Finegrain/refiners
1
0
Fork 0
mirror of https://github.com/finegrain-ai/refiners.git synced 2024-11-22 14:18:46 +00:00
Code Issues Actions Packages Projects Releases Wiki Activity
refiners/guides/comfyui_refiners/index.html

1595 lines
54 KiB
HTML
Raw Normal View History

Deployed 346a0fb with MkDocs version: 1.6.1
2024-11-20 10:40:18 +00:00
<!doctype html>
<html lang="en" class="no-js">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width,initial-scale=1">
<meta name="description" content="A micro framework on top of PyTorch with first class citizen APIs for foundation model adaptation">
<link rel="prev" href="../training_101/">
<link rel="next" href="../../reference/fluxion/adapters/">
<link rel="icon" href="../../assets/favicon.svg">
<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.5.45">
<title>ComfyUI Refiners - Refiners</title>
<link rel="stylesheet" href="../../assets/stylesheets/main.0253249f.min.css">
<link rel="stylesheet" href="../../assets/stylesheets/palette.06af60db.min.css">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
<style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
<link rel="stylesheet" href="../../assets/_mkdocstrings.css">
<link rel="stylesheet" href="../../stylesheets/extra.css">
<script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
</head>
<body dir="ltr" data-md-color-scheme="default" data-md-color-primary="deep-orange" data-md-color-accent="deep-orange">
<input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
<input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
<label class="md-overlay" for="__drawer"></label>
<div data-md-component="skip">
<a href="#installation" class="md-skip">
Skip to content
</a>
</div>
<div data-md-component="announce">
<aside class="md-banner">
<div class="md-banner__inner md-grid md-typeset">
<button class="md-banner__button md-icon" aria-label="Don't show this again">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
</button>
Check out our <a href="https://finegrain.ai/bounties">Bounty Program</a> 💰!
</div>
<script>var el=document.querySelector("[data-md-component=announce]");if(el){var content=el.querySelector(".md-typeset");__md_hash(content.innerHTML)===__md_get("__announce")&&(el.hidden=!0)}</script>
</aside>
</div>
<header class="md-header md-header--shadow md-header--lifted" data-md-component="header">
<nav class="md-header__inner md-grid" aria-label="Header">
<a href="../.." title="Refiners" class="md-header__button md-logo" aria-label="Refiners" data-md-component="logo">
<img src="../../assets/favicon.svg" alt="logo">
</a>
<label class="md-header__button md-icon" for="__drawer">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
</label>
<div class="md-header__title" data-md-component="header-title">
<div class="md-header__ellipsis">
<div class="md-header__topic">
<span class="md-ellipsis">
Refiners
</span>
</div>
<div class="md-header__topic" data-md-component="header-topic">
<span class="md-ellipsis">
ComfyUI Refiners
</span>
</div>
</div>
</div>
<label class="md-header__button md-icon" for="__search">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
</label>
<div class="md-search" data-md-component="search" role="dialog">
<label class="md-search__overlay" for="__search"></label>
<div class="md-search__inner" role="search">
<form class="md-search__form" name="search">
<input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
<label class="md-search__icon md-icon" for="__search">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
</label>
<nav class="md-search__options" aria-label="Search">
<button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
</button>
</nav>
</form>
<div class="md-search__output">
<div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
<div class="md-search-result" data-md-component="search-result">
<div class="md-search-result__meta">
Initializing search
</div>
<ol class="md-search-result__list" role="presentation"></ol>
</div>
</div>
</div>
</div>
</div>
<div class="md-header__source">
<a href="https://github.com/finegrain-ai/refiners" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
</div>
<div class="md-source__repository">
Refiners
</div>
</a>
</div>
</nav>
<nav class="md-tabs" aria-label="Tabs" data-md-component="tabs">
<div class="md-grid">
<ul class="md-tabs__list">
<li class="md-tabs__item">
<a href="../.." class="md-tabs__link">
Home
</a>
</li>
<li class="md-tabs__item">
<a href="../../getting-started/recommended/" class="md-tabs__link">
Getting started
</a>
</li>
<li class="md-tabs__item">
<a href="../../concepts/chain/" class="md-tabs__link">
Key Concepts
</a>
</li>
