{"id":540,"date":"2024-10-04T17:21:15","date_gmt":"2024-10-04T08:21:15","guid":{"rendered":"https:\/\/www.dkdk.info\/wpb\/?p=540"},"modified":"2024-10-07T09:34:56","modified_gmt":"2024-10-07T00:34:56","slug":"540","status":"publish","type":"post","link":"https:\/\/www.dkdk.info\/wpb\/?p=540","title":{"rendered":"Stable Diffusion \ubaa8\ub378 \ud559\uc2b5"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\"><strong>\uac1c\uc694<\/strong><\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud30c\uc778 \ud29c\ub2dd(fine-tuning)<\/h3>\n\n\n\n<p>LLM \ub4f1\uc758 \uac70\ub300 \ubaa8\ub378\uc5d0\uc11c \uc0ac\uc804\ud6c8\ub828 \ubaa8\ub378(pre-trained model)\uc774 \uae30\ubcf8\uc774 \ub418\uc5c8\uc74c.<\/p>\n\n\n\n<p>\ubcf4\ud1b5 \uc704\ud0a4\ud53c\ub514\uc544 \uac19\uc740 \uac70\ub300\ud55c \ub370\uc774\ud130\ub85c \uc0ac\uc804\ud6c8\ub828\uc744 \ud558\uba74 \uc5b8\uc5b4\uc758 \uae30\ubcf8\uc801\uc778 \ud2b9\uc9d5\uc744 \uc774\ud574\ud558\uac8c \ub418\uba70, \uadf8\ub2e4\uc74c \uac1c\ubcc4 \ud0dc\uc2a4\ud06c\uc5d0 \ub9de\uac8c \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub85c \uc7ac\ud559\uc2b5\uc744 \ud558\ub294 \ud30c\uc778\ud29c\ub2dd(fine-tuning)\uc744 \uac70\uce68.<\/p>\n\n\n\n<p>(\uac70\ub300)\ubaa8\ub378\uc758 \uacbd\uc6b0\ub294 \ud30c\ub77c\ubbf8\ud130 \uc0ac\uc774\uc988\uac00 \ub108\ubb34\ub098 \ud06c\uae30 \ub54c\ubb38\uc5d0 \uc7ac\ud559\uc2b5\uc744 \ud558\ub294\ub370 \uc2dc\uac04\uacfc \uc790\uc6d0\uc774 \ub108\ubb34 \ub9ce\uc774 \uc18c\uc694\ub418\uc5b4\uc11c, \ud30c\uc778\ud29c\ub2dd\uc774 \uc801\ud569\ud558\uc9c0 \uc54a\uc740 \uacbd\uc6b0\uac00 \uc788\uc74c.<\/p>\n\n\n\n<p>\uc774\ub7f0 \ubb38\uc81c\uc810\uc744 \ud574\uacb0\ud558\ub294 \ubc29\ubc95\uc73c\ub85c P-tuning\uacfc LoRA\uac00 \uc788\ub294\ub370, \uc0ac\uc804\ud6c8\ub828\ub41c \uac00\uc911\uce58(\ud30c\ub77c\ubbf8\ud130)\ub294 \uadf8\ub300\ub85c \ub450\uace0, \uac70\uae30\uc5d0 \ubcc4\ub3c4\ub85c \ucd94\uac00\ub41c \ub808\uc774\uc5b4\ub9cc \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub85c \ud559\uc2b5\uc744 \ud568.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LoRA(Low-Rank Adaptation)<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-duotone-2\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"919\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-4-3_16-44-51-1024x919.png\" alt=\"\" class=\"wp-image-542\" title=\"MT\/MMA &gt; [MMA] \ubaa8\ub378 \ud559\uc2b5 &gt; image-2023-4-3_16-44-51.png\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-4-3_16-44-51-1024x919.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-4-3_16-44-51-300x269.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-4-3_16-44-51-768x689.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-4-3_16-44-51.png 1210w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\ucd9c\ucc98 : <a href=\"https:\/\/arxiv.org\/abs\/2106.09685\">https:\/\/arxiv.org\/abs\/2106.09685<\/a><\/figcaption><\/figure>\n\n\n\n<p>\uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378 \ud30c\ub77c\ubbf8\ud130\ub97c \ub3d9\uacb0\ud558\uace0 transformer architecture\uc758 \uac01 layer\uc5d0 \ud6c8\ub828 \uac00\ub2a5\ud55c rank decomposition matrix\ub97c \uc8fc\uc785\ud558\uc5ec \ub2e4\uc6b4\uc2a4\ud2b8\ub9bc \uc791\uc5c5\uc5d0\uc11c \ud30c\ub77c\ubbf8\ud130\uc758 \uc218\ub97c \ud06c\uac8c \uc904\uc774\ub294 \ubc29\ubc95<\/p>\n\n\n\n<p><strong>\uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uadf8\ub300\ub85c \uacf5\uc720\ud558\uba74\uc11c \uc791\uc740 LoRA \ubaa8\ub4c8\uc744 \uc5ec\ub7ff \ub9cc\ub4e4\uace0, \uc774\ub97c \uc27d\uac8c \uad50\uccb4\ud558\uba74\uc11c \ucd94\ub860\ud560 \uc218 \uc788\uc74c.