{"id":698,"date":"2023-03-12T21:14:31","date_gmt":"2023-03-12T12:14:31","guid":{"rendered":"https:\/\/fukugyouhistory.tokyo\/?p=698"},"modified":"2023-04-22T22:27:37","modified_gmt":"2023-04-22T13:27:37","slug":"hugging-face-stable-diffusion%e3%80%80%e8%87%aa%e5%8b%95%e3%81%8a%e7%b5%b5%e3%81%8b%e3%81%8dai%e3%80%80%e7%b0%a1%e5%8d%98%e3%81%ab%e4%bd%bf%e3%81%a3%e3%81%a6%e3%81%bf%e3%81%9f","status":"publish","type":"post","link":"https:\/\/fukugyouhistory.tokyo\/?p=698","title":{"rendered":"Stable Diffusion + Hugging Face\u3000\u81ea\u52d5\u304a\u7d75\u304b\u304dAI\u3000\u7c21\u5358\u306b\u4f7f\u3063\u3066\u307f\u305f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Hugging Face\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u69d8\u3005\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001<br>\u81ea\u52d5\u304a\u7d75\u304b\u304dAI\u3092\u5b9f\u884c\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Hugging Face<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Hugging Face\u3068\u306f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/\" target=\"_blank\">Hugging Face<\/a>\u306f\u3001\u4ee5\u4e0b\u3092\u4e3b\u8ef8\u3068\u3057\u3066\u3044\u308b\u30a2\u30e1\u30ea\u30ab\u306e\u4f01\u696d<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306b\u95a2\u9023\u3057\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u958b\u767a<\/li>\n\n\n\n<li>\u4eba\u5de5\u77e5\u80fd\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3092\u904b\u55b6<\/li>\n\n\n\n<li>\u5b66\u7fd2\u6e08\u307f\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306a\u3069\u3092\u516c\u958b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u306b\u6ce8\u76ee\u3059\u3079\u304d\u958b\u767a\uff06\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>transformers<br>\u4f55\u5343\u3082\u306e\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u304f\u308c\u308b\u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n\n\n\n<li>datasets<br>HuggingFace Datasets Hub\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u591a\u6570\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092<br>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u304b\u3089\u524d\u51e6\u7406\u307e\u3067\u4e00\u62ec\u3067\u884c\u3053\u3068\u304c\u53ef\u80fd\u306adataloader\u30e9\u30a4\u30d6\u30e9\u30ea<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u540d\u306a\u30e2\u30c7\u30eb\u3068\u3057\u3066\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Stable Diffusion\u3000\uff1a\u3000\u5165\u529b\u3057\u305f\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u753b\u50cf\u3092\u81ea\u52d5\u4f5c\u6210\u3059\u308bAI\u30e2\u30c7\u30eb<\/li>\n\n\n\n<li>OpenJourney\u3000\uff1a\u3000Stable Diffusion v1.5\u3092\u8abf\u6574\u3057Midjourney\u306b\u8fd1\u3044\u52d5\u4f5c\u3092\u3059\u308b\u30e2\u30c7\u30eb<\/li>\n\n\n\n<li>BERT\u3000\uff1a\u3000Google\u304c\u5b9f\u88c5\u3092\u767a\u8868\u3057\u305f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e2\u30c7\u30eb<\/li>\n\n\n\n<li>GPT-2\u3000\uff1a\u3000ChatGPT\uff08GPT-3\uff09\u306e\u5143\u3068\u306a\u3063\u305f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30e2\u30c7\u30eb<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u69d8\u3005\u306a\u65b9\u304c\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3092\u52a0\u3048\u305f\u5f62\u3067\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u8aac\u660e\u6b04\u3092\u898b\u3066\u3044\u308b\u3060\u3051\u3067\u9762\u767d\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u53d6\u5f97\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/\" target=\"_blank\">Hugging Face<\/a>\u3067\u63d0\u4f9b\u3057\u3066\u3044\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306e\u30c8\u30fc\u30af\u30f3\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<br>\u7121\u6599\u3067\u3067\u304d\u307e\u3059\u306e\u3067\u3001\u5b9f\u65bd\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/\" target=\"_blank\">Hugging Face<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u53f3\u4e0a\u306e\u300cSign Up\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-158-1024x444.png\" alt=\"\" class=\"wp-image-648\" width=\"405\" height=\"176\" srcset=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-158-1024x444.png 1024w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-158-300x130.png 