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@@ -363,7 +363,7 @@ Description
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</tr>
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</thead>
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<tbody class="list">
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<tr data-index="0" data-listing-file-modified-sort="1733333184629" data-listing-reading-time-sort="1" data-listing-word-count-sort="47" data-listing-title-sort="Pre-training" data-listing-filename-sort="pretraining.qmd">
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<tr data-index="0" data-listing-file-modified-sort="1733454720715" data-listing-reading-time-sort="1" data-listing-word-count-sort="47" data-listing-title-sort="Pre-training" data-listing-filename-sort="pretraining.qmd">
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<td>
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<a href="../../docs/dataset-formats/pretraining.html" class="title listing-title">Pre-training</a>
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</td>
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@@ -371,7 +371,7 @@ Description
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||||
<span class="listing-description">Data format for a pre-training completion task.</span>
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</td>
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</tr>
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<tr data-index="1" data-listing-file-modified-sort="1733333184629" 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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<tr data-index="1" data-listing-file-modified-sort="1733454720715" 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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<td>
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<a href="../../docs/dataset-formats/inst_tune.html" class="title listing-title">Instruction Tuning</a>
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</td>
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||||
@@ -379,7 +379,7 @@ Description
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<span class="listing-description">Instruction tuning formats for supervised fine-tuning.</span>
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</td>
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</tr>
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<tr data-index="2" data-listing-file-modified-sort="1733333184629" data-listing-reading-time-sort="4" data-listing-word-count-sort="623" data-listing-title-sort="Conversation" data-listing-filename-sort="conversation.qmd">
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<tr data-index="2" data-listing-file-modified-sort="1733454720715" data-listing-reading-time-sort="4" data-listing-word-count-sort="623" data-listing-title-sort="Conversation" data-listing-filename-sort="conversation.qmd">
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<td>
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<a href="../../docs/dataset-formats/conversation.html" class="title listing-title">Conversation</a>
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</td>
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@@ -387,7 +387,7 @@ Description
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<span class="listing-description">Conversation format for supervised fine-tuning.</span>
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</td>
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</tr>
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<tr data-index="3" data-listing-file-modified-sort="1733333184629" 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">
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<tr data-index="3" data-listing-file-modified-sort="1733454720715" 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">
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<td>
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<a href="../../docs/dataset-formats/template_free.html" class="title listing-title">Template-Free</a>
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</td>
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@@ -395,7 +395,7 @@ Description
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<span class="listing-description">Construct prompts without a template.</span>
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</td>
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</tr>
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<tr data-index="4" data-listing-file-modified-sort="1733333184629" data-listing-reading-time-sort="1" data-listing-word-count-sort="92" data-listing-title-sort="Custom Pre-Tokenized Dataset" data-listing-filename-sort="tokenized.qmd">
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<tr data-index="4" data-listing-file-modified-sort="1733454720715" data-listing-reading-time-sort="1" data-listing-word-count-sort="92" data-listing-title-sort="Custom Pre-Tokenized Dataset" data-listing-filename-sort="tokenized.qmd">
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<td>
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<a href="../../docs/dataset-formats/tokenized.html" class="title listing-title">Custom Pre-Tokenized Dataset</a>
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</td>
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497
index.html
497
index.html
@@ -292,11 +292,15 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
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<h2 id="toc-title">Table Of Contents</h2>