<li class="md-tabs__item md-tabs__item--active">
<a href="../adapting_sdxl/" class="md-tabs__link">
Guides
</a>
</li>
<li class="md-tabs__item">
<a href="../../reference/fluxion/adapters/" class="md-tabs__link">
API Reference
</a>
</li>
</ul>
</div>
</nav>
</header>
<div class="md-container" data-md-component="container">
<main class="md-main" data-md-component="main">
<div class="md-main__inner md-grid">
<div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0">
<label class="md-nav__title" for="__drawer">
<a href="../.." title="Refiners" class="md-nav__button md-logo" aria-label="Refiners" data-md-component="logo">
<img src="../../assets/favicon.svg" alt="logo">
</a>
Refiners
</label>
<div class="md-nav__source">
<a href="https://github.com/finegrain-ai/refiners" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
</div>
<div class="md-source__repository">
Refiners
</div>
</a>
</div>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_1" >
<label class="md-nav__link" for="__nav_1" id="__nav_1_label" tabindex="0">
<span class="md-ellipsis">
Home
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1">
<span class="md-nav__icon md-icon"></span>
Home
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../.." class="md-nav__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m12 3.77-.75.84S9.97 6.06 8.68 7.94 6 12.07 6 14.23a6 6 0 0 0 6 6 6 6 0 0 0 6-6c0-2.16-1.39-4.41-2.68-6.29s-2.57-3.33-2.57-3.33zm0 3.13c.44.52.84.95 1.68 2.17 1.21 1.76 2.32 4 2.32 5.16 0 2.22-1.78 4-4 4s-4-1.78-4-4c0-1.16 1.11-3.4 2.32-5.16.84-1.22 1.24-1.65 1.68-2.17"/></svg>
<span class="md-ellipsis">
Welcome
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../home/why/" class="md-nav__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11h3v2h-3zM1 11h3v2H1zM13 1v3h-2V1zM4.92 3.5l2.13 2.14-1.42 1.41L3.5 4.93zm12.03 2.13 2.12-2.13 1.43 1.43-2.13 2.12zM12 6a6 6 0 0 1 6 6c0 2.22-1.21 4.16-3 5.2V19a1 1 0 0 1-1 1h-4a1 1 0 0 1-1-1v-1.8c-1.79-1.04-3-2.98-3-5.2a6 6 0 0 1 6-6m2 15v1a1 1 0 0 1-1 1h-2a1 1 0 0 1-1-1v-1zm-3-3h2v-2.13c1.73-.44 3-2.01 3-3.87a4 4 0 0 0-4-4 4 4 0 0 0-4 4c0 1.86 1.27 3.43 3 3.87z"/></svg>
<span class="md-ellipsis">
Manifesto
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_2" >
<label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex="0">
<span class="md-ellipsis">
Getting started
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2">
<span class="md-nav__icon md-icon"></span>
Getting started
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../getting-started/recommended/" class="md-nav__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m12 15.39-3.76 2.27.99-4.28-3.32-2.88 4.38-.37L12 6.09l1.71 4.04 4.38.37-3.32 2.88.99 4.28M22 9.24l-7.19-.61L12 2 9.19 8.63 2 9.24l5.45 4.73L5.82 21 12 17.27 18.18 21l-1.64-7.03z"/></svg>
<span class="md-ellipsis">
Recommended usage
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../getting-started/advanced/" class="md-nav__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9 1.09V6H7V1.09C4.16 1.57 2 4.03 2 7c0 2.22 1.21 4.15 3 5.19V21c0 .55.45 1 1 1h4c.55 0 1-.45 1-1v-8.81c1.79-1.04 3-2.97 3-5.19 0-2.97-2.16-5.43-5-5.91m1 9.37-1 .58V20H7v-8.96l-1-.58C4.77 9.74 4 8.42 4 7c0-1 .37-1.94 1-2.65V8h6V4.35c.63.71 1 1.65 1 2.65 0 1.42-.77 2.74-2 3.46m10.94 7.48a3.3 3.3 0 0 0 0-.89l.97-.73a.22.22 0 0 0 .06-.29l-.92-1.56c-.05-.1-.18-.14-.29-.1l-1.15.45c-.24-.17-.49-.32-.78-.44l-.17-1.19a.235.235 0 0 0-.23-.19h-1.85c-.12 0-.22.08-.24.19l-.17 1.19c-.29.12-.54.27-.78.44l-1.15-.45c-.1-.04-.24 0-.28.1l-.93 1.56c-.06.1-.03.22.06.29l.97.73c-.01.15-.03.3-.03.45s.02.29.03.44l-.97.74a.22.22 0 0 0-.06.29l.93 1.56c.04.1.18.13.28.1l1.15-.46c.24.18.49.33.78.45l.17 1.19c.02.11.12.19.24.19h1.85c.11 0 .21-.08.23-.19l.17-1.19c.29-.12.54-.27.78-.45l1.15.46c.11.03.24 0 .29-.1l.92-1.56a.22.22 0 0 0-.06-.29zM17.5 19c-.83 0-1.5-.67-1.5-1.5s.67-1.5 1.5-1.5 1.5.67 1.5 1.5-.67 1.5-1.5 1.5"/></svg>
<span class="md-ellipsis">
Advanced usage
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_3" >
<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0">
<span class="md-ellipsis">
Key Concepts
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_3">
<span class="md-nav__icon md-icon"></span>
Key Concepts
