{"id":7512,"date":"2023-07-18T17:13:17","date_gmt":"2023-07-18T08:13:17","guid":{"rendered":"https:\/\/bocek.co.jp\/media\/?p=7512"},"modified":"2023-07-18T17:13:18","modified_gmt":"2023-07-18T08:13:18","slug":"stable-diffusion%e3%81%a7%e7%94%bb%e5%83%8f%e3%81%8c%e9%bb%92%e5%a1%97%e3%82%8a%e3%81%ab%e3%81%aa%e3%81%a3%e3%81%a6%e3%81%97%e3%81%be%e3%81%86%e5%a0%b4%e5%90%88%e3%81%ae%e5%af%be%e5%87%a6%e6%b3%95","status":"publish","type":"post","link":"https:\/\/taskhub.jp\/magazine\/exercise\/stable-diffusion\/7512\/","title":{"rendered":"Stable Diffusion\u3067\u753b\u50cf\u304c\u9ed2\u5857\u308a\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u5834\u5408\u306e\u5bfe\u51e6\u6cd5"},"content":{"rendered":"\n<p>Stable Diffusion\u306b\u306f\u3001\u6210\u4eba\u5411\u3051\u306e\u8868\u73fe\u3084\u30bb\u30af\u30b7\u30fc\u306a\u63cf\u5199\u3092\u542b\u3080\u753b\u50cf\u3092\u9ed2\u5857\u308a\u3059\u308b\u30bb\u30fc\u30d5\u30c6\u30a3\u30d5\u30a3\u30eb\u30bf\u30fc\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30bb\u30af\u30b7\u30fc\u306a\u753b\u50cf\u4ee5\u5916\u3067\u3082\u307e\u308c\u306b\u53cd\u5fdc\u3057\u3066\u3057\u307e\u3046\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u306e\u30bb\u30fc\u30d5\u30c6\u30a3\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u7121\u52b9\u306b\u3059\u308b\u65b9\u6cd5\u304cReddit\u306a\u3069\u306e\u6d77\u5916\u63b2\u793a\u677f\u3067\u5171\u6709\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n\n\n\n\n\n\n<p>\u4eca\u56dePROMPTY\u3067\u306f\u3001\u751f\u6210\u3055\u308c\u305f\u753b\u50cf\u304c\u9ed2\u5857\u308a\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u5834\u5408\u306e\u5bfe\u51e6\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<!-- START MoshimoAffiliateEasyLink -->\n<script type=\"text\/javascript\">\n(function(b,c,f,g,a,d,e){b.MoshimoAffiliateObject=a;\nb[a]=b[a]||function(){arguments.currentScript=c.currentScript\n||c.scripts[c.scripts.length-2];(b[a].q=b[a].q||[]).push(arguments)};\nc.getElementById(a)||(d=c.createElement(f),d.src=g,\nd.id=a,e=c.getElementsByTagName(\"body\")[0],e.appendChild(d))})\n(window,document,\"script\",\"\/\/dn.msmstatic.com\/site\/cardlink\/bundle.js?20220329\",\"msmaflink\");\nmsmaflink({\"n\":\"\u7384\u4eba\u5fd7\u5411\u3000\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30dc\u30fc\u30c9 [12GB \\\/GeForce 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id=\"msmaflink-HcjZG\">\u30ea\u30f3\u30af<\/div>\n<!-- MoshimoAffiliateEasyLink END -->\n\n\n\n<h2 class=\"wp-block-heading\">Google Colab\u3067\u9ed2\u5857\u308a\u306e\u753b\u50cf\u304c\u751f\u6210\u3055\u308c\u3066\u3057\u307e\u3046\u5834\u5408\u306e\u5bfe\u51e6\u6cd5<\/h2>\n\n\n\n<p>Google Colab\u3092\u4f7f\u7528\u3057\u3066Stable