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</tr>
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<tbody class="list">
<tr data-index="0" data-listing-file-modified-sort="1720624564176" data-listing-reading-time-sort="1" data-listing-word-count-sort="47" data-listing-title-sort="Pre-training" data-listing-filename-sort="pretraining.qmd">
<tr data-index="0" data-listing-file-modified-sort="1720703982275" data-listing-reading-time-sort="1" data-listing-word-count-sort="47" data-listing-title-sort="Pre-training" data-listing-filename-sort="pretraining.qmd">
<td>
<a href="../../docs/dataset-formats/pretraining.html" class="title listing-title">Pre-training</a>
</td>
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<span class="listing-description">Data format for a pre-training completion task.</span>
</td>
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<tr data-index="1" data-listing-file-modified-sort="1720624564176" data-listing-reading-time-sort="2" data-listing-word-count-sort="308" data-listing-title-sort="Instruction Tuning" data-listing-filename-sort="inst_tune.qmd">
<tr data-index="1" data-listing-file-modified-sort="1720703982275" data-listing-reading-time-sort="2" data-listing-word-count-sort="308" data-listing-title-sort="Instruction Tuning" data-listing-filename-sort="inst_tune.qmd">
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<a href="../../docs/dataset-formats/inst_tune.html" class="title listing-title">Instruction Tuning</a>
</td>
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<span class="listing-description">Instruction tuning formats for supervised fine-tuning.</span>
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<tr data-index="2" data-listing-file-modified-sort="1720624564176" data-listing-reading-time-sort="2" data-listing-word-count-sort="235" data-listing-title-sort="Conversation" data-listing-filename-sort="conversation.qmd">
<tr data-index="2" data-listing-file-modified-sort="1720703982275" data-listing-reading-time-sort="2" data-listing-word-count-sort="235" data-listing-title-sort="Conversation" data-listing-filename-sort="conversation.qmd">
<td>
<a href="../../docs/dataset-formats/conversation.html" class="title listing-title">Conversation</a>
</td>
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<span class="listing-description">Conversation format for supervised fine-tuning.</span>
</td>
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<tr data-index="3" data-listing-file-modified-sort="1720624564176" data-listing-reading-time-sort="1" data-listing-word-count-sort="3" data-listing-title-sort="Template-Free" data-listing-filename-sort="template_free.qmd">
<tr data-index="3" data-listing-file-modified-sort="1720703982275" data-listing-reading-time-sort="1" data-listing-word-count-sort="3" data-listing-title-sort="Template-Free" data-listing-filename-sort="template_free.qmd">
<td>
<a href="../../docs/dataset-formats/template_free.html" class="title listing-title">Template-Free</a>
</td>
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<span class="listing-description">Construct prompts without a template.</span>
</td>
</tr>
<tr data-index="4" data-listing-file-modified-sort="1720624564176" data-listing-reading-time-sort="1" data-listing-word-count-sort="90" data-listing-title-sort="Custom Pre-Tokenized Dataset" data-listing-filename-sort="tokenized.qmd">
<tr data-index="4" data-listing-file-modified-sort="1720703982275" data-listing-reading-time-sort="1" data-listing-word-count-sort="90" data-listing-title-sort="Custom Pre-Tokenized Dataset" data-listing-filename-sort="tokenized.qmd">
<td>
<a href="../../docs/dataset-formats/tokenized.html" class="title listing-title">Custom Pre-Tokenized Dataset</a>
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<section id="setup-1" class="level3">
<h3 class="anchored" data-anchor-id="setup-1">Setup</h3>
<p>On the host that is running axolotl (ex: if you are using a remote host), clone the axolotl repo and change your current directory to the root:</p>
<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="fu">git</span> clone https://github.com/OpenAccess-AI-Collective/axolotl</span>
<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="fu">git</span> clone https://github.com/axolotl-ai-cloud/axolotl</span>
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a><span class="bu">cd</span> axolotl</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<blockquote class="blockquote">
<p>[!Tip] If you already have axolotl cloned on your host, make sure you have the latest changes and change into the root of the project.</p>

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<ol type="1">
<li>Set <code>adapter: qlora</code> in your axolotl config file.</li>
<li>Enable FSDP in your axolotl config, as <a href="https://github.com/OpenAccess-AI-Collective/axolotl?tab=readme-ov-file#fsdp">described here</a>.</li>
<li>Enable FSDP in your axolotl config, as <a href="https://github.com/axolotl-ai-cloud/axolotl?tab=readme-ov-file#fsdp">described here</a>.</li>
<li>Use one of the supported model types: <code>llama</code>, <code>mistral</code> or <code>mixtral</code>.</li>
</ol>
</section>
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<section id="references" class="level2">
<h2 class="anchored" data-anchor-id="references">References</h2>
<ul>
<li><a href="https://github.com/OpenAccess-AI-Collective/axolotl/pull/1378">PR #1378</a> enabling QLoRA in FSDP in Axolotl.</li>
<li><a href="https://github.com/axolotl-ai-cloud/axolotl/pull/1378">PR #1378</a> enabling QLoRA in FSDP in Axolotl.</li>
<li><a href="https://www.answer.ai/posts/2024-03-06-fsdp-qlora.html">Blog Post</a> from the <a href="https://www.answer.ai/">Answer.AI</a> team describing the work that enabled QLoRA in FSDP.</li>
<li>Related HuggingFace PRs Enabling FDSP + QLoRA:
<ul>

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<p><a id="markdown-masking-inputs" name="masking-inputs"></a></p>
<section id="masking-inputs" class="level3">
<h3 class="anchored" data-anchor-id="masking-inputs">Masking Inputs</h3>
<p>One of the most popular features of <a href="https://github.com/OpenAccess-AI-Collective/axolotl">axolotl</a> is setting the following configuration value:</p>
<p>One of the most popular features of <a href="https://github.com/axolotl-ai-cloud/axolotl">axolotl</a> is setting the following configuration value:</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">train_on_inputs</span><span class="kw">:</span><span class="at"> </span><span class="ch">false</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<p>If you declare a <a href="https://github.com/OpenAccess-AI-Collective/axolotl?tab=readme-ov-file#dataset">dataset formats</a> such as <code>alpaca</code> or <code>chatml</code>, axolotl knows what is an input (i.e.&nbsp;human) vs.&nbsp;an output (i.e.&nbsp;the assistant) and masks the input labels so that your model can focus on predicting the outputs only.</p>
<p>If you declare a <a href="https://github.com/axolotl-ai-cloud/axolotl?tab=readme-ov-file#dataset">dataset formats</a> such as <code>alpaca</code> or <code>chatml</code>, axolotl knows what is an input (i.e.&nbsp;human) vs.&nbsp;an output (i.e.&nbsp;the assistant) and masks the input labels so that your model can focus on predicting the outputs only.</p>
<p><a id="markdown-you-may-not-want-prompt-templates" name="you-may-not-want-prompt-templates"></a></p>
</section>
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