mirror of
https://github.com/finegrain-ai/refiners.git
synced 2024-09-20 03:15:26 +00:00
1503 lines
47 KiB
HTML
1503 lines
47 KiB
HTML
|
|
||
|
|
<!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="../../home/why/">
|
||
|
|
|
||
|
|
|
||
|
|
<link rel="next" href="../advanced/">
|
||
|
|
|
||
|
|
|
||
|
|
<link rel="icon" href="../../assets/favicon.svg">
|
||
|
|
<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.5.34">
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
<title>Recommended usage - Refiners</title>
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
<link rel="stylesheet" href="../../assets/stylesheets/main.35f28582.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="#recommended-usage" 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 brand new <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">
|
||
|
|
|
||
|
|
Recommended usage
|
||
|
|
|
||
|
|
</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 md-tabs__item--active">
|
||
|
|
<a href="./" 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">
|
||
|
|
<a href="../../guides/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--active md-nav__item--section md-nav__item--nested">
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2" checked>
|
||
|
|
|
||
|
|
|
||
|
|
<label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex="">
|
||
|
|
|
||
|
|
|
||
|
|
<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="true">
|
||
|
|
<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 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="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>
|
||
|
|
|
||
|
|
|
||
|
|
<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="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>
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
<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="#installing" class="md-nav__link">
|
||
|
|
<span class="md-ellipsis">
|
||
|
|
Installing
|
||
|
|
</span>
|
||
|
|
</a>
|
||
|
|
|
||
|
|
</li>
|
||
|
|
|
||
|
|
<li class="md-nav__item">
|
||
|
|
<a href="#converting-weights" class="md-nav__link">
|
||
|
|
<span class="md-ellipsis">
|
||
|
|
Converting weights
|
||
|
|
</span>
|
||
|
|
</a>
|
||
|
|
|
||
|
|
</li>
|
||
|
|
|
||
|
|
<li class="md-nav__item">
|
||
|
|
<a href="#using-refiners-in-your-own-project" class="md-nav__link">
|
||
|
|
<span class="md-ellipsis">
|
||
|
|
Using Refiners in your own project
|
||
|
|
</span>
|
||
|
|
</a>
|
||
|
|
|
||
|
|
</li>
|
||
|
|
|
||
|
|
<li class="md-nav__item">
|
||
|
|
<a href="#whats-next" class="md-nav__link">
|
||
|
|
<span class="md-ellipsis">
|
||
|
|
What's next?
|
||
|
|
</span>
|
||
|
|
</a>
|
||
|
|
|
||
|
|
</li>
|
||
|
|
|
||
|
|
</ul>
|
||
|
|
|
||
|
|
</nav>
|
||
|
|
|
||
|
|
</li>
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
<li class="md-nav__item">
|
||
|
|
<a href="../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--nested">
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
<input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_4" >
|
||
|
|
|
||
|
|
|
||
|
|
<label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
|
||
|
|
|
||
|
|
|
||
|
|
<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="false">
|
||
|
|
<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="../../guides/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="../../guides/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>
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
</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/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/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/model_converter/" class="md-nav__link">
|
||
|
|
|
||
|
|
|
||
|
|
<span class="md-ellipsis">
|
||
|
|
<code class="doc-symbol doc-symbol-nav doc-symbol-module"></code> Model Converter
|
||
|
|
</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="#installing" class="md-nav__link">
|
||
|
|
<span class="md-ellipsis">
|
||
|
|
Installing
|
||
|
|
</span>
|
||
|
|
</a>
|
||
|
|
|
||
|
|
</li>
|
||
|
|
|
||
|
|
<li class="md-nav__item">
|
||
|
|
<a href="#converting-weights" class="md-nav__link">
|
||
|
|
<span class="md-ellipsis">
|
||
|
|
Converting weights
|
||
|
|
</span>
|
||
|
|
</a>
|
||
|
|
|
||
|
|
</li>
|
||
|
|
|
||
|
|
<li class="md-nav__item">
|
||
|
|
<a href="#using-refiners-in-your-own-project" class="md-nav__link">
|
||
|
|
<span class="md-ellipsis">
|
||
|
|
Using Refiners in your own project
|
||
|
|
</span>
|
||
|
|
</a>
|
||
|
|
|
||
|
|
</li>
|
||
|
|
|
||
|
|
<li class="md-nav__item">
|
||
|
|
<a href="#whats-next" class="md-nav__link">
|
||
|
|
<span class="md-ellipsis">
|
||
|
|
What's next?
|
||
|
|
</span>
|
||
|
|
</a>
|
||
|
|
|
||
|
|
</li>
|
||
|
|
|
||
|
|
</ul>
|
||
|
|
|
||
|
|
</nav>
|
||
|
|
</div>
|
||
|
|
</div>
|
||
|
|
</div>
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
<div class="md-content" data-md-component="content">
|
||
|
|
<article class="md-content__inner md-typeset">
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
<h1 id="recommended-usage">Recommended usage<a class="headerlink" href="#recommended-usage" title="Permanent link">¶</a></h1>
|
||
|
|
<p>Refiners is still a young project and development is active, so to use the latest and greatest version of the framework we recommend you use the <code>main</code> branch from our development repository.</p>
|
||
|
|
<p>Moreover, we recommend using <a href="https://rye-up.com">Rye</a> which simplifies several things related to Python package management, so start by following the instructions to install it on your system.</p>
|
||
|
|
<h2 id="installing">Installing<a class="headerlink" href="#installing" title="Permanent link">¶</a></h2>
|
||
|
|
<p>To try Refiners, clone the GitHub repository and install it with all optional features:</p>
|
||
|
|
<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>git<span class="w"> </span>clone<span class="w"> </span><span class="s2">"git@github.com:finegrain-ai/refiners.git"</span>
|
||
|
|
</span><span id="__span-0-2"><a id="__codelineno-0-2" name="__codelineno-0-2" href="#__codelineno-0-2"></a><span class="nb">cd</span><span class="w"> </span>refiners
|
||
|
|
</span><span id="__span-0-3"><a id="__codelineno-0-3" name="__codelineno-0-3" href="#__codelineno-0-3"></a>rye<span class="w"> </span>sync<span class="w"> </span>--all-features
|
||
|
|
</span></code></pre></div>
|
||
|
|
<h2 id="converting-weights">Converting weights<a class="headerlink" href="#converting-weights" title="Permanent link">¶</a></h2>
|
||
|
|
<p>The format of state dicts used by Refiners is custom and we do not redistribute model weights, but we provide conversion tools and working scripts for popular models. For instance, let us convert the autoencoder from Stable Diffusion 1.5:</p>
|
||
|
|
<div class="language-bash highlight"><pre><span></span><code><span id="__span-1-1"><a id="__codelineno-1-1" name="__codelineno-1-1" href="#__codelineno-1-1"></a>python<span class="w"> </span><span class="s2">"scripts/conversion/convert_diffusers_autoencoder_kl.py"</span><span class="w"> </span>--to<span class="w"> </span><span class="s2">"lda.safetensors"</span>
|
||
|
|
</span></code></pre></div>
|
||
|
|
<p>If you need to convert weights for all models, check out <code>script/prepare_test_weights.py</code>.</p>
|
||
|
|
<div class="admonition warning">
|
||
|
|
<p class="admonition-title">Warning</p>
|
||
|
|
<p>Using <code>script/prepare_test_weights.py</code> requires a GPU with significant VRAM and a lot of disk space.</p>
|
||
|
|
</div>
|
||
|
|
<p>Now to check that it works copy your favorite 512x512 picture in the current directory as <code>input.png</code> and create <code>ldatest.py</code> with this content:</p>
|
||
|
|
<div class="language-py highlight"><pre><span></span><code><span id="__span-2-1"><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="kn">from</span> <span class="nn">PIL</span> <span class="kn">import</span> <span class="n">Image</span>
|
||
|
|
</span><span id="__span-2-2"><a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a><span class="kn">from</span> <span class="nn">refiners.fluxion.utils</span> <span class="kn">import</span> <span class="n">no_grad</span>
|
||
|
|
</span><span id="__span-2-3"><a id="__codelineno-2-3" name="__codelineno-2-3" href="#__codelineno-2-3"></a><span class="kn">from</span> <span class="nn">refiners.foundationals.latent_diffusion.stable_diffusion_1.model</span> <span class="kn">import</span> <span class="n">SD1Autoencoder</span>
|
||
|
|
</span><span id="__span-2-4"><a id="__codelineno-2-4" name="__codelineno-2-4" href="#__codelineno-2-4"></a>
|
||
|
|
</span><span id="__span-2-5"><a id="__codelineno-2-5" name="__codelineno-2-5" href="#__codelineno-2-5"></a><span class="k">with</span> <span class="n">no_grad</span><span class="p">():</span>
|
||
|
|
</span><span id="__span-2-6"><a id="__codelineno-2-6" name="__codelineno-2-6" href="#__codelineno-2-6"></a> <span class="n">lda</span> <span class="o">=</span> <span class="n">SD1Autoencoder</span><span class="p">()</span>
|
||
|
|
</span><span id="__span-2-7"><a id="__codelineno-2-7" name="__codelineno-2-7" href="#__codelineno-2-7"></a> <span class="n">lda</span><span class="o">.</span><span class="n">load_from_safetensors</span><span class="p">(</span><span class="s2">"lda.safetensors"</span><span class="p">)</span>