Diffusion\u306b\u300c\u30bb\u30af\u30b7\u30fc\u306a\u5973\u6027\u300d\u3068\u3044\u3046\u30d5\u30ec\u30fc\u30ba\u3092\u5165\u529b\u3057\u305f\u969b\u306b\u306f\u3001\u300c\u95b2\u89a7\u6ce8\u610f\u753b\u50cf\u3092\u691c\u77e5\u3057\u305f\u305f\u3081\u3001\u8a72\u5f53\u753b\u50cf\u306f\u9ed2\u5857\u308a\u51e6\u7406\u3055\u308c\u307e\u3057\u305f\u300d\u3068\u3044\u3046\u901a\u77e5\u304c\u8868\u793a\u3055\u308c\u3001\u30bb\u30af\u30b7\u30fc\u306a\u5973\u6027\u306e\u753b\u50cf\u304c\u771f\u3063\u9ed2\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>Stable Diffusion\u306f\u753b\u50cf\u751f\u6210\u5f8c\u306b\u95b2\u89a7\u6ce8\u610f\u753b\u50cf\u304b\u3069\u3046\u304b\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b\u4ed5\u7d44\u307f\u304c\u5099\u308f\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u305f\u304c\u3063\u3066\u3001\u300c\u753b\u50cf\u30c1\u30a7\u30c3\u30af\u6a5f\u80fd\u300d\u3092\u66f8\u304d\u63db\u3048\u308b\u3053\u3068\u3067\u3001\u554f\u984c\u306a\u304f\u95b2\u89a7\u6ce8\u610f\u753b\u50cf\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u4f7f\u7528\u3059\u308b\u306b\u306fGitHub\u30ea\u30dd\u30b8\u30c8\u30ea\u304b\u3089Stable Diffusion\u3092\u30af\u30ed\u30fc\u30f3\u3057\u3066\u3044\u308b\u30e6\u30fc\u30b6\u30fc\u304c\u5bfe\u8c61\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30b9\u30c6\u30c3\u30d71<\/strong><br>\u307e\u305a\u3001\u300cscripts\u300d\u30d5\u30a9\u30eb\u30c0\u5185\u306b\u3042\u308b\u300ctxt2img.py\u300d\u3092\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30b9\u30c6\u30c3\u30d72<\/strong><br>\u300ctxt2img.py\u300d\u3092\u30a8\u30c7\u30a3\u30bf\u3067\u958b\u304d\u3001\u901a\u5e38\u306f309\u884c\u76ee\u306b\u3042\u308b\u4ee5\u4e0b\u306e\u884c\u3092\u63a2\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>x_checked_image, has_nsfw_concept = check_safety(x_samples_ddim)<\/code><\/pre>\n\n\n\n<p><strong>\u30b9\u30c6\u30c3\u30d73<\/strong><br>\u4e0a\u8a18\u3067\u898b\u3064\u3051\u305f\u884c\u3092\u30a4\u30f3\u30c7\u30f3\u30c8\u3092\u4fdd\u3063\u305f\u307e\u307e\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u66f8\u304d\u63db\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>x_checked_image = x_samples_ddim<\/code><\/pre>\n\n\n\n<p>\u3053\u308c\u3067\u95b2\u89a7\u6ce8\u610f\u753b\u50cf\u30c1\u30a7\u30c3\u30af\u6a5f\u80fd\u304c\u7121\u52b9\u5316\u3055\u308c\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u95b2\u89a7\u6ce8\u610f\u753b\u50cf\u30e2\u30c7\u30eb\u306e\u30ed\u30fc\u30c9\u3082\u7121\u52b9\u5316\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u300ctxt2img.py\u300d\u306e26\u301c28\u884c\u76ee\u306b\u3042\u308b\u4ee5\u4e0b\u306e3\u884c\u3092\u524a\u9664\u3057\u307e\u3059\u304c\u3001Google Colab\u306a\u3069\u306e\u30aa\u30f3\u30e9\u30a4\u30f3\u74b0\u5883\u3067\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u30a2\u30ab\u30a6\u30f3\u30c8\u304c\u524a\u9664\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>safety_model_id = \"CompVis\/stable-diffusion-safety-checker\"\nsafety_feature_extractor = AutoFeatureExtractor.from_pretrained(safety_model_id)\nsafety_checker = StableDiffusionSafetyChecker.from_pretrained(safety_model_id)<\/code><\/pre>\n\n\n\n<p>\u306a\u304a\u3001Stable