<\/strong><\/p>\n\n\n\n<p>\uc0ac\uc804 \ud6c8\ub828 \ubaa8\ub378\uc740 <strong>\ubaa8\ub4e0 \ud30c\ub77c\ubbf8\ud130\ub97c \uc5c5\ub370\uc774\ud2b8 \ud558\ub294 finetuning \ubc29\ubc95<\/strong>\uc744 \ud1b5\ud574 \ub2e4\uc591\ud55c task\uc5d0 \uc801\uc6a9\ub418\uc5b4 \uc654\uc74c. \ud558\uc9c0\ub9cc, <strong>\uc815\uc791 \uc5c5\ub370\uc774\ud2b8\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ud30c\ub77c\ubbf8\ud130\ub294 \uadf9\ud788 \uc77c\ubd80\uc774\uae30 \ub54c\ubb38\uc5d0 \ube44\ud6a8\uc728\uc801\uc73c\ub85c \uc790\uc6d0\uc744 \uc0ac\uc6a9\ud558\uac8c \ub428.<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ubaa8\ub378 adaptation\ud558\ub294\ub370 \uac00\uc911\uce58\uc758 \ubcc0\ud654 \ub610\ud55c low &#8220;intrinsic rank&#8221;\ub97c \uac00\uc9c0\uace0 \uc788\ub2e4\uace0 \uac00\uc815<\/li>\n\n\n\n<li>\uc774\ub85c\uc368 \uba54\ubaa8\ub9ac\ub294 3\ubc30, \ud30c\ub77c\ubbf8\ud130\ub294 10,000\ubc30 \uc815\ub3c4 \uc904\uc77c \uc218 \uc788\uc5b4, <strong>\uc2a4\ud1a0\ub9ac\uc9c0\uc640 \ucef4\ud4e8\ud305 \uc790\uc6d0\uc758 \ud6a8\uc728\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc74c<\/strong><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"id-[MMA]\ubaa8\ub378\ud559\uc2b5-\ud6c8\ub828\ubc29\ubc95\"><strong>\ud6c8\ub828 \ubc29\ubc95<\/strong><\/h2>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\ubcf8 \ubb38\uc11c\uc5d0\uc11c\ub294 fine-tuning \uc740 \ud604\uc2e4\uc801\uc73c\ub85c \ub9de\uc9c0 \uc54a\uc73c\ubbc0\ub85c, LoRA(Dreambooth LoRA) \ubc29\uc2dd\uc744 \ud1b5\ud574 \ubaa8\ub378 \uc7ac\ud559\uc2b5\uc744 \uc9c4\ud589\ud568.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"id-[MMA]\ubaa8\ub378\ud559\uc2b5-\ud6c8\ub828\uc21c\uc11c\">\ud6c8\ub828 \uc21c\uc11c<\/h3>\n\n\n\n<p>\ud6c8\ub828 \uc21c\uc11c\ub294 \ud06c\uac8c \uc544\ub798\uc640 \uac19\uc740 \ud504\ub85c\uc138\uc2a4\ub85c \uc815\ub9ac\ud560 \uc218 \uc788\uc74c.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>#<\/th><th>\uc791\uc5c5\uba85<\/th><th>\uc138\ubd80 \ub0b4\uc6a9<\/th><th>\ube44\uace0<\/th><\/tr><\/thead><tbody><tr><td>1<\/td><td>\ud658\uacbd \uad6c\uc131<\/td><td>Python+Gradio \uae30\ubc18 GUI \ud234 \uc0ac\uc6a9<\/td><td>CUDA, bitsandbytes \ub4f1\uc758 \ub514\ud39c\ub358\uc2dc \uc124\uc815\uc774 \ud544\uc694<\/td><\/tr><tr><td>2<\/td><td>\uc774\ubbf8\uc9c0 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc815\uc81c<\/td><td>\ud574\uc0c1\ub3c4 \uc870\uc808 \ud544\uc694 (\ucf54\ub4dc \uc790\ub3d9\ud654)<\/td><td>\uc801\uc815 \uc774\uc0c1\uc758 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130 \uc218\uc9d1 \ud544\uc694<\/td><\/tr><tr><td>3<\/td><td>\uc774\ubbf8\uc9c0 \ub370\uc774\ud130 \ud0dc\uae45<\/td><td>\uac01 \uc774\ubbf8\uc9c0\uc5d0 \ud504\ub86c\ud504\ud2b8 \ud0dc\uadf8 \uc791\uc131 (\ud655\uc7a5 \uc790\ub3d9\ud654)<\/td><td><\/td><\/tr><tr><td>4<\/td><td>LoRA \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc124\uc815<\/td><td>\ud6c8\ub828\uc744 \uc704\ud55c \ud30c\ub77c\ubbf8\ud130 \uac12\ub4e4\uc744 \uc124\uc815<\/td><td><\/td><\/tr><tr><td>5<\/td><td>\ubaa8\ub378 \ud6c8\ub828 \uc2dc\ud589<\/td><td><\/td><td><\/td><\/tr><tr><td>6<\/td><td>LoRA \uc801\uc6a9<\/td><td><\/td><td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"id-[MMA]\ubaa8\ub378\ud559\uc2b5-\ud658\uacbd\uad6c\uc131\">\ud658\uacbd \uad6c\uc131<\/h4>\n\n\n\n<p>\ud2b8\ub808\uc774\ub2dd\uc6a9 \ucf54\ub4dc\ub4e4\uc774 \uacf5\uac1c\ub418\uc5b4 \uc788\uc73c\ubbc0\ub85c, \ud574\ub2f9 \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uba74 \uc5b4\ub835\uc9c0 \uc54a\uac8c \ud6c8\ub828\uc774 \uac00\ub2a5\ud558\ub2e4.<\/p>\n\n\n\n<p>\uadf8 \uc911\uc5d0\uc11c Webui \uae4c\uc9c0 \uc81c\uacf5\ud558\ub294 \ucf54\ub4dc\uac00 \uac00\uc7a5 \ub9ce\uc774 \uc0ac\uc6a9\ub418\uace0 \uc788\uc74c.<\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/bmaltais\/kohya_ss\">https:\/\/github.com\/bmaltais\/kohya_ss<\/a><\/p>\n\n\n\n<p>\uc544\ub798\uc758 \ucee4\ub9e8\ub4dc \uc2e4\ud589\uc73c\ub85c \uac04\ub2e8\ud558\uac8c \ud234\uc744 \uc2e4\ud589\uc2dc\ud0ac \uc218 \uc788\uc74c.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>$ python -V\nPython 3.10.6\n$ git clone https:\/\/github.com\/bmaltais\/kohya_ss.git\n$ cd kohya_ss\/\n$ sudo .\/setup.sh\n$ .\/gui.sh --listen 0.0.0.0<\/code><\/pre>\n\n\n\n<p>\ud6c8\ub828 \ud234\uc5d0\uc11c \uc0ac\uc6a9\ud558\ub294 CUDA \ubc84\uc804\uacfc \uc2dc\uc2a4\ud15c \uc0c1\uc758 CUDA \ub77c\uc774\ube0c\ub7ec\ub9ac \ubc84\uc804($LD_LIBRARY_PPATH)\uc774 \ub3d9\uc77c\ud574\uc57c \ud568.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-unset-1\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"468\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_11-36-1-1024x468.png\" alt=\"\" class=\"wp-image-544\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_11-36-1-1024x468.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_11-36-1-300x137.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_11-36-1-768x351.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_11-36-1-1536x703.png 1536w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_11-36-1-2048x937.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-unset-2\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"107\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-6-0-1024x107.png\" alt=\"\" class=\"wp-image-546\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-6-0-1024x107.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-6-0-300x31.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-6-0-768x80.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-6-0-1536x161.png 1536w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-6-0-2048x214.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-unset-3\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"89\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-5-13-1024x89.png\" alt=\"\" class=\"wp-image-545\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-5-13-1024x89.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-5-13-300x26.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-5-13-768x67.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-5-13-1536x134.png 1536w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-5-13-2048x179.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote has-small-font-size is-layout-flow wp-container-core-quote-is-layout-1 wp-block-quote-is-layout-flow\">\n<p class=\"has-medium-font-size\"><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-contrast-2-color\">CUDA SETUP: CUDA detection failed. Either CUDA driver not installed, CUDA not installed, or you have multiple conflicting CUDA libraries!