CINXE.COM

<!DOCTYPE html> <html class="client-nojs vector-feature-language-in-header-enabled vector-feature-language-in-main-page-header-disabled vector-feature-sticky-header-disabled vector-feature-page-tools-pinned-disabled vector-feature-toc-pinned-clientpref-1 vector-feature-main-menu-pinned-disabled vector-feature-limited-width-clientpref-1 vector-feature-limited-width-content-disabled vector-feature-custom-font-size-clientpref-1 vector-feature-appearance-pinned-clientpref-1 vector-feature-night-mode-enabled skin-theme-clientpref-day vector-toc-available" lang="en" dir="ltr"> <head> <meta charset="UTF-8"> <title>Automatic1111: Difference between revisions - Wikipedia</title> <script>(function(){var className="client-js vector-feature-language-in-header-enabled vector-feature-language-in-main-page-header-disabled vector-feature-sticky-header-disabled vector-feature-page-tools-pinned-disabled vector-feature-toc-pinned-clientpref-1 vector-feature-main-menu-pinned-disabled vector-feature-limited-width-clientpref-1 vector-feature-limited-width-content-disabled vector-feature-custom-font-size-clientpref-1 vector-feature-appearance-pinned-clientpref-1 vector-feature-night-mode-enabled skin-theme-clientpref-day vector-toc-available";var cookie=document.cookie.match(/(?:^|; )enwikimwclientpreferences=([^;]+)/);if(cookie){cookie[1].split('%2C').forEach(function(pref){className=className.replace(new RegExp('(^| )'+pref.replace(/-clientpref-\w+$|[^\w-]+/g,'')+'-clientpref-\\w+( |$)'),'$1'+pref+'$2');});}document.documentElement.className=className;}());RLCONF={"wgBreakFrames":false,"wgSeparatorTransformTable":["",""],"wgDigitTransformTable":["",""],"wgDefaultDateFormat":"dmy" ,"wgMonthNames":["","January","February","March","April","May","June","July","August","September","October","November","December"],"wgRequestId":"566bc8c7-29fa-49d5-bdfb-045b0a23299d","wgCanonicalNamespace":"","wgCanonicalSpecialPageName":false,"wgNamespaceNumber":0,"wgPageName":"Automatic1111","wgTitle":"Automatic1111","wgCurRevisionId":1258246554,"wgRevisionId":1258246554,"wgArticleId":77335610,"wgIsArticle":true,"wgIsRedirect":false,"wgAction":"view","wgUserName":null,"wgUserGroups":["*"],"wgCategories":["CS1 maint: numeric names: authors list","CS1 Japanese-language sources (ja)","Articles with short description","Short description matches Wikidata","Open-source artificial intelligence","Free and open-source software"],"wgPageViewLanguage":"en","wgPageContentLanguage":"en","wgPageContentModel":"wikitext","wgRelevantPageName":"Automatic1111","wgRelevantArticleId":77335610,"wgIsProbablyEditable":true,"wgRelevantPageIsProbablyEditable":true,"wgRestrictionEdit":[],"wgRestrictionMove":[ ],"wgNoticeProject":"wikipedia","wgCiteReferencePreviewsActive":false,"wgFlaggedRevsParams":{"tags":{"status":{"levels":1}}},"wgMediaViewerOnClick":true,"wgMediaViewerEnabledByDefault":true,"wgPopupsFlags":0,"wgVisualEditor":{"pageLanguageCode":"en","pageLanguageDir":"ltr","pageVariantFallbacks":"en"},"wgMFDisplayWikibaseDescriptions":{"search":true,"watchlist":true,"tagline":false,"nearby":true},"wgWMESchemaEditAttemptStepOversample":false,"wgWMEPageLength":10000,"extRevisionSliderTimeOffset":0,"wgDiffOldId":1258129629,"wgDiffNewId":1258246554,"wgRelatedArticlesCompat":[],"wgCentralAuthMobileDomain":false,"wgEditSubmitButtonLabelPublish":true,"wgULSPosition":"interlanguage","wgULSisCompactLinksEnabled":false,"wgVector2022LanguageInHeader":true,"wgULSisLanguageSelectorEmpty":false,"wgWikibaseItemId":"Q127868142","wgCheckUserClientHintsHeadersJsApi":["brands","architecture","bitness","fullVersionList","mobile","model","platform","platformVersion"],"GEHomepageSuggestedEditsEnableTopics": true,"wgGETopicsMatchModeEnabled":false,"wgGEStructuredTaskRejectionReasonTextInputEnabled":false,"wgGELevelingUpEnabledForUser":false};RLSTATE={"ext.globalCssJs.user.styles":"ready","site.styles":"ready","user.styles":"ready","ext.globalCssJs.user":"ready","user":"ready","user.options":"loading","ext.visualEditor.diffPage.init.styles":"ready","oojs-ui.styles.icons-accessibility":"ready","oojs-ui.styles.icons-editing-advanced":"ready","oojs-ui-core.styles":"ready","oojs-ui.styles.indicators":"ready","mediawiki.widgets.styles":"ready","oojs-ui-core.icons":"ready","ext.RevisionSlider.lazyCss":"ready","mediawiki.interface.helpers.styles":"ready","mediawiki.diff.styles":"ready","ext.cite.styles":"ready","mediawiki.helplink":"ready","skins.vector.search.codex.styles":"ready","skins.vector.styles":"ready","skins.vector.icons":"ready","ext.wikimediamessages.styles":"ready","ext.visualEditor.desktopArticleTarget.noscript":"ready","ext.uls.interlanguage":"ready","wikibase.client.init":"ready", "ext.wikimediaBadges":"ready"};RLPAGEMODULES=["ext.visualEditor.diffPage.init","ext.RevisionSlider.lazyJs","mediawiki.diff","ext.cite.ux-enhancements","site","mediawiki.page.ready","mediawiki.toc","skins.vector.js","ext.centralNotice.geoIP","ext.gadget.ReferenceTooltips","ext.gadget.switcher","ext.urlShortener.toolbar","ext.centralauth.centralautologin","mmv.bootstrap","ext.popups","ext.visualEditor.desktopArticleTarget.init","ext.visualEditor.targetLoader","ext.echo.centralauth","ext.eventLogging","ext.wikimediaEvents","ext.navigationTiming","ext.uls.interface","ext.cx.eventlogging.campaigns","ext.cx.uls.quick.actions","wikibase.client.vector-2022","ext.checkUser.clientHints","ext.quicksurveys.init","ext.growthExperiments.SuggestedEditSession","wikibase.sidebar.tracking"];</script> <script>(RLQ=window.RLQ||[]).push(function(){mw.loader.impl(function(){return["user.options@12s5i",function($,jQuery,require,module){mw.user.tokens.set({"patrolToken":"+\\","watchToken":"+\\","csrfToken":"+\\"}); }];});});</script> <link rel="stylesheet" href="/w/load.php?lang=en&modules=ext.RevisionSlider.lazyCss%7Cext.cite.styles%7Cext.uls.interlanguage%7Cext.visualEditor.desktopArticleTarget.noscript%7Cext.visualEditor.diffPage.init.styles%7Cext.wikimediaBadges%7Cext.wikimediamessages.styles%7Cmediawiki.diff.styles%7Cmediawiki.helplink%7Cmediawiki.interface.helpers.styles%7Cmediawiki.widgets.styles%7Coojs-ui-core.icons%2Cstyles%7Coojs-ui.styles.icons-accessibility%2Cicons-editing-advanced%2Cindicators%7Cskins.vector.icons%2Cstyles%7Cskins.vector.search.codex.styles%7Cwikibase.client.init&only=styles&skin=vector-2022"> <script async="" src="/w/load.php?lang=en&modules=startup&only=scripts&raw=1&skin=vector-2022"></script> <meta name="ResourceLoaderDynamicStyles" content=""> <link rel="stylesheet" href="/w/load.php?lang=en&modules=site.styles&only=styles&skin=vector-2022"> <meta name="generator" content="MediaWiki 1.44.0-wmf.5"> <meta name="referrer" content="origin"> <meta name="referrer" content="origin-when-cross-origin"> <meta name="robots" content="noindex,nofollow,max-image-preview:standard"> <meta name="format-detection" content="telephone=no"> <meta property="og:image" content="https://upload.wikimedia.org/wikipedia/commons/thumb/0/0c/Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png/1200px-Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png"> <meta property="og:image:width" content="1200"> <meta property="og:image:height" content="938"> <meta property="og:image" content="https://upload.wikimedia.org/wikipedia/commons/thumb/0/0c/Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png/800px-Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png"> <meta property="og:image:width" content="800"> <meta property="og:image:height" content="625"> <meta property="og:image" content="https://upload.wikimedia.org/wikipedia/commons/thumb/0/0c/Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png/640px-Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png"> <meta property="og:image:width" content="640"> <meta property="og:image:height" content="500"> <meta name="viewport" content="width=1120"> <meta property="og:title" content="Automatic1111: Difference between revisions - Wikipedia"> <meta property="og:type" content="website"> <link rel="preconnect" href="//upload.wikimedia.org"> <link rel="alternate" media="only screen and (max-width: 640px)" href="//en.m.wikipedia.org/wiki/Automatic1111"> <link rel="alternate" type="application/x-wiki" title="Edit this page" href="/w/index.php?title=Automatic1111&action=edit"> <link rel="apple-touch-icon" href="/static/apple-touch/wikipedia.png"> <link rel="icon" href="/static/favicon/wikipedia.ico"> <link rel="search" type="application/opensearchdescription+xml" href="/w/rest.php/v1/search" title="Wikipedia (en)"> <link rel="EditURI" type="application/rsd+xml" href="//en.wikipedia.org/w/api.php?action=rsd"> <link rel="canonical" href="https://en.wikipedia.org/wiki/Automatic1111"> <link rel="license" href="https://creativecommons.org/licenses/by-sa/4.0/deed.en"> <link rel="alternate" type="application/atom+xml" title="Wikipedia Atom feed" href="/w/index.php?title=Special:RecentChanges&feed=atom"> <link rel="dns-prefetch" href="//login.wikimedia.org"> </head> <body class="mw-article-diff skin--responsive skin-vector skin-vector-search-vue mediawiki ltr sitedir-ltr mw-hide-empty-elt ns-0 ns-subject mw-editable page-Automatic1111 rootpage-Automatic1111 skin-vector-2022 action-view"><a class="mw-jump-link" href="#bodyContent">Jump to content</a> <div class="vector-header-container"> <header class="vector-header mw-header"> <div class="vector-header-start"> <nav class="vector-main-menu-landmark" aria-label="Site"> <div id="vector-main-menu-dropdown" class="vector-dropdown vector-main-menu-dropdown vector-button-flush-left vector-button-flush-right" > <input type="checkbox" id="vector-main-menu-dropdown-checkbox" role="button" aria-haspopup="true" data-event-name="ui.dropdown-vector-main-menu-dropdown" class="vector-dropdown-checkbox " aria-label="Main menu" > <label id="vector-main-menu-dropdown-label" for="vector-main-menu-dropdown-checkbox" class="vector-dropdown-label cdx-button cdx-button--fake-button cdx-button--fake-button--enabled cdx-button--weight-quiet cdx-button--icon-only " aria-hidden="true" ><span class="vector-icon mw-ui-icon-menu mw-ui-icon-wikimedia-menu"></span> <span class="vector-dropdown-label-text">Main menu</span> </label> <div class="vector-dropdown-content"> <div id="vector-main-menu-unpinned-container" class="vector-unpinned-container"> <div id="vector-main-menu" class="vector-main-menu vector-pinnable-element"> <div class="vector-pinnable-header vector-main-menu-pinnable-header vector-pinnable-header-unpinned" data-feature-name="main-menu-pinned" data-pinnable-element-id="vector-main-menu" data-pinned-container-id="vector-main-menu-pinned-container" data-unpinned-container-id="vector-main-menu-unpinned-container" > <div class="vector-pinnable-header-label">Main menu</div> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-pin-button" data-event-name="pinnable-header.vector-main-menu.pin">move to sidebar</button> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-unpin-button" data-event-name="pinnable-header.vector-main-menu.unpin">hide</button> </div> <div id="p-navigation" class="vector-menu mw-portlet mw-portlet-navigation" > <div class="vector-menu-heading"> Navigation </div> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="n-mainpage-description" class="mw-list-item"><a href="/wiki/Main_Page" title="Visit the main page [z]" accesskey="z"><span>Main page</span></a></li><li id="n-contents" class="mw-list-item"><a href="/wiki/Wikipedia:Contents" title="Guides to browsing Wikipedia"><span>Contents</span></a></li><li id="n-currentevents" class="mw-list-item"><a href="/wiki/Portal:Current_events" title="Articles related to current events"><span>Current events</span></a></li><li id="n-randompage" class="mw-list-item"><a href="/wiki/Special:Random" title="Visit a randomly selected article [x]" accesskey="x"><span>Random article</span></a></li><li id="n-aboutsite" class="mw-list-item"><a href="/wiki/Wikipedia:About" title="Learn about Wikipedia and how it works"><span>About Wikipedia</span></a></li><li id="n-contactpage" class="mw-list-item"><a href="//en.wikipedia.org/wiki/Wikipedia:Contact_us" title="How to contact Wikipedia"><span>Contact us</span></a></li> </ul> </div> </div> <div id="p-interaction" class="vector-menu mw-portlet mw-portlet-interaction" > <div class="vector-menu-heading"> Contribute </div> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="n-help" class="mw-list-item"><a href="/wiki/Help:Contents" title="Guidance on how to use and edit Wikipedia"><span>Help</span></a></li><li id="n-introduction" class="mw-list-item"><a href="/wiki/Help:Introduction" title="Learn how to edit Wikipedia"><span>Learn to edit</span></a></li><li id="n-portal" class="mw-list-item"><a href="/wiki/Wikipedia:Community_portal" title="The hub for editors"><span>Community portal</span></a></li><li id="n-recentchanges" class="mw-list-item"><a href="/wiki/Special:RecentChanges" title="A list of recent changes to Wikipedia [r]" accesskey="r"><span>Recent changes</span></a></li><li id="n-upload" class="mw-list-item"><a href="/wiki/Wikipedia:File_upload_wizard" title="Add images or other media for use on Wikipedia"><span>Upload file</span></a></li> </ul> </div> </div> </div> </div> </div> </div> </nav> <a href="/wiki/Main_Page" class="mw-logo"> <img class="mw-logo-icon" src="/static/images/icons/wikipedia.png" alt="" aria-hidden="true" height="50" width="50"> <span class="mw-logo-container skin-invert"> <img class="mw-logo-wordmark" alt="Wikipedia" src="/static/images/mobile/copyright/wikipedia-wordmark-en.svg" style="width: 7.5em; height: 1.125em;"> <img class="mw-logo-tagline" alt="The Free Encyclopedia" src="/static/images/mobile/copyright/wikipedia-tagline-en.svg" width="117" height="13" style="width: 7.3125em; height: 0.8125em;"> </span> </a> </div> <div class="vector-header-end"> <div id="p-search" role="search" class="vector-search-box-vue vector-search-box-collapses vector-search-box-show-thumbnail vector-search-box-auto-expand-width vector-search-box"> <a href="/wiki/Special:Search" class="cdx-button cdx-button--fake-button cdx-button--fake-button--enabled cdx-button--weight-quiet cdx-button--icon-only search-toggle" title="Search Wikipedia [f]" accesskey="f"><span class="vector-icon mw-ui-icon-search mw-ui-icon-wikimedia-search"></span> <span>Search</span> </a> <div class="vector-typeahead-search-container"> <div class="cdx-typeahead-search cdx-typeahead-search--show-thumbnail cdx-typeahead-search--auto-expand-width"> <form action="/w/index.php" id="searchform" class="cdx-search-input cdx-search-input--has-end-button"> <div id="simpleSearch" class="cdx-search-input__input-wrapper" data-search-loc="header-moved"> <div class="cdx-text-input cdx-text-input--has-start-icon"> <input class="cdx-text-input__input" type="search" name="search" placeholder="Search Wikipedia" aria-label="Search Wikipedia" autocapitalize="sentences" title="Search Wikipedia [f]" accesskey="f" id="searchInput" > <span class="cdx-text-input__icon cdx-text-input__start-icon"></span> </div> <input type="hidden" name="title" value="Special:Search"> </div> <button class="cdx-button cdx-search-input__end-button">Search</button> </form> </div> </div> </div> <nav class="vector-user-links vector-user-links-wide" aria-label="Personal tools"> <div class="vector-user-links-main"> <div id="p-vector-user-menu-preferences" class="vector-menu mw-portlet emptyPortlet" > <div class="vector-menu-content"> <ul class="vector-menu-content-list"> </ul> </div> </div> <div id="p-vector-user-menu-userpage" class="vector-menu mw-portlet emptyPortlet" > <div class="vector-menu-content"> <ul class="vector-menu-content-list"> </ul> </div> </div> <nav class="vector-appearance-landmark" aria-label="Appearance"> <div id="vector-appearance-dropdown" class="vector-dropdown " title="Change the appearance of the page's font size, width, and color" > <input type="checkbox" id="vector-appearance-dropdown-checkbox" role="button" aria-haspopup="true" data-event-name="ui.dropdown-vector-appearance-dropdown" class="vector-dropdown-checkbox " aria-label="Appearance" > <label id="vector-appearance-dropdown-label" for="vector-appearance-dropdown-checkbox" class="vector-dropdown-label cdx-button cdx-button--fake-button cdx-button--fake-button--enabled cdx-button--weight-quiet cdx-button--icon-only " aria-hidden="true" ><span class="vector-icon mw-ui-icon-appearance mw-ui-icon-wikimedia-appearance"></span> <span class="vector-dropdown-label-text">Appearance</span> </label> <div class="vector-dropdown-content"> <div id="vector-appearance-unpinned-container" class="vector-unpinned-container"> </div> </div> </div> </nav> <div id="p-vector-user-menu-notifications" class="vector-menu mw-portlet emptyPortlet" > <div class="vector-menu-content"> <ul class="vector-menu-content-list"> </ul> </div> </div> <div id="p-vector-user-menu-overflow" class="vector-menu mw-portlet" > <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="pt-sitesupport-2" class="user-links-collapsible-item mw-list-item user-links-collapsible-item"><a data-mw="interface" href="https://donate.wikimedia.org/wiki/Special:FundraiserRedirector?utm_source=donate&utm_medium=sidebar&utm_campaign=C13_en.wikipedia.org&uselang=en" class=""><span>Donate</span></a> </li> <li id="pt-createaccount-2" class="user-links-collapsible-item mw-list-item user-links-collapsible-item"><a data-mw="interface" href="/w/index.php?title=Special:CreateAccount&returnto=Automatic1111&returntoquery=diff%3Dprev%26oldid%3D1258246554" title="You are encouraged to create an account and log in; however, it is not mandatory" class=""><span>Create account</span></a> </li> <li id="pt-login-2" class="user-links-collapsible-item mw-list-item user-links-collapsible-item"><a data-mw="interface" href="/w/index.php?title=Special:UserLogin&returnto=Automatic1111&returntoquery=diff%3Dprev%26oldid%3D1258246554" title="You're encouraged to log in; however, it's not mandatory. [o]" accesskey="o" class=""><span>Log in</span></a> </li> </ul> </div> </div> </div> <div id="vector-user-links-dropdown" class="vector-dropdown vector-user-menu vector-button-flush-right vector-user-menu-logged-out" title="Log in and more options" > <input type="checkbox" id="vector-user-links-dropdown-checkbox" role="button" aria-haspopup="true" data-event-name="ui.dropdown-vector-user-links-dropdown" class="vector-dropdown-checkbox " aria-label="Personal tools" > <label id="vector-user-links-dropdown-label" for="vector-user-links-dropdown-checkbox" class="vector-dropdown-label cdx-button cdx-button--fake-button cdx-button--fake-button--enabled cdx-button--weight-quiet cdx-button--icon-only " aria-hidden="true" ><span class="vector-icon mw-ui-icon-ellipsis mw-ui-icon-wikimedia-ellipsis"></span> <span class="vector-dropdown-label-text">Personal tools</span> </label> <div class="vector-dropdown-content"> <div id="p-personal" class="vector-menu mw-portlet mw-portlet-personal user-links-collapsible-item" title="User menu" > <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="pt-sitesupport" class="user-links-collapsible-item mw-list-item"><a href="https://donate.wikimedia.org/wiki/Special:FundraiserRedirector?utm_source=donate&utm_medium=sidebar&utm_campaign=C13_en.wikipedia.org&uselang=en"><span>Donate</span></a></li><li id="pt-createaccount" class="user-links-collapsible-item mw-list-item"><a href="/w/index.php?title=Special:CreateAccount&returnto=Automatic1111&returntoquery=diff%3Dprev%26oldid%3D1258246554" title="You are encouraged to create an account and log in; however, it is not mandatory"><span class="vector-icon mw-ui-icon-userAdd mw-ui-icon-wikimedia-userAdd"></span> <span>Create account</span></a></li><li id="pt-login" class="user-links-collapsible-item mw-list-item"><a href="/w/index.php?title=Special:UserLogin&returnto=Automatic1111&returntoquery=diff%3Dprev%26oldid%3D1258246554" title="You're encouraged to log in; however, it's not mandatory. [o]" accesskey="o"><span class="vector-icon mw-ui-icon-logIn mw-ui-icon-wikimedia-logIn"></span> <span>Log in</span></a></li> </ul> </div> </div> <div id="p-user-menu-anon-editor" class="vector-menu mw-portlet mw-portlet-user-menu-anon-editor" > <div class="vector-menu-heading"> Pages for logged out editors <a href="/wiki/Help:Introduction" aria-label="Learn more about editing"><span>learn more</span></a> </div> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="pt-anoncontribs" class="mw-list-item"><a href="/wiki/Special:MyContributions" title="A list of edits made from this IP address [y]" accesskey="y"><span>Contributions</span></a></li><li id="pt-anontalk" class="mw-list-item"><a href="/wiki/Special:MyTalk" title="Discussion about edits from this IP address [n]" accesskey="n"><span>Talk</span></a></li> </ul> </div> </div> </div> </div> </nav> </div> </header> </div> <div class="mw-page-container"> <div class="mw-page-container-inner"> <div class="vector-sitenotice-container"> <div id="siteNotice"></div> </div> <div class="vector-column-start"> <div class="vector-main-menu-container"> <div id="mw-navigation"> <nav id="mw-panel" class="vector-main-menu-landmark" aria-label="Site"> <div id="vector-main-menu-pinned-container" class="vector-pinned-container"> </div> </nav> </div> </div> <div class="vector-sticky-pinned-container"> <nav id="mw-panel-toc" aria-label="Contents" data-event-name="ui.sidebar-toc" class="mw-table-of-contents-container vector-toc-landmark"> <div id="vector-toc-pinned-container" class="vector-pinned-container"> <div id="vector-toc" class="vector-toc vector-pinnable-element"> <div class="vector-pinnable-header vector-toc-pinnable-header vector-pinnable-header-pinned" data-feature-name="toc-pinned" data-pinnable-element-id="vector-toc" > <h2 class="vector-pinnable-header-label">Contents</h2> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-pin-button" data-event-name="pinnable-header.vector-toc.pin">move to sidebar</button> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-unpin-button" data-event-name="pinnable-header.vector-toc.unpin">hide</button> </div> <ul class="vector-toc-contents" id="mw-panel-toc-list"> <li id="toc-mw-content-text" class="vector-toc-list-item vector-toc-level-1"> <a href="#" class="vector-toc-link"> <div class="vector-toc-text">(Top)</div> </a> </li> <li id="toc-History" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#History"> <div class="vector-toc-text"> <span class="vector-toc-numb">1</span> <span>History</span> </div> </a> <ul id="toc-History-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-Features" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#Features"> <div class="vector-toc-text"> <span class="vector-toc-numb">2</span> <span>Features</span> </div> </a> <ul id="toc-Features-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-Stable_Diffusion_WebUI_Forge" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#Stable_Diffusion_WebUI_Forge"> <div class="vector-toc-text"> <span class="vector-toc-numb">3</span> <span>Stable Diffusion WebUI Forge</span> </div> </a> <ul id="toc-Stable_Diffusion_WebUI_Forge-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-References" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#References"> <div class="vector-toc-text"> <span class="vector-toc-numb">4</span> <span>References</span> </div> </a> <ul id="toc-References-sublist" class="vector-toc-list"> </ul> </li> </ul> </div> </div> </nav> </div> </div> <div class="mw-content-container"> <main id="content" class="mw-body"> <header class="mw-body-header vector-page-titlebar"> <nav aria-label="Contents" class="vector-toc-landmark"> <div id="vector-page-titlebar-toc" class="vector-dropdown vector-page-titlebar-toc vector-button-flush-left" > <input type="checkbox" id="vector-page-titlebar-toc-checkbox" role="button" aria-haspopup="true" data-event-name="ui.dropdown-vector-page-titlebar-toc" class="vector-dropdown-checkbox " aria-label="Toggle the table of contents" > <label id="vector-page-titlebar-toc-label" for="vector-page-titlebar-toc-checkbox" class="vector-dropdown-label cdx-button cdx-button--fake-button cdx-button--fake-button--enabled cdx-button--weight-quiet cdx-button--icon-only " aria-hidden="true" ><span class="vector-icon mw-ui-icon-listBullet mw-ui-icon-wikimedia-listBullet"></span> <span class="vector-dropdown-label-text">Toggle the table of contents</span> </label> <div class="vector-dropdown-content"> <div id="vector-page-titlebar-toc-unpinned-container" class="vector-unpinned-container"> </div> </div> </div> </nav> <h1 id="firstHeading" class="firstHeading mw-first-heading">Automatic1111: Difference between revisions</h1> <div id="p-lang-btn" class="vector-dropdown mw-portlet mw-portlet-lang" > <input type="checkbox" id="p-lang-btn-checkbox" role="button" aria-haspopup="true" data-event-name="ui.dropdown-p-lang-btn" class="vector-dropdown-checkbox mw-interlanguage-selector" aria-label="This article exist only in this language. Add the article for other languages" > <label id="p-lang-btn-label" for="p-lang-btn-checkbox" class="vector-dropdown-label cdx-button cdx-button--fake-button cdx-button--fake-button--enabled cdx-button--weight-quiet cdx-button--action-progressive mw-portlet-lang-heading-0" aria-hidden="true" ><span class="vector-icon mw-ui-icon-language-progressive mw-ui-icon-wikimedia-language-progressive"></span> <span class="vector-dropdown-label-text">Add languages</span> </label> <div class="vector-dropdown-content"> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> </ul> <div class="after-portlet after-portlet-lang"><span class="uls-after-portlet-link"></span><span class="wb-langlinks-add wb-langlinks-link"><a href="https://www.wikidata.org/wiki/Special:EntityPage/Q127868142#sitelinks-wikipedia" title="Add interlanguage links" class="wbc-editpage">Add links</a></span></div> </div> </div> </div> </header> <div class="vector-page-toolbar"> <div class="vector-page-toolbar-container"> <div id="left-navigation"> <nav aria-label="Namespaces"> <div id="p-associated-pages" class="vector-menu vector-menu-tabs mw-portlet mw-portlet-associated-pages" > <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="ca-nstab-main" class="selected vector-tab-noicon mw-list-item"><a href="/wiki/Automatic1111" title="View the content page [c]" accesskey="c"><span>Article</span></a></li><li id="ca-talk" class="vector-tab-noicon mw-list-item"><a href="/wiki/Talk:Automatic1111" rel="discussion" title="Discuss improvements to the content page [t]" accesskey="t"><span>Talk</span></a></li> </ul> </div> </div> <div id="vector-variants-dropdown" class="vector-dropdown emptyPortlet" > <input type="checkbox" id="vector-variants-dropdown-checkbox" role="button" aria-haspopup="true" data-event-name="ui.dropdown-vector-variants-dropdown" class="vector-dropdown-checkbox " aria-label="Change language variant" > <label id="vector-variants-dropdown-label" for="vector-variants-dropdown-checkbox" class="vector-dropdown-label cdx-button cdx-button--fake-button cdx-button--fake-button--enabled cdx-button--weight-quiet" aria-hidden="true" ><span class="vector-dropdown-label-text">English</span> </label> <div class="vector-dropdown-content"> <div id="p-variants" class="vector-menu mw-portlet mw-portlet-variants emptyPortlet" > <div class="vector-menu-content"> <ul class="vector-menu-content-list"> </ul> </div> </div> </div> </div> </nav> </div> <div id="right-navigation" class="vector-collapsible"> <nav aria-label="Views"> <div id="p-views" class="vector-menu vector-menu-tabs mw-portlet mw-portlet-views" > <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="ca-view" class="selected vector-tab-noicon mw-list-item"><a href="/wiki/Automatic1111"><span>Read</span></a></li><li id="ca-edit" class="vector-tab-noicon mw-list-item"><a href="/w/index.php?title=Automatic1111&action=edit" title="Edit this page [e]" accesskey="e"><span>Edit</span></a></li><li id="ca-history" class="vector-tab-noicon mw-list-item"><a href="/w/index.php?title=Automatic1111&action=history" title="Past revisions of this page [h]" accesskey="h"><span>View history</span></a></li> </ul> </div> </div> </nav> <nav class="vector-page-tools-landmark" aria-label="Page tools"> <div id="vector-page-tools-dropdown" class="vector-dropdown vector-page-tools-dropdown" > <input type="checkbox" id="vector-page-tools-dropdown-checkbox" role="button" aria-haspopup="true" data-event-name="ui.dropdown-vector-page-tools-dropdown" class="vector-dropdown-checkbox " aria-label="Tools" > <label id="vector-page-tools-dropdown-label" for="vector-page-tools-dropdown-checkbox" class="vector-dropdown-label cdx-button cdx-button--fake-button cdx-button--fake-button--enabled cdx-button--weight-quiet" aria-hidden="true" ><span class="vector-dropdown-label-text">Tools</span> </label> <div class="vector-dropdown-content"> <div id="vector-page-tools-unpinned-container" class="vector-unpinned-container"> <div id="vector-page-tools" class="vector-page-tools vector-pinnable-element"> <div class="vector-pinnable-header vector-page-tools-pinnable-header vector-pinnable-header-unpinned" data-feature-name="page-tools-pinned" data-pinnable-element-id="vector-page-tools" data-pinned-container-id="vector-page-tools-pinned-container" data-unpinned-container-id="vector-page-tools-unpinned-container" > <div class="vector-pinnable-header-label">Tools</div> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-pin-button" data-event-name="pinnable-header.vector-page-tools.pin">move to sidebar</button> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-unpin-button" data-event-name="pinnable-header.vector-page-tools.unpin">hide</button> </div> <div id="p-cactions" class="vector-menu mw-portlet mw-portlet-cactions emptyPortlet vector-has-collapsible-items" title="More options" > <div class="vector-menu-heading"> Actions </div> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="ca-more-view" class="selected vector-more-collapsible-item mw-list-item"><a href="/wiki/Automatic1111"><span>Read</span></a></li><li id="ca-more-edit" class="vector-more-collapsible-item mw-list-item"><a href="/w/index.php?title=Automatic1111&action=edit" title="Edit this page [e]" accesskey="e"><span>Edit</span></a></li><li id="ca-more-history" class="vector-more-collapsible-item mw-list-item"><a href="/w/index.php?title=Automatic1111&action=history"><span>View history</span></a></li> </ul> </div> </div> <div id="p-tb" class="vector-menu mw-portlet mw-portlet-tb" > <div class="vector-menu-heading"> General </div> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="t-whatlinkshere" class="mw-list-item"><a href="/wiki/Special:WhatLinksHere/Automatic1111" title="List of all English Wikipedia pages containing links to this page [j]" accesskey="j"><span>What links here</span></a></li><li id="t-recentchangeslinked" class="mw-list-item"><a href="/wiki/Special:RecentChangesLinked/Automatic1111" rel="nofollow" title="Recent changes in pages linked from this page [k]" accesskey="k"><span>Related changes</span></a></li><li id="t-upload" class="mw-list-item"><a href="/wiki/Wikipedia:File_Upload_Wizard" title="Upload files [u]" accesskey="u"><span>Upload file</span></a></li><li id="t-specialpages" class="mw-list-item"><a href="/wiki/Special:SpecialPages" title="A list of all special pages [q]" accesskey="q"><span>Special pages</span></a></li><li id="t-permalink" class="mw-list-item"><a href="/w/index.php?title=Automatic1111&oldid=1258246554" title="Permanent link to this revision of this page"><span>Permanent link</span></a></li><li id="t-info" class="mw-list-item"><a href="/w/index.php?title=Automatic1111&action=info" title="More information about this page"><span>Page information</span></a></li><li id="t-cite" class="mw-list-item"><a href="/w/index.php?title=Special:CiteThisPage&page=Automatic1111&id=1258246554&wpFormIdentifier=titleform" title="Information on how to cite this page"><span>Cite this page</span></a></li><li id="t-urlshortener" class="mw-list-item"><a href="/w/index.php?title=Special:UrlShortener&url=https%3A%2F%2Fen.wikipedia.org%2Fw%2Findex.php%3Ftitle%3DAutomatic1111%26diff%3Dprev%26oldid%3D1258246554"><span>Get shortened URL</span></a></li><li id="t-urlshortener-qrcode" class="mw-list-item"><a href="/w/index.php?title=Special:QrCode&url=https%3A%2F%2Fen.wikipedia.org%2Fw%2Findex.php%3Ftitle%3DAutomatic1111%26diff%3Dprev%26oldid%3D1258246554"><span>Download QR code</span></a></li> </ul> </div> </div> <div id="p-coll-print_export" class="vector-menu mw-portlet mw-portlet-coll-print_export" > <div class="vector-menu-heading"> Print/export </div> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li id="coll-download-as-rl" class="mw-list-item"><a href="/w/index.php?title=Special:DownloadAsPdf&page=Automatic1111&action=show-download-screen" title="Download this page as a PDF file"><span>Download as PDF</span></a></li><li id="t-print" class="mw-list-item"><a href="/w/index.php?title=Automatic1111&printable=yes" title="Printable version of this page [p]" accesskey="p"><span>Printable version</span></a></li> </ul> </div> </div> <div id="p-wikibase-otherprojects" class="vector-menu mw-portlet mw-portlet-wikibase-otherprojects" > <div class="vector-menu-heading"> In other projects </div> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li class="wb-otherproject-link wb-otherproject-commons mw-list-item"><a href="https://commons.wikimedia.org/wiki/Category:AUTOMATIC1111_Stable_Diffusion_Web_UI" hreflang="en"><span>Wikimedia Commons</span></a></li><li id="t-wikibase" class="wb-otherproject-link wb-otherproject-wikibase-dataitem mw-list-item"><a href="https://www.wikidata.org/wiki/Special:EntityPage/Q127868142" title="Structured data on this page hosted by Wikidata [g]" accesskey="g"><span>Wikidata item</span></a></li> </ul> </div> </div> </div> </div> </div> </div> </nav> </div> </div> </div> <div class="vector-column-end"> <div class="vector-sticky-pinned-container"> <nav class="vector-page-tools-landmark" aria-label="Page tools"> <div id="vector-page-tools-pinned-container" class="vector-pinned-container"> </div> </nav> <nav class="vector-appearance-landmark" aria-label="Appearance"> <div id="vector-appearance-pinned-container" class="vector-pinned-container"> <div id="vector-appearance" class="vector-appearance vector-pinnable-element"> <div class="vector-pinnable-header vector-appearance-pinnable-header vector-pinnable-header-pinned" data-feature-name="appearance-pinned" data-pinnable-element-id="vector-appearance" data-pinned-container-id="vector-appearance-pinned-container" data-unpinned-container-id="vector-appearance-unpinned-container" > <div class="vector-pinnable-header-label">Appearance</div> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-pin-button" data-event-name="pinnable-header.vector-appearance.pin">move to sidebar</button> <button class="vector-pinnable-header-toggle-button vector-pinnable-header-unpin-button" data-event-name="pinnable-header.vector-appearance.unpin">hide</button> </div> </div> </div> </nav> </div> </div> <div id="bodyContent" class="vector-body" aria-labelledby="firstHeading" data-mw-ve-target-container> <div class="vector-body-before-content"> <div class="mw-indicators"> <div id="mw-indicator-mw-helplink" class="mw-indicator"><a href="https://www.mediawiki.org/wiki/Special:MyLanguage/Help:Diff" target="_blank" class="mw-helplink"><span class="mw-helplink-icon"></span>Help</a></div> </div> <div id="siteSub" class="noprint">From Wikipedia, the free encyclopedia</div> </div> <div id="contentSub"><div id="mw-content-subtitle"></div></div> <div id="mw-content-text" class="mw-body-content"><div class="mw-revslider-container"><span style='width: 100%; text-align: center;' id='ooui-php-1' class='mw-revslider-toggle-button oo-ui-widget oo-ui-widget-enabled oo-ui-buttonElement oo-ui-buttonElement-frameless oo-ui-indicatorElement oo-ui-labelElement oo-ui-buttonWidget' data-ooui='{"_":"OO.ui.ButtonWidget","rel":["nofollow"],"framed":false,"indicator":"down","label":"Browse history interactively","title":"Open revision slider","classes":["mw-revslider-toggle-button"]}'><a role='button' title='Open revision slider' tabindex='0' rel='nofollow' class='oo-ui-buttonElement-button'><span class='oo-ui-iconElement-icon oo-ui-iconElement-noIcon'></span><span class='oo-ui-labelElement-label'>Browse history interactively</span><span class='oo-ui-indicatorElement-indicator oo-ui-indicator-down'></span></a></span><div class="mw-revslider-slider-wrapper" style="display: none;"><div class="mw-revslider-placeholder"><div class="mw-revslider-spinner"><div class="mw-revslider-bounce"></div></div></div></div></div><div class="mw-diff-revision-history-links"><a href="/w/index.php?title=Automatic1111&diff=prev&oldid=1258129629" class="mw-diff-revision-history-link-previous" title="Automatic1111">← Previous edit</a></div><div class="mw-diff-table-prefix" dir="ltr" lang="en"><div class="mw-diff-inline-legend oo-ui-element-hidden"><span class="mw-diff-inline-legend-del">Content deleted</span> <span class="mw-diff-inline-legend-ins">Content added</span></div><div class="ve-init-mw-diffPage-diffMode"><span class='oo-ui-widget oo-ui-widget-enabled oo-ui-buttonGroupWidget'><span aria-disabled='true' class='oo-ui-widget oo-ui-widget-disabled oo-ui-buttonElement oo-ui-buttonElement-framed oo-ui-iconElement oo-ui-labelElement oo-ui-buttonWidget'><a role='button' tabindex='-1' aria-disabled='true' rel='nofollow' class='oo-ui-buttonElement-button'><span class='oo-ui-iconElement-icon oo-ui-icon-eye oo-ui-image-invert'></span><span class='oo-ui-labelElement-label'>Visual</span><span class='oo-ui-indicatorElement-indicator oo-ui-indicatorElement-noIndicator oo-ui-image-invert'></span></a></span><span class='oo-ui-widget oo-ui-widget-enabled oo-ui-buttonElement oo-ui-buttonElement-framed oo-ui-iconElement oo-ui-labelElement oo-ui-buttonWidget oo-ui-buttonElement-active'><a role='button' tabindex='0' rel='nofollow' class='oo-ui-buttonElement-button'><span class='oo-ui-iconElement-icon oo-ui-icon-wikiText oo-ui-image-invert'></span><span class='oo-ui-labelElement-label'>Wikitext</span><span class='oo-ui-indicatorElement-indicator oo-ui-indicatorElement-noIndicator oo-ui-image-invert'></span></a></span></span></div><div class="mw-diffPage-inlineToggle-container"><div id='mw-diffPage-inline-toggle-switch-layout' class='oo-ui-layout oo-ui-labelElement oo-ui-fieldLayout oo-ui-fieldLayout-align-left' data-ooui='{"_":"OO.ui.FieldLayout","fieldWidget":{"tag":"mw-diffPage-inline-toggle-switch"},"$overlay":true,"label":"Inline","title":"Switches between inline format and two-column format"}'><div class='oo-ui-fieldLayout-body'><span class='oo-ui-fieldLayout-header'><label title='Switches between inline format and two-column format' id='ooui-php-2' class='oo-ui-labelElement-label'>Inline</label></span><div class='oo-ui-fieldLayout-field'><div id='mw-diffPage-inline-toggle-switch' title='Switches between inline format and two-column format' aria-checked='false' tabindex='0' role='switch' aria-labelledby='ooui-php-2' class='oo-ui-widget oo-ui-widget-enabled oo-ui-toggleWidget oo-ui-toggleWidget-off oo-ui-toggleSwitchWidget' data-ooui='{"_":"OO.ui.ToggleSwitchWidget","href":"\/w\/index.php?title=Automatic1111&diff=prev&oldid=1258246554&diff-type=inline","value":false,"title":"Switches between inline format and two-column format"}'><span class='oo-ui-toggleSwitchWidget-glow'></span><a href='/w/index.php?title=Automatic1111&diff=prev&oldid=1258246554&diff-type=inline'><span class='oo-ui-toggleSwitchWidget-grip'></span></a></div></div></div></div></div></div><table class="diff diff-type-table diff-contentalign-left diff-editfont-monospace" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" class="diff-otitle diff-side-deleted"><div id="mw-diff-otitle1"><strong><a href="/w/index.php?title=Automatic1111&oldid=1258129629" title="Automatic1111">Revision as of 07:49, 18 November 2024</a> <span class="mw-diff-edit"><a href="/w/index.php?title=Automatic1111&action=edit&oldid=1258129629" title="Automatic1111">edit</a></span><span class="mw-diff-timestamp" data-timestamp="2024-11-18T07:49:30Z"></span></strong></div><div id="mw-diff-otitle2"><a href="/wiki/User:VulcanSphere" class="mw-userlink" title="User:VulcanSphere" data-mw-revid="1258129629"><bdi>VulcanSphere</bdi></a> <span class="mw-usertoollinks">(<a href="/wiki/User_talk:VulcanSphere" class="mw-usertoollinks-talk" title="User talk:VulcanSphere">talk</a> | <a href="/wiki/Special:Contributions/VulcanSphere" class="mw-usertoollinks-contribs" title="Special:Contributions/VulcanSphere">contribs</a>)</span><div class="mw-diff-usermetadata"><div class="mw-diff-userroles"><a href="/wiki/Wikipedia:Extended_confirmed_editors" class="mw-redirect" title="Wikipedia:Extended confirmed editors">Extended confirmed users</a></div><div class="mw-diff-usereditcount"><span>15,726</span> edits</div></div></div><div id="mw-diff-otitle3"> <span class="comment comment--without-parentheses"><span class="autocomment"><a href="#Stable_Diffusion_WebUI_Forge">→<bdi dir="ltr">Stable Diffusion WebUI Forge</bdi></a>: </span> Adding wikilink to <a href="/wiki/FLUX.1" class="mw-redirect" title="FLUX.1">FLUX.1</a></span></div><div id="mw-diff-otitle5"><span class="mw-tag-markers"><a href="/wiki/Special:Tags" title="Special:Tags">Tag</a>: <span class="mw-tag-marker mw-tag-marker-visualeditor"><a href="/wiki/Wikipedia:VisualEditor">Visual edit</a></span></span></div><div id="mw-diff-otitle4"><a href="/w/index.php?title=Automatic1111&diff=prev&oldid=1258129629" title="Automatic1111" id="differences-prevlink">← Previous edit</a></div></td> <td colspan="2" class="diff-ntitle diff-side-added"><div id="mw-diff-ntitle1"><strong><a href="/w/index.php?title=Automatic1111&oldid=1258246554" title="Automatic1111">Latest revision as of 23:02, 18 November 2024</a> <span class="mw-diff-edit"><a href="/w/index.php?title=Automatic1111&action=edit" title="Automatic1111">edit</a></span><span class="mw-diff-timestamp" data-timestamp="2024-11-18T23:02:01Z"></span> <span class="mw-diff-undo"><a href="/w/index.php?title=Automatic1111&action=edit&undoafter=1258129629&undo=1258246554" title=""Undo" reverts this edit and opens the edit form in preview mode. It allows adding a reason in the summary.">undo</a></span></strong></div><div id="mw-diff-ntitle2"><a href="/wiki/User:J2UDY7r00CRjH" class="mw-userlink" title="User:J2UDY7r00CRjH" data-mw-revid="1258246554"><bdi>J2UDY7r00CRjH</bdi></a> <span class="mw-usertoollinks">(<a href="/wiki/User_talk:J2UDY7r00CRjH" class="mw-usertoollinks-talk" title="User talk:J2UDY7r00CRjH">talk</a> | <a href="/wiki/Special:Contributions/J2UDY7r00CRjH" class="mw-usertoollinks-contribs" title="Special:Contributions/J2UDY7r00CRjH">contribs</a>)</span><div class="mw-diff-usermetadata"><div class="mw-diff-userroles"><a href="/wiki/Wikipedia:Extended_confirmed_editors" class="mw-redirect" title="Wikipedia:Extended confirmed editors">Extended confirmed users</a></div><div class="mw-diff-usereditcount"><span>2,837</span> edits</div></div></div><div id="mw-diff-ntitle3"><abbr class="minoredit" title="This is a minor edit">m</abbr> <span class="comment comment--without-parentheses"><span class="autocomment"><a href="#Stable_Diffusion_WebUI_Forge">→<bdi dir="ltr">Stable Diffusion WebUI Forge</bdi></a></span></span></div><div id="mw-diff-ntitle5"></div><div id="mw-diff-ntitle4"> </div></td> </tr><tr> <td colspan="2" class="diff-lineno">Line 24:</td> <td colspan="2" class="diff-lineno">Line 24:</td> </tr> <tr> <td class="diff-marker"></td> <td class="diff-context diff-side-deleted"><div>==Stable Diffusion WebUI Forge==</div></td> <td class="diff-marker"></td> <td class="diff-context diff-side-added"><div>==Stable Diffusion WebUI Forge==</div></td> </tr> <tr> <td class="diff-marker"></td> <td class="diff-context diff-side-deleted"><br /></td> <td class="diff-marker"></td> <td class="diff-context diff-side-added"><br /></td> </tr> <tr> <td class="diff-marker" data-marker="−"></td> <td class="diff-deletedline diff-side-deleted"><div>'''Stable Diffusion WebUI Forge''' ('''Forge''') is a notable fork of SD WebUI started by Lvmin Zhang, who is also the creator of [[Stable_Diffusion#ControlNet|ControlNet]] and [[Fooocus]].<ref name="PC Watch 14 February 2024" /><ref name="ASCII February 26, 2024" /> The initial goal of ''Forge'' was to improve the performance and features of SD WebUI with the intention to upstream changes back to SD WebUI.<ref name="PC Watch 14 February 2024" /><ref name="ASCII February 26, 2024" /> One of ''Forge''<nowiki>'s</nowiki> optimizations allowed users with low [[VRAM]] to generate images faster on some versions of Stable Diffusion.<ref name="PC Watch 14 February 2024" /> It improved generation speed for users with 8GB and 6GB VRAM by 30-45% and 60-75%, respectively.<ref name="PC Watch 14 February 2024" /><ref name="ASCII February 26, 2024" /> ''Forge'' also includes extra features such as support for more samplers than standard SD WebUI.<ref name="Geeky Gadgets 14 February 2024" /> Some of ''Forge''<nowiki>'s</nowiki> optimizations were borrowed from [[ComfyUI]], and others were developed by the Forge team.<ref name="ASCII February 26, 2024" /> In August 2024, ''Forge'' added support for the [[<del class="diffchange diffchange-inline">FLUX.1</del>]] diffusion model developed by Black Forest Labs, which is not yet supported by SD WebUI.<ref name="ASCII August 18, 2024" /></div></td> <td class="diff-marker" data-marker="+"></td> <td class="diff-addedline diff-side-added"><div>'''Stable Diffusion WebUI Forge''' ('''Forge''') is a notable fork of SD WebUI started by Lvmin Zhang, who is also the creator of [[Stable_Diffusion#ControlNet|ControlNet]] and [[Fooocus]].<ref name="PC Watch 14 February 2024" /><ref name="ASCII February 26, 2024" /> The initial goal of ''Forge'' was to improve the performance and features of SD WebUI with the intention to upstream changes back to SD WebUI.<ref name="PC Watch 14 February 2024" /><ref name="ASCII February 26, 2024" /> One of ''Forge''<nowiki>'s</nowiki> optimizations allowed users with low [[VRAM]] to generate images faster on some versions of Stable Diffusion.<ref name="PC Watch 14 February 2024" /> It improved generation speed for users with 8GB and 6GB VRAM by 30-45% and 60-75%, respectively.<ref name="PC Watch 14 February 2024" /><ref name="ASCII February 26, 2024" /> ''Forge'' also includes extra features such as support for more samplers than standard SD WebUI.<ref name="Geeky Gadgets 14 February 2024" /> Some of ''Forge''<nowiki>'s</nowiki> optimizations were borrowed from [[ComfyUI]], and others were developed by the Forge team.<ref name="ASCII February 26, 2024" /> In August 2024, ''Forge'' added support for the [[<ins class="diffchange diffchange-inline">Flux (text-to-image model)|Flux</ins>]] diffusion model developed by Black Forest Labs, which is not yet supported by SD WebUI.