|
||
|
|
</span><span id="__span-2-8"><a id="__codelineno-2-8" name="__codelineno-2-8" href="#__codelineno-2-8"></a>
|
||
|
|
</span><span id="__span-2-9"><a id="__codelineno-2-9" name="__codelineno-2-9" href="#__codelineno-2-9"></a> <span class="n">image</span> <span class="o">=</span> <span class="n">Image</span><span class="o">.</span><span class="n">open</span><span class="p">(</span><span class="s2">"input.png"</span><span class="p">)</span>
|
||
|
|
</span><span id="__span-2-10"><a id="__codelineno-2-10" name="__codelineno-2-10" href="#__codelineno-2-10"></a> <span class="n">latents</span> <span class="o">=</span> <span class="n">lda</span><span class="o">.</span><span class="n">image_to_latents</span><span class="p">(</span><span class="n">image</span><span class="p">)</span>
|
||
|
|
</span><span id="__span-2-11"><a id="__codelineno-2-11" name="__codelineno-2-11" href="#__codelineno-2-11"></a> <span class="n">decoded</span> <span class="o">=</span> <span class="n">lda</span><span class="o">.</span><span class="n">latents_to_image</span><span class="p">(</span><span class="n">latents</span><span class="p">)</span>
|
||
|
|
</span><span id="__span-2-12"><a id="__codelineno-2-12" name="__codelineno-2-12" href="#__codelineno-2-12"></a> <span class="n">decoded</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="s2">"output.png"</span><span class="p">)</span>
|
||
|
|
</span></code></pre></div>
|
||
|
|
<p>Run it:</p>
|
||
|
|
<div class="language-bash highlight"><pre><span></span><code><span id="__span-3-1"><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a>python<span class="w"> </span>ldatest.py
|
||
|
|
</span></code></pre></div>
|
||
|
|
<p>Inspect <code>output.png</code>: it should be similar to <code>input.png</code> but have a few differences. Latent Autoencoders are good compressors!</p>
|
||
|
|
<h2 id="using-refiners-in-your-own-project">Using Refiners in your own project<a class="headerlink" href="#using-refiners-in-your-own-project" title="Permanent link">¶</a></h2>
|
||
|
|
<p>So far you used Refiners as a standalone package, but if you want to create your own project using it as a dependency here is how you can proceed:</p>
|
||
|
|
<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>rye<span class="w"> </span>init<span class="w"> </span>--py<span class="w"> </span><span class="s2">"3.11"</span><span class="w"> </span>myproject
|
||
|
|
</span><span id="__span-4-2"><a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a><span class="nb">cd</span><span class="w"> </span>myproject
|
||
|
|
</span><span id="__span-4-3"><a id="__codelineno-4-3" name="__codelineno-4-3" href="#__codelineno-4-3"></a>rye<span class="w"> </span>add<span class="w"> </span>--git<span class="w"> </span><span class="s2">"git@github.com:finegrain-ai/refiners.git"</span><span class="w"> </span>--features<span class="w"> </span>training<span class="w"> </span>refiners
|
||
|
|
</span><span id="__span-4-4"><a id="__codelineno-4-4" name="__codelineno-4-4" href="#__codelineno-4-4"></a>rye<span class="w"> </span>sync
|
||
|
|
</span></code></pre></div>
|
||
|
|
<p>If you only intend to do inference and no training, you can drop <code>--features training</code>.</p>
|
||
|
|
<p>To convert weights, you can either use a copy of the <code>refiners</code> repository as described above or add the <code>conversion</code> feature as a development dependency:</p>
|
||
|
|
<div class="language-bash highlight"><pre><span></span><code><span id="__span-5-1"><a id="__codelineno-5-1" name="__codelineno-5-1" href="#__codelineno-5-1"></a>rye<span class="w"> </span>add<span class="w"> </span>--dev<span class="w"> </span>--git<span class="w"> </span><span class="s2">"git@github.com:finegrain-ai/refiners.git"</span><span class="w"> </span>--features<span class="w"> </span>conversion<span class="w"> </span>refiners
|
||
|
|
</span></code></pre></div>
|
||
|
|
<div class="admonition note">
|
||
|
|
<p class="admonition-title">Note</p>
|
||
|
|
<p>You will still need to download the conversion scripts independently if you go that route.</p>
|
||
|
|
</div>
|
||
|
|
<h2 id="whats-next">What's next?<a class="headerlink" href="#whats-next" title="Permanent link">¶</a></h2>
|
||
|
|
<p>We suggest you check out the <a href="/guides/">guides</a> section to dive into the usage of Refiners, of the <a href="/concepts/chain/">Key Concepts</a> section for a better understanding of how the framework works.</p>
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
|
||
|
|
</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.07f07601.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.56dfad97.min.js"></script>
|
||
|
|
|
||
|
|
|
||
|
|
</body>
|
||
|
|
</html>
|