<\/mark><\/strong><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>bitsandbytes \ud328\ud0a4\uc9c0(\/opt\/diffusion\/kohya_ss\/venv\/lib\/python3.10\/site-packages\/bitsandbytes)\uc5d0\ub3c4 \ud574\ub2f9 CUDA \ub77c\uc774\ube0c\ub7ec\ub9ac \ud30c\uc77c\uc774 \uc874\uc7ac\ud574\uc57c \ud568.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-unset-4\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"417\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-8-29-1024x417.png\" alt=\"\" class=\"wp-image-547\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-8-29-1024x417.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-8-29-300x122.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-8-29-768x313.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-8-29-1536x626.png 1536w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-8-29-2048x834.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n<\/blockquote>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\uc774\ubbf8\uc9c0 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc815\uc81c<\/strong><\/h5>\n\n\n\n<p>\ud559\uc2b5\uc6a9 \uc774\ubbf8\uc9c0\ub294 \uc77c\uc815\ub7c9 \uc774\uc0c1 \uc218\uc9d1\uc774 \ud544\uc694\ud558\uba70, \ud574\ub2f9 \ub370\ubaa8\uc5d0\uc11c\ub294 \uc57d 30\uc7a5\uc758 \uc774\ubbf8\uc9c0\ub97c \uc0ac\uc6a9\ud558\uc600\uc74c.<\/p>\n\n\n\n<p>\ud559\uc2b5 \ub300\uc0c1\uc758 \ubcf5\uc7a1\ub3c4, \uc774\ubbf8\uc9c0\uc758 \ud488\uc9c8 \ubc0f \uac00\uacf5 \uc0c1\ud0dc \ub4f1\uc5d0 \ub530\ub77c \ucd5c\uc18c 3~4\uc7a5\uc758 \uc774\ubbf8\uc9c0\ub85c\ub3c4 \ud559\uc2b5\uc774 \uac00\ub2a5\ud568.<\/p>\n\n\n\n<p>\uc774\ubbf8\uc9c0 \uc0ac\uc774\uc988\ub098 \ube44\uc728\ub3c4 \ud06c\uac8c \uc0c1\uad00\uc5c6\uc73c\uba70, \ub9ac\uc0ac\uc774\uc9d5 \uc791\uc5c5\ub3c4 \uc120\ud0dd \uc0ac\ud56d\uc784.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\uc774\ubbf8\uc9c0 \ub370\uc774\ud130 \ud0dc\uae45<\/strong><\/h5>\n\n\n\n<p>\ud559\uc2b5\uc6a9 \uc774\ubbf8\uc9c0\uc5d0 \ud0dc\uae45\uc774 \ubc18\ub4dc\uc2dc \ud544\uc694\ud558\uba70, \uc544\ub798\uc758 \ud234\ub85c \uc790\ub3d9 \ud639\uc740 \uc218\ub3d9\uc73c\ub85c \uc791\uc5c5\ud560 \uc218 \uc788\uc74c.<\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/picobyte\/stable-diffusion-webui-wd14-tagger\">https:\/\/github.com\/picobyte\/stable-diffusion-webui-wd14-tagger<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-duotone-2\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"469\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-15-58-1024x469.png\" alt=\"\" class=\"wp-image-551\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-15-58-1024x469.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-15-58-300x138.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-15-58-768x352.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-15-58-1536x704.png 1536w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-14_12-15-58.png 1946w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Stable Diffusion WEBUI \uc5d0\uc11c \ud574\ub2f9 \uacbd\ub85c\ub97c \uc785\ub825\ud558\uc5ec \uc124\uce58 \uac00\ub2a5\ud568.<\/figcaption><\/figure>\n\n\n\n<p>\uc124\uce58 \ud6c4\uc5d0, WEBUI \ub97c \uc7ac\uc2e4\ud589\ud558\uba74 &#8216;Tagger&#8217; \ub77c\ub294 \ud0ed\uc774 \uc0dd\uc131\ub418\uba70, \uc5ec\uae30\uc11c \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc758 \uacbd\ub85c\ub97c \uc9c0\uc815\ud574\uc8fc\uace0 \uc790\ub3d9\uc73c\ub85c \ud504\ub86c\ud504\ud2b8 \ud0dc\uae45\uc744 \uc9c4\ud589\ud560 \uc218 \uc788\uc73c\uba70,<\/p>\n\n\n\n<p>\uc218\ub3d9\uc73c\ub85c \ud0dc\uadf8\ub97c \uc9c0\uc815\ud558\uac70\ub098, \uaddc\uce59\uc744 \uc9c0\uc815\ud560 \uc218\ub3c4 \uc788\uc74c.