300w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-158-768x333.png 768w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-158.png 1225w\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" sizes=\"(max-width: 365px) 100vw, 365px\" src=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-160.png\" alt=\"\" class=\"wp-image-650\" width=\"222\" height=\"266\" srcset=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-160.png 365w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-160-251x300.png 251w\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" sizes=\"(max-width: 487px) 100vw, 487px\" src=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-159.png\" alt=\"\" class=\"wp-image-649\" width=\"404\" height=\"454\" srcset=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-159.png 487w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-159-267x300.png 267w\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u767b\u9332\u3059\u308b\u3068\u3001\u30e1\u30fc\u30eb\u3067\u306e\u8a8d\u8a3c\u78ba\u8a8d\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u5fd8\u308c\u305a\u306b\u884c\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u30da\u30fc\u30b8\u304b\u3089\u3001\u300cAccess Token\u300d\u306b\u79fb\u52d5\u3057\u3001\u300cNew Token\u300d\u30dc\u30bf\u30f3\u3092\u62bc\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" sizes=\"(max-width: 745px) 100vw, 745px\" src=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-161.png\" alt=\"\" class=\"wp-image-655\" width=\"403\" height=\"257\" srcset=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-161.png 745w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-161-300x191.png 300w\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" sizes=\"(max-width: 339px) 100vw, 339px\" src=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-162.png\" alt=\"\" class=\"wp-image-656\" width=\"243\" height=\"191\" srcset=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-162.png 339w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-162-300x236.png 300w\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" sizes=\"(max-width: 751px) 100vw, 751px\" src=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-163.png\" alt=\"\" class=\"wp-image-657\" width=\"405\" height=\"249\" srcset=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-163.png 751w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-163-300x184.png 300w\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f8c\u307b\u3069\u3001python\u306e\u30b3\u30fc\u30c9\u5185\u3067Hugging Face\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u6642\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<br>\u672c\u30c8\u30fc\u30af\u30f3\u306f\u3001\u4ed6\u4eba\u306b\u77e5\u3089\u308c\u306a\u3044\u3088\u3046\u306b\u5341\u5206\u306b\u6ce8\u610f\u3057\u3066\u53d6\u308a\u6271\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u81ea\u52d5\u304a\u7d75\u304b\u304dAI\u306e\u5b9f\u884c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/models?other=stable-diffusion\" target=\"_blank\" rel=\"noreferrer noopener\">Hugging Face\u306eStable Diffusion\u4e00\u89a7\u306e\u30da\u30fc\u30b8<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3068\u3001\u69d8\u3005\u306a\u30e2\u30c7\u30eb\u3092\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u3082<a rel=\"noreferrer noopener\" href=\"https:\/\/colab.research.google.com\/?hl=ja\" target=\"_blank\">Google Colaboratory<\/a>\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b3\u30fc\u30c9\u3092\u8a18\u8f09\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u521d\u306b\u3001\u300c\u7de8\u96c6\u300d\u2192\u300c\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u8a2d\u5b9a\u300d\u304b\u3089\u3001<br>\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30c8\u3092\u300cGPU\u300d\u306b\u8a2d\u5b9a\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" sizes=\"(max-width: 880px) 100vw, 880px\" src=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-35.png\" alt=\"\" class=\"wp-image-182\" width=\"420\" height=\"164\" srcset=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-35.png 880w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-35-300x117.png 300w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-35-768x299.png 768w\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3001Shift+Enter\u3092\u62bc\u3057\u3066\u5b9f\u884c\u3057\u307e\u3057\u3087\u3046\u3002<br>GPU\u306e\u60c5\u5831\u304c\u51fa\u3066\u304f\u308c\u3070\u3001\u6b63\u5e38\u306b\u8a2d\u5b9a\u5909\u66f4\u3067\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>!nvidia-smi<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7d9a\u3051\u3066\u3001\u30b3\u30fc\u30c9\u3092\u8a18\u8f09\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u56de\u7d39\u4ecb\u3059\u308b\u30e2\u30c7\u30eb\u306f\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u306b\u306a\u308a\u307e\u3059\u3002\u8a73\u7d30\u306f\u30ea\u30f3\u30af\u5148\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/runwayml \/stable-diffusion-v1-5\" target=\"_blank\">runwayml \/stable-diffusion-v1-5<\/a>\u3000\uff1a\u3000Stable Diffusion\u30e2\u30c7\u30eb V1.5<\/li>\n\n\n\n<li><a href=\"https:\/\/huggingface.co\/stabilityai\/stable-diffusion-2\" target=\"_blank\" rel=\"noreferrer noopener\">stabilityai\/stable-diffusion-2<\/a>\u3000\uff1a\u3000Stable Diffusion\u30e2\u30c7\u30eb V2.0<\/li>\n\n\n\n<li><a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/hakurei\/waifu-diffusion\" target=\"_blank\">hakurei\/waifu-diffusion<\/a>\u3000\uff1a\u3000\u30a2\u30cb\u30e1\u753b\u98a8\u306b\u8abf\u6574\u3055\u308c\u305f\u30e2\u30c7\u30eb<\/li>\n\n\n\n<li><a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/ayan4m1\/trinart_diffusers_v2\" target=\"_blank\">ayan4m1\/trinart_diffusers_v2<\/a>\u3000\uff1a\u3000\u30a2\u30cb\u30e1\u30fb\u6f2b\u753b\u306e\u753b\u98a8\u3092\u5f37\u5316\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb<\/li>\n\n\n\n<li><a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/prompthero\/openjourney\" target=\"_blank\">prompthero\/openjourney<\/a>\u3000\uff1a\u3000Midjourney\u98a8\u306e\u753b\u98a8\u306b\u8abf\u6574\u3055\u308c\u3066\u30e2\u30c7\u30eb<\/li>\n\n\n\n<li><a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/nitrosocke\/Ghibli-Diffusion\" target=\"_blank\">nitrosocke\/Ghibli-Diffusion<\/a>\u3000\uff1a\u3000\u30b8\u30d6\u30ea\u98a8\u306e\u753b\u98a8\u306b\u8abf\u6574\u3055\u308c\u3066\u30e2\u30c7\u30eb<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f8c\u65e5\u8ffd\u52a0\u5206<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/nitrosocke\/mo-di-diffusion\" target=\"_blank\">nitrosocke\/mo-di-diffusion<\/a>\u3000\uff1a\u3000\u6700\u8fd1\u306e\u30c7\u30a3\u30ba\u30cb\u30fc\u6620\u753b\u98a8\u306e\u753b\u98a8\u306b\u8abf\u6574\u3055\u308c\u3066\u30e2\u30c7\u30eb<\/li>\n\n\n\n<li><a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/Envvi\/Inkpunk-Diffusion\" target=\"_blank\">Envvi\/Inkpunk-Diffusion<\/a>\u3000\uff1a\u3000\u30b5\u30a4\u30d0\u30fc\u30d1\u30f3\u30af\u98a8\u306e\u753b\u98a8\u306b\u8abf\u6574\u3055\u308c\u3066\u30e2\u30c7\u30eb<\/li>\n\n\n\n<li><a rel=\"noreferrer noopener\" href=\"https:\/\/huggingface.co\/Lykon\/DreamShaper\" target=\"_blank\">Lykon\/DreamShaper<\/a>\u3000\uff1a\u3000\u30dd\u30fc\u30c8\u30ec\u30fc\u30c8\u4f5c\u6210\u5411\u3051\u306b\u8abf\u6574\u3055\u308c\u305f\u30e2\u30c7\u30eb<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5404\u30e2\u30c7\u30eb\u3054\u3068\u306b\u8da3\u5411\u304c\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u79c1\u306fMidjourney\u306e\u7d75\u304c\u597d\u307f\u3067\u3059\u306e\u3067\u3001<br>OpenJourney\u306e\u30e2\u30c7\u30eb\u3067\u9032\u3081\u3066\u884c\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u306b\u3082\u591a\u3005\u3042\u308a\u307e\u3059\u306e\u3067\u3001<a href=\"https:\/\/huggingface.co\/models?other=stable-diffusion\" target=\"_blank\" rel=\"noreferrer noopener\">\u30ea\u30f3\u30af<\/a>\u304b\u3089\u53c2\u7167\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>!pip install diffusers transformers scipy ftfy\n\nfrom diffusers import StableDiffusionPipeline\nimport torch\n\nAuthToken=\"\uff08\u53d6\u5f97\u3057\u305f\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u5165\u529b\uff09\"<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code\"><code># \u30e2\u30c7\u30eb\uff1aStable Diffusion V1.5 \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\n# model_id = \"runwayml\r\/stable-diffusion-v1-5\"\n\n# \u30e2\u30c7\u30eb\uff1aStable Diffusion V2.1 \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\n# model_id = \"stabilityai\/stable-diffusion-2-1\"\n\n# \u30e2\u30c7\u30eb\uff1aWaifu Diffusion \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\n# model_id=\"hakurei\/waifu-diffusion\"\n\n# \u30e2\u30c7\u30eb\uff1aTrinart Diffusion V2 \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\n# model_id =\"ayan4m1\/trinart_diffusers_v2\n\n# \u30e2\u30c7\u30eb\uff1aOpenJourney \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\nmodel_id =\"prompthero\/openjourney\"\n\n# \u30e2\u30c7\u30eb\uff1aGhibli-Diffusion \u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\n# model_id =\"nitrosocke\/Ghibli-Diffusion\"\n\ndevice = \"cuda\"\npipe = StableDiffusionPipeline.from_pretrained(model_id, use_auth_token=AuthToken).to(device)<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u884c\u5f8c\u306b\u3001\u300caccelerate\u3092\u5165\u308c\u305f\u65b9\u304c\u826f\u3044\u3088\u300d\u300c\u30b5\u30f3\u30d7\u30eb\u30b5\u30a4\u30ba\u8a2d\u5b9a\u3092\u5c0f\u3055\u304f\u3057\u305f\u65b9\u304c\u826f\u3044\u3088\u300d\u306a\u3069<br>\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u51fa\u307e\u3059\u304c\u3001\u3088\u304f\u5206\u304b\u3063\u3066\u3044\u306a\u3044\u306e\u3067\u305d\u306e\u307e\u307e\u7d9a\u884c\u3057\u3066\u3044\u307e\u3059\u3002<br>\u5f8c\u3005\u3001\u5bfe\u51e6\u65b9\u6cd5\u304c\u5206\u304b\u3063\u305f\u3089\u8ffd\u8a18\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" sizes=\"(max-width: 1024px) 100vw, 1024px\" src=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-174-1024x289.png\" alt=\"\" class=\"wp-image-721\" width=\"404\" height=\"114\" srcset=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-174-1024x289.png 1024w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-174-300x85.png 300w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-174-768x217.png 768w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-174.png 1065w\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u753b\u50cf\u306e\u751f\u6210\u306b\u3064\u3044\u3066\u7d30\u304b\u304f\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8a2d\u5b9a\u3057\u305f\u3044\u5834\u5408\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Prompt<br>\u3053\u306e\u90e8\u5206\u306b\u4efb\u610f\u306e\u6587\u5b57\u5217\uff08\u82f1\u8a9e\uff09\u3092\u5165\u529b\u3059\u308b\u3053\u3068\u3067\u3001\u597d\u304d\u306a\u7d75\u3092\u51fa\u529b\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/li>\n\n\n\n<li>Guidance&nbsp;Scale<br>\u5165\u529b\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u546a\u6587\uff09\u3078\u306e\u5fe0\u5b9f\u5ea6\u3092\u5236\u5fa1\u3059\u308b\u305f\u3081\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\uff081\uff5e30\uff09\u3002<br>\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\uff1d7.5\u30021\u304c\u8a2d\u5b9a\u3055\u308c\u305f\u5834\u5408\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306f\u5b8c\u5168\u306b\u7121\u8996\u3002<br>5\uff5e10\u7a0b\u5ea6\u304c\u3001\u51fa\u529b\u753b\u50cf\u3092\u898b\u3066\u3044\u308b\u3068\u30d0\u30e9\u30f3\u30b9\u304c\u826f\u3044\u3002<\/li>\n\n\n\n<li>Num Inference Steps<br>\u753b\u50cf\u3092\u3069\u308c\u304f\u3089\u3044\u7cbe\u7d30\u306b\u63cf\u753b\u3059\u308b\u304b\u3092\u6c7a\u3081\u308b\u30d1\u30e9\u30e1\u30fc\u30bf<br>\u8a2d\u5b9a\u5024\u304c\u9ad8\u3044\u307b\u3069\u9ad8\u7cbe\u7d30\u306a\u753b\u50cf\u306a\u308b\u304c\u3001\u751f\u6210\u6642\u9593\u304c\u9577\u304f\u306a\u308b\u3002<br>\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\uff1d50\u3002100\uff5e120\u7a0b\u5ea6\u304c\u6642\u9593\u3001\u7cbe\u5ea6\u3092\u8003\u616e\u3059\u308b\u3068\u30d0\u30e9\u30f3\u30b9\u304c\u826f\u3044\u3002<\/li>\n\n\n\n<li>Seed<br>\u901a\u5e38\u30e9\u30f3\u30c0\u30e0\u3067\u8a2d\u5b9a\u3055\u308c\u308bSeed\u5024\u3092\u56fa\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u540c\u3058\u753b\u50cf\u3092\u518d\u73fe\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3002<br>\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\uff1d\u30e9\u30f3\u30c0\u30e0<\/li>\n\n\n\n<li>width\u30fbheight<br>\u51fa\u529b\u753b\u50cf\u306e\u5e45\u30fb\u9ad8\u3055\u306e\u8a2d\u5b9a\u3002\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\uff1d512<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>from datetime import datetime\n\nprompt = \"pikachu\"\n\n#\u63cf\u753b\u3059\u308b\u56de\u6570\u3092\u8a2d\u5b9a\nnum_images = 1\n\n#\u30a4\u30e9\u30b9\u30c8\u751f\u6210\nfor i in range(num_images):\n\n  # seed\u3092\u56fa\u5b9a\u3057\u306a\u3044\u5834\u5408\n  image = pipe(prompt, guidance_scale=7.5, num_inference_steps=100).images&#91;0]\n\n  # seed\u3092\u56fa\u5b9a\u3059\u308b\u5834\u5408\n  #generator = torch.Generator(device).manual_seed(2500)\n  #image = pipe(prompt, guidance_scale=7.5, num_inference_steps=100, generator=generator).images&#91;0]\n\n  #\u751f\u6210\u65e5\u6642\u3092\u30d5\u30a1\u30a4\u30eb\u540d\u306b\u3057\u3066\u4fdd\u5b58\n  date = datetime.now().strftime(\"%Y%m%d_%H%M%S\")\n  path = date + \".png\"\n  image.save(path)\n\n  from IPython.display import Image,display_png\n  display_png(Image(path))<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u7121\u4e8b\u306b\u30d4\u30ab\u30c1\u30e5\u30a6\u304c\u8868\u793a\u3055\u308c\u307e\u3057\u305f\u3002<br>\uff08\u4e0a\uff1a\u4f55\u3082\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8a2d\u5b9a\u3057\u306a\u3044\u5834\u5408\uff09<br>\uff08\u4e0b\uff1aguidance_scale=7.5, num_inference_steps=100)\u3067\u8a2d\u5b9a\u3057\u305f\u5834\u5408\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" sizes=\"(max-width: 547px) 100vw, 547px\" src=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-197.png\" alt=\"\" class=\"wp-image-854\" width=\"402\" height=\"368\" srcset=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-197.png 547w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-197-300x275.png 300w\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" sizes=\"(max-width: 567px) 100vw, 567px\" src=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-198.png\" alt=\"\" class=\"wp-image-856\" width=\"404\" height=\"322\" srcset=\"https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-198.png 567w, https:\/\/fukugyouhistory.tokyo\/wp-content\/uploads\/2023\/03\/image-198-300x239.png 300w\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u307f\u3066\u3001\u30e2\u30c7\u30eb\u3054\u3068\u306e\u9055\u3044\u3092\u8003\u5bdf\u3059\u308b\u306e\u3082\u3088\u3057\u3002<br>\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5909\u66f4\u3057\u3066\u3001\u51fa\u529b\u753b\u50cf\u306e\u9055\u3044\u3092\u8003\u5bdf\u3059\u308b\u306e\u3082\u3088\u3057\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u756a\u306f\u3001\u3069\u3046\u3044\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3059\u308b\u3053\u3068\u3067\u3001\u610f\u56f3\u3057\u305f\u753b\u50cf\u3092\u51fa\u529b\u3067\u304d\u308b\u304b\u304c\u30dd\u30a4\u30f3\u30c8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u82f1\u8a9e\u306e\u30b5\u30a4\u30c8\u3067\u3059\u304c\u3001<a href=\"https:\/\/stable-diffusion-art.com\/prompts\/\" target=\"_blank\" rel=\"noreferrer noopener\">STABLE DIFFUSION ART<\/a>\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u30ac\u30a4\u30c9\u304c\u3042\u308a\u307e\u3057\u305f\u306e\u3067\u3001<br>\u53c2\u8003\u307e\u3067\u306b\u8f09\u305b\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3068\u308a\u3042\u3048\u305a\u3001\u3053\u3053\u307e\u3067\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hugging Face\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u69d8\u3005\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u81ea\u52d5\u304a\u7d75\u304b\u304dAI\u3092\u5b9f\u884c\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21],"tags":[],"class_list":["post-698","post","type-post","status-publish","format-standard","category-ai"],"_links":{"self":[{"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=\/wp\/v2\/posts\/698","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=698"}],"version-history":[{"count":46,"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=\/wp\/v2\/posts\/698\/revisions"}],"predecessor-version":[{"id":1674,"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=\/wp\/v2\/posts\/698\/revisions\/1674"}],"wp:attachment":[{"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=698"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=698"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fukugyouhistory.tokyo\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=698"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}