1276 lines
55 KiB
HTML
1276 lines
55 KiB
HTML
<!DOCTYPE html>
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<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
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<meta charset="utf-8">
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<meta name="generator" content="quarto-1.9.36">
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<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
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<title>Magistral – Axolotl</title>
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<style>
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/* Default styles provided by pandoc.
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** See https://pandoc.org/MANUAL.html#variables-for-html for config info.
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*/
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code{white-space: pre-wrap;}
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span.smallcaps{font-variant: small-caps;}
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div.columns{display: flex; gap: min(4vw, 1.5em);}
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div.column{flex: auto; overflow-x: auto;}
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div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
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ul.task-list{list-style: none;}
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ul.task-list li input[type="checkbox"] {
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width: 0.8em;
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margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */
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vertical-align: middle;
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}
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/* CSS for syntax highlighting */
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html { -webkit-text-size-adjust: 100%; }
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pre > code.sourceCode { white-space: pre; position: relative; }
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pre > code.sourceCode > span { display: inline-block; line-height: 1.25; }
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pre > code.sourceCode > span:empty { height: 1.2em; }
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.sourceCode { overflow: visible; }
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code.sourceCode > span { color: inherit; text-decoration: inherit; }
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div.sourceCode { margin: 1em 0; }
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pre.sourceCode { margin: 0; }
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@media screen {
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div.sourceCode { overflow: auto; }
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}
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@media print {
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pre > code.sourceCode { white-space: pre-wrap; }
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pre > code.sourceCode > span { text-indent: -5em; padding-left: 5em; }
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}
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pre.numberSource code
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{ counter-reset: source-line 0; }
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pre.numberSource code > span
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{ position: relative; left: -4em; counter-increment: source-line; }
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pre.numberSource code > span > a:first-child::before
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{ content: counter(source-line);
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position: relative; left: -1em; text-align: right; vertical-align: baseline;
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border: none; display: inline-block;
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-webkit-touch-callout: none; -webkit-user-select: none;
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-khtml-user-select: none; -moz-user-select: none;
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-ms-user-select: none; user-select: none;
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padding: 0 4px; width: 4em;
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}
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pre.numberSource { margin-left: 3em; padding-left: 4px; }
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div.sourceCode
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{ }
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@media screen {
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pre > code.sourceCode > span > a:first-child::before { text-decoration: underline; }
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}
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</style>
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<script src="../../site_libs/quarto-nav/quarto-nav.js"></script>
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<script src="../../site_libs/clipboard/clipboard.min.js"></script>
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<script src="../../site_libs/quarto-search/autocomplete.umd.js"></script>
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<script src="../../site_libs/quarto-search/fuse.min.js"></script>
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<script src="../../site_libs/quarto-search/quarto-search.js"></script>
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<meta name="quarto:offset" content="../../">
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<link href="../../favicon.jpg" rel="icon" type="image/jpeg">
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<script src="../../site_libs/quarto-html/quarto.js" type="module"></script>
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<script src="../../site_libs/quarto-html/popper.min.js"></script>
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<script src="../../site_libs/quarto-html/tippy.umd.min.js"></script>
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<script src="../../site_libs/quarto-html/anchor.min.js"></script>
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<link href="../../site_libs/quarto-html/tippy.css" rel="stylesheet">
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<link href="../../site_libs/quarto-html/quarto-syntax-highlighting-dark-f418161beb48e0141c760e455f12af2c.css" rel="stylesheet" id="quarto-text-highlighting-styles">
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<script src="../../site_libs/bootstrap/bootstrap.min.js"></script>
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<link href="../../site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet">
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<link href="../../site_libs/bootstrap/bootstrap-880650c6ad5b2af23899fb63005ac339.min.css" rel="stylesheet" append-hash="true" id="quarto-bootstrap" data-mode="dark">
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<script id="quarto-search-options" type="application/json">{
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"location": "navbar",
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"copy-button": false,
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"collapse-after": 3,
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"panel-placement": "end",
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"type": "overlay",
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"limit": 50,
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"keyboard-shortcut": [
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"f",
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"/",
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"s"
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],
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"show-item-context": false,
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"language": {
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"search-no-results-text": "No results",
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"search-matching-documents-text": "matching documents",
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"search-copy-link-title": "Copy link to search",
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"search-hide-matches-text": "Hide additional matches",
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"search-more-match-text": "more match in this document",
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"search-more-matches-text": "more matches in this document",
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"search-clear-button-title": "Clear",
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"search-text-placeholder": "",
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"search-detached-cancel-button-title": "Cancel",
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"search-submit-button-title": "Submit",
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"search-label": "Search"
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}
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}</script>
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<script async="" src="https://www.googletagmanager.com/gtag/js?id=G-9KYCVJBNMQ"></script>
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<script type="text/javascript">
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window.dataLayer = window.dataLayer || [];
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function gtag(){dataLayer.push(arguments);}
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gtag('js', new Date());
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gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
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</script>
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<link rel="stylesheet" href="../../styles.css">
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</head>
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<body class="nav-sidebar docked nav-fixed quarto-light">
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<div id="quarto-search-results"></div>
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<header id="quarto-header" class="headroom fixed-top">
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<nav class="navbar navbar-expand " data-bs-theme="dark">
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<div class="navbar-container container-fluid">
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<div class="navbar-brand-container mx-auto">
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<a href="../../index.html" class="navbar-brand navbar-brand-logo">
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<img src="../../image/axolotl_logo_digital_white.svg" alt="" class="navbar-logo light-content">
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<img src="../../image/axolotl_logo_digital_white.svg" alt="" class="navbar-logo dark-content">
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</a>
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</div>
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<div class="quarto-navbar-tools tools-wide tools-end">
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<a href="https://twitter.com/axolotl_ai" title="" class="quarto-navigation-tool px-1" aria-label=""><i class="bi bi-twitter"></i></a>
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<a href="https://github.com/axolotl-ai-cloud/axolotl/" title="" class="quarto-navigation-tool px-1" aria-label=""><i class="bi bi-github"></i></a>
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<a href="https://discord.gg/7m9sfhzaf3" title="" class="quarto-navigation-tool px-1" aria-label=""><i class="bi bi-discord"></i></a>
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</div>
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<div id="quarto-search" class="" title="Search"></div>
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</div> <!-- /container-fluid -->
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</nav>
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<nav class="quarto-secondary-nav">
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<div class="container-fluid d-flex">
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<button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" role="button" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
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<i class="bi bi-layout-text-sidebar-reverse"></i>
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</button>
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<nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="../../docs/getting-started.html">Getting Started</a></li><li class="breadcrumb-item"><a href="../../docs/models/kimi-linear.html">Model Guides</a></li><li class="breadcrumb-item"><a href="../../docs/models/magistral.html">Magistral</a></li><li class="breadcrumb-item"><a href="../../docs/models/magistral.html">Magistral</a></li></ol></nav>
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<a class="flex-grow-1" role="navigation" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
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</a>
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</div>
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</nav>
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</header>
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<!-- content -->
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<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
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<!-- sidebar -->
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<nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal quarto-sidebar-collapse-item sidebar-navigation docked overflow-auto">
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<div class="sidebar-menu-container">
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<ul class="list-unstyled mt-1">
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="../../index.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">Home</span></a>
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</div>
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</li>
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<li class="sidebar-item sidebar-item-section">
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<div class="sidebar-item-container">
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<a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" role="navigation" aria-expanded="true">
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<span class="menu-text">Getting Started</span></a>
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<a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" role="navigation" aria-expanded="true" aria-label="Toggle section">
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<i class="bi bi-chevron-right ms-2"></i>
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</a>
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</div>
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<ul id="quarto-sidebar-section-1" class="collapse list-unstyled sidebar-section depth1 show">
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="../../docs/getting-started.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">Quickstart</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="../../docs/installation.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">Installation</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="../../docs/inference.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">Inference and Merging</span></a>
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</div>
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</li>
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<li class="sidebar-item sidebar-item-section">
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<div class="sidebar-item-container">
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<a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" role="navigation" aria-expanded="true">
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<span class="menu-text">Model Guides</span></a>
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<a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" role="navigation" aria-expanded="true" aria-label="Toggle section">
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<i class="bi bi-chevron-right ms-2"></i>
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</a>
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</div>
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<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth2 show">
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="../../docs/models/kimi-linear.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">Kimi Linear</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
|
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<a href="../../docs/models/plano.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">Plano Orchestrator</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
|
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<a href="../../docs/models/mimo.html" class="sidebar-item-text sidebar-link">
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||
<span class="menu-text">MiMo</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
|
||
<a href="../../docs/models/internvl3_5.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">InternVL 3.5</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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||
<div class="sidebar-item-container">
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||
<a href="../../docs/models/olmo3.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">OLMo 3</span></a>
|
||
</div>
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</li>
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<li class="sidebar-item">
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||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/trinity.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">Trinity</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="../../docs/models/arcee.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">Arcee AFM</span></a>
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</div>
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</li>
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<li class="sidebar-item sidebar-item-section">
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<div class="sidebar-item-container">
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<a class="sidebar-item-text sidebar-link text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" role="navigation" aria-expanded="false">
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<span class="menu-text">Ministral3</span></a>
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<a class="sidebar-item-toggle text-start collapsed" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" role="navigation" aria-expanded="false" aria-label="Toggle section">
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<i class="bi bi-chevron-right ms-2"></i>
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</a>
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</div>
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<ul id="quarto-sidebar-section-3" class="collapse list-unstyled sidebar-section depth3 ">
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="../../docs/models/ministral3.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">Ministral3</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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||
<a href="../../docs/models/ministral3/think.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">Ministral 3 Thinking</span></a>
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||
</div>
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||
</li>
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||
<li class="sidebar-item">
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||
<div class="sidebar-item-container">
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||
<a href="../../docs/models/ministral3/vision.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Ministral 3 Vision</span></a>
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||
</div>
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||
</li>
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</ul>
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||
</li>
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||
<li class="sidebar-item sidebar-item-section">
|
||
<div class="sidebar-item-container">
|
||
<a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-4" role="navigation" aria-expanded="true">
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<span class="menu-text">Magistral</span></a>
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<a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-4" role="navigation" aria-expanded="true" aria-label="Toggle section">
|
||
<i class="bi bi-chevron-right ms-2"></i>
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</a>
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</div>
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<ul id="quarto-sidebar-section-4" class="collapse list-unstyled sidebar-section depth3 show">
|
||
<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
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||
<a href="../../docs/models/magistral.html" class="sidebar-item-text sidebar-link active">
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||
<span class="menu-text">Magistral</span></a>
|
||
</div>
|
||
</li>
|
||
<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
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||
<a href="../../docs/models/magistral/think.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Magistral Thinking</span></a>
|
||
</div>
|
||
</li>
|
||
<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/magistral/vision.html" class="sidebar-item-text sidebar-link">
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||
<span class="menu-text">Magistral Vision</span></a>
|
||
</div>
|
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</li>
|
||
</ul>
|
||
</li>
|
||
<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/ministral.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Ministral</span></a>
|
||
</div>
|
||
</li>
|
||
<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/mistral-small.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Mistral Small 3.1/3.2</span></a>
|
||
</div>
|
||
</li>
|
||
<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/voxtral.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Voxtral</span></a>
|
||
</div>
|
||
</li>
|
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<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/devstral.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Devstral</span></a>
|
||
</div>
|
||
</li>
|
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<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/mistral.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Mistral 7B</span></a>
|
||
</div>
|
||
</li>
|
||
<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/llama-4.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Llama 4</span></a>
|
||
</div>
|
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</li>
|
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<li class="sidebar-item">
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||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/llama-2.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Llama 2</span></a>
|
||
</div>
|
||
</li>
|
||
<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/qwen3-next.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Qwen 3 Next</span></a>
|
||
</div>
|
||
</li>
|
||
<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/qwen3.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Qwen 3</span></a>
|
||
</div>
|
||
</li>
|
||
<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/gemma3n.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Gemma 3n</span></a>
|
||
</div>
|
||
</li>
|
||
<li class="sidebar-item">
|
||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/apertus.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">Apertus</span></a>
|
||
</div>
|
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</li>
|
||
<li class="sidebar-item">
|
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<div class="sidebar-item-container">
|
||
<a href="../../docs/models/gpt-oss.html" class="sidebar-item-text sidebar-link">
|
||
<span class="menu-text">GPT-OSS</span></a>
|
||
</div>
|
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</li>
|
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<li class="sidebar-item">
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||
<div class="sidebar-item-container">
|
||
<a href="../../docs/models/seed-oss.html" class="sidebar-item-text sidebar-link">
|
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<span class="menu-text">Seed-OSS</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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||
<div class="sidebar-item-container">
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<header id="title-block-header" class="quarto-title-block default"><nav class="quarto-page-breadcrumbs quarto-title-breadcrumbs d-none d-lg-block" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="../../docs/getting-started.html">Getting Started</a></li><li class="breadcrumb-item"><a href="../../docs/models/kimi-linear.html">Model Guides</a></li><li class="breadcrumb-item"><a href="../../docs/models/magistral.html">Magistral</a></li><li class="breadcrumb-item"><a href="../../docs/models/magistral.html">Magistral</a></li></ol></nav>
|
||
<div class="quarto-title">
|
||
<h1 class="title">Magistral</h1>
|
||
</div>
|
||
|
||
|
||
|
||
<div class="quarto-title-meta">
|
||
|
||
|
||
|
||
|
||
</div>
|
||
|
||
|
||
|
||
</header>
|
||
|
||
|
||
<p>Magistral Small is a 24B parameter opensource model from MistralAI found on HuggingFace at <a href="https://huggingface.co/mistralai/Magistral-Small-2506">2506</a>, <a href="https://huggingface.co/mistralai/Magistral-Small-2507">2507</a> (see <a href="#thinking">Thinking</a>), and <a href="https://huggingface.co/mistralai/Magistral-Small-2509">2509</a> (see <a href="#vision">Vision</a>). This guide shows how to fine-tune it with Axolotl with multi-turn conversations and proper masking.</p>
|
||
<p>MistralAI has also released a proprietary medium-sized version called Magistral Medium.</p>
|
||
<p>Thanks to the team at MistralAI for giving us early access to prepare for these releases.</p>
|
||
<section id="getting-started" class="level2">
|
||
<h2 class="anchored" data-anchor-id="getting-started">Getting started</h2>
|
||
<ol type="1">
|
||
<li><p>Install Axolotl following the <a href="https://docs.axolotl.ai/docs/installation.html">installation guide</a>.</p>
|
||
<p>Here is an example of how to install from pip:</p></li>
|
||
</ol>
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb1"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Ensure you have Pytorch installed (Pytorch 2.7.0 min)</span></span>
|
||
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install packaging==26.0 setuptools==75.8.0 wheel ninja</span>
|
||
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">--no-build-isolation</span> <span class="st">'axolotl[flash-attn]>=0.12.0'</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||
<ol start="2" type="1">
|
||
<li>Install <a href="https://docs.axolotl.ai/docs/custom_integrations.html#cut-cross-entropy">Cut Cross Entropy</a> to reduce training VRAM usage</li>
|
||
</ol>
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb2"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> scripts/cutcrossentropy_install.py <span class="kw">|</span> <span class="fu">sh</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||
<ol start="3" type="1">
|
||
<li>Run the finetuning example:</li>
|
||
</ol>
|
||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb3"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train examples/magistral/magistral-small-qlora.yaml</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||
<p>This config uses about 24GB VRAM.</p>
|
||
<p>Let us know how it goes. Happy finetuning! 🚀</p>
|
||
<section id="thinking" class="level3">
|
||
<h3 class="anchored" data-anchor-id="thinking">Thinking</h3>
|
||
<p>MistralAI has released their <a href="https://huggingface.co/mistralai/Magistral-Small-2507">2507</a> model with thinking capabilities, enabling Chain-of-Thought reasoning with explicit thinking steps.</p>
|
||
<p>📚 <strong><a href="../../docs/models/magistral/think.html">See the Thinking fine-tuning guide →</a></strong></p>
|
||
</section>
|
||
<section id="vision" class="level3">
|
||
<h3 class="anchored" data-anchor-id="vision">Vision</h3>
|
||
<p>MistralAI has released their <a href="https://huggingface.co/mistralai/Magistral-Small-2509">2509</a> model with vision capabilities.</p>
|
||
<p>📚 <strong><a href="../../docs/models/magistral/vision.html">See the Vision fine-tuning guide →</a></strong></p>
|
||
</section>
|
||
<section id="tips" class="level3">
|
||
<h3 class="anchored" data-anchor-id="tips">Tips</h3>
|
||
<ul>
|
||
<li>We recommend adding the same/similar SystemPrompt that the model is tuned for. You can find this within the repo’s files titled <code>SYSTEM_PROMPT.txt</code>.</li>
|
||
<li>For inference, the official MistralAI team recommends <code>top_p: 0.95</code> and <code>temperature: 0.7</code> with <code>max_tokens: 40960</code>.</li>
|
||
<li>You can run a full finetuning by removing the <code>adapter: qlora</code> and <code>load_in_4bit: true</code> from the config.</li>
|
||
<li>Read more on how to load your own dataset at <a href="https://docs.axolotl.ai/docs/dataset_loading.html">docs</a>.</li>
|
||
<li>The text dataset format follows the OpenAI Messages format as seen <a href="https://docs.axolotl.ai/docs/dataset-formats/conversation.html#chat_template">here</a>.</li>
|
||
</ul>
|
||
</section>
|
||
</section>
|
||
<section id="optimization-guides" class="level2">
|
||
<h2 class="anchored" data-anchor-id="optimization-guides">Optimization Guides</h2>
|
||
<ul>
|
||
<li><a href="https://docs.axolotl.ai/docs/multi-gpu.html">Multi-GPU Training</a></li>
|
||
<li><a href="https://docs.axolotl.ai/docs/multi-node.html">Multi-Node Training</a></li>
|
||
<li><a href="https://docs.axolotl.ai/docs/lora_optims.html">LoRA Optimizations</a></li>
|
||
</ul>
|
||
</section>
|
||
<section id="limitations" class="level2">
|
||
<h2 class="anchored" data-anchor-id="limitations">Limitations</h2>
|
||
<p>We only support the <code>mistral-common</code> tokenizer for Supervised Fine-tuning at the moment and for <code>type: chat_template</code> only.</p>
|
||
<p>In addition, we do not support overriding tokens yet.</p>
|
||
</section>
|
||
<section id="related-resources" class="level2">
|
||
<h2 class="anchored" data-anchor-id="related-resources">Related Resources</h2>
|
||
<ul>
|
||
<li><a href="https://mistral.ai/news/magistral/">MistralAI Magistral Blog</a></li>
|
||
<li><a href="https://docs.axolotl.ai">Axolotl Docs</a></li>
|
||
<li><a href="https://axolotl.ai">Axolotl Website</a></li>
|
||
<li><a href="https://github.com/axolotl-ai-cloud/axolotl">Axolotl GitHub</a></li>
|
||
<li><a href="https://discord.gg/7m9sfhzaf3">Axolotl Discord</a></li>
|
||
</ul>
|
||
</section>
|
||
<section id="future-work" class="level2">
|
||
<h2 class="anchored" data-anchor-id="future-work">Future Work</h2>
|
||
<ul>
|
||
<li>Add parity to Preference Tuning, RL, etc.</li>
|
||
<li>Add parity to other tokenizer configs like overriding tokens.</li>
|
||
</ul>
|
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|
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|
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const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"];
|
||
elementsIds.forEach((elId) => {
|
||
const div = window.document.getElementById(elId);
|
||
if (div) {
|
||
div.remove();
|
||
}
|
||
});
|
||
selectedAnnoteEl = undefined;
|
||
};
|
||
// Handle positioning of the toggle
|
||
window.addEventListener(
|
||
"resize",
|
||
throttle(() => {
|
||
elRect = undefined;
|
||
if (selectedAnnoteEl) {
|
||
selectCodeLines(selectedAnnoteEl);
|
||
}
|
||
}, 10)
|
||
);
|
||
function throttle(fn, ms) {
|
||
let throttle = false;
|
||
let timer;
|
||
return (...args) => {
|
||
if(!throttle) { // first call gets through
|
||
fn.apply(this, args);
|
||
throttle = true;
|
||
} else { // all the others get throttled
|
||
if(timer) clearTimeout(timer); // cancel #2
|
||
timer = setTimeout(() => {
|
||
fn.apply(this, args);
|
||
timer = throttle = false;
|
||
}, ms);
|
||
}
|
||
};
|
||
}
|
||
// Attach click handler to the DT
|
||
const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
|
||
for (const annoteDlNode of annoteDls) {
|
||
annoteDlNode.addEventListener('click', (event) => {
|
||
const clickedEl = event.target;
|
||
if (clickedEl !== selectedAnnoteEl) {
|
||
unselectCodeLines();
|
||
const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active');
|
||
if (activeEl) {
|
||
activeEl.classList.remove('code-annotation-active');
|
||
}
|
||
selectCodeLines(clickedEl);
|
||
clickedEl.classList.add('code-annotation-active');
|
||
} else {
|
||
// Unselect the line
|
||
unselectCodeLines();
|
||
clickedEl.classList.remove('code-annotation-active');
|
||
}
|
||
});
|
||
}
|
||
const findCites = (el) => {
|
||
const parentEl = el.parentElement;
|
||
if (parentEl) {
|
||
const cites = parentEl.dataset.cites;
|
||
if (cites) {
|
||
return {
|
||
el,
|
||
cites: cites.split(' ')
|
||
};
|
||
} else {
|
||
return findCites(el.parentElement)
|
||
}
|
||
} else {
|
||
return undefined;
|
||
}
|
||
};
|
||
var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]');
|
||
for (var i=0; i<bibliorefs.length; i++) {
|
||
const ref = bibliorefs[i];
|
||
const citeInfo = findCites(ref);
|
||
if (citeInfo) {
|
||
tippyHover(citeInfo.el, function() {
|
||
var popup = window.document.createElement('div');
|
||
citeInfo.cites.forEach(function(cite) {
|
||
var citeDiv = window.document.createElement('div');
|
||
citeDiv.classList.add('hanging-indent');
|
||
citeDiv.classList.add('csl-entry');
|
||
var biblioDiv = window.document.getElementById('ref-' + cite);
|
||
if (biblioDiv) {
|
||
citeDiv.innerHTML = biblioDiv.innerHTML;
|
||
}
|
||
popup.appendChild(citeDiv);
|
||
});
|
||
return popup.innerHTML;
|
||
});
|
||
}
|
||
}
|
||
});
|
||
</script>
|
||
</div> <!-- /content -->
|
||
|
||
|
||
|
||
|
||
</body></html> |