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-duotone-2\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"600\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-1024x600.png\" alt=\"\" class=\"wp-image-556\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-1024x600.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-300x176.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-768x450.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-1536x899.png 1536w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2048x1199.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-unset-5\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"588\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-13_17-19-22-1024x588.png\" alt=\"\" class=\"wp-image-555\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-13_17-19-22-1024x588.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-13_17-19-22-300x172.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-13_17-19-22-768x441.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-13_17-19-22-1536x882.png 1536w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2023-6-13_17-19-22-2048x1176.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\uc815\uc0c1 \uc644\ub8cc\ub418\uba74 \uc544\ub798\uc640 \uac19\uc774 txt \ud30c\uc77c\uc774 \uc0dd\uc131\ub428.<\/figcaption><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\ud6c8\ub828 \ub370\uc774\ud130 \uc900\ube44<\/strong><\/h5>\n\n\n\n<p>\uba3c\uc800 \ud6c8\ub828 \ub370\uc774\ud130\uc14b\uc744 \uc124\uc815\ud574\uc57c \ud568.<\/p>\n\n\n\n<p>\uc544\ub798\uc640 \uac19\uc774 \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158 \ub0b4\uc758 \ud6c8\ub828 \ub3c4\uad6c\ub97c \uc774\uc6a9\ud558\uc5ec \uc124\uc815\ud560 \uc218 \uc788\uc74c.<\/p>\n\n\n\n<p>Instance prompt : \uc784\uc758 \ub2e8\uc5b4\ub97c \uc9c0\uc815\ud574 \ud1a0\ud070\uc744 \uc124\uc815\ud574\uc90c. \uc801\ub2f9\ud55c \ub2e8\uc5b4\ub97c \uc785\ub825\ud558\uba74 \ub428.<\/p>\n\n\n\n<p>Class prompt : \ud6c8\ub828\ud55c \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc758 \uc885\ub958\ub97c \uc785\ub825\ud568. \ubd84\ub958\ub97c \uc704\ud574 \uc785\ub825\ud558\ub294 \uac83\uc774\ubbc0\ub85c, \uc801\ub2f9\ud55c \ub2e8\uc5b4\ub97c \uc785\ub825\ud558\uba74 \ub428.<\/p>\n\n\n\n<p>Repeats : \ud6c8\ub828 \uc774\ubbf8\uc9c0 \ubc18\ubcf5 \ud69f\uc218. epoch \uc640 \uc801\uc808\ud788 \ubd84\ubc30\ud558\uc5ec \uc801\uc815 steps<sup data-fn=\"58a72484-f2ba-4d8c-a7ed-a0930cb41d91\" class=\"fn\"><a href=\"#58a72484-f2ba-4d8c-a7ed-a0930cb41d91\" id=\"58a72484-f2ba-4d8c-a7ed-a0930cb41d91-link\">1<\/a><\/sup> \uc774\uc0c1\uc744 \ub2ec\uc131\ud574\uc57c \ud568.<br>\uc77c\ubc18\uc801\uc73c\ub85c 1000 \uc774\uc0c1\uc758 \uc2a4\ud15d\uc774 \ud544\uc694\ud55c \uac83\uc73c\ub85c \uc54c\ub824\uc838 \uc788\uc73c\uba70, \uc774\ubbf8\uc9c0 \uc218\ub098 \ud488\uc9c8\uc5d0 \ub530\ub77c \ub354 \ub9ce\uc774 \ud544\uc694\ud55c \uacbd\uc6b0\ub3c4 \uc788\uc74c.<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-duotone-2\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"417\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-1-1024x417.png\" alt=\"\" class=\"wp-image-557\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-1-1024x417.