|
||||
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||||
<ul>
|
||||
<li><a href="#axolotl-supports" id="toc-axolotl-supports" class="nav-link active" data-scroll-target="#axolotl-supports">Axolotl supports</a></li>
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||||
<li><a href="#quickstart" id="toc-quickstart" class="nav-link" data-scroll-target="#quickstart">Quickstart ⚡</a>
|
||||
<li><a href="#quickstart" id="toc-quickstart" class="nav-link active" data-scroll-target="#quickstart">Quickstart ⚡</a>
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||||
<ul class="collapse">
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||||
<li><a href="#usage" id="toc-usage" class="nav-link" data-scroll-target="#usage">Usage</a></li>
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||||
<li><a href="#axolotl-cli" id="toc-axolotl-cli" class="nav-link" data-scroll-target="#axolotl-cli">Axolotl CLI</a></li>
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||||
</ul></li>
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||||
<li><a href="#badge" id="toc-badge" class="nav-link" data-scroll-target="#badge">Badge ❤🏷️</a></li>
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||||
<li><a href="#sponsors" id="toc-sponsors" class="nav-link" data-scroll-target="#sponsors">Sponsors 🤝❤</a></li>
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||||
<li><a href="#contributing" id="toc-contributing" class="nav-link" data-scroll-target="#contributing">Contributing 🤝</a></li>
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||||
<li><a href="#axolotl-supports" id="toc-axolotl-supports" class="nav-link" data-scroll-target="#axolotl-supports">Axolotl supports</a></li>
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||||
<li><a href="#advanced-setup" id="toc-advanced-setup" class="nav-link" data-scroll-target="#advanced-setup">Advanced Setup</a>
|
||||
<ul class="collapse">
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||||
<li><a href="#environment" id="toc-environment" class="nav-link" data-scroll-target="#environment">Environment</a></li>
|
||||
@@ -312,10 +316,6 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
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</ul></li>
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<li><a href="#debugging-axolotl" id="toc-debugging-axolotl" class="nav-link" data-scroll-target="#debugging-axolotl">Debugging Axolotl</a></li>
|
||||
<li><a href="#need-help" id="toc-need-help" class="nav-link" data-scroll-target="#need-help">Need help? 🙋</a></li>
|
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<li><a href="#badge" id="toc-badge" class="nav-link" data-scroll-target="#badge">Badge ❤🏷️</a></li>
|
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<li><a href="#community-showcase" id="toc-community-showcase" class="nav-link" data-scroll-target="#community-showcase">Community Showcase</a></li>
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||||
<li><a href="#contributing" id="toc-contributing" class="nav-link" data-scroll-target="#contributing">Contributing 🤝</a></li>
|
||||
<li><a href="#sponsors" id="toc-sponsors" class="nav-link" data-scroll-target="#sponsors">Sponsors 🤝❤</a></li>
|
||||
</ul>
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</nav>
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</div>
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||||
@@ -328,11 +328,15 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
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<h2 id="toc-title">Table Of Contents</h2>
|
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||||
<ul>
|
||||
<li><a href="#axolotl-supports" id="toc-axolotl-supports">Axolotl supports</a></li>
|
||||
<li><a href="#quickstart" id="toc-quickstart">Quickstart ⚡</a>
|
||||
<ul>
|
||||
<li><a href="#usage" id="toc-usage">Usage</a></li>
|
||||
<li><a href="#axolotl-cli" id="toc-axolotl-cli">Axolotl CLI</a></li>
|
||||
</ul></li>
|
||||
<li><a href="#badge" id="toc-badge">Badge ❤🏷️</a></li>
|
||||
<li><a href="#sponsors" id="toc-sponsors">Sponsors 🤝❤</a></li>
|
||||
<li><a href="#contributing" id="toc-contributing">Contributing 🤝</a></li>
|
||||
<li><a href="#axolotl-supports" id="toc-axolotl-supports">Axolotl supports</a></li>
|
||||
<li><a href="#advanced-setup" id="toc-advanced-setup">Advanced Setup</a>
|
||||
<ul>
|
||||
<li><a href="#environment" id="toc-environment">Environment</a></li>
|
||||
@@ -348,10 +352,6 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
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||||
</ul></li>
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||||
<li><a href="#debugging-axolotl" id="toc-debugging-axolotl">Debugging Axolotl</a></li>
|
||||
<li><a href="#need-help" id="toc-need-help">Need help? 🙋</a></li>
|
||||
<li><a href="#badge" id="toc-badge">Badge ❤🏷️</a></li>
|
||||
<li><a href="#community-showcase" id="toc-community-showcase">Community Showcase</a></li>
|
||||
<li><a href="#contributing" id="toc-contributing">Contributing 🤝</a></li>
|
||||
<li><a href="#sponsors" id="toc-sponsors">Sponsors 🤝❤</a></li>
|
||||
</ul>
|
||||
</nav>
|
||||
<p align="center">
|
||||
@@ -366,6 +366,98 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
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<p>Axolotl is a tool designed to streamline the fine-tuning of various AI models, offering support for multiple configurations and architectures.</p>
|
||||
<p>Features: - Train various Huggingface models such as llama, pythia, falcon, mpt - Supports fullfinetune, lora, qlora, relora, and gptq - Customