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Quarto GHA Workflow Runner
@@ -2,7 +2,7 @@
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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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@@ -67,14 +67,15 @@ 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/quarto.js" type="module"></script>
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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/axe/axe-check.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-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-icons.css" rel="stylesheet">
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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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<link href="../site_libs/bootstrap/bootstrap-f9d679a32da2b248d4ca48a0e58e089e.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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@@ -124,7 +125,8 @@ 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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@@ -150,6 +152,10 @@ 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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<ul class="list-unstyled mt-1">
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<li class="sidebar-item">
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@@ -564,13 +570,13 @@ Tip
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<section id="sec-basic" class="level3" data-number="1.1">
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<h3 data-number="1.1" class="anchored" data-anchor-id="sec-basic"><span class="header-section-number">1.1</span> Basic Inference</h3>
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<div class="tabset-margin-container"></div><div class="panel-tabset">
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<ul class="nav nav-tabs" role="tablist"><li class="nav-item" role="presentation"><a class="nav-link active" id="tabset-1-1-tab" data-bs-toggle="tab" data-bs-target="#tabset-1-1" role="tab" aria-controls="tabset-1-1" aria-selected="true" aria-current="page">LoRA Models</a></li><li class="nav-item" role="presentation"><a class="nav-link" id="tabset-1-2-tab" data-bs-toggle="tab" data-bs-target="#tabset-1-2" role="tab" aria-controls="tabset-1-2" aria-selected="false">Full Fine-tuned Models</a></li></ul>
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<ul class="nav nav-tabs" role="tablist"><li class="nav-item" role="presentation"><a class="nav-link active" id="tabset-1-1-tab" data-bs-toggle="tab" data-bs-target="#tabset-1-1" role="tab" aria-controls="tabset-1-1" aria-selected="true" href="">LoRA Models</a></li><li class="nav-item" role="presentation"><a class="nav-link" id="tabset-1-2-tab" data-bs-toggle="tab" data-bs-target="#tabset-1-2" role="tab" aria-controls="tabset-1-2" aria-selected="false" href="">Full Fine-tuned Models</a></li></ul>
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<div class="tab-content">
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<div id="tabset-1-1" class="tab-pane active" role="tabpanel" aria-labelledby="tabset-1-1-tab">
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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">axolotl</span> inference your_config.yml <span class="at">--lora-model-dir</span><span class="op">=</span><span class="st">"./lora-output-dir"</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">axolotl</span> inference your_config.yml <span class="at">--lora-model-dir</span><span class="op">=</span><span class="st">"./lora-output-dir"</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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</div>
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<div id="tabset-1-2" class="tab-pane" role="tabpanel" aria-labelledby="tabset-1-2-tab">
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<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">axolotl</span> inference your_config.yml <span class="at">--base-model</span><span class="op">=</span><span class="st">"./completed-model"</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="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">axolotl</span> inference your_config.yml <span class="at">--base-model</span><span class="op">=</span><span class="st">"./completed-model"</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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</div>
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</div>
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</div>
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@@ -581,35 +587,35 @@ Tip
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<section id="sec-gradio" class="level3" data-number="2.1">
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<h3 data-number="2.1" class="anchored" data-anchor-id="sec-gradio"><span class="header-section-number">2.1</span> Gradio Interface</h3>
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<p>Launch an interactive web interface:</p>
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<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> inference your_config.yml <span class="at">--gradio</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="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> inference your_config.yml <span class="at">--gradio</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="sec-file-prompts" class="level3" data-number="2.2">
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<h3 data-number="2.2" class="anchored" data-anchor-id="sec-file-prompts"><span class="header-section-number">2.2</span> File-based Prompts</h3>
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<p>Process prompts from a text file:</p>
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<div class="sourceCode" id="cb4"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="fu">cat</span> /tmp/prompt.txt <span class="kw">|</span> <span class="ex">axolotl</span> inference your_config.yml <span class="dt">\</span></span>