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-1-300x122.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-1-768x313.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-1-1536x625.png 1536w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-1-2048x834.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n<ol class=\"wp-block-footnotes\"><li id=\"58a72484-f2ba-4d8c-a7ed-a0930cb41d91\">steps : (number of images x number of repeats) x number of epochs \/ batch size <a href=\"#58a72484-f2ba-4d8c-a7ed-a0930cb41d91-link\" aria-label=\"1 \uac01\uc8fc \ucc38\uc870\ub85c \ub118\uc5b4\uac00\uc138\uc694.\">\u21a9\ufe0e<\/a><\/li><\/ol>\n\n\n<p>\uadf8\ub9ac\uace0 \uc18c\uc2a4 \ubaa8\ub378\uacfc \ud3f4\ub354 \uc124\uc815\uc744 \ud574\uc90c.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-duotone-2\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"461\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-3-1024x461.png\" alt=\"\" class=\"wp-image-559\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-3-1024x461.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-3-300x135.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-3-768x345.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-3-1536x691.png 1536w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-3-2048x921.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc124\uc815<\/strong><\/h5>\n\n\n\n<p>\ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub294 \uc544\uc9c1\ub3c4 \ub9ce\uc774 \uc5f0\uad6c\ub418\uace0 \uc788\uc73c\uba70, \uc644\ubcbd\ud55c \uc14b\ud305\uc774 \uc788\ub2e4\uae30\ubcf4\ub2e4\ub294 \uae30\ubcf8\uc801\uc73c\ub85c \uc0ac\uc6a9\ud558\ub294 \uc14b\ud305\uc744 \ucc3e\uc544\ub450\uace0, \uac01 \ub370\uc774\ud130\uc14b\uc5d0 \ub9de\uac8c \uc124\uc815\uc744 \ubc14\uafd4\uac00\uba74\uc11c \ud559\uc2b5\ud574\ubcf4\uba74 \uc88b\uc74c.<\/p>\n\n\n\n<p>Learning rate : \ub192\uc73c\uba74 \ube60\ub974\uc9c0\ub9cc \ud559\uc2b5\uc774 \ubd88\uc548\uc815(\uacfc\uc801\ud569)\ud558\uba70, \ub0ae\uc73c\uba74 \uc548\uc815\uc801\uc774\uc9c0\ub9cc \ub290\ub9ac\uba70 \ud559\uc2b5\ub7c9\uc774 \ubd80\uc871\ud560 \uc218 \uc788\uc74c. extra arg \ub97c \uc0ac\uc6a9\ud560 \uacbd\uc6b0\uc5d0\ub294 learning rate \ub9cc \uc870\uc808\ud560 \uc218 \uc788\uc74c.<br>\ubcf4\ud1b5 Learning Rate\uc640 U-Net Learning rate \ub294 0.0001 ~ 0.0002 \uc815\ub3c4\ub97c \ub9ce\uc774 \uc0ac\uc6a9\ud558\uba70,<br>Text Encoder Learning rate \ub294 0.00001~0.00005 \uc815\ub3c4\ub97c \ub9ce\uc774 \uc0ac\uc6a9\ud568.<\/p>\n\n\n\n<p>Network Rank, Alpha : Rank \ub294 \ud6c8\ub828\ud560 Unet \uacfc Text Encoder \uc758 \ud30c\ub77c\ubbf8\ud130 \uc218\ub97c \ub098\ud0c0\ub0c4. \ud2b9\uc218\ud55c \uacbd\uc6b0\uac00 \uc544\ub2c8\uba74 8~32 \ub85c \uc124\uc815\ud568. Alpha \ub294 \uc77c\ubc18\uc801\uc778 \ud559\uc2b5\uc5d0\uc11c 1 \ub85c \uc0ac\uc6a9\ud558\uc5ec\ub3c4 \ubb34\ubc29\ud568.<\/p>\n\n\n\n<p>batch size : \uc804\uccb4 \ud559\uc2b5\uc14b\uc744 \uba87\uac1c\uc758 \ubc30\uce58\ub85c \uc2dc\ud589\ud568\uc744 \ub73b\ud558\uba70, vram \uc758 \ud06c\uae30\uc5d0 \ub530\ub77c 2\ubc30\uc218\ub85c \uc124\uc815\ud568<\/p>\n\n\n\n<p>epoch : \ud559\uc2b5\uc14b\uc744 \uba87\ubc88 \ubc18\ubcf5\ud560\uc9c0\ub97c \ub73b\ud568. epoch \uc218 \ub9cc\ud07c \ud559\uc2b5 \uacb0\uacfc\ubb3c\uc774 \ucd9c\ub825\ub418\uae30\uc5d0, \uc911\uac04 \uacb0\uacfc\ub97c \ud655\uc778\ud558\uba70 \ud559\uc2b5\ud560 \uc218 \uc788\uc74c.<\/p>\n\n\n\n<p>Optimizer : AdamW8bit \uc744 \uc77c\ubc18\uc801\uc73c\ub85c \ub9ce\uc774 \uc0ac\uc6a9\ud558\uba70, \ucd5c\uadfc\uc5d4 DAdaptation, Prodigy \uc640 \uac19\uc740 \uc801\uc751\ud615\ub3c4 \ub9ce\uc774 \uc0ac\uc6a9\ub418\uace0 \uc788\uc74c.<\/p>\n\n\n\n<p>LR Scheduler : cosine with restarts \uac00 \uac00\uc7a5 \uc77c\ubc18\uc801\uc774\uba70, \uc77c\ubd80 Optimizer \uc5d0\uc11c\ub294 constant \ub97c \uc0ac\uc6a9\ud574\uc57c\ud558\ub294 \uacbd\uc6b0\ub3c4 \uc788\uc74c.<\/p>\n\n\n\n<p>Gradient checkpointing : vram \uc0ac\uc6a9\ub7c9\uc744 \uc904\uc774\ub294 \ub300\uc2e0 \ud559\uc2b5 \uc18d\ub3c4\uac00 \ub290\ub824\uc9d0<br>Persistent data loader : vram \uc0ac\uc6a9\ub7c9\uc744 \uc904\uc774\ub294 \ub300\uc2e0 \ud559\uc2b5 \uc18d\ub3c4\uac00 \ub290\ub824\uc9d0<br>Shuffle Caption : \ucea1\uc158\uc758 \uc21c\uc11c\ub97c \uc784\uc758\ub85c \uc11e\uc5b4\uc11c \ud0dc\uadf8\uac00 \uace8\uace0\ub8e8 \uc601\ud5a5\uc744 \uc8fc\ub3c4\ub85d \ud574\uc90c.<br>Color augmentation : \ud559\uc2b5 \uc774\ubbf8\uc9c0\uc758 \uc218\uac00 \uc801\uc744 \uacbd\uc6b0, \ud559\uc2b5 \uc774\ubbf8\uc9c0\uc758 \uc0c9\uc0c1\uc744 \uc784\uc758\ub85c \ubcc0\uacbd\ud558\uc5ec \uc0ac\uc6a9<br>Flip augmentation: \ud559\uc2b5 \uc774\ubbf8\uc9c0\uc758 \uc218\uac00 \uc801\uc744 \uacbd\uc6b0, \ub79c\ub364\ud558\uac8c \ud559\uc2b5 \uc774\ubbf8\uc9c0\ub97c \ub4a4\uc9d1\uc5b4\uc11c \uc0ac\uc6a9<\/p>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-duotone-2\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"983\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-4-9_15-35-7-1024x983.png\" alt=\"\" class=\"wp-image-560\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-4-9_15-35-7-1024x983.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-4-9_15-35-7-300x288.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-4-9_15-35-7-768x737.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-4-9_15-35-7-1536x1474.png 1536w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-4-9_15-35-7-2048x1965.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-duotone-2\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1011\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-9-12_11-31-3-1024x1011.png\" alt=\"\" class=\"wp-image-562\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-9-12_11-31-3-1024x1011.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-9-12_11-31-3-300x296.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-9-12_11-31-3-768x759.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-9-12_11-31-3-1536x1517.png 1536w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-9-12_11-31-3-2048x2023.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-duotone-2\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"942\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-9-12_9-7-41-1024x942.png\" alt=\"\" class=\"wp-image-561\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-9-12_9-7-41-1024x942.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-9-12_9-7-41-300x276.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-9-12_9-7-41-768x706.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-9-12_9-7-41-1536x1413.png 1536w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2024-9-12_9-7-41-2048x1883.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\ubaa8\ub378 \ud6c8\ub828 \uc2dc\ud589<\/strong><\/h5>\n\n\n\n<p>\uc0dd\uc131\ub41c safetensor \ud30c\uc77c\uc744 .