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../concepts/chain/" class="md-nav__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 1a2.5 2.5 0 0 0-2.5 2.5A2.5 2.5 0 0 0 11 5.79V7H7a2 2 0 0 0-2 2v.71A2.5 2.5 0 0 0 3.5 12 2.5 2.5 0 0 0 5 14.29V15H4a2 2 0 0 0-2 2v1.21A2.5 2.5 0 0 0 .5 20.5 2.5 2.5 0 0 0 3 23a2.5 2.5 0 0 0 2.5-2.5A2.5 2.5 0 0 0 4 18.21V17h4v1.21a2.5 2.5 0 0 0-1.5 2.29A2.5 2.5 0 0 0 9 23a2.5 2.5 0 0 0 2.5-2.5 2.5 2.5 0 0 0-1.5-2.29V17a2 2 0 0 0-2-2H7v-.71A2.5 2.5 0 0 0 8.5 12 2.5 2.5 0 0 0 7 9.71V9h10v.71A2.5 2.5 0 0 0 15.5 12a2.5 2.5 0 0 0 1.5 2.29V15h-1a2 2 0 0 0-2 2v1.21a2.5 2.5 0 0 0-1.5 2.29A2.5 2.5 0 0 0 15 23a2.5 2.5 0 0 0 2.5-2.5 2.5 2.5 0 0 0-1.5-2.29V17h4v1.21a2.5 2.5 0 0 0-1.5 2.29A2.5 2.5 0 0 0 21 23a2.5 2.5 0 0 0 2.5-2.5 2.5 2.5 0 0 0-1.5-2.29V17a2 2 0 0 0-2-2h-1v-.71A2.5 2.5 0 0 0 20.5 12 2.5 2.5 0 0 0 19 9.71V9a2 2 0 0 0-2-2h-4V5.79a2.5 2.5 0 0 0 1.5-2.29A2.5 2.5 0 0 0 12 1m0 1.5a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1M6 11a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m12 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1M3 19.5a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m6 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m6 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1m6 0a1 1 0 0 1 1 1 1 1 0 0 1-1 1 1 1 0 0 1-1-1 1 1 0 0 1 1-1"/></svg>
<span class="md-ellipsis">
Chain
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../concepts/context/" class="md-nav__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9 22a1 1 0 0 1-1-1v-3H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h16a2 2 0 0 1 2 2v12a2 2 0 0 1-2 2h-6.1l-3.7 3.71c-.2.19-.45.29-.7.29zm1-6v3.08L13.08 16H20V4H4v12zm3-6h-2V6h2zm0 4h-2v-2h2z"/></svg>
<span class="md-ellipsis">
Context
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../concepts/adapter/" class="md-nav__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M2 12h2v5h16v-5h2v5a2 2 0 0 1-2 2H4a2 2 0 0 1-2-2m9-12h2v3h3v2h-3v3h-2v-3H8V8h3Z"/></svg>
<span class="md-ellipsis">
Adapter
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" checked>
<label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="">
<span class="md-ellipsis">
Guides
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="true">
<label class="md-nav__title" for="__nav_4">
<span class="md-nav__icon md-icon"></span>
Guides
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../adapting_sdxl/" class="md-nav__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M2 13h2v2h2v-2h2v2h2v-2h2v2h2v-5l3-3V1h2l4 2-4 2v2l3 3v12H11v-3a2 2 0 0 0-2-2 2 2 0 0 0-2 2v3H2zm16-3c-.55 0-1 .54-1 1.2V13h2v-1.8c0-.66-.45-1.2-1-1.2"/></svg>
<span class="md-ellipsis">
Adapting SDXL
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../training_101/" class="md-nav__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M18 22a2 2 0 0 0 2-2V4a2 2 0 0 0-2-2h-6v7L9.5 7.5 7 9V2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2z"/></svg>
<span class="md-ellipsis">
Training 101
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--active">
<input class="md-nav__toggle md-toggle" type="checkbox" id="__toc">
<label class="md-nav__link md-nav__link--active" for="__toc">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M15 3v4.59L7.59 15H3v6h6v-4.58L16.42 9H21V3m-4 2h2v2h-2M5 17h2v2H5"/></svg>
<span class="md-ellipsis">
ComfyUI Refiners
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<a href="./" class="md-nav__link md-nav__link--active">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M15 3v4.59L7.59 15H3v6h6v-4.58L16.42 9H21V3m-4 2h2v2h-2M5 17h2v2H5"/></svg>
<span class="md-ellipsis">
ComfyUI Refiners
</span>
</a>
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#installation" class="md-nav__link">
<span class="md-ellipsis">
Installation
</span>
</a>
<nav class="md-nav" aria-label="Installation">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#requirements" class="md-nav__link">
<span class="md-ellipsis">
Requirements
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#comfy-registry-recommended" class="md-nav__link">
<span class="md-ellipsis">
Comfy Registry (recommended)
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#manually" class="md-nav__link">
<span class="md-ellipsis">
Manually
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_5" >
<label class="md-nav__link" for="__nav_5" id="__nav_5_label" tabindex="0">
<span class="md-ellipsis">
API Reference
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_5">
<span class="md-nav__icon md-icon"></span>
API Reference
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_5_1" >
<label class="md-nav__link" for="__nav_5_1" id="__nav_5_1_label" tabindex="0">
<span class="md-ellipsis">
Refiners
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_5_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_5_1">
<span class="md-nav__icon md-icon"></span>
Refiners
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_5_1_1" >
<label class="md-nav__link" for="__nav_5_1_1" id="__nav_5_1_1_label" tabindex="0">
