{"id":3492,"date":"2022-10-13T16:43:56","date_gmt":"2022-10-13T07:43:56","guid":{"rendered":"https:\/\/aiacademy.jp\/media\/?p=3492"},"modified":"2024-08-06T16:14:26","modified_gmt":"2024-08-06T07:14:26","slug":"python%e3%81%a7%e3%83%86%e3%82%ad%e3%82%b9%e3%83%88%e3%81%8b%e3%82%89%e7%94%bb%e5%83%8f%e3%82%92%e7%94%9f%e6%88%90%e3%81%97%e3%82%88%e3%81%86%ef%bc%81","status":"publish","type":"post","link":"https:\/\/aiacademy.jp\/media\/?p=3492","title":{"rendered":"\u3010Stable Diffusion\u3011Python\u3067\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u753b\u50cf\u3092\u751f\u6210\u3057\u3088\u3046\uff01"},"content":{"rendered":"<div id=\"sgb-css-id-1\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size is-style-fill has-medium-font-size\"><a class=\"wp-block-button__link has-vivid-green-cyan-background-color has-background wp-element-button\" href=\"https:\/\/lin.ee\/3E4GzWk\" rel=\"nofollow noopener\" target=\"_blank\">LINE\u53cb\u3060\u3061\u767b\u9332 \u25b6 AI\u4eba\u6750\u30d7\u30e9\u30f3 \u25b6 \u53d7\u8b1b\u5272\u5f15\u30af\u30fc\u30dd\u30f3 \u7121\u6599\u52d5\u753b<\/a><\/div>\n<\/div>\n<\/div>\n\n\n<div class=\"toc\">    <div id=\"toc_container\" class=\"sgb-toc--no-bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first\">    <span><\/span>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-0\">\u306f\u3058\u3081\u306b<\/a>      <\/li>      <li>        <a href=\"#i-1\">Stable Diffusion\u3068\u306f<\/a>      <\/li>      <li>        <a href=\"#i-2\">\u4e8b\u524d\u8a2d\u5b9a\uff08Colab\u306e\u8a2d\u5b9a\uff09<\/a>      <\/li>      <li>        <a href=\"#i-3\">HuggingFace\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210<\/a>      <\/li>      <li>        <a href=\"#i-4\">\u30c8\u30fc\u30af\u30f3\u306e\u767a\u884c<\/a>      <\/li>      <li>        <a href=\"#i-5\">Stable Diffusion\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a>      <\/li>      <li>        <a href=\"#i-6\">\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-7\">\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u753b\u50cf\u3092\u751f\u6210\u3059\u308b<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-8\">AI\u306e\u57fa\u790e\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u3092\u52b9\u7387\u3088\u304f\u8eab\u306b\u4ed8\u3051\u305f\u3044\u65b9\u3078<\/a>  <\/li><\/ul>\n      \n    <\/div><\/div><div class=\"toc\"><p><\/p>\n<\/div><h2 class=\"wp-block-heading\" id=\"i-0\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<meta charset=\"utf-8\"><a href=\"https:\/\/github.com\/CompVis\/stable-diffusion\" rel=\"nofollow noopener\" target=\"_blank\">Stable Diffusion<\/a>\u3092\u7528\u3044\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092Python\u3067\u66f8\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u65e5\u9032\u6708\u6b69\u3067\u65b0\u3057\u3044\u6280\u8853\u304c\u767b\u5834\u3059\u308b\u3053\u3068\u3082\u3042\u308a\u3001\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u7d39\u4ecb\u3057\u305f\u5185\u5bb9\u304c\u3059\u3050\u306b\u53e4\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u4eca\u56de\u7d39\u4ecb\u3057\u305f\u30b3\u30fc\u30c9\u304c\u52d5\u4f5c\u3057\u306a\u304f\u306a\u308b\u306a\u3069\u306e\u53ef\u80fd\u6027\u3082\u8003\u3048\u3089\u308c\u307e\u3059\u306e\u3067\u3001\u5fc5\u305a\u516c\u5f0f\u306eWeb\u30da\u30fc\u30b8\u7b49\u3082\u3054\u53c2\u8003\u3044\u305f\u3060\u3051\u307e\u3059\u3068\u5e78\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-1\">Stable Diffusion\u3068\u306f<\/h2>\n\n\n\n<p><a href=\"https:\/\/github.com\/CompVis\/stable-diffusion\" rel=\"nofollow noopener\" target=\"_blank\">Stable Diffusion<\/a>\u3068\u306f\u30012022\u5e748\u6708\u306b\u7121\u511f\u516c\u958b\u3055\u308c\u305f\u753b\u50cf\u63cf\u753bAI\u3067\u3059\u3002<br>\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u304c\u516c\u958b\u3055\u308c\u3066\u304a\u308a\u3001Python\u304b\u3089\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<br>Stable Diffusion\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u3067\u3092\u4e0e\u3048\u308b\u3053\u3068\u3067\u305d\u308c\u306b\u5fdc\u3058\u3066\u753b\u50cf\u304c\u81ea\u52d5\u751f\u6210\u3055\u308c\u307e\u3059\u3002<br>\u5165\u529b\u3055\u308c\u305f\u6587\u5b57\u5217\u304b\u3089\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u30bf\u30b9\u30af\u306e\u3053\u3068\u3092Text to Image\u30bf\u30b9\u30af\u3068\u547c\u3073\u307e\u3059\u3002<br>\u4f8b\u3048\u3070\u3001\u5b9f\u969b\u306b\u300cCat flying in the sky\u300d\u3068\u3044\u3063\u305f\u6587\u5b57\u3092\u5165\u529b\u3059\u308b\u3053\u3068\u3067\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u753b\u50cf\u3092\u751f\u6210\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"231\" height=\"231\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/download-1.png\" alt=\"\" class=\"wp-image-3494\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/download-1.png 231w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/download-1-150x150.png 150w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/download-1-125x125.png 125w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/download-1-160x160.png 160w\" sizes=\"auto, (max-width: 231px) 100vw, 231px\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-2\">\u4e8b\u524d\u8a2d\u5b9a\uff08Colab\u306e\u8a2d\u5b9a\uff09<\/h2>\n\n\n\n<p>\u4eca\u56de\u306f\u3001<a href=\"https:\/\/colab.research.google.com\/\" rel=\"nofollow noopener\" target=\"_blank\">Google Colaboratory<\/a>\u3092\u7528\u3044\u3066\u3001\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u30e9\u30f3\u30bf\u30a4\u30e0\u3092GPU\u306b\u5909\u66f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>GPU\u30e9\u30f3\u30e9\u30a4\u30e0\u306e\u5909\u66f4\u306f<a href=\"https:\/\/aiacademy.jp\/media\/?p=1037\">\u3053\u3061\u3089\u306e\u8a18\u4e8b<\/a>\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/aiacademy.jp\/media\/?p=1037\">\u3010\u521d\u5b66\u8005\u5fc5\u8aad\u3011Google Colaboratory \u3068\u306f\uff1f\u4f7f\u3044\u65b9\u30fb\u4fbf\u5229\u306a\u8a2d\u5b9a\u306a\u3069\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\uff01<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-3\">HuggingFace\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210<\/h2>\n\n\n\n<p>Hugging Face\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u5bfe\u8c61\u306b\u3057\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u4eba\u5de5\u77e5\u80fd\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30fc\u3067\u3001\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306a\u3069\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/huggingface.co\/\" rel=\"nofollow noopener\" target=\"_blank\">HuggingFace<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u753b\u9762\u53f3\u4e0a\u306e<a href=\"https:\/\/huggingface.co\/join\" rel=\"nofollow noopener\" target=\"_blank\">Sign Up<\/a>\u3088\u308a\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"443\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.28.19-1024x443.png\" alt=\"\" class=\"wp-image-3499\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.28.19-1024x443.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.28.19-300x130.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.28.19-768x332.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.28.19-1536x664.png 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.28.19-2048x885.png 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.28.19-940x406.png 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p>\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u3068\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5165\u529b\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30da\u30fc\u30b8\u306b\u9077\u79fb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>Username<\/strong>\u3068<strong>Full name<\/strong>\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1008\" height=\"1024\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.31.02-1008x1024.png\" alt=\"\" class=\"wp-image-3500\" style=\"width:639px;height:649px\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.31.02-1008x1024.png 1008w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.31.02-295x300.png 295w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.31.02-768x780.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.31.02-940x955.png 940w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.31.02.png 1360w\" sizes=\"auto, (max-width: 1008px) 100vw, 1008px\"><\/figure>\n\n\n\n<p>\u5165\u529b\u5f8c\u3001\u300cI have read and agree with the&nbsp;<a rel=\"noreferrer noopener nofollow\" href=\"https:\/\/huggingface.co\/terms-of-service\" target=\"_blank\">Terms of Service<\/a>&nbsp;and the&nbsp;<a rel=\"noreferrer noopener nofollow\" href=\"https:\/\/huggingface.co\/code-of-conduct\" target=\"_blank\">Code of Conduct<\/a>Create Account\u300d\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3066\u3001\u300cCreate Account\u300d\u30dc\u30bf\u30f3\u3092\u62bc\u3059\u3053\u3068\u3067\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u4f5c\u6210\u304c\u5b8c\u4e86\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"309\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.33.35-1024x309.png\" alt=\"\" class=\"wp-image-3501\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.33.35-1024x309.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.33.35-300x91.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.33.35-768x232.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.33.35-1536x464.png 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.33.35-2048x618.png 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.33.35-940x284.png 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><figcaption class=\"wp-element-caption\">\u30a2\u30ab\u30a6\u30f3\u30c8\u767b\u9332\u5f8c\u306ewelcome\u30da\u30fc\u30b8<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-4\">\u30c8\u30fc\u30af\u30f3\u306e\u767a\u884c<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<p><a href=\"https:\/\/huggingface.co\/CompVis\/stable-diffusion-v1-4\n\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/huggingface.co\/CompVis\/stable-diffusion-v1-4 <br><\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u30da\u30fc\u30b8\u5185\u306e\u8d64\u67a0\u90e8\u5206\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3066\u3001Access repositry\u30dc\u30bf\u30f3\u3092\u62bc\u3057\u3066\u627f\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"544\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.34.55-1024x544.png\" alt=\"\" class=\"wp-image-3502\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.34.55-1024x544.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.34.55-300x159.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.34.55-768x408.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.34.55-1536x815.png 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.34.55-2048x1087.png 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.34.55-940x499.png 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p>\u627f\u8a8d\u5f8c\u3001HuggingFace\u306e\u753b\u9762\u53f3\u4e0a\u306e\u30a2\u30a4\u30b3\u30f3\u304b\u3089[<a href=\"https:\/\/huggingface.co\/settings\/profile\" rel=\"nofollow noopener\" target=\"_blank\">Settings<\/a>]\u30da\u30fc\u30b8\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"583\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.06.31-1024x583.png\" alt=\"\" class=\"wp-image-3498\" style=\"width:565px;height:322px\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.06.31-1024x583.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.06.31-300x171.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.06.31-768x437.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.06.31-940x535.png 940w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2022-10-13-16.06.31.png 1444w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<p>\u5de6\u30e1\u30cb\u30e5\u30fc\u306b[Access Tokens]\u306b\u79fb\u52d5\u3057\u300cNewToken\u300d\u30dc\u30bf\u30f3\u3088\u308aName\u306b\u4efb\u610f\u306e\u540d\u524d\u3092\u5165\u529b\u3057\u300cGenerate Token\u300d\u3088\u308a\u30c8\u30fc\u30af\u30f3\u767a\u884c\u3057\u307e\u3059\u3002\u4eca\u56deName\u306b\u306f\u300cStable-diffusion-v1-4\u300d\u3068\u5165\u529b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"467\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/AccessTokens\u767a\u884c-1024x467.png\" alt=\"\" class=\"wp-image-3497\" style=\"width:651px;height:297px\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/AccessTokens\u767a\u884c-1024x467.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/AccessTokens\u767a\u884c-300x137.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/AccessTokens\u767a\u884c-768x350.