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<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a> <span class="at">--base-model</span><span class="op">=</span><span class="st">"./completed-model"</span> <span class="at">--prompter</span><span class="op">=</span>None</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="cb4"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="fu">cat</span> /tmp/prompt.txt <span class="kw">|</span> <span class="ex">axolotl</span> inference your_config.yml <span class="dt">\</span></span>
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<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a> <span class="at">--base-model</span><span class="op">=</span><span class="st">"./completed-model"</span> <span class="at">--prompter</span><span class="op">=</span>None</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="sec-memory" class="level3" data-number="2.3">
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<h3 data-number="2.3" class="anchored" data-anchor-id="sec-memory"><span class="header-section-number">2.3</span> Memory Optimization</h3>
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<p>For large models or limited memory:</p>
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<div class="sourceCode" id="cb5"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> inference your_config.yml <span class="at">--load-in-8bit</span><span class="op">=</span>True</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="cb5"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> inference your_config.yml <span class="at">--load-in-8bit</span><span class="op">=</span>True</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>
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<section id="sec-merging" class="level2" data-number="3">
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<h2 data-number="3" class="anchored" data-anchor-id="sec-merging"><span class="header-section-number">3</span> Merging LoRA Weights</h2>
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<p>Merge LoRA adapters with the base model:</p>
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<div class="sourceCode" id="cb6"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> merge-lora your_config.yml <span class="at">--lora-model-dir</span><span class="op">=</span><span class="st">"./completed-model"</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="cb6"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> merge-lora your_config.yml <span class="at">--lora-model-dir</span><span class="op">=</span><span class="st">"./completed-model"</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 id="sec-memory-management" class="level3" data-number="3.1">
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<h3 data-number="3.1" class="anchored" data-anchor-id="sec-memory-management"><span class="header-section-number">3.1</span> Memory Management for Merging</h3>
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<div class="tabset-margin-container"></div><div class="panel-tabset">
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<ul class="nav nav-tabs" role="tablist"><li class="nav-item" role="presentation"><a class="nav-link active" id="tabset-2-1-tab" data-bs-toggle="tab" data-bs-target="#tabset-2-1" role="tab" aria-controls="tabset-2-1" aria-selected="true">Configuration Options</a></li><li class="nav-item" role="presentation"><a class="nav-link" id="tabset-2-2-tab" data-bs-toggle="tab" data-bs-target="#tabset-2-2" role="tab" aria-controls="tabset-2-2" aria-selected="false">Force CPU Merging</a></li></ul>
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<ul class="nav nav-tabs" role="tablist"><li class="nav-item" role="presentation"><a class="nav-link active" id="tabset-2-1-tab" data-bs-toggle="tab" data-bs-target="#tabset-2-1" role="tab" aria-controls="tabset-2-1" aria-selected="true" href="">Configuration Options</a></li><li class="nav-item" role="presentation"><a class="nav-link" id="tabset-2-2-tab" data-bs-toggle="tab" data-bs-target="#tabset-2-2" role="tab" aria-controls="tabset-2-2" aria-selected="false" href="">Force CPU Merging</a></li></ul>
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<div class="tab-content">
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<div id="tabset-2-1" class="tab-pane active" role="tabpanel" aria-labelledby="tabset-2-1-tab">
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<div class="sourceCode" id="cb7"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="fu">gpu_memory_limit</span><span class="kw">:</span><span class="at"> 20GiB</span><span class="co"> # Adjust based on your GPU</span></span>
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<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_on_cpu</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # Process on CPU if needed</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="cb7"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="fu">gpu_memory_limit</span><span class="kw">:</span><span class="at"> 20GiB</span><span class="co"> # Adjust based on your GPU</span></span>
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<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_on_cpu</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # Process on CPU if needed</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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</div>
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<div id="tabset-2-2" class="tab-pane" role="tabpanel" aria-labelledby="tabset-2-2-tab">
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<div class="sourceCode" id="cb8"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="va">CUDA_VISIBLE_DEVICES</span><span class="op">=</span><span class="st">""</span> <span class="ex">axolotl</span> merge-lora ...</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb8"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="va">CUDA_VISIBLE_DEVICES</span><span class="op">=</span><span class="st">""</span> <span class="ex">axolotl</span> merge-lora ...</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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</div>
