4603-a348-d62aa43db292-1-614x1024.webp\" alt=\"\" class=\"wp-image-1355\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/c01c93cf-fa64-4603-a348-d62aa43db292-1-614x1024.webp 614w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/c01c93cf-fa64-4603-a348-d62aa43db292-1-180x300.webp 180w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/c01c93cf-fa64-4603-a348-d62aa43db292-1.webp 768w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-text-align-left wp-block-paragraph\"><strong>\u6b0a\u91cd 0.5\uff1a<\/strong> LoRA \u7684\u5f71\u97ff\u8f03\u7d30\u5fae\u3002\u89d2\u8272\u770b\u8d77\u4f86\u6709\u9ede\u50cf\u661f\u898b\u96c5\uff0c\u4f46\u90e8\u5206\u7d30\u7bc0\u53ef\u80fd\u4ecd\u986f\u5f97\u9055\u548c\u6216\u904e\u65bc\u666e\u901a\u3002<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u6b0a\u91cd 0.8\uff1a<\/strong> \u7279\u5fb5\u8b8a\u5f97\u7cbe\u78ba\u4e14\u6613\u65bc\u8fa8\u8a8d\u3002\u9019\u901a\u5e38\u662f\u8a31\u591a\u89d2\u8272 LoRA \u7684\u6700\u4f73\u5e73\u8861\u9ede\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"614\" height=\"1024\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/3f2c4a6b-c4c8-4816-a4fc-bb47a65d2ee3-614x1024.webp\" alt=\"\" class=\"wp-image-1356\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/3f2c4a6b-c4c8-4816-a4fc-bb47a65d2ee3-614x1024.webp 614w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/3f2c4a6b-c4c8-4816-a4fc-bb47a65d2ee3-180x300.webp 180w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/3f2c4a6b-c4c8-4816-a4fc-bb47a65d2ee3.webp 768w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"614\" height=\"1024\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/1-614x1024.webp\" alt=\"\" class=\"wp-image-1358\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/1-614x1024.webp 614w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/1-180x300.webp 180w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/1.webp 768w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u6b0a\u91cd 1.0\uff1a<\/strong> \u89d2\u8272\u9ad8\u5ea6\u9084\u539f\u53c3\u8003\u5716\uff0c\u5fe0\u5be6\u5448\u73fe\u8a13\u7df4\u6578\u64da\u3002<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8d39b2df wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>\u6b0a\u91cd 1.5\uff1a<\/strong> \u5f71\u50cf\u53ef\u80fd\u958b\u59cb\u51fa\u73fe\u904e\u5ea6\u98a8\u683c\u5316\u6216\u5931\u771f\uff0c\u751a\u81f3\u53ef\u80fd\u7522\u751f\u96dc\u8a0a\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"614\" height=\"1024\" src=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/bb93fa7a-8655-4064-ac1e-f620a16ee9ce-614x1024.webp\" alt=\"\" class=\"wp-image-1359\" srcset=\"https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/bb93fa7a-8655-4064-ac1e-f620a16ee9ce-614x1024.webp 