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/AccessTokens\u767a\u884c-1536x701.png 1536w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/AccessTokens\u767a\u884c-2048x934.png 2048w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/AccessTokens\u767a\u884c-940x429.png 940w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-5\">Stable Diffusion\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n\n\n\n<p>Python\u304b\u3089<meta charset=\"utf-8\">Stable Diffusion\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306b\u3001GPU\u8a2d\u5b9a\u3057\u305fGoogle Colab\u306e\u30bb\u30eb\u306b\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5165\u529b\u3057\u3001\u5b9f\u884c\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>!pip install diffusers==0.2.4 transformers scipy ftfy<\/code><\/pre>\n\n\n\n<p>Diffusers\u306fHuggingFace\u304c\u958b\u767a\u3057\u3066\u3044\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002\u753b\u50cf\u3084\u97f3\u58f0\u306b\u5bfe\u5fdc\u3057\u305f\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306e\u62e1\u6563\u30e2\u30c7\u30eb\u304c\u63d0\u4f9b\u3055\u308c\u3066\u304a\u308a\u3001\u30e2\u30c7\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3092\u7c21\u5358\u306b\u884c\u3046\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002\u4eca\u56de\u306f<meta charset=\"utf-8\">Diffusers\u3092\u7528\u3044\u3066\u3001\u300c<meta charset=\"utf-8\">stable-diffusion-v1-4\u300d\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-6\">\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f<\/h2>\n\n\n\n<p>\u5148\u307b\u3069\u767a\u884c\u3057\u305f\u30c8\u30fc\u30af\u30f3\u3092\u5909\u6570<code>access_token<\/code>\u306b\u6307\u5b9a\u3057\u3001\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092Colab\u306b\u8a18\u8f09\u3057\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import torch\nfrom torch import autocast\nfrom diffusers import StableDiffusionPipeline\n\naccess_token = \"\u767a\u884c\u3057\u305f\u30c8\u30fc\u30af\u30f3\"\n\n# \u30e2\u30c7\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\nmodel = StableDiffusionPipeline.from_pretrained(\"CompVis\/stable-diffusion-v1-4\", use_auth_token=access_token)\nmodel.to(\"cuda\")<\/code><\/pre>\n\n\n\n<p>\u3053\u308c\u3067\u4e8b\u524d\u6e96\u5099\u306f\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-7\">\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u753b\u50cf\u3092\u751f\u6210\u3059\u308b<\/h2>\n\n\n\n<p>\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u304c\u7121\u4e8b\u51fa\u6765\u307e\u3057\u305f\u3089\u3001\u3042\u3068\u306f\u6587\u7ae0\u3092\u30e2\u30c7\u30eb\u306b\u6e21\u3059\u3053\u3068\u3067\u753b\u50cf\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u306f\u3001Colab\u306e\u30bb\u30eb\u306b\u751f\u6210\u3057\u305f\u753b\u50cf\u3092\u4fdd\u5b58\u3057\u3066\u304a\u304f<code>outputs<\/code>\u30d5\u30a9\u30eb\u30c0\u3092<code>mkdir<\/code>\u30b3\u30de\u30f3\u30c9\u3067\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>!mkdir outputs<\/code><\/pre>\n\n\n\n<p>\u7d9a\u3044\u3066\u6587\u66f8\u304b\u3089\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import matplotlib.pyplot as plt\n\nnum = 3 # \u751f\u6210\u3057\u305f\u3044\u753b\u50cf\u679a\u6570\nprompt = \"Horse flying in the sky\" # \u751f\u6210\u3055\u305b\u305f\u3044\u3082\u3068\u3068\u306a\u308b\u6587\u7ae0\n \nfor i in range(num):\n    image = model(prompt)[\"sample\"][0]\n    # \u4fdd\u5b58\n    image.save(f\"outputs\/{i}.png\")<\/code><\/pre>\n\n\n\n<p>prompt\u306f\u751f\u6210\u3055\u305b\u305f\u3044\u3082\u3068\u3068\u306a\u308b\u6587\u7ae0\u3067\u3059\u3002\u4efb\u610f\u306e\u6587\u7ae0\u306b\u5909\u3048\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<br>\u307e\u305f\u3001num\u3068\u3044\u3046\u5909\u6570\u306b\u306f\u751f\u6210\u3059\u308b\u679a\u6570\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<br>\u4eca\u56de\u306f3\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u308b\u305f\u30813\u679a\u306e\u753b\u50cf\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u753b\u50cf\u306f\u3001outputs\u30d5\u30a9\u30eb\u30c0\u5185\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4e2d\u8eab\u3092\u78ba\u8a8d\u3059\u308b\u3068\u753b\u50cf\u304c3\u679a\u751f\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3046\u3061\uff11\u679a\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u753b\u50cf\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"231\" height=\"231\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/download.png\" alt=\"\" class=\"wp-image-3495\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/download.png 