<span class="md-ellipsis">
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Fluxion
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_1_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_5_1_1">
<span class="md-nav__icon md-icon"></span>
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Fluxion
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../reference/fluxion/adapters/" class="md-nav__link">
<span class="md-ellipsis">
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Adapters
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../reference/fluxion/layers/" class="md-nav__link">
<span class="md-ellipsis">
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Layers
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../reference/fluxion/context/" class="md-nav__link">
<span class="md-ellipsis">
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Context
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../reference/fluxion/utils/" class="md-nav__link">
<span class="md-ellipsis">
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Utils
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_5_1_2" >
<label class="md-nav__link" for="__nav_5_1_2" id="__nav_5_1_2_label" tabindex="0">
<span class="md-ellipsis">
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Foundation Models
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_1_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_5_1_2">
<span class="md-nav__icon md-icon"></span>
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Foundation Models
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../reference/foundationals/clip/" class="md-nav__link">
<span class="md-ellipsis">
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> CLIP
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../reference/foundationals/dinov2/" class="md-nav__link">
<span class="md-ellipsis">
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> DINOv2
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../reference/foundationals/latent_diffusion/" class="md-nav__link">
<span class="md-ellipsis">
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Latent Diffusion
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../reference/foundationals/segment_anything/" class="md-nav__link">
<span class="md-ellipsis">
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Segment Anything
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../reference/foundationals/swin/" class="md-nav__link">
<span class="md-ellipsis">
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Swin Transformers
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
<div class="md-sidebar__scrollwrap">
<div class="md-sidebar__inner">
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#installation" class="md-nav__link">
<span class="md-ellipsis">
Installation
</span>
</a>
<nav class="md-nav" aria-label="Installation">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#requirements" class="md-nav__link">
<span class="md-ellipsis">
Requirements
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#comfy-registry-recommended" class="md-nav__link">
<span class="md-ellipsis">
Comfy Registry (recommended)
</span>
</a>
</li>
<li class="md-nav__item">
<a href="#manually" class="md-nav__link">
<span class="md-ellipsis">
Manually
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</div>
</div>
</div>
<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1>ComfyUI Refiners</h1>
<p>We provide a set of custom nodes for ComfyUI that allow you to easily use some of Refiners' models and utilities in your ComfyUI workflows.</p>
<h2 id="installation">Installation<a class="headerlink" href="#installation" title="Permanent link">&para;</a></h2>
<p>The nodes are published at <a href="https://registry.comfy.org/publishers/finegrain/nodes/comfyui-refiners">https://registry.comfy.org/publishers/finegrain/nodes/comfyui-refiners</a>.</p>
<h3 id="requirements">Requirements<a class="headerlink" href="#requirements" title="Permanent link">&para;</a></h3>
<p>1. Install python (&gt;=3.10):</p>
<div class="tabbed-set tabbed-alternate" data-tabs="1:2"><input checked="checked" id="__tabbed_1_1" name="__tabbed_1" type="radio" /><input id="__tabbed_1_2" name="__tabbed_1" type="radio" /><div class="tabbed-labels"><label for="__tabbed_1_1">Linux</label><label for="__tabbed_1_2">Windows</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<div class="language-bash highlight"><pre><span></span><code><span id="__span-0-1"><a id="__codelineno-0-1" name="__codelineno-0-1" href="#__codelineno-0-1"></a>sudo<span class="w"> </span>apt<span class="w"> </span>install<span class="w"> </span>python3