<ref name="ASCII August 18, 2024" /></div></td> </tr> <tr> <td class="diff-marker"></td> <td class="diff-context diff-side-deleted"><br /></td> <td class="diff-marker"></td> <td class="diff-context diff-side-added"><br /></td> </tr> <tr> <td class="diff-marker"></td> <td class="diff-context diff-side-deleted"><div>==References==</div></td> <td class="diff-marker"></td> <td class="diff-context diff-side-added"><div>==References==</div></td> </tr> </table><hr class='diff-hr' id='mw-oldid' /> <h2 class='diff-currentversion-title'>Latest revision as of 23:02, 18 November 2024</h2> <div class="mw-content-ltr mw-parser-output" lang="en" dir="ltr"><div class="shortdescription nomobile noexcerpt noprint searchaux" style="display:none">Open source generative artificial intelligence UI</div> <style data-mw-deduplicate="TemplateStyles:r1257001546">.mw-parser-output .infobox-subbox{padding:0;border:none;margin:-3px;width:auto;min-width:100%;font-size:100%;clear:none;float:none;background-color:transparent}.mw-parser-output .infobox-3cols-child{margin:auto}.mw-parser-output .infobox .navbar{font-size:100%}@media screen{html.skin-theme-clientpref-night .mw-parser-output .infobox-full-data:not(.notheme)>div:not(.notheme)[style]{background:#1f1f23!important;color:#f8f9fa}}@media screen and (prefers-color-scheme:dark){html.skin-theme-clientpref-os .mw-parser-output .infobox-full-data:not(.notheme) div:not(.notheme){background:#1f1f23!important;color:#f8f9fa}}@media(min-width:640px){body.skin--responsive .mw-parser-output .infobox-table{display:table!important}body.skin--responsive .mw-parser-output .infobox-table>caption{display:table-caption!important}body.skin--responsive .mw-parser-output .infobox-table>tbody{display:table-row-group}body.skin--responsive .mw-parser-output .infobox-table tr{display:table-row!important}body.skin--responsive .mw-parser-output .infobox-table th,body.skin--responsive .mw-parser-output .infobox-table td{padding-left:inherit;padding-right:inherit}}</style><table class="infobox vevent"><caption class="infobox-title summary">AUTOMATIC1111 Stable Diffusion Web UI</caption><tbody><tr><td colspan="2" class="infobox-image logo"><span class="mw-default-size" typeof="mw:File/Frameless"><a href="/wiki/File:Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/0/0c/Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png/220px-Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png" decoding="async" width="220" height="172" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/0/0c/Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png/330px-Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/0/0c/Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png/440px-Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png 2x" data-file-width="1236" data-file-height="966" /></a></span></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Programmer" title="Programmer">Original author(s)</a></th><td class="infobox-data">AUTOMATIC1111</td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Programmer" title="Programmer">Developer(s)</a></th><td class="infobox-data">AUTOMATIC1111 and community</td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;">Initial release</th><td class="infobox-data">August 22, 2022<span class="noprint">; 2 years ago</span><span style="display:none"> (<span class="bday dtstart published updated">2022-08-22</span>)</span><sup id="cite_ref-githubrelease_1-0" class="reference"><a href="#cite_note-githubrelease-1"><span class="cite-bracket">[</span>1<span class="cite-bracket">]</span></a></sup></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Repository_(version_control)" title="Repository (version control)">Repository</a></th><td class="infobox-data"><span class="url"><a rel="nofollow" class="external text" href="https://github.com/AUTOMATIC1111/stable-diffusion-webui">github<wbr />.com<wbr />/AUTOMATIC1111<wbr />/stable-diffusion-webui</a></span></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;">Written in</th><td class="infobox-data"><a href="/wiki/Python_(programming_language)" title="Python (programming language)">Python</a></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="/wiki/Software_license" title="Software license">License</a></th><td class="infobox-data"><a href="/wiki/GNU_Affero_General_Public_License" title="GNU Affero General Public License">AGPL-3.0</a><sup id="cite_ref-githublicense_2-0" class="reference"><a href="#cite_note-githublicense-2"><span class="cite-bracket">[</span>2<span class="cite-bracket">]</span></a></sup></td></tr></tbody></table> <p><b>AUTOMATIC1111 Stable Diffusion Web UI</b> (<b>SD WebUI</b>, <b>A1111</b>, or <b>Automatic1111</b><sup id="cite_ref-acm_oct_2023_3-0" class="reference"><a href="#cite_note-acm_oct_2023-3"><span class="cite-bracket">[</span>3<span class="cite-bracket">]</span></a></sup>) is an <a href="/wiki/Open_source" title="Open source">open source</a> <a href="/wiki/Generative_artificial_intelligence" title="Generative artificial intelligence">generative artificial intelligence</a> program that allows users to generate images from a <a href="/wiki/Prompt_(natural_language)" class="mw-redirect" title="Prompt (natural language)">text prompt</a>.<sup id="cite_ref-theregister_4-0" class="reference"><a href="#cite_note-theregister-4"><span class="cite-bracket">[</span>4<span class="cite-bracket">]</span></a></sup> It uses <a href="/wiki/Stable_Diffusion" title="Stable Diffusion">Stable Diffusion</a> as the base model for its image capabilities together with a large set of extensions and features to customize its output.<sup id="cite_ref-howtogeek_5-0" class="reference"><a href="#cite_note-howtogeek-5"><span class="cite-bracket">[</span>5<span class="cite-bracket">]</span></a></sup> </p> <meta property="mw:PageProp/toc" /> <div class="mw-heading mw-heading2"><h2 id="History">History</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Automatic1111&action=edit&section=1" title="Edit section: History"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p><i>SD WebUI</i> was released on GitHub on August 22, 2022, by AUTOMATIC1111,<sup id="cite_ref-githubrelease_1-1" class="reference"><a href="#cite_note-githubrelease-1"><span class="cite-bracket">[</span>1<span class="cite-bracket">]</span></a></sup> 1 month after the initial release of Stable Diffusion.<sup id="cite_ref-stablediffusionrelease_6-0" class="reference"><a href="#cite_note-stablediffusionrelease-6"><span class="cite-bracket">[</span>6<span class="cite-bracket">]</span></a></sup> At the time, Stable Diffusion could only be run via the <a href="/wiki/Command_line" class="mw-redirect" title="Command line">command line</a>.<sup id="cite_ref-howtogeek_5-1" class="reference"><a href="#cite_note-howtogeek-5"><span class="cite-bracket">[</span>5<span class="cite-bracket">]</span></a></sup> <i>SD WebUI</i> quickly rose in popularity and has been described as "the most popular tool for running diffusion models locally."<sup id="cite_ref-theregister_4-1" class="reference"><a href="#cite_note-theregister-4"><span class="cite-bracket">[</span>4<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-Zhu_7-0" class="reference"><a href="#cite_note-Zhu-7"><span class="cite-bracket">[</span>7<span class="cite-bracket">]</span></a></sup> A user study of six StableDiffusion users showed that all participants had used SD WebUI at least once.<sup id="cite_ref-acm_oct_2023_3-1" class="reference"><a href="#cite_note-acm_oct_2023-3"><span class="cite-bracket">[</span>3<span class="cite-bracket">]</span></a></sup> The study showed that users ascribe SD WebUI's popularity to its ease of installation and support for open source tools.<sup id="cite_ref-acm_oct_2023_3-2" class="reference"><a href="#cite_note-acm_oct_2023-3"><span class="cite-bracket">[</span>3<span class="cite-bracket">]</span></a></sup> In February 2024, a book was published by <a href="https://ja.wikipedia.org/wiki/%E6%8A%80%E8%A1%93%E8%A9%95%E8%AB%96%E7%A4%BE" class="extiw" title="ja:技術評論社">ja:Gijutsu Hyoronsha</a> on using Stable Diffusion with SD WebUI in Japanese.<sup id="cite_ref-大﨑顕_8-0" class="reference"><a href="#cite_note-大﨑顕-8"><span class="cite-bracket">[</span>8<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-gihyo.jp_9-0" class="reference"><a href="#cite_note-gihyo.jp-9"><span class="cite-bracket">[</span>9<span class="cite-bracket">]</span></a></sup> As of July 2024, the project had 136,000 stars on GitHub.<sup id="cite_ref-gihubrepo_10-0" class="reference"><a href="#cite_note-gihubrepo-10"><span class="cite-bracket">[</span>10<span class="cite-bracket">]</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="Features">Features</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Automatic1111&action=edit&section=2" title="Edit section: Features"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p><i>SD WebUI</i> uses <a href="/wiki/Hugging_Face#Other_libraries" title="Hugging Face">Gradio</a> for its user interface.<sup id="cite_ref-koreascience_11-0" class="reference"><a href="#cite_note-koreascience-11"><span class="cite-bracket">[</span>11<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-iasdr_12-0" class="reference"><a href="#cite_note-iasdr-12"><span class="cite-bracket">[</span>12<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-pcguidegradio_13-0" class="reference"><a href="#cite_note-pcguidegradio-13"><span class="cite-bracket">[</span>13<span class="cite-bracket">]</span></a></sup> Each <a href="/wiki/Parameter_(computer_programming)" title="Parameter (computer programming)">parameter</a> in the Stable Diffusion program is exposed via a UI interface within <i>SD WebUI</i>. <i>SD WebUI</i> contains additional parameters not included in Stable Diffusion itself, such as support for <a href="/wiki/Fine-tuning_(deep_learning)#Low-rank_adaptation" title="Fine-tuning (deep learning)">Low-rank adaptations</a>, <a href="/wiki/Stable_Diffusion#ControlNet" title="Stable Diffusion">ControlNet</a> and custom <a href="/wiki/Variational_autoencoder" title="Variational autoencoder">variational autoencoders</a>.<sup id="cite_ref-koreascience_11-1" class="reference"><a href="#cite_note-koreascience-11"><span class="cite-bracket">[</span>11<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-iasdr_12-1" class="reference"><a href="#cite_note-iasdr-12"><span class="cite-bracket">[</span>12<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-pcguide_14-0" class="reference"><a href="#cite_note-pcguide-14"><span class="cite-bracket">[</span>14<span class="cite-bracket">]</span></a></sup> <i>SD WebUI</i> supports prompt weighting, image-to-image based generation, <a href="/wiki/Inpainting" title="Inpainting">inpainting</a>, outpainting and <a href="/wiki/Image_scaling" title="Image scaling">image scaling</a>.<sup id="cite_ref-Phoenix_&_Taylor_15-0" class="reference"><a href="#cite_note-Phoenix_&_Taylor-15"><span class="cite-bracket">[</span>15<span class="cite-bracket">]</span></a></sup> It supports over 20 <a href="/wiki/Diffusion_model#Samplers" title="Diffusion model">samplers</a> including DDIM, Euler, Euler a, DPM++ 2M Karras, and UniPC.<sup id="cite_ref-Phoenix_&_Taylor_15-1" class="reference"><a href="#cite_note-Phoenix_&_Taylor-15"><span class="cite-bracket">[</span>15<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-Zhang&Jiang_16-0" class="reference"><a href="#cite_note-Zhang&Jiang-16"><span class="cite-bracket">[</span>16<span class="cite-bracket">]</span></a></sup> It is also used for its various optimizations over the base Stable Diffusion.<sup id="cite_ref-howtogeek_5-2" class="reference"><a href="#cite_note-howtogeek-5"><span class="cite-bracket">[</span>5<span class="cite-bracket">]</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="Stable_Diffusion_WebUI_Forge">Stable Diffusion WebUI Forge</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Automatic1111&action=edit&section=3" title="Edit section: Stable Diffusion WebUI Forge"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p><b>Stable Diffusion WebUI Forge</b> (<b>Forge</b>) is a notable fork of SD WebUI started by Lvmin Zhang, who is also the creator of <a href="/wiki/Stable_Diffusion#ControlNet" title="Stable Diffusion">ControlNet</a> and <a href="/wiki/Fooocus" title="Fooocus">Fooocus</a>.