614w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/bb93fa7a-8655-4064-ac1e-f620a16ee9ce-180x300.webp 180w, https:\/\/pixai.art\/articles\/wp-content\/uploads\/2025\/09\/bb93fa7a-8655-4064-ac1e-f620a16ee9ce.webp 768w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c0b\u627e\u5b8c\u7f8e\u7684\u5e73\u8861<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528 LoRA \u7684\u7cbe\u9ad3\u5728\u65bc\u627e\u5230\u5e73\u8861\u9ede\u3002\u6b0a\u91cd\u592a\u4f4e\uff0cLoRA \u7121\u6cd5\u63d0\u4f9b\u8db3\u5920\u7684\u5f71\u97ff\u529b\u4f86\u9054\u6210\u76ee\u6a19\uff1b\u6b0a\u91cd\u592a\u9ad8\uff0c\u7d50\u679c\u6703\u8b8a\u5f97\u4e0d\u81ea\u7136\u3001\u904e\u5ea6\u8655\u7406\u6216\u8b8a\u5f62\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5c08\u5bb6\u5efa\u8b70\uff1a\u5982\u4f55\u9078\u64c7\u6b63\u78ba\u6b0a\u91cd<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u638c\u63e1 LoRA \u6b0a\u91cd\u7684\u9078\u64c7\u65e2\u662f\u6280\u8853\u4e5f\u662f\u85dd\u8853\u3002\u4ee5\u4e0b\u662f\u9054\u6210\u6700\u4f73\u6548\u679c\u7684\u5be6\u6230\u7b56\u7565\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u95b1\u8b80 LoRA \u8aaa\u660e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u990a\u6210\u5148\u6aa2\u67e5 LoRA \u8aaa\u660e\u6587\u4ef6\u7684\u7fd2\u6163\u3002\u8cc7\u6df1\u5275\u4f5c\u8005\u901a\u5e38\u6703\u63d0\u4f9b\u4ee5\u4e0b\u6307\u5f15\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a72 LoRA \u5efa\u8b70\u7684\u6b0a\u91cd\u7bc4\u570d<\/li>\n\n\n\n<li>\u61c9\u907f\u514d\u7684\u5e38\u898b\u554f\u984c<\/li>\n\n\n\n<li>\u63a8\u85a6\u7684\u4f7f\u7528\u5834\u666f\u8207\u60c5\u5883<\/li>\n\n\n\n<li>\u8207\u4e0d\u540c\u57fa\u790e\u6a21\u578b\u7684\u76f8\u5bb9\u6027\u7b46\u8a18<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u53c3\u8003\u73fe\u6709\u5716\u7247<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u700f\u89bd\u793e\u7fa4\u4f5c\u54c1\u5eca\uff0c\u67e5\u770b\u5176\u4ed6\u7528\u6236\u4f7f\u7528\u76f8\u540c LoRA \u751f\u6210\u7684\u5716\u7247\u3002\u9019\u53ef\u4ee5\u63d0\u4f9b\u5bf6\u8cb4\u8cc7\u8a0a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5176\u4ed6\u5275\u4f5c\u8005\u89ba\u5f97\u6709\u6548\u7684\u6b0a\u91cd\u6578\u503c<\/li>\n\n\n\n<li>\u4e0d\u540c\u6b0a\u91cd\u5982\u4f55\u5f71\u97ff\u7279\u5b9a\u7684\u4f7f\u7528\u60c5\u5883<\/li>\n\n\n\n<li>\u60a8\u53ef\u80fd\u6c92\u60f3\u904e\u7684\u5275\u610f\u61c9\u7528\u65b9\u5f0f<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u5f9e\u9069\u4e2d\u6b0a\u91cd\u958b\u59cb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u65bc\u521d\u5b78\u8005\uff0c\u6700\u4fdd\u96aa\u7684\u505a\u6cd5\u662f\u5f9e\u4e2d\u9593\u503c\u958b\u59cb\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5efa\u8b70\u8d77\u59cb\u7bc4\u570d\uff1a<\/strong> 0.8 \u5230 1.0<\/li>\n\n\n\n<li>\u5728\u4e86\u89e3\u8a72 LoRA \u7684\u7279\u6027\u524d\uff0c\u907f\u514d\u4f7f\u7528\u6975\u7aef\u6578\u503c\uff08\u4f4e\u65bc 0.3 \u6216\u9ad8\u65bc 1.5\uff09<\/li>\n\n\n\n<li>\u63a1\u53d6\u6f38\u9032\u5f0f\u6e2c\u8a66\uff0c\u800c\u975e\u5927\u5e45\u5ea6\u8df3\u52d5<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u7cfb\u7d71\u5316\u5730\u6e2c\u8a66\u8207\u7cbe\u7149<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5efa\u7acb\u4e00\u5957\u7cfb\u7d71\u5316\u7684\u6b0a\u91cd\u6e2c\u8a66\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7b2c\u4e00\u6b65\uff1a<\/strong> \u4f7f\u7528\u76f8\u540c\u63d0\u793a\u8a5e\uff0c\u751f\u6210\u4e0d\u540c\u6b0a\u91cd\uff08\u5982 0.6, 0.8, 1.0, 1.2\uff09\u7684\u591a\u5f35\u5716\u7247\u3002<\/li>\n\n\n\n<li><strong>\u7b2c\u4e8c\u6b65\uff1a<\/strong> \u4e26\u5217\u6bd4\u8f03\u7d50\u679c\uff0c\u627e\u51fa\u6700\u4f73\u7bc4\u570d\u3002<\/li>\n\n\n\n<li><strong>\u7b2c\u4e09\u6b65\uff1a<\/strong> \u5728\u8a72\u7bc4\u570d\u5167\u4ee5\u66f4\u5c0f\u7684\u7d1a\u8ddd\uff08\u5982 0.85, 0.90, 0.95\uff09\u9032\u884c\u5fae\u8abf\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u9032\u968e\u6b0a\u91cd\u7b56\u7565\u8003\u91cf<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e0d\u540c\u985e\u578b\u7684 LoRA \u9700\u8981\u4e0d\u540c\u7684\u8655\u7406\u65b9\u5f0f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7d30\u7bc0\u589e\u5f37 LoRA\uff1a<\/strong> \u6548\u679c\u901a\u5e38\u8f03\u7d30\u5fae\uff0c\u9069\u5408\u5728 <strong>0.3-0.7<\/strong> \u7bc4\u570d\u5167\u4f7f\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89d2\u8272 LoRA\uff1a<\/strong> \u901a\u5e38\u5728 <strong>0.7-1.2<\/strong> \u4e4b\u9593\u6548\u679c\u6700\u597d\uff0c\u53d6\u6c7a\u65bc\u8a13\u7df4\u54c1\u8cea\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u98a8\u683c LoRA\uff1a<\/strong> \u901a\u5e38\u5728\u8f03\u4f4e\u6b0a\u91cd\uff08<strong>0.4-0.8<\/strong>\uff09\u8f03\u6709\u6548\uff0c\u4ee5\u514d\u84cb\u904e\u57fa\u790e\u6a21\u578b\u672c\u8eab\u7684\u7e6a\u88fd\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u59ff\u52e2 LoRA\uff1a<\/strong> \u53ef\u80fd\u9700\u8981\u8f03\u9ad8\u6b0a\u91cd\uff08<strong>1.0-1.5<\/strong>\uff09\u4ee5\u78ba\u4fdd\u4eba\u9ad4\u9aa8\u67b6\u5b9a\u4f4d\u6b63\u78ba\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u540c\u6642\u4f7f\u7528\u591a\u500b LoRA<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u540c\u6642\u758a\u52a0\u591a\u500b LoRA \u6642\uff0c\u8acb\u8003\u616e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u964d\u4f4e\u5404\u500b LoRA \u7684\u7368\u7acb\u6b0a\u91cd\u4ee5\u9632\u6b62\u885d\u7a81\u3002<\/li>\n\n\n\n<li>\u7cfb\u7d71\u5316\u6e2c\u8a66\u4e0d\u540c\u7684\u6b0a\u91cd\u7d44\u5408\u3002<\/li>\n\n\n\n<li>\u91d0\u6e05\u54ea\u4e00\u500b LoRA \u61c9\u8a72\u5728\u60a8\u7684\u76ee\u6a19\u4e2d\u4f54\u64da\u4e3b\u5c0e\u5730\u4f4d\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6210\u70ba