</span></code></pre></div>
</div>
<div class="tabbed-block">
<div class="language-powershell highlight"><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a><span class="n">winget</span> <span class="n">install</span> <span class="n">-e</span> <span class="p">-</span><span class="n">-id</span> <span class="n">Python</span><span class="p">.</span><span class="n">Python</span><span class="p">.</span><span class="n">3</span><span class="p">.</span><span class="n">11</span>
</span></code></pre></div>
</div>
</div>
</div>
<p>2. Install git:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="2:2"><input checked="checked" id="__tabbed_2_1" name="__tabbed_2" type="radio" /><input id="__tabbed_2_2" name="__tabbed_2" type="radio" /><div class="tabbed-labels"><label for="__tabbed_2_1">Linux</label><label for="__tabbed_2_2">Windows</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<div class="language-bash highlight"><pre><span></span><code><span id="__span-2-1"><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a>sudo<span class="w"> </span>apt<span class="w"> </span>install<span class="w"> </span>git
</span></code></pre></div>
</div>
<div class="tabbed-block">
<div class="language-powershell highlight"><pre><span></span><code><span id="__span-3-1"><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="n">winget</span> <span class="n">install</span> <span class="n">-e</span> <span class="p">-</span><span class="n">-id</span> <span class="n">Git</span><span class="p">.</span><span class="n">Git</span>
</span></code></pre></div>
</div>
</div>
</div>
<p>3. (Optional) Create a python virtual environment:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="3:2"><input checked="checked" id="__tabbed_3_1" name="__tabbed_3" type="radio" /><input id="__tabbed_3_2" name="__tabbed_3" type="radio" /><div class="tabbed-labels"><label for="__tabbed_3_1">Linux</label><label for="__tabbed_3_2">Windows</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<div class="language-bash highlight"><pre><span></span><code><span id="__span-4-1"><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a>~/Documents/comfy$<span class="w"> </span>python<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>.venv
</span><span id="__span-4-2"><a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a>~/Documents/comfy$<span class="w"> </span><span class="nb">source</span><span class="w"> </span>.venv/bin/activate
</span></code></pre></div>
</div>
<div class="tabbed-block">
<div class="language-powershell highlight"><pre><span></span><code><span id="__span-5-1"><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a><span class="nb">PS </span><span class="n">C</span><span class="p">:\</span><span class="n">Users</span><span class="p">\</span><span class="n">Laurent</span><span class="p">\</span><span class="n">Documents</span><span class="p">\</span><span class="n">comfy</span><span class="p">&gt;</span> <span class="n">python</span> <span class="n">-m</span> <span class="n">venv</span> <span class="p">.</span><span class="n">venv</span>
</span><span id="__span-5-2"><a id="__codelineno-5-2" name="__codelineno-5-2" href="#__codelineno-5-2"></a><span class="nb">PS </span><span class="n">C</span><span class="p">:\</span><span class="n">Users</span><span class="p">\</span><span class="n">Laurent</span><span class="p">\</span><span class="n">Documents</span><span class="p">\</span><span class="n">comfy</span><span class="p">&gt;</span> <span class="p">.\.</span><span class="n">venv</span><span class="p">\</span><span class="n">Scripts</span><span class="p">\</span><span class="n">activate</span>
</span></code></pre></div>
</div>
</div>
</div>
<p>4. Install <a href="https://docs.comfy.org/comfy-cli/getting-started">comfy-cli</a>:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="4:2"><input checked="checked" id="__tabbed_4_1" name="__tabbed_4" type="radio" /><input id="__tabbed_4_2" name="__tabbed_4" type="radio" /><div class="tabbed-labels"><label for="__tabbed_4_1">Linux</label><label for="__tabbed_4_2">Windows</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<div class="language-bash highlight"><pre><span></span><code><span id="__span-6-1"><a id="__codelineno-6-1" name="__codelineno-6-1" href="#__codelineno-6-1"></a><span class="o">(</span>.venv<span class="o">)</span><span class="w"> </span>~/Documents/comfy$<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>comfy-cli
</span></code></pre></div>
</div>
<div class="tabbed-block">
<div class="language-powershell highlight"><pre><span></span><code><span id="__span-7-1"><a id="__codelineno-7-1" name="__codelineno-7-1" href="#__codelineno-7-1"></a><span class="p">(.</span><span class="n">venv</span><span class="p">)</span> <span class="nb">PS </span><span class="n">C</span><span class="p">:\</span><span class="n">Users</span><span class="p">\</span><span class="n">Laurent</span><span class="p">\</span><span class="n">Documents</span><span class="p">\</span><span class="n">comfy</span><span class="p">&gt;</span> <span class="n">pip</span> <span class="n">install</span> <span class="n">comfy-cli</span>
</span></code></pre></div>
</div>
</div>
</div>
<p>5. Install <a href="https://github.com/comfyanonymous/ComfyUI">ComfyUI</a>:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="5:2"><input checked="checked" id="__tabbed_5_1" name="__tabbed_5" type="radio" /><input id="__tabbed_5_2" name="__tabbed_5" type="radio" /><div class="tabbed-labels"><label for="__tabbed_5_1">Linux</label><label for="__tabbed_5_2">Windows</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<div class="language-bash highlight"><pre><span></span><code><span id="__span-8-1"><a id="__codelineno-8-1" name="__codelineno-8-1" href="#__codelineno-8-1"></a><span class="o">(</span>.venv<span class="o">)</span><span class="w"> </span>~/Documents/comfy$<span class="w"> </span>comfy<span class="w"> </span>--here<span class="w"> </span>install
</span></code></pre></div>
</div>
<div class="tabbed-block">
<div class="language-powershell highlight"><pre><span></span><code><span id="__span-9-1"><a id="__codelineno-9-1" name="__codelineno-9-1" href="#__codelineno-9-1"></a><span class="p">(.</span><span class="n">venv</span><span class="p">)</span> <span class="nb">PS </span><span class="n">C</span><span class="p">:\</span><span class="n">Users</span><span class="p">\</span><span class="n">Laurent</span><span class="p">\</span><span class="n">Documents</span><span class="p">\</span><span class="n">comfy</span><span class="p">&gt;</span> <span class="n">comfy</span> <span class="p">-</span><span class="n">-here</span> <span class="n">install</span>
</span></code></pre></div>
</div>
</div>
</div>
<h3 id="comfy-registry-recommended">Comfy Registry (recommended)<a class="headerlink" href="#comfy-registry-recommended" title="Permanent link">&para;</a></h3>
<p>1. Install the <a href="https://registry.comfy.org/publishers/finegrain/nodes/comfyui-refiners">comfyui-refiners</a> custom nodes:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="6:2"><input checked="checked" id="__tabbed_6_1" name="__tabbed_6" type="radio" /><input id="__tabbed_6_2" name="__tabbed_6" type="radio" /><div class="tabbed-labels"><label for="__tabbed_6_1">Linux</label><label for="__tabbed_6_2">Windows</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<div class="language-bash highlight"><pre><span></span><code><span id="__span-10-1"><a id="__codelineno-10-1" name="__codelineno-10-1" href="#__codelineno-10-1"></a><span class="o">(</span>.venv<span class="o">)</span><span class="w"> </span>~/Documents/comfy$<span class="w"> </span>comfy<span class="w"> </span>node<span class="w"> </span>registry-install<span class="w"> </span>comfyui-refiners
</span></code></pre></div>
</div>
<div class="tabbed-block">
<div class="language-powershell highlight"><pre><span></span><code><span id="__span-11-1"><a id="__codelineno-11-1" name="__codelineno-11-1" href="#__codelineno-11-1"></a><span class="p">(.</span><span class="n">venv</span><span class="p">)</span> <span class="nb">PS </span><span class="n">C</span><span class="p">:\</span><span class="n">Users</span><span class="p">\</span><span class="n">Laurent</span><span class="p">\</span><span class="n">Documents</span><span class="p">\</span><span class="n">comfy</span><span class="p">&gt;</span> <span class="n">comfy</span> <span class="n">node</span> <span class="n">registry-install</span> <span class="n">comfyui-refiners</span>
</span></code></pre></div>
</div>
</div>
</div>
<p>2. Ensure that comfyui-refiners's dependencies are installed:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="7:2"><input checked="checked" id="__tabbed_7_1" name="__tabbed_7" type="radio" /><input id="__tabbed_7_2" name="__tabbed_7" type="radio" /><div class="tabbed-labels"><label for="__tabbed_7_1">Linux</label><label for="__tabbed_7_2">Windows</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<div class="language-bash highlight"><pre><span></span><code><span id="__span-12-1"><a id="__codelineno-12-1" name="__codelineno-12-1" href="#__codelineno-12-1"></a><span class="o">(</span>.venv<span class="o">)</span><span class="w"> </span>~/Documents/comfy$<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>./ComfyUI/custom_nodes/comfyui-refiners/requirements.txt