231w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/download-150x150.png 150w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/download-125x125.png 125w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2022\/10\/download-160x160.png 160w\" sizes=\"auto, (max-width: 231px) 100vw, 231px\"><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u307e\u305foutpus\u30d5\u30a9\u30eb\u30c0\u306b\u751f\u6210\u3055\u308c\u305f\u753b\u50cf\u306fmatplotlib\u3092\u7528\u3044\u3066\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3067\u63cf\u753b\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><meta charset=\"utf-8\"># outputs\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3055\u308c\u305f\u753b\u50cf\u3092\u63cf\u753b\nfor i in range(num):\n    plt.imshow(plt.imread(f\"outputs\/{i}.png\"))\n    plt.axis('off')\n    plt.show()<\/code><\/pre>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"i-8\">AI\u306e\u57fa\u790e\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u3092\u52b9\u7387\u3088\u304f\u8eab\u306b\u4ed8\u3051\u305f\u3044\u65b9\u3078<\/h1>\n\n\n\n<p><a href=\"https:\/\/aiacademy.jp\/bootcamp\/\">AI Academy Bootcamp<\/a>\u306e\u300c\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u52d5\u753b\uff0b\u30c1\u30e3\u30c3\u30c8\u30b5\u30dd\u30fc\u30c8\u30d7\u30e9\u30f3\u300d\u3067\u306f\u3001\uff16\u304b\u670835,000\u5186\u306b\u3066\u3001Python\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3084AI\u57fa\u790e\u3001\u7d71\u8a08\u5b66\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001SQL\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u57fa\u790e\u304b\u3089\u3001\u5fdc\u7528\u7bc4\u56f2\u307e\u3067\u5e45\u5e83\u304f\u5b66\u3076\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<br>\u72ec\u5b66\u3067\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u5b66\u7fd2\u3057\u305f\u304c\u632b\u6298\u3057\u3066\u3057\u307e\u3063\u305f\u65b9\u3084\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u6df1\u5c64\u5b66\u7fd2\u306b\u95a2\u3057\u3066\u308f\u304b\u3089\u306a\u3044\u3053\u3068\u3092\u8b1b\u5e2b\u306b\u3044\u3064\u3067\u3082\u8cea\u554f\u3067\u304d\u308b\u74b0\u5883\u3067\u5b66\u3073\u305f\u3044\u3068\u3044\u3046\u65b9\u306f\u662f\u975e\u3054\u53d7\u8b1b\u3054\u691c\u8a0e\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/aiacademy.jp\/bootcamp\/\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"341\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_banner2-1024x341.png\" alt=\"\" class=\"wp-image-587\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_banner2-1024x341.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_banner2-300x100.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_banner2-768x256.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_banner2-940x313.png 940w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_banner2.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/a><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u6b21 \u306f\u3058\u3081\u306b Stable Diffusion\u3068\u306f \u4e8b\u524d\u8a2d\u5b9a\uff08Colab\u306e\u8a2d\u5b9a\uff09 HuggingFace\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210 \u30c8\u30fc\u30af\u30f3\u306e\u767a\u884c Stable Diffusion\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb \u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f \u30c6\u30ad\u30b9\u30c8\u304b\u3089\u753b &#8230; <\/p>\n","protected":false},"author":1,"featured_media":3493,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[85,169,88,197],"tags":[],"class_list":{"0":"post-3492","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-python","8":"category-pytorch","9":"category-88","10":"category-197"},"_links":{"self":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/3492","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3492"}],"version-history":[{"count":8,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/3492\/revisions"}],"predecessor-version":[{"id":4732,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/3492\/revisions\/4732"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/media\/3493"}],"wp:attachment":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3492"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3492"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3492"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}