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</div>
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</div>
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@@ -636,7 +642,7 @@ Warning
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<ol type="1">
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<li>Check training tokenization:</li>
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</ol>
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<div class="sourceCode" id="cb9"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> preprocess your_config.yml <span class="at">--debug</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb9"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> preprocess your_config.yml <span class="at">--debug</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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||||
<ol start="2" type="1">
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||||
<li><p>Verify inference tokenization by decoding tokens before model input</p></li>
|
||||
<li><p>Compare token IDs between training and inference</p></li>
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||||
@@ -645,13 +651,13 @@ Warning
|
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<section id="sec-special-tokens" class="level3" data-number="4.2">
|
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<h3 data-number="4.2" class="anchored" data-anchor-id="sec-special-tokens"><span class="header-section-number">4.2</span> Special Tokens</h3>
|
||||
<p>Configure special tokens in your YAML:</p>
|
||||
<div class="sourceCode" id="cb10"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="fu">special_tokens</span><span class="kw">:</span></span>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb10"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="fu">special_tokens</span><span class="kw">:</span></span>
|
||||
<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">bos_token</span><span class="kw">:</span><span class="at"> </span><span class="st">"<s>"</span></span>
|
||||
<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">eos_token</span><span class="kw">:</span><span class="at"> </span><span class="st">"</s>"</span></span>
|
||||
<span id="cb10-4"><a href="#cb10-4" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">unk_token</span><span class="kw">:</span><span class="at"> </span><span class="st">"<unk>"</span></span>
|
||||
<span id="cb10-5"><a href="#cb10-5" aria-hidden="true" tabindex="-1"></a><span class="fu">tokens</span><span class="kw">:</span></span>
|
||||
<span id="cb10-6"><a href="#cb10-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="st">"<|im_start|>"</span></span>
|
||||
<span id="cb10-7"><a href="#cb10-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="st">"<|im_end|>"</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="cb10-7"><a href="#cb10-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="st">"<|im_end|>"</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>
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<section id="sec-troubleshooting" class="level2" data-number="5">
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@@ -659,7 +665,7 @@ Warning
|
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<section id="sec-common-problems" class="level3" data-number="5.1">
|
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<h3 data-number="5.1" class="anchored" data-anchor-id="sec-common-problems"><span class="header-section-number">5.1</span> Common Problems</h3>
|
||||
<div class="tabset-margin-container"></div><div class="panel-tabset">
|
||||
<ul class="nav nav-tabs" role="tablist"><li class="nav-item" role="presentation"><a class="nav-link active" id="tabset-3-1-tab" data-bs-toggle="tab" data-bs-target="#tabset-3-1" role="tab" aria-controls="tabset-3-1" aria-selected="true">Memory Issues</a></li><li class="nav-item" role="presentation"><a class="nav-link" id="tabset-3-2-tab" data-bs-toggle="tab" data-bs-target="#tabset-3-2" role="tab" aria-controls="tabset-3-2" aria-selected="false">Token Issues</a></li><li class="nav-item" role="presentation"><a class="nav-link" id="tabset-3-3-tab" data-bs-toggle="tab" data-bs-target="#tabset-3-3" role="tab" aria-controls="tabset-3-3" aria-selected="false">Performance Issues</a></li></ul>
|
||||
<ul class="nav nav-tabs" role="tablist"><li class="nav-item" role="presentation"><a class="nav-link active" id="tabset-3-1-tab" data-bs-toggle="tab" data-bs-target="#tabset-3-1" role="tab" aria-controls="tabset-3-1" aria-selected="true" href="">Memory Issues</a></li><li class="nav-item" role="presentation"><a class="nav-link" id="tabset-3-2-tab" data-bs-toggle="tab" data-bs-target="#tabset-3-2" role="tab" aria-controls="tabset-3-2" aria-selected="false" href="">Token Issues</a></li><li class="nav-item" role="presentation"><a class="nav-link" id="tabset-3-3-tab" data-bs-toggle="tab" data-bs-target="#tabset-3-3" role="tab" aria-controls="tabset-3-3" aria-selected="false" href="">Performance Issues</a></li></ul>
|
||||
<div class="tab-content">
|
||||
<div id="tabset-3-1" class="tab-pane active" role="tabpanel" aria-labelledby="tabset-3-1-tab">
|
||||
<ul>
|
||||
@@ -742,13 +748,14 @@ Warning
|
||||
e.clearSelection();
|
||||
}
|
||||
const getTextToCopy = function(trigger) {
|
||||
const codeEl = trigger.previousElementSibling.cloneNode(true);
|
||||
for (const childEl of codeEl.children) {
|
||||
if (isCodeAnnotation(childEl)) {
|
||||
childEl.remove();
|
||||
}
|
||||
const outerScaffold = trigger.parentElement.cloneNode(true);
|
||||
const codeEl = outerScaffold.querySelector('code');
|
||||
for (const childEl of codeEl.children) {
|
||||
if (isCodeAnnotation(childEl)) {
|
||||
childEl.remove();
|
||||
}
|
||||
return codeEl.innerText;
|
||||
}
|
||||
return codeEl.innerText;
|
||||
}
|
||||
const clipboard = new window.ClipboardJS('.code-copy-button:not([data-in-quarto-modal])', {
|
||||
text: getTextToCopy
|
||||
|
||||
Reference in New Issue
Block a user