</span></code></pre></div>
</div>
<div class="tabbed-block">
<div class="language-powershell highlight"><pre><span></span><code><span id="__span-13-1"><a id="__codelineno-13-1" name="__codelineno-13-1" href="#__codelineno-13-1"></a><span class="p">(.</span><span class="n">venv</span><span class="p">)</span> <span class="nb">PS </span><span class="n">C</span><span class="p">:\</span><span class="n">Users</span><span class="p">\</span><span class="n">Laurent</span><span class="p">\</span><span class="n">Documents</span><span class="p">\</span><span class="n">comfy</span><span class="p">&gt;</span> <span class="n">pip</span> <span class="n">install</span> <span class="n">-r</span> <span class="p">.\</span><span class="n">ComfyUI</span><span class="p">\</span><span class="n">custom_nodes</span><span class="p">\</span><span class="n">comfyui-refiners</span><span class="p">\</span><span class="n">requirements</span><span class="p">.</span><span class="n">txt</span>
</span></code></pre></div>
</div>
</div>
</div>
<p>3. Start ComfyUI:</p>
<div class="tabbed-set tabbed-alternate" data-tabs="8:2"><input checked="checked" id="__tabbed_8_1" name="__tabbed_8" type="radio" /><input id="__tabbed_8_2" name="__tabbed_8" type="radio" /><div class="tabbed-labels"><label for="__tabbed_8_1">Linux</label><label for="__tabbed_8_2">Windows</label></div>
<div class="tabbed-content">
<div class="tabbed-block">
<div class="language-bash highlight"><pre><span></span><code><span id="__span-14-1"><a id="__codelineno-14-1" name="__codelineno-14-1" href="#__codelineno-14-1"></a><span class="o">(</span>.venv<span class="o">)</span><span class="w"> </span>~/Documents/comfy$<span class="w"> </span>comfy<span class="w"> </span>launch
</span></code></pre></div>
</div>
<div class="tabbed-block">
<div class="language-powershell highlight"><pre><span></span><code><span id="__span-15-1"><a id="__codelineno-15-1" name="__codelineno-15-1" href="#__codelineno-15-1"></a><span class="p">(.</span><span class="n">venv</span><span class="p">)</span> <span class="nb">PS </span><span class="n">C</span><span class="p">:\</span><span class="n">Users</span><span class="p">\</span><span class="n">Laurent</span><span class="p">\</span><span class="n">Documents</span><span class="p">\</span><span class="n">comfy</span><span class="p">&gt;</span> <span class="n">comfy</span> <span class="n">launch</span>
</span></code></pre></div>
</div>
</div>
</div>
<h3 id="manually">Manually<a class="headerlink" href="#manually" title="Permanent link">&para;</a></h3>
<p>To manually install the nodes, you may alternatively do the following:</p>
<ol>
<li>
<p>Download an archive of the nodes by cliking the "Download Latest" button at <a href="https://registry.comfy.org/publishers/finegrain/nodes/comfyui-refiners">https://registry.comfy.org/publishers/finegrain/nodes/comfyui-refiners</a>, or by running the following command:
<div class="language-shell highlight"><pre><span></span><code><span id="__span-16-1"><a id="__codelineno-16-1" name="__codelineno-16-1" href="#__codelineno-16-1"></a>curl<span class="w"> </span>-o<span class="w"> </span>comfyui-refiners.zip<span class="w"> </span>https://storage.googleapis.com/comfy-registry/finegrain/comfyui-refiners/1.0.4/node.tar.gz
</span></code></pre></div></p>
</li>
<li>
<p>Extract the archive to the <code>custom_nodes</code> directory:
<div class="language-shell highlight"><pre><span></span><code><span id="__span-17-1"><a id="__codelineno-17-1" name="__codelineno-17-1" href="#__codelineno-17-1"></a>unzip<span class="w"> </span>-d<span class="w"> </span>custom_nodes/comfyui-refiners<span class="w"> </span>comfyui-refiners.zip
</span></code></pre></div></p>
</li>
<li>
<p>Install the nodes' dependencies:
<div class="language-shell highlight"><pre><span></span><code><span id="__span-18-1"><a id="__codelineno-18-1" name="__codelineno-18-1" href="#__codelineno-18-1"></a>pip<span class="w"> </span>install<span class="w"> </span>-r<span class="w"> </span>custom_nodes/comfyui-refiners/requirements.txt
</span></code></pre></div></p>
</li>
<li>
<p>Remove the (now useless) downloaded archive:
<div class="language-shell highlight"><pre><span></span><code><span id="__span-19-1"><a id="__codelineno-19-1" name="__codelineno-19-1" href="#__codelineno-19-1"></a>rm<span class="w"> </span>comfyui-refiners.zip
</span></code></pre></div></p>
</li>
</ol>
</article>
</div>
<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