<sup id="cite_ref-PC_Watch_14_February_2024_17-0" class="reference"><a href="#cite_note-PC_Watch_14_February_2024-17"><span class="cite-bracket">[</span>17<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-ASCII_February_26,_2024_18-0" class="reference"><a href="#cite_note-ASCII_February_26,_2024-18"><span class="cite-bracket">[</span>18<span class="cite-bracket">]</span></a></sup> The initial goal of <i>Forge</i> was to improve the performance and features of SD WebUI with the intention to upstream changes back to SD WebUI.<sup id="cite_ref-PC_Watch_14_February_2024_17-1" class="reference"><a href="#cite_note-PC_Watch_14_February_2024-17"><span class="cite-bracket">[</span>17<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-ASCII_February_26,_2024_18-1" class="reference"><a href="#cite_note-ASCII_February_26,_2024-18"><span class="cite-bracket">[</span>18<span class="cite-bracket">]</span></a></sup> One of <i>Forge</i>'s optimizations allowed users with low <a href="/wiki/VRAM" class="mw-redirect" title="VRAM">VRAM</a> to generate images faster on some versions of Stable Diffusion.<sup id="cite_ref-PC_Watch_14_February_2024_17-2" class="reference"><a href="#cite_note-PC_Watch_14_February_2024-17"><span class="cite-bracket">[</span>17<span class="cite-bracket">]</span></a></sup> It improved generation speed for users with 8GB and 6GB VRAM by 30-45% and 60-75%, respectively.<sup id="cite_ref-PC_Watch_14_February_2024_17-3" class="reference"><a href="#cite_note-PC_Watch_14_February_2024-17"><span class="cite-bracket">[</span>17<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-ASCII_February_26,_2024_18-2" class="reference"><a href="#cite_note-ASCII_February_26,_2024-18"><span class="cite-bracket">[</span>18<span class="cite-bracket">]</span></a></sup> <i>Forge</i> also includes extra features such as support for more samplers than standard SD WebUI.<sup id="cite_ref-Geeky_Gadgets_14_February_2024_19-0" class="reference"><a href="#cite_note-Geeky_Gadgets_14_February_2024-19"><span class="cite-bracket">[</span>19<span class="cite-bracket">]</span></a></sup> Some of <i>Forge</i>'s optimizations were borrowed from <a href="/wiki/ComfyUI" title="ComfyUI">ComfyUI</a>, and others were developed by the Forge team.<sup id="cite_ref-ASCII_February_26,_2024_18-3" class="reference"><a href="#cite_note-ASCII_February_26,_2024-18"><span class="cite-bracket">[</span>18<span class="cite-bracket">]</span></a></sup> In August 2024, <i>Forge</i> added support for the <a href="/wiki/Flux_(text-to-image_model)" title="Flux (text-to-image model)">Flux</a> diffusion model developed by Black Forest Labs, which is not yet supported by SD WebUI.<sup id="cite_ref-ASCII_August_18,_2024_20-0" class="reference"><a href="#cite_note-ASCII_August_18,_2024-20"><span class="cite-bracket">[</span>20<span class="cite-bracket">]</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="References">References</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Automatic1111&action=edit&section=4" title="Edit section: References"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <style data-mw-deduplicate="TemplateStyles:r1239543626">.mw-parser-output .reflist{margin-bottom:0.5em;list-style-type:decimal}@media screen{.mw-parser-output .reflist{font-size:90%}}.mw-parser-output .reflist .references{font-size:100%;margin-bottom:0;list-style-type:inherit}.mw-parser-output .reflist-columns-2{column-width:30em}.mw-parser-output .reflist-columns-3{column-width:25em}.mw-parser-output .reflist-columns{margin-top:0.3em}.mw-parser-output .reflist-columns ol{margin-top:0}.mw-parser-output .reflist-columns li{page-break-inside:avoid;break-inside:avoid-column}.mw-parser-output .reflist-upper-alpha{list-style-type:upper-alpha}.mw-parser-output .reflist-upper-roman{list-style-type:upper-roman}.mw-parser-output .reflist-lower-alpha{list-style-type:lower-alpha}.mw-parser-output .reflist-lower-greek{list-style-type:lower-greek}.mw-parser-output .reflist-lower-roman{list-style-type:lower-roman}</style><div class="reflist"> <div class="mw-references-wrap mw-references-columns"><ol class="references"> <li id="cite_note-githubrelease-1"><span class="mw-cite-backlink">^ <a href="#cite_ref-githubrelease_1-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-githubrelease_1-1"><sup><i><b>b</b></i></sup></a></span> <span class="reference-text"><style data-mw-deduplicate="TemplateStyles:r1238218222">.mw-parser-output cite.citation{font-style:inherit;word-wrap:break-word}.mw-parser-output .citation q{quotes:"\"""\"""'""'"}.mw-parser-output .citation:target{background-color:rgba(0,127,255,0.133)}.mw-parser-output .id-lock-free.id-lock-free a{background:url("//upload.wikimedia.org/wikipedia/commons/6/65/Lock-green.svg")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-limited.id-lock-limited a,.mw-parser-output .id-lock-registration.id-lock-registration a{background:url("//upload.wikimedia.org/wikipedia/commons/d/d6/Lock-gray-alt-2.svg")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-subscription.id-lock-subscription a{background:url("//upload.wikimedia.org/wikipedia/commons/a/aa/Lock-red-alt-2.svg")right 0.1em center/9px no-repeat}.mw-parser-output .cs1-ws-icon a{background:url("//upload.wikimedia.org/wikipedia/commons/4/4c/Wikisource-logo.svg")right 0.1em center/12px no-repeat}body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-free a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-limited a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-registration a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-subscription a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .cs1-ws-icon a{background-size:contain;padding:0 1em 0 0}.mw-parser-output .cs1-code{color:inherit;background:inherit;border:none;padding:inherit}.mw-parser-output .cs1-hidden-error{display:none;color:var(--color-error,#d33)}.mw-parser-output .cs1-visible-error{color:var(--color-error,#d33)}.mw-parser-output .cs1-maint{display:none;color:#085;margin-left:0.3em}.mw-parser-output .cs1-kern-left{padding-left:0.2em}.mw-parser-output .cs1-kern-right{padding-right:0.2em}.mw-parser-output .citation .mw-selflink{font-weight:inherit}@media screen{.mw-parser-output .cs1-format{font-size:95%}html.skin-theme-clientpref-night .mw-parser-output .cs1-maint{color:#18911f}}@media screen and (prefers-color-scheme:dark){html.skin-theme-clientpref-os .mw-parser-output .cs1-maint{color:#18911f}}</style><cite id="CITEREFAUTOMATIC11112022" class="citation web cs1">AUTOMATIC1111 (Aug 22, 2022). <a rel="nofollow" class="external text" href="https://github.com/AUTOMATIC1111/stable-diffusion-webui/commit/71cf18b012857b2cbbc52ff66f63db83689b6bfc">"Initial commit"</a>. <i>github</i>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=github&rft.atitle=Initial+commit&rft.date=2022-08-22&rft.au=AUTOMATIC1111&rft_id=https%3A%2F%2Fgithub.com%2FAUTOMATIC1111%2Fstable-diffusion-webui%2Fcommit%2F71cf18b012857b2cbbc52ff66f63db83689b6bfc&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span><span class="cs1-maint citation-comment"><code class="cs1-code">{{<a href="/wiki/Template:Cite_web" title="Template:Cite web">cite web</a>}}</code>: CS1 maint: numeric names: authors list (<a href="/wiki/Category:CS1_maint:_numeric_names:_authors_list" title="Category:CS1 maint: numeric names: authors list">link</a>)</span></span> </li> <li id="cite_note-githublicense-2"><span class="mw-cite-backlink"><b><a href="#cite_ref-githublicense_2-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFAUTOMATIC11112023" class="citation web cs1">AUTOMATIC1111 (Jan 15, 2023). <a rel="nofollow" class="external text" href="https://github.com/AUTOMATIC1111/stable-diffusion-webui/commit/d97f467c0d27695d23edad5e4f8898a57e0ccb00">"add license file"</a>. <i>github</i><span class="reference-accessdate">. Retrieved <span class="nowrap">11 July</span> 2024</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=github&rft.atitle=add+license+file&rft.date=2023-01-15&rft.au=AUTOMATIC1111&rft_id=https%3A%2F%2Fgithub.com%2FAUTOMATIC1111%2Fstable-diffusion-webui%2Fcommit%2Fd97f467c0d27695d23edad5e4f8898a57e0ccb00&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span><span class="cs1-maint citation-comment"><code class="cs1-code">{{<a href="/wiki/Template:Cite_web" title="Template:Cite web">cite web</a>}}</code>: CS1 maint: numeric names: authors list (<a href="/wiki/Category:CS1_maint:_numeric_names:_authors_list" title="Category:CS1 maint: numeric names: authors list">link</a>)</span></span> </li> <li id="cite_note-acm_oct_2023-3"><span class="mw-cite-backlink">^ <a href="#cite_ref-acm_oct_2023_3-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-acm_oct_2023_3-1"><sup><i><b>b</b></i></sup></a> <a href="#cite_ref-acm_oct_2023_3-2"><sup><i><b>c</b></i></sup></a></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFBradeWangSousaOore2023" class="citation book cs1">Brade, Stephen; Wang, Bryan; Sousa, Mauricio; Oore, Sageev; Grossman, Tovi (29 October 2023). <a rel="nofollow" class="external text" href="https://dl.acm.org/doi/abs/10.1145/3586183.3606725">"Promptify: Text-to-Image Generation through Interactive Prompt Exploration with Large Language Models"</a>. <i>Proceedings of the 36th Annual ACM Symposium on User Interface Software and Technology</i>. Association for Computing Machinery. pp. 1–14. <a href="/wiki/ArXiv_(identifier)" class="mw-redirect" title="ArXiv (identifier)">arXiv</a>:<span class="id-lock-free" title="Freely accessible"><a rel="nofollow" class="external text" href="https://arxiv.org/abs/2304.09337">2304.09337</a></span>. <a href="/wiki/Doi_(identifier)" class="mw-redirect" title="Doi (identifier)">doi</a>:<a rel="nofollow" class="external text" href="https://doi.org/10.1145%2F3586183.3606725">10.1145/3586183.3606725</a>. <a href="/wiki/ISBN_(identifier)" class="mw-redirect" title="ISBN (identifier)">ISBN</a> <a href="/wiki/Special:BookSources/979-8-4007-0132-0" title="Special:BookSources/979-8-4007-0132-0"><bdi>979-8-4007-0132-0</bdi></a>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=bookitem&rft.atitle=Promptify%3A+Text-to-Image+Generation+through+Interactive+Prompt+Exploration+with+Large+Language+Models&rft.btitle=Proceedings+of+the+36th+Annual+ACM+Symposium+on+User+Interface+Software+and+Technology&rft.pages=1-14&rft.pub=Association+for+Computing+Machinery&rft.date=2023-10-29&rft_id=info%3Aarxiv%2F2304.09337&rft_id=info%3Adoi%2F10.1145%2F3586183.3606725&rft.isbn=979-8-4007-0132-0&rft.aulast=Brade&rft.aufirst=Stephen&rft.au=Wang%2C+Bryan&rft.au=Sousa%2C+Mauricio&rft.au=Oore%2C+Sageev&rft.au=Grossman%2C+Tovi&rft_id=https%3A%2F%2Fdl.acm.org%2Fdoi%2Fabs%2F10.1145%2F3586183.3606725&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-theregister-4"><span class="mw-cite-backlink">^ <a href="#cite_ref-theregister_4-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-theregister_4-1"><sup><i><b>b</b></i></sup></a></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFMann2024" class="citation web cs1">Mann, Tobias (29 Jun 2024). <a rel="nofollow" class="external text" href="https://www.theregister.com/2024/06/29/image_gen_guide/">"A friendly guide to local AI image gen with Stable Diffusion and Automatic1111"</a>. <i><a href="/wiki/The_Register" title="The Register">The Register</a></i>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=The+Register&rft.atitle=A+friendly+guide+to+local+AI+image+gen+with+Stable+Diffusion+and+Automatic1111&rft.date=2024-06-29&rft.aulast=Mann&rft.aufirst=Tobias&rft_id=https%3A%2F%2Fwww.theregister.com%2F2024%2F06%2F29%2Fimage_gen_guide%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-howtogeek-5"><span class="mw-cite-backlink">^ <a href="#cite_ref-howtogeek_5-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-howtogeek_5-1"><sup><i><b>b</b></i></sup></a> <a href="#cite_ref-howtogeek_5-2"><sup><i><b>c</b></i></sup></a></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFLewis2022" class="citation web cs1">Lewis, Nick (16 September 2022). <a rel="nofollow" class="external text" href="https://www.howtogeek.com/832491/how-to-run-stable-diffusion-locally-with-a-gui-on-windows/">"How to Run Stable Diffusion Locally With a GUI on Windows"</a>. <i>How-To Geek</i><span class="reference-accessdate">. Retrieved <span class="nowrap">11 July</span> 2024</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=How-To+Geek&rft.atitle=How+to+Run+Stable+Diffusion+Locally+With+a+GUI+on+Windows&rft.date=2022-09-16&rft.aulast=Lewis&rft.aufirst=Nick&rft_id=https%3A%2F%2Fwww.howtogeek.com%2F832491%2Fhow-to-run-stable-diffusion-locally-with-a-gui-on-windows%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-stablediffusionrelease-6"><span class="mw-cite-backlink"><b><a href="#cite_ref-stablediffusionrelease_6-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite class="citation web cs1"><a rel="nofollow" class="external text" href="https://stability.ai/news/stable-diffusion-sdxl-1-announcement">"Announcing SDXL 1.0"</a>. <i>Stability AI</i>. July 26, 2023.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=Stability+AI&rft.atitle=Announcing+SDXL+1.0&rft.date=2023-07-26&rft_id=https%3A%2F%2Fstability.ai%2Fnews%2Fstable-diffusion-sdxl-1-announcement&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-Zhu-7"><span class="mw-cite-backlink"><b><a href="#cite_ref-Zhu_7-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFZhu2024" class="citation book cs1">Zhu, Andrew (2024). <i>Using Stable Diffusion with Python: Leverage Python to control and automate high-quality AI image generation using Stable Diffusion</i>. Packt Publishing. <a href="/wiki/ISBN_(identifier)" class="mw-redirect" title="ISBN (identifier)">ISBN</a> <a href="/wiki/Special:BookSources/1835084311" title="Special:BookSources/1835084311"><bdi>1835084311</bdi></a>. <q>Stable Diffusion WebUI from AUTO MATIC1111: This might be the most popular web-based application currently that allows users to generate images and text using Stable Diffusion. It provides a GUI interface that makes it easy to experiment with different settings and parameters</q></cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=book&rft.btitle=Using+Stable+Diffusion+with+Python%3A+Leverage+Python+to+control+and+automate+high-quality+AI+image+generation+using+Stable+Diffusion&rft.pub=Packt+Publishing&rft.date=2024&rft.isbn=1835084311&rft.aulast=Zhu&rft.aufirst=Andrew&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-大﨑顕-8"><span class="mw-cite-backlink"><b><a href="#cite_ref-大﨑顕_8-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREF大崎水口2024" class="citation book cs1 cs1-prop-foreign-lang-source">大崎, 顕; 水口, 瑛介 (23 March 2024). <i>はじめてでもここまでできる Stable Diffusion画像生成［本格］活用ガイド</i> (in Japanese). <a href="https://ja.wikipedia.org/wiki/%E6%8A%80%E8%A1%93%E8%A9%95%E8%AB%96%E7%A4%BE" class="extiw" title="ja:技術評論社">ja:技術評論社</a>. <a href="/wiki/ISBN_(identifier)" class="mw-redirect" title="ISBN (identifier)">ISBN</a> <a href="/wiki/Special:BookSources/978-4-297-14083-0" title="Special:BookSources/978-4-297-14083-0"><bdi>978-4-297-14083-0</bdi></a>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=book&rft.btitle=%E3%81%AF%E3%81%98%E3%82%81%E3%81%A6%E3%81%A7%E3%82%82%E3%81%93%E3%81%93%E3%81%BE%E3%81%A7%E3%81%A7%E3%81%8D%E3%82%8B+Stable+Diffusion%E7%94%BB%E5%83%8F%E7%94%9F%E6%88%90%EF%BC%BB%E6%9C%AC%E6%A0%BC%EF%BC%BD%E6%B4%BB%E7%94%A8%E3%82%AC%E3%82%A4%E3%83%89&rft.pub=%3Aja%3A%E6%8A%80%E8%A1%93%E8%A9%95%E8%AB%96%E7%A4%BE&rft.date=2024-03-23&rft.isbn=978-4-297-14083-0&rft.aulast=%E5%A4%A7%E5%B4%8E&rft.aufirst=%E9%A1%95&rft.au=%E6%B0%B4%E5%8F%A3%2C+%E7%91%9B%E4%BB%8B&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-gihyo.jp-9"><span class="mw-cite-backlink"><b><a href="#cite_ref-gihyo.jp_9-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFあわしろいくや2024" class="citation web cs1 cs1-prop-foreign-lang-source">あわしろいくや (12 June 2024). <a rel="nofollow" class="external text" href="https://gihyo.jp/admin/serial/01/ubuntu-recipe/0817">"第817回参考書を片手にUbuntuでもStable Diffusion WebUIを動作させ、画像を生成する"</a>. <i>gihyo.jp</i> (in Japanese). <a href="https://ja.wikipedia.org/wiki/%E6%8A%80%E8%A1%93%E8%A9%95%E8%AB%96%E7%A4%BE" class="extiw" title="ja:技術評論社">ja:技術評論社</a>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=gihyo.jp&rft.atitle=%E7%AC%AC817%E5%9B%9E+%E5%8F%82%E8%80%83%E6%9B%B8%E3%82%92%E7%89%87%E6%89%8B%E3%81%ABUbuntu%E3%81%A7%E3%82%82Stable+Diffusion+WebUI%E3%82%92%E5%8B%95%E4%BD%9C%E3%81%95%E3%81%9B%E3%80%81%E7%94%BB%E5%83%8F%E3%82%92%E7%94%9F%E6%88%90%E3%81%99%E3%82%8B&rft.date=2024-06-12&rft.au=%E3%81%82%E3%82%8F%E3%81%97%E3%82%8D%E3%81%84%E3%81%8F%E3%82%84&rft_id=https%3A%2F%2Fgihyo.jp%2Fadmin%2Fserial%2F01%2Fubuntu-recipe%2F0817&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-gihubrepo-10"><span class="mw-cite-backlink"><b><a href="#cite_ref-gihubrepo_10-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFAUTOMATIC11112022" class="citation web cs1">AUTOMATIC1111 (August 2022). <a rel="nofollow" class="external text" href="https://github.com/AUTOMATIC1111/stable-diffusion-webui">"Stable Diffusion Web UI"</a>. <i>github</i>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=github&rft.atitle=Stable+Diffusion+Web+UI&rft.date=2022-08&rft.au=AUTOMATIC1111&rft_id=https%3A%2F%2Fgithub.com%2FAUTOMATIC1111%2Fstable-diffusion-webui&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span><span class="cs1-maint citation-comment"><code class="cs1-code">{{<a href="/wiki/Template:Cite_web" title="Template:Cite web">cite web</a>}}</code>: CS1 maint: numeric names: authors list (<a href="/wiki/Category:CS1_maint:_numeric_names:_authors_list" title="Category:CS1 maint: numeric names: authors list">link</a>)</span></span> </li> <li id="cite_note-koreascience-11"><span class="mw-cite-backlink">^ <a href="#cite_ref-koreascience_11-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-koreascience_11-1"><sup><i><b>b</b></i></sup></a></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFWangChung2023" class="citation journal cs1">Wang, Chenghao; Chung, Jeanhun (30 June 2023). <a rel="nofollow" class="external text" href="https://koreascience.kr/article/JAKO202318743365053.page">"Research on AI Painting Generation Technology Based on the [Stable Diffusion]"</a>. <i>International Journal of Advanced Smart Convergence</i>. <b>12</b> (2): 90–95. <a href="/wiki/Doi_(identifier)" class="mw-redirect" title="Doi (identifier)">doi</a>:<a rel="nofollow" class="external text" href="https://doi.org/10.7236%2FIJASC.2023.12.2.90">10.7236/IJASC.2023.12.2.90</a>. <q>Stable Diffusion Web UI is a browser interface based on the Gradio library,</q></cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.jtitle=International+Journal+of+Advanced+Smart+Convergence&rft.atitle=Research+on+AI+Painting+Generation+Technology+Based+on+the+%5BStable+Diffusion%5D&rft.volume=12&rft.issue=2&rft.pages=90-95&rft.date=2023-06-30&rft_id=info%3Adoi%2F10.7236%2FIJASC.2023.12.2.90&rft.aulast=Wang&rft.aufirst=Chenghao&rft.au=Chung%2C+Jeanhun&rft_id=https%3A%2F%2Fkoreascience.kr%2Farticle%2FJAKO202318743365053.page&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-iasdr-12"><span class="mw-cite-backlink">^ <a href="#cite_ref-iasdr_12-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-iasdr_12-1"><sup><i><b>b</b></i></sup></a></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFKimKoKwonLee2023" class="citation journal cs1">Kim, Seonuk; Ko, Taeyoung; Kwon, Yousang; Lee, Kyungho (9 October 2023). <a rel="nofollow" class="external text" href="https://dl.designresearchsociety.org/iasdr/iasdr2023/fullpapers/155/">"Designing interfaces for text-to-image prompt engineering using stable diffusion models: a human-AI interaction approach"</a>. <i>IASDR Conference Series</i>. <a href="/wiki/Doi_(identifier)" class="mw-redirect" title="Doi (identifier)">doi</a>:<span class="id-lock-free" title="Freely accessible"><a rel="nofollow" class="external text" href="https://doi.org/10.21606%2Fiasdr.2023.448">10.21606/iasdr.2023.448</a></span>. <a href="/wiki/ISBN_(identifier)" class="mw-redirect" title="ISBN (identifier)">ISBN</a> <a href="/wiki/Special:BookSources/978-1-912294-59-6" title="Special:BookSources/978-1-912294-59-6"><bdi>978-1-912294-59-6</bdi></a>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.jtitle=IASDR+Conference+Series&rft.atitle=Designing+interfaces+for+text-to-image+prompt+engineering+using+stable+diffusion+models%3A+a+human-AI+interaction+approach&rft.date=2023-10-09&rft_id=info%3Adoi%2F10.21606%2Fiasdr.2023.448&rft.isbn=978-1-912294-59-6&rft.aulast=Kim&rft.aufirst=Seonuk&rft.au=Ko%2C+Taeyoung&rft.au=Kwon%2C+Yousang&rft.au=Lee%2C+Kyungho&rft_id=https%3A%2F%2Fdl.designresearchsociety.org%2Fiasdr%2Fiasdr2023%2Ffullpapers%2F155%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-pcguidegradio-13"><span class="mw-cite-backlink"><b><a href="#cite_ref-pcguidegradio_13-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFHook2024" class="citation web cs1">Hook, Steve (10 January 2024). <a rel="nofollow" class="external text" href="https://www.pcguide.com/ai/stable-diffusion-webui-sdxl/">"Stable Diffusion WebUI - Run SDXL locally with the AUTOMATIC1111 GUI"</a>. <i>PC Guide</i>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=PC+Guide&rft.atitle=Stable+Diffusion+WebUI+-+Run+SDXL+locally+with+the+AUTOMATIC1111+GUI&rft.date=2024-01-10&rft.aulast=Hook&rft.aufirst=Steve&rft_id=https%3A%2F%2Fwww.pcguide.com%2Fai%2Fstable-diffusion-webui-sdxl%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-pcguide-14"><span class="mw-cite-backlink"><b><a href="#cite_ref-pcguide_14-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFPocock2023" class="citation web cs1">Pocock, Kevin (16 August 2023). <a rel="nofollow" class="external text" href="https://www.pcguide.com/apps/how-to/stable-diffusion-how-to-use-vae/">"Stable Diffusion: How to Use VAE"</a>. <i>PC Guide</i><span class="reference-accessdate">. Retrieved <span class="nowrap">11 July</span> 2024</span>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=PC+Guide&rft.atitle=Stable+Diffusion%3A+How+to+Use+VAE&rft.date=2023-08-16&rft.aulast=Pocock&rft.aufirst=Kevin&rft_id=https%3A%2F%2Fwww.pcguide.com%2Fapps%2Fhow-to%2Fstable-diffusion-how-to-use-vae%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-Phoenix_&_Taylor-15"><span class="mw-cite-backlink">^ <a href="#cite_ref-Phoenix_&_Taylor_15-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-Phoenix_&_Taylor_15-1"><sup><i><b>b</b></i></sup></a></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFPhoenixTaylor2024" class="citation book cs1">Phoenix, James; Taylor, Mike (2024). "AUTOMATIC1111 Web User Interface". <i>Prompt engineering for generative AI: future-proof inputs for reliable AI outputs at scale</i> (First ed.). Beijing Boston: O'Reilly. <a href="/wiki/ISBN_(identifier)" class="mw-redirect" title="ISBN (identifier)">ISBN</a> <a href="/wiki/Special:BookSources/109815343X" title="Special:BookSources/109815343X"><bdi>109815343X</bdi></a>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=bookitem&rft.atitle=AUTOMATIC1111+Web+User+Interface&rft.btitle=Prompt+engineering+for+generative+AI%3A+future-proof+inputs+for+reliable+AI+outputs+at+scale&rft.place=Beijing+Boston&rft.edition=First&rft.pub=O%27Reilly&rft.date=2024&rft.isbn=109815343X&rft.aulast=Phoenix&rft.aufirst=James&rft.au=Taylor%2C+Mike&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-Zhang&Jiang-16"><span class="mw-cite-backlink"><b><a href="#cite_ref-Zhang&Jiang_16-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFZhangJiang2023" class="citation journal cs1">Zhang, Jing; Jiang, Yan (June 2023). "Style Transfer Technology of Batik Pattern Based on Deep Learning". <i>Journal of Fiber Bioengineering and Informatics</i>. <b>16</b> (1): 57–67. <a href="/wiki/Doi_(identifier)" class="mw-redirect" title="Doi (identifier)">doi</a>:<a rel="nofollow" class="external text" href="https://doi.org/10.3993%2Fjfbim02171">10.3993/jfbim02171</a>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.jtitle=Journal+of+Fiber+Bioengineering+and+Informatics&rft.atitle=Style+Transfer+Technology+of+Batik+Pattern+Based+on+Deep+Learning&rft.volume=16&rft.issue=1&rft.pages=57-67&rft.date=2023-06&rft_id=info%3Adoi%2F10.3993%2Fjfbim02171&rft.aulast=Zhang&rft.aufirst=Jing&rft.au=Jiang%2C+Yan&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-PC_Watch_14_February_2024-17"><span class="mw-cite-backlink">^ <a href="#cite_ref-PC_Watch_14_February_2024_17-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-PC_Watch_14_February_2024_17-1"><sup><i><b>b</b></i></sup></a> <a href="#cite_ref-PC_Watch_14_February_2024_17-2"><sup><i><b>c</b></i></sup></a> <a href="#cite_ref-PC_Watch_14_February_2024_17-3"><sup><i><b>d</b></i></sup></a></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREF西川_和久2024" class="citation web cs1 cs1-prop-foreign-lang-source">西川和久 (14 February 2024). <a rel="nofollow" class="external text" href="https://pc.watch.impress.co.jp/docs/column/nishikawa/1568551.html">"【西川和久の不定期コラム】 VRAMが少ないGPUで画像生成AIを諦めていた人に。