Diffusion\u306e\u4e00\u822c\u516c\u958b\u5f8c\u3001\u30c7\u30b9\u30af\u30c8\u30c3\u30d7\u30a2\u30d7\u30ea\u3084\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u30a2\u30d7\u30ea\u304c\u6d3b\u767a\u306b\u958b\u767a\u3055\u308c\u3066\u304a\u308a\u3001\u4e00\u90e8\u306f\u95b2\u89a7\u6ce8\u610f\u753b\u50cf\u30c1\u30a7\u30c3\u30af\u6a5f\u80fd\u304c\u7121\u52b9\u5316\u3055\u308c\u305f\u72b6\u614b\u3067\u914d\u5e03\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AUTOMATIC1111\u3067\u9ed2\u5857\u308a\u306e\u753b\u50cf\u304c\u751f\u6210\u3055\u308c\u3066\u3057\u307e\u3046\u5834\u5408\u306e\u5bfe\u51e6\u6cd5<\/h2>\n\n\n\n<p>AUTOMATIC1111\u7248\u306eStable Diffusion WebUI\u3092\u4f7f\u7528\u3057\u3066\u3001SD\u30a2\u30c3\u30d7\u30b9\u30b1\u30fc\u30eb\u306a\u3069\u3067\u9ad8\u89e3\u50cf\u5ea6\u6307\u5b9a\u3057\u3066\u753b\u50cf\u3092\u751f\u6210\u3059\u308b\u969b\u306b\u3001\u90e8\u5206\u7684\u306b\u9ed2\u304f\u306a\u3063\u305f\u308a\u5168\u90e8\u304c\u9ed2\u753b\u50cf\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30a8\u30e9\u30fc\u306f\u4e0b\u8a18\u306e\u65b9\u6cd5\u3067\u89e3\u6c7a\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>webui-user.bat\u30d5\u30a1\u30a4\u30eb\u3092\u3001\u30c6\u30ad\u30b9\u30c8\u30a8\u30c7\u30a3\u30bf\u30fc\u3067\u958b\u304d\u3001<\/p>\n\n\n\n<p>\u300cset COMMANDLINE_ARGS=\u300d\u306e\u5f8c\u306b\u3001\u300c&nbsp;&#8211;no-half-vae\u300d\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote\">\n<p>\u4fee\u6b63\u524d<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>set COMMANDLINE_ARGS=<\/code><\/pre>\n\n\n\n<p>\u4fee\u6b63\u5f8c<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>set COMMANDLINE_ARGS=--no-half-vae<\/code><\/pre>\n<\/blockquote>\n\n\n\n<p>\u3053\u308c\u3067\u89e3\u6c7a\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\uff5eStable Diffusion\u3067\u7d20\u65e9\u304f\u753b\u50cf\u751f\u6210\u3059\u308b\u306b\u306f\uff5e<\/h2>\n\n\n\n<p><strong><mark style=\"background-color:#fee8ab\" class=\"has-inline-color\">Stable Diffusion\u306e\u753b\u50cf\u751f\u6210\u30b9\u30d4\u30fc\u30c9\u3084\u753b\u50cf\u30b5\u30a4\u30ba\u306f\u3001\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30dc\u30fc\u30c9\uff08GPU\uff09\u306e\u6027\u80fd\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002<\/mark><\/strong><\/p>\n\n\n\n<p>\u3053\u306e\u305f\u3081\u3001\u3088\u308a\u52b9\u7387\u7684\u304b\u3064\u5feb\u9069\u306a\u753b\u50cf\u751f\u6210\u3092\u671b\u3080\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u3001\u6700\u9069\u306a\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30dc\u30fc\u30c9\u306e\u9078\u629e\u304c\u91cd\u8981\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u63a8\u8ad6\u51e6\u7406\u3084LoRA\u306a\u3069\u306e\u8ffd\u52a0\u5b66\u7fd2\u51e6\u7406\u3068\u3044\u3063\u305f\u5927\u91cf\u306e\u8a08\u7b97\u3092\u52b9\u7387\u3088\u304f\u884c\u3046\u305f\u3081\u306b\u306f\u3001<strong><mark style=\"background-color:#fee8ab\" 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