</div>
<button type="button" class="md-top md-icon" data-md-component="top" hidden>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z"/></svg>
Back to top
</button>
</main>
<footer class="md-footer">
<div class="md-footer-meta md-typeset">
<div class="md-footer-meta__inner md-grid">
<div class="md-copyright">
<div class="md-copyright__highlight">
© Lagon Technologies
</div>
Made with
<a href="https://squidfunk.github.io/mkdocs-material/" target="_blank" rel="noopener">
Material for MkDocs
</a>
</div>
<div class="md-social">
<a href="https://discord.gg/mCmjNUVV7d" target="_blank" rel="noopener" title="discord.gg" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 640 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M524.531 69.836a1.5 1.5 0 0 0-.764-.7A485 485 0 0 0 404.081 32.03a1.82 1.82 0 0 0-1.923.91 338 338 0 0 0-14.9 30.6 447.9 447.9 0 0 0-134.426 0 310 310 0 0 0-15.135-30.6 1.89 1.89 0 0 0-1.924-.91 483.7 483.7 0 0 0-119.688 37.107 1.7 1.7 0 0 0-.788.676C39.068 183.651 18.186 294.69 28.43 404.354a2.02 2.02 0 0 0 .765 1.375 487.7 487.7 0 0 0 146.825 74.189 1.9 1.9 0 0 0 2.063-.676A348 348 0 0 0 208.12 430.4a1.86 1.86 0 0 0-1.019-2.588 321 321 0 0 1-45.868-21.853 1.885 1.885 0 0 1-.185-3.126 251 251 0 0 0 9.109-7.137 1.82 1.82 0 0 1 1.9-.256c96.229 43.917 200.41 43.917 295.5 0a1.81 1.81 0 0 1 1.924.233 235 235 0 0 0 9.132 7.16 1.884 1.884 0 0 1-.162 3.126 301.4 301.4 0 0 1-45.89 21.83 1.875 1.875 0 0 0-1 2.611 391 391 0 0 0 30.014 48.815 1.86 1.86 0 0 0 2.063.7A486 486 0 0 0 610.7 405.729a1.88 1.88 0 0 0 .765-1.352c12.264-126.783-20.532-236.912-86.934-334.541M222.491 337.58c-28.972 0-52.844-26.587-52.844-59.239s23.409-59.241 52.844-59.241c29.665 0 53.306 26.82 52.843 59.239 0 32.654-23.41 59.241-52.843 59.241m195.38 0c-28.971 0-52.843-26.587-52.843-59.239s23.409-59.241 52.843-59.241c29.667 0 53.307 26.82 52.844 59.239 0 32.654-23.177 59.241-52.844 59.241"/></svg>
</a>
<a href="https://github.com/finegrain-ai/refiners" target="_blank" rel="noopener" title="github.com" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 496 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M165.9 397.4c0 2-2.3 3.6-5.2 3.6-3.3.3-5.6-1.3-5.6-3.6 0-2 2.3-3.6 5.2-3.6 3-.3 5.6 1.3 5.6 3.6m-31.1-4.5c-.7 2 1.3 4.3 4.3 4.9 2.6 1 5.6 0 6.2-2s-1.3-4.3-4.3-5.2c-2.6-.7-5.5.3-6.2 2.3m44.2-1.7c-2.9.7-4.9 2.6-4.6 4.9.3 2 2.9 3.3 5.9 2.6 2.9-.7 4.9-2.6 4.6-4.6-.3-1.9-3-3.2-5.9-2.9M244.8 8C106.1 8 0 113.3 0 252c0 110.9 69.8 205.8 169.5 239.2 12.8 2.3 17.3-5.6 17.3-12.1 0-6.2-.3-40.4-.3-61.4 0 0-70 15-84.7-29.8 0 0-11.4-29.1-27.8-36.6 0 0-22.9-15.7 1.6-15.4 0 0 24.9 2 38.6 25.8 21.9 38.6 58.6 27.5 72.9 20.9 2.3-16 8.8-27.1 16-33.7-55.9-6.2-112.3-14.3-112.3-110.5 0-27.5 7.6-41.3 23.6-58.9-2.6-6.5-11.1-33.3 2.6-67.9 20.9-6.5 69 27 69 27 20-5.6 41.5-8.5 62.8-8.5s42.8 2.9 62.8 8.5c0 0 48.1-33.6 69-27 13.7 34.7 5.2 61.4 2.6 67.9 16 17.7 25.8 31.5 25.8 58.9 0 96.5-58.9 104.2-114.8 110.5 9.2 7.9 17 22.9 17 46.4 0 33.7-.3 75.4-.3 83.6 0 6.5 4.6 14.4 17.3 12.1C428.2 457.8 496 362.9 496 252 496 113.3 383.5 8 244.8 8M97.2 352.9c-1.3 1-1 3.3.7 5.2 1.6 1.6 3.9 2.3 5.2 1 1.3-1 1-3.3-.7-5.2-1.6-1.6-3.9-2.3-5.2-1m-10.8-8.1c-.7 1.3.3 2.9 2.3 3.9 1.6 1 3.6.7 4.3-.7.7-1.3-.3-2.9-2.3-3.9-2-.6-3.6-.3-4.3.7m32.4 35.6c-1.6 1.3-1 4.3 1.3 6.2 2.3 2.3 5.2 2.6 6.5 1 1.3-1.3.7-4.3-1.3-6.2-2.2-2.3-5.2-2.6-6.5-1m-11.4-14.7c-1.6 1-1.6 3.6 0 5.9s4.3 3.3 5.6 2.3c1.6-1.3 1.6-3.9 0-6.2-1.4-2.3-4-3.3-5.6-2"/></svg>
</a>
<a href="https://twitter.com/finegrain_ai" target="_blank" rel="noopener" title="twitter.com" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253"/></svg>
</a>
<a href="https://www.linkedin.com/company/finegrain-ai/" target="_blank" rel="noopener" title="www.linkedin.com" class="md-social__link">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3M135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5m282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9z"/></svg>
</a>
</div>
</div>
</div>
</footer>
</div>
<div class="md-dialog" data-md-component="dialog">
<div class="md-dialog__inner md-typeset"></div>
</div>
<script id="__config" type="application/json">{"base": "../..", "features": ["navigation.tabs", "navigation.sections", "navigation.top", "navigation.tracking", "navigation.expand", "navigation.path", "toc.follow", "navigation.tabs.sticky", "content.code.copy", "announce.dismiss"], "search": "../../assets/javascripts/workers/search.6ce7567c.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script>
<script src="../../assets/javascripts/bundle.83f73b43.min.js"></script>
</body>
</html>
Reference in a new issue Copy permalink