「Stable Diffusion WebUI Forge」登場！"</a>. <i>PC Watch</i> (in Japanese).</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=PC+Watch&rft.atitle=%E3%80%90%E8%A5%BF%E5%B7%9D%E5%92%8C%E4%B9%85%E3%81%AE%E4%B8%8D%E5%AE%9A%E6%9C%9F%E3%82%B3%E3%83%A9%E3%83%A0%E3%80%91+VRAM%E3%81%8C%E5%B0%91%E3%81%AA%E3%81%84GPU%E3%81%A7%E7%94%BB%E5%83%8F%E7%94%9F%E6%88%90AI%E3%82%92%E8%AB%A6%E3%82%81%E3%81%A6%E3%81%84%E3%81%9F%E4%BA%BA%E3%81%AB%E3%80%82%E3%80%8CStable+Diffusion+WebUI+Forge%E3%80%8D%E7%99%BB%E5%A0%B4%EF%BC%81&rft.date=2024-02-14&rft.au=%E8%A5%BF%E5%B7%9D+%E5%92%8C%E4%B9%85&rft_id=https%3A%2F%2Fpc.watch.impress.co.jp%2Fdocs%2Fcolumn%2Fnishikawa%2F1568551.html&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-ASCII_February_26,_2024-18"><span class="mw-cite-backlink">^ <a href="#cite_ref-ASCII_February_26,_2024_18-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-ASCII_February_26,_2024_18-1"><sup><i><b>b</b></i></sup></a> <a href="#cite_ref-ASCII_February_26,_2024_18-2"><sup><i><b>c</b></i></sup></a> <a href="#cite_ref-ASCII_February_26,_2024_18-3"><sup><i><b>d</b></i></sup></a></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREF新清士2024" class="citation web cs1 cs1-prop-foreign-lang-source">新清士 (February 26, 2024). <a rel="nofollow" class="external text" href="https://ascii.jp/elem/000/004/185/4185940/">"画像生成AI、安いPCでも高速に衝撃の「Stable Diffusion WebUI Forge」 (1/4)"</a>. <i>ASCII.jp</i> (in Japanese).</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=ASCII.jp&rft.atitle=%E7%94%BB%E5%83%8F%E7%94%9F%E6%88%90AI%E3%80%81%E5%AE%89%E3%81%84PC%E3%81%A7%E3%82%82%E9%AB%98%E9%80%9F%E3%81%AB+%E8%A1%9D%E6%92%83%E3%81%AE%E3%80%8CStable+Diffusion+WebUI+Forge%E3%80%8D+%281%2F4%29&rft.date=2024-02-26&rft.au=%E6%96%B0%E6%B8%85%E5%A3%AB&rft_id=https%3A%2F%2Fascii.jp%2Felem%2F000%2F004%2F185%2F4185940%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-Geeky_Gadgets_14_February_2024-19"><span class="mw-cite-backlink"><b><a href="#cite_ref-Geeky_Gadgets_14_February_2024_19-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREFHorsey2024" class="citation web cs1">Horsey, Julian (14 February 2024). <a rel="nofollow" class="external text" href="https://www.geeky-gadgets.com/stable-diffusion-webui-forge/">"Stable Diffusion WebUI Forge up to 75% faster than Automatic 1111 and ComfyUI"</a>. <i>Geeky Gadgets</i>.</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=Geeky+Gadgets&rft.atitle=Stable+Diffusion+WebUI+Forge+up+to+75%25+faster+than+Automatic+1111+and+ComfyUI&rft.date=2024-02-14&rft.aulast=Horsey&rft.aufirst=Julian&rft_id=https%3A%2F%2Fwww.geeky-gadgets.com%2Fstable-diffusion-webui-forge%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> <li id="cite_note-ASCII_August_18,_2024-20"><span class="mw-cite-backlink"><b><a href="#cite_ref-ASCII_August_18,_2024_20-0">^</a></b></span> <span class="reference-text"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1238218222"><cite id="CITEREF田口和裕2024" class="citation web cs1 cs1-prop-foreign-lang-source">田口和裕 (August 18, 2024). <a rel="nofollow" class="external text" href="https://ascii.jp/elem/000/004/215/4215695/">"話題の画像生成AI「FLUX.1」をStable Diffusion用の「WebUI Forge」で動かす（高速化も試してみました） (1/6)"</a>. <i>ASCII.jp</i> (in Japanese).</cite><span title="ctx_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=unknown&rft.jtitle=ASCII.jp&rft.atitle=%E8%A9%B1%E9%A1%8C%E3%81%AE%E7%94%BB%E5%83%8F%E7%94%9F%E6%88%90AI%E3%80%8CFLUX.1%E3%80%8D%E3%82%92Stable+Diffusion%E7%94%A8%E3%81%AE%E3%80%8CWebUI+Forge%E3%80%8D%E3%81%A7%E5%8B%95%E3%81%8B%E3%81%99%EF%BC%88%E9%AB%98%E9%80%9F%E5%8C%96%E3%82%82%E8%A9%A6%E3%81%97%E3%81%A6%E3%81%BF%E3%81%BE%E3%81%97%E3%81%9F%EF%BC%89+%281%2F6%29&rft.date=2024-08-18&rft.au=%E7%94%B0%E5%8F%A3%E5%92%8C%E8%A3%95&rft_id=https%3A%2F%2Fascii.jp%2Felem%2F000%2F004%2F215%2F4215695%2F&rfr_id=info%3Asid%2Fen.wikipedia.org%3AAutomatic1111" class="Z3988"></span></span> </li> </ol></div></div></div><noscript><img src="https://login.wikimedia.org/wiki/Special:CentralAutoLogin/start?type=1x1" alt="" width="1" height="1" style="border: none; position: absolute;"></noscript> <div class="printfooter" data-nosnippet="">Retrieved from "<a dir="ltr" href="https://en.wikipedia.org/w/index.php?title=Automatic1111&oldid=1258246554">https://en.wikipedia.org/w/index.php?title=Automatic1111&oldid=1258246554</a>"</div></div> <div id="catlinks" class="catlinks" data-mw="interface"><div id="mw-normal-catlinks" class="mw-normal-catlinks"><a href="/wiki/Help:Category" title="Help:Category">Categories</a>: <ul><li><a href="/wiki/Category:Open-source_artificial_intelligence" title="Category:Open-source artificial intelligence">Open-source artificial intelligence</a></li><li><a href="/wiki/Category:Free_and_open-source_software" title="Category:Free and open-source software">Free and open-source software</a></li></ul></div><div id="mw-hidden-catlinks" class="mw-hidden-catlinks mw-hidden-cats-hidden">Hidden categories: <ul><li><a href="/wiki/Category:CS1_maint:_numeric_names:_authors_list" title="Category:CS1 maint: numeric names: authors list">CS1 maint: numeric names: authors list</a></li><li><a href="/wiki/Category:CS1_Japanese-language_sources_(ja)" title="Category:CS1 Japanese-language sources (ja)">CS1 Japanese-language sources (ja)</a></li><li><a href="/wiki/Category:Articles_with_short_description" title="Category:Articles with short description">Articles with short description</a></li><li><a href="/wiki/Category:Short_description_matches_Wikidata" title="Category:Short description matches Wikidata">Short description matches Wikidata</a></li></ul></div></div> </div> </main> </div> <div class="mw-footer-container"> <footer id="footer" class="mw-footer" > <ul id="footer-info"> <li id="footer-info-lastmod"> This page was last edited on 18 November 2024, at 23:02<span class="anonymous-show"> (UTC)</span>.</li> <li id="footer-info-copyright">Text is available under the <a href="/wiki/Wikipedia:Text_of_the_Creative_Commons_Attribution-ShareAlike_4.0_International_License" title="Wikipedia:Text of the Creative Commons Attribution-ShareAlike 4.0 International License">Creative Commons Attribution-ShareAlike 4.0 License</a>; additional terms may apply. By using this site, you agree to the <a href="https://foundation.wikimedia.org/wiki/Special:MyLanguage/Policy:Terms_of_Use" class="extiw" title="foundation:Special:MyLanguage/Policy:Terms of Use">Terms of Use</a> and <a href="https://foundation.wikimedia.org/wiki/Special:MyLanguage/Policy:Privacy_policy" class="extiw" title="foundation:Special:MyLanguage/Policy:Privacy policy">Privacy Policy</a>. Wikipedia® is a registered trademark of the <a rel="nofollow" class="external text" href="https://wikimediafoundation.org/">Wikimedia Foundation, Inc.</a>, a non-profit organization.</li> </ul> <ul id="footer-places"> <li id="footer-places-privacy"><a href="https://foundation.wikimedia.org/wiki/Special:MyLanguage/Policy:Privacy_policy">Privacy policy</a></li> <li id="footer-places-about"><a href="/wiki/Wikipedia:About">About Wikipedia</a></li> <li id="footer-places-disclaimers"><a href="/wiki/Wikipedia:General_disclaimer">Disclaimers</a></li> <li id="footer-places-contact"><a href="//en.wikipedia.org/wiki/Wikipedia:Contact_us">Contact Wikipedia</a></li> <li id="footer-places-wm-codeofconduct"><a href="https://foundation.wikimedia.org/wiki/Special:MyLanguage/Policy:Universal_Code_of_Conduct">Code of Conduct</a></li> <li id="footer-places-developers"><a href="https://developer.wikimedia.org">Developers</a></li> <li id="footer-places-statslink"><a href="https://stats.wikimedia.org/#/en.wikipedia.org">Statistics</a></li> <li id="footer-places-cookiestatement"><a href="https://foundation.wikimedia.org/wiki/Special:MyLanguage/Policy:Cookie_statement">Cookie statement</a></li> <li id="footer-places-mobileview"><a href="//en.m.wikipedia.org/w/index.php?title=Automatic1111&diff=prev&oldid=1258246554&mobileaction=toggle_view_mobile" class="noprint stopMobileRedirectToggle">Mobile view</a></li> </ul> <ul id="footer-icons" class="noprint"> <li id="footer-copyrightico"><a href="https://wikimediafoundation.org/" class="cdx-button cdx-button--fake-button cdx-button--size-large cdx-button--fake-button--enabled"><img src="/static/images/footer/wikimedia-button.svg" width="84" height="29" alt="Wikimedia Foundation" loading="lazy"></a></li> <li id="footer-poweredbyico"><a href="https://www.mediawiki.org/" class="cdx-button cdx-button--fake-button cdx-button--size-large cdx-button--fake-button--enabled"><img src="/w/resources/assets/poweredby_mediawiki.svg" alt="Powered by MediaWiki" width="88" height="31" loading="lazy"></a></li> </ul> </footer> </div> </div> </div> <div class="vector-settings" id="p-dock-bottom"> <ul></ul> </div><script>(RLQ=window.RLQ||[]).push(function(){mw.config.set({"wgHostname":"mw-web.codfw.main-74cc59cb9d-h5bp9","wgBackendResponseTime":210,"wgPageParseReport":{"limitreport":{"cputime":"0.416","walltime":"0.519","ppvisitednodes":{"value":1983,"limit":1000000},"postexpandincludesize":{"value":46304,"limit":2097152},"templateargumentsize":{"value":2553,"limit":2097152},"expansiondepth":{"value":19,"limit":100},"expensivefunctioncount":{"value":3,"limit":500},"unstrip-depth":{"value":1,"limit":20},"unstrip-size":{"value":78331,"limit":5000000},"entityaccesscount":{"value":1,"limit":400},"timingprofile":["100.00% 480.119 1 -total"," 48.91% 234.820 1 Template:Reflist"," 31.87% 153.024 1 Template:Infobox_software"," 30.63% 147.046 1 Template:Infobox"," 29.64% 142.305 13 Template:Cite_web"," 14.39% 69.077 1 Template:Short_description"," 8.16% 39.189 2 Template:Pagetype"," 5.91% 28.379 4 Template:Cite_book"," 4.12% 19.793 1 Template:Start_date_and_age"," 4.11% 19.753 6 Template:Main_other"]},"scribunto":{"limitreport-timeusage":{"value":"0.232","limit":"10.000"},"limitreport-memusage":{"value":6263748,"limit":52428800}},"cachereport":{"origin":"mw-web.codfw.main-f69cdc8f6-psqwl","timestamp":"20241124064739","ttl":2592000,"transientcontent":false}}});});</script> <script type="application/ld+json">{"@context":"https:\/\/schema.org","@type":"Article","name":"Automatic1111","url":"https:\/\/en.wikipedia.org\/wiki\/Automatic1111","sameAs":"http:\/\/www.wikidata.org\/entity\/Q127868142","mainEntity":"http:\/\/www.wikidata.org\/entity\/Q127868142","author":{"@type":"Organization","name":"Contributors to Wikimedia projects"},"publisher":{"@type":"Organization","name":"Wikimedia Foundation, Inc.","logo":{"@type":"ImageObject","url":"https:\/\/www.wikimedia.org\/static\/images\/wmf-hor-googpub.png"}},"datePublished":"2024-07-11T19:23:27Z","dateModified":"2024-11-18T23:02:01Z","image":"https:\/\/upload.wikimedia.org\/wikipedia\/commons\/0\/0c\/Screenshot_of_AUTOMATIC1111_Stable_Diffusion_Web_UI.png","headline":"open source generative artificial intelligence UI"}</script> </body> </html>