<strong>\/models\/Lora<\/strong> \ub514\ub809\ud1a0\ub9ac\ub85c \uc62e\uaca8\uc11c \uc801\uc6a9\ud560 \uc218 \uc788\uc74c.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large wp-duotone-duotone-2\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"420\" src=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2-1024x420.png\" alt=\"\" class=\"wp-image-564\" srcset=\"https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2-1024x420.png 1024w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2-300x123.png 300w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2-768x315.png 768w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2-1536x629.png 1536w, https:\/\/www.dkdk.info\/wpb\/wp-content\/uploads\/2024\/10\/image-2-2048x839.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\uac1c\uc694 \ud30c\uc778 \ud29c\ub2dd(fine-tuning) LLM \ub4f1\uc758 \uac70\ub300 \ubaa8\ub378\uc5d0\uc11c \uc0ac\uc804\ud6c8\ub828 \ubaa8\ub378(pre-trained model)\uc774 \uae30\ubcf8\uc774 \ub418\uc5c8\uc74c. \ubcf4\ud1b5 \uc704\ud0a4\ud53c\ub514\uc544 \uac19\uc740 \uac70\ub300\ud55c \ub370\uc774\ud130\ub85c \uc0ac\uc804\ud6c8\ub828\uc744 \ud558\uba74 \uc5b8\uc5b4\uc758 \uae30\ubcf8\uc801\uc778 \ud2b9\uc9d5\uc744 \uc774\ud574\ud558\uac8c \ub418\uba70, \uadf8\ub2e4\uc74c \uac1c\ubcc4 \ud0dc\uc2a4\ud06c\uc5d0 \ub9de\uac8c \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub85c \uc7ac\ud559\uc2b5\uc744 \ud558\ub294 \ud30c\uc778\ud29c\ub2dd(fine-tuning)\uc744 \uac70\uce68. (\uac70\ub300)\ubaa8\ub378\uc758 \uacbd\uc6b0\ub294 \ud30c\ub77c\ubbf8\ud130 \uc0ac\uc774\uc988\uac00 \ub108\ubb34\ub098 \ud06c\uae30 \ub54c\ubb38\uc5d0 \uc7ac\ud559\uc2b5\uc744 \ud558\ub294\ub370 \uc2dc\uac04\uacfc \uc790\uc6d0\uc774 \ub108\ubb34 \ub9ce\uc774 \uc18c\uc694\ub418\uc5b4\uc11c, \ud30c\uc778\ud29c\ub2dd\uc774 \uc801\ud569\ud558\uc9c0 \uc54a\uc740 \uacbd\uc6b0\uac00 \uc788\uc74c. \uc774\ub7f0 \ubb38\uc81c\uc810\uc744 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"[{\"content\":\"steps : (number of images x number of repeats) x number of epochs \/ batch size\",\"id\":\"58a72484-f2ba-4d8c-a7ed-a0930cb41d91\"}]"},"categories":[6],"tags":[],"class_list":["post-540","post","type-post","status-publish","format-standard","hentry","category-it"],"_links":{"self":[{"href":"https:\/\/www.dkdk.info\/wpb\/index.php?rest_route=\/wp\/v2\/posts\/540"}],"collection":[{"href":"https:\/\/www.dkdk.info\/wpb\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.dkdk.info\/wpb\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.dkdk.info\/wpb\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.dkdk.info\/wpb\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=540"}],"version-history":[{"count":10,"href":"https:\/\/www.dkdk.info\/wpb\/index.php?rest_route=\/wp\/v2\/posts\/540\/revisions"}],"predecessor-version":[{"id":566,"href":"https:\/\/www.dkdk.info\/wpb\/index.php?rest_route=\/wp\/v2\/posts\/540\/revisions\/566"}],"wp:attachment":[{"href":"https:\/\/www.dkdk.info\/wpb\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=540"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.dkdk.info\/wpb\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=540"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.dkdk.info\/wpb\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=540"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}