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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-1.7.34">
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<meta name="generator" content="quarto-1.8.24">
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<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
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@@ -68,14 +68,15 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
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<link href="../favicon.jpg" rel="icon" type="image/jpeg">
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<script src="../site_libs/quarto-html/tabsets/tabsets.js" type="module"></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-befe23ebd2f54d8af2c8a89d1a1611f1.css" rel="stylesheet" id="quarto-text-highlighting-styles">
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<link href="../site_libs/quarto-html/quarto-syntax-highlighting-dark-b651517ce65839d647a86e2780455cfb.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-e9895ec3143e9833a687747e8d39d226.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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@@ -125,7 +126,8 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
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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">
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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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@@ -151,6 +153,10 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
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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="pt-lg-2 mt-2 text-left sidebar-header">
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<a href="../index.html" class="sidebar-logo-link">
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</a>
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</div>
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<div class="sidebar-menu-container">
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<li class="sidebar-item">
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@@ -554,7 +560,7 @@ Important
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<section id="installation" class="level3">
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<h3 class="anchored" data-anchor-id="installation">Installation</h3>
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<p>The following will install the correct unsloth and extras from source.</p>
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<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="ex">python</span> scripts/unsloth_install.py <span class="kw">|</span> <span class="fu">sh</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<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="ex">python</span> scripts/unsloth_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>
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</section>
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<section id="usage" class="level3">
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<h3 class="anchored" data-anchor-id="usage">Usage</h3>
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@@ -562,13 +568,13 @@ Important
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<p>Our unsloth integration is currently limited to the following model architectures:
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- llama</p>
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<p>These options are specific to LoRA finetuning and cannot be used for multi-GPU finetuning</p>
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<div class="sourceCode" id="cb2"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">unsloth_lora_mlp</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
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<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb2"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">unsloth_lora_mlp</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
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<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a><span class="fu">unsloth_lora_qkv</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
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<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a><span class="fu">unsloth_lora_o</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a><span class="fu">unsloth_lora_o</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<p>These options are composable and can be used with multi-gpu finetuning</p>
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<div class="sourceCode" id="cb3"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="fu">unsloth_cross_entropy_loss</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
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<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb3"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="fu">unsloth_cross_entropy_loss</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
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<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a><span class="fu">unsloth_rms_norm</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
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<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a><span class="fu">unsloth_rope</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a><span class="fu">unsloth_rope</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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</section>
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<section id="limitations" class="level3">
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<h3 class="anchored" data-anchor-id="limitations">Limitations</h3>
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@@ -635,13 +641,14 @@ Important
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e.clearSelection();
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childEl.remove();
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return codeEl.innerText;
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return codeEl.innerText;
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const clipboard = new window.ClipboardJS('.code-copy-button:not([data-in-quarto-modal])', {
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text: getTextToCopy
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