LoRA \u5927\u5e2b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u60a8\u73fe\u5728\u5df2\u7d93\u638c\u63e1\u4e86 LoRA \u6b0a\u91cd\u8abf\u6574\u8207\u5be6\u6230\u61c9\u7528\u7684\u6838\u5fc3\u6982\u5ff5\u3002\u8981\u7372\u5f97\u51fa\u8272\u7684\u7d50\u679c\uff0c\u95dc\u9375\u5728\u65bc\u7406\u89e3 LoRA \u7684\u4f7f\u7528\u662f<strong>\u6280\u8853\u8207\u5275\u610f\u7684\u7d50\u5408<\/strong>\u2014\u2014\u5b83\u9700\u8981\u7cfb\u7d71\u5316\u7684\u6e2c\u8a66\u8207\u85dd\u8853\u76f4\u89ba\u7684\u914d\u5408\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u7e3d\u7d50\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LoRA \u6b0a\u91cd<\/strong>\u662f\u5e73\u8861\u9084\u539f\u5ea6\u8207\u5275\u610f\u7684\u9996\u8981\u63a7\u5236\u9805\u3002<\/li>\n\n\n\n<li>\u4e0d\u540c\u985e\u578b\u7684 LoRA \u9700\u8981\u4e0d\u540c\u7684\u6b0a\u91cd\u7b56\u7565\u3002<\/li>\n\n\n\n<li><strong>\u7cfb\u7d71\u5316\u6e2c\u8a66<\/strong>\u80fd\u5e36\u4f86\u66f4\u512a\u8cea\u3001\u66f4\u53ef\u9810\u6e2c\u7684\u7d50\u679c\u3002<\/li>\n\n\n\n<li>\u793e\u7fa4\u8cc7\u6e90\u662f\u5b78\u7fd2\u6700\u4f73\u8a2d\u5b9a\u7684\u7121\u50f9\u5bf6\u5eab\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8acb\u8a18\u4f4f\uff0c\u76ee\u6a19\u4e0d\u53ea\u662f\u7cbe\u6e96\u9084\u539f\u89d2\u8272\uff0c\u800c\u662f\u5c07 LoRA \u4f5c\u70ba\u4e00\u7a2e\u5de5\u5177\uff0c\u4f86\u589e\u5f37\u60a8\u7684\u85dd\u8853\u9858\u666f\u3002\u6700\u5f15\u4eba\u5165\u52dd\u7684 AI \u85dd\u8853\u4f5c\u54c1\uff0c\u5f80\u5f80\u8a95\u751f\u65bc\u6280\u8853\u7cbe\u6e96\u5ea6\u8207\u5275\u4f5c\u81ea\u7531\u5ea6\u5b8c\u7f8e\u5951\u5408\u7684\u5e73\u8861\u9ede\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7e7c\u7e8c\u5617\u8a66\u4e0d\u540c\u7684\u6b0a\u91cd\u8207 LoRA \u7d44\u5408\u5427\uff01\u5225\u5bb3\u6015\u6311\u6230\u754c\u9650\uff0c\u6bcf\u4f4d\u85dd\u8853\u5bb6\u90fd\u662f\u900f\u904e\u5be6\u8e10\u767c\u5c55\u51fa\u81ea\u5df1\u504f\u597d\u7684\u624b\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6e96\u5099\u597d\u5c07\u60a8\u7684 LoRA \u6280\u80fd\u63d0\u5347\u5230\u66f4\u9ad8\u5c64\u6b21\u4e86\u55ce\uff1f\u8acb\u67e5\u770b\u6211\u5011\u7684\u300cLoRA \u9032\u968e\u6280\u5de7\u6307\u5357\u300d\uff0c\u6211\u5011\u5c07\u63a2\u8a0e\u8907\u96dc\u7684\u7d44\u5408\u61c9\u7528\u3001\u7591\u96e3\u6392\u89e3\u7b56\u7565\uff0c\u4ee5\u53ca\u88fd\u4f5c\u5353\u8d8a AI \u85dd\u8853\u4f5c\u54c1\u7684\u5c08\u696d\u6280\u5de7\uff01<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-b7c91e0b wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-align-center wp-element-button\" href=\"https:\/\/pixai.art\/generator\/image\" target=\"_blank\" rel=\"noreferrer noopener\">\u958b\u59cb\u5275\u4f5c<\/a><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u591a\u95dc\u65bc LoRA\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <a href=\"https:\/\/pixai.art\/articles\/en\/lora-beginners-guide-from-understanding-to-application\/\" data-type=\"post\" data-id=\"1205\">LoRA \u5165<\/a><a href=\"https:\/\/pixai.art\/articles\/zh\/https-pixai-art-articles-en-lora-beginners-guide-from-understanding-to-application\/\" data-type=\"post\" data-id=\"4440\">\u9580\u6307\u5357<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <a href=\"https:\/\/pixai.art\/articles\/zh\/https-pixai-art-articles-en-lora-advanced-techniques-trigger-words-multi-character-generation-and-collection-management\/\" data-type=\"post\" data-id=\"4453\">LoRA \u9032\u968e\u6280\u5de7<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <a href=\"https:\/\/pixai.art\/articles\/zh\/https-pixai-art-articles-en-how-to-train-your-own-loras-on-pixai-the-complete-creators-guide\/\" data-type=\"post\" data-id=\"4458\">LoRA \u8a13\u7df4\u6307\u5357<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <a href=\"https:\/\/pixai.art\/market?type=ANY_LORA\" target=\"_blank\" rel=\"noreferrer noopener\">\u5728\u6a21\u578b\u5e02\u96c6\u63a2\u7d22 LoRA<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u4e0a\u4e00\u7bc7\u6307\u5357\u4e2d\uff0c\u6211\u5011\u4ecb\u7d39\u4e86 LoRA \u7684\u5b9a\u7fa9\u8207\u904b\u4f5c\u539f\u7406\u3002\u73fe\u5728\uff0c\u662f\u6642\u5019\u6df1\u5165\u4e86\u89e3 LoRA \u7684\u5be6\u6230\u64cd\u4f5c\u4e86\uff01\u9019\u4efd\u8a73\u76e1\u7684\u6559\u5b78\u5c07\u900f\u904e\u6b65\u9a5f\u7bc4\u4f8b\uff0c\u89e3\u91cb\u300cLoRA \u6b0a\u91cd\u300d\u7b49\u95dc\u9375\u6982\u5ff5\uff0c\u4e26\u5206\u4eab\u9032\u968e\u6280\u5de7\uff0c\u5e6b\u52a9\u60a8\u767c\u63ee LoRA \u7684\u6700\u5927\u6f5b\u529b\u3002\u8b93\u6211\u5011\u958b\u59cb\u5427\uff01 \u66f4\u591a\u95dc\u65bc LoRA\uff1a \ud83d\udc49 LoRA \u5165\u9580\u6307\u5357 \ud83d\udc49 LoRA \u9032\u968e\u6280\u5de7 \ud83d\udc49 LoRA \u8a13\u7df4\u6307\u5357 \ud83d\udc49 \u5728\u6a21\u578b\u5e02\u96c6\u63a2\u7d22 LoRA \u5be6\u6230\u7bc4\u4f8b\uff1aLoRA \u7684\u5be6\u969b\u5a01\u529b \u70ba\u4e86\u7406\u89e3 LoRA \u7684\u5f37\u5927\u4e4b\u8655\uff0c\u6211\u5011\u4f86\u770b\u4e00\u500b\u5be6\u969b\u7bc4\u4f8b\uff0c\u5c55\u793a\u5b83\u5728\u89d2\u8272\u751f\u6210\u4e0a\u6240\u5e36\u4f86\u7684\u5de8\u5927\u5dee\u7570\u3002 \u6311\u6230\uff1a\u751f\u6210\u51b7\u9580\u89d2\u8272 \u5982\u679c\u6211\u5011\u5617\u8a66\u751f\u6210\u50cf\u300a\u5d29\u58de\uff1a\u661f\u7a79\u9435\u9053\u300b\u4e2d\u300c\u6d41\u87a2\u300d\u9019\u6a23\u7684\u9ad8\u4eba\u6c23\u89d2\u8272\uff0c\u5927\u591a\u6578\u57fa\u790e\u6a21\u578b\u5373\u4f7f\u4e0d\u4f7f\u7528 LoRA \u4e5f\u80fd\u7522\u751f\u6e96\u78ba\u7684\u7d50\u679c\uff0c\u56e0\u70ba\u9019\u4e9b\u89d2\u8272\u5f88\u53ef\u80fd\u5df2\u5305\u542b\u5728\u6a21\u578b\u7684\u8a13\u7df4\u6578\u64da\u4e2d\u3002\u7136\u800c\uff0c\u771f\u6b63\u7684\u6311\u6230\u5728\u65bc\u8f03\u65b0\u6216\u8f03\u51b7\u9580\u7684\u89d2\u8272\u3002 \u6211\u5011\u4ee5\u300a\u7d55\u5340\u96f6\u300b\u4e2d\u7684\u300c\u661f\u898b\u96c5\u300d\uff08Astra Yao\uff09\u70ba\u4f8b\u3002\u7576\u50c5\u4f9d\u8cf4\u6587\u5b57\u63d0\u793a\u8a5e\u6642\uff0c\u57fa\u790e\u6a21\u578b\u901a\u5e38\u7522\u51fa\u7684\u7d50\u679c\u4e0d\u76e1\u7406\u60f3\uff0c\u5bb9\u6613\u907a\u6f0f\u95dc\u9375\u7684\u89d2\u8272\u7d30\u7bc0\u3002 \u57fa\u790e\u6a21\u578b vs. LoRA \u589e\u5f37\u6548\u679c \u4e0d\u4f7f\u7528 LoRA\uff1a \u50c5\u4f7f\u7528\u6587\u5b57\u63d0\u793a\u8a5e\u6642\uff0c\u57fa\u790e\u6a21\u578b\u6703\u7522\u751f\u901a\u4fd7\u7684\u89e3\u8b80\uff0c\u7f3a\u4e4f\u8fa8\u8b58\u5ea6\u3002\u5e38\u898b\u554f\u984c\u5305\u62ec\uff1a \u4f7f\u7528\u89d2\u8272 LoRA\uff1a \u5957\u7528\u5c08\u9580\u91dd\u5c0d\u300c\u661f\u898b\u96c5\u300d\u5fae\u8abf\u7684\u89d2\u8272 LoRA \u5f8c\uff0c\u7d50\u679c\u5927\u5e45\u6539\u5584\uff1a \u96d6\u7136\u67d0\u4e9b\u5fae\u5c0f\u7d30\u7bc0\uff08\u5982\u7279\u5b9a\u7684\u9762\u90e8\u6a19\u8a18\uff09\u53ef\u80fd\u4ecd\u9700\u5fae\u8abf\uff0c\u4f46\u6574\u9ad4\u63d0\u5347\u975e\u5e38\u986f\u8457\uff0c\u9019\u4e5f\u8aaa\u660e\u4e86\u70ba\u4ec0\u9ebc LoRA \u5df2\u6210\u70ba AI \u5275\u4f5c\u8005\u7684\u5fc5\u5099\u5de5\u5177\u3002 \u7406\u89e3 LoRA \u6b0a\u91cd\uff1a\u60a8\u7684\u63a7\u5236\u9762\u677f \u6709\u6548\u4f7f\u7528 LoRA [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4449,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[244,254],"tags":[166],"class_list":["post-4446","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-creationtutorials-zh","category-modelsandloras","tag-zh"],"_links":{"self":[{"href":"https:\/\/pixai.art\/articles\/wp-json\/wp\/v2\/posts\/4446","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pixai.art\/articles\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pixai.art\/articles\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pixai.art\/articles\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/pixai.art\/articles\/wp-json\/wp\/v2\/comments?post=4446"}],"version-history":[{"count":3,"href":"https:\/\/pixai.art\/articles\/wp-json\/wp\/v2\/posts\/4446\/revisions"}],"predecessor-version":[{"id":4469,"href":"https:\/\/pixai.art\/articles\/wp-json\/wp\/v2\/posts\/4446\/revisions\/4469"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pixai.art\/articles\/wp-json\/wp\/v2\/media\/4449"}],"wp:attachment":[{"href":"https:\/\/pixai.art\/articles\/wp-json\/wp\/v2\/media?parent=4446"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pixai.art\/articles\/wp-json\/wp\/v2\/categories?post=4446"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pixai.art\/articles\/wp-json\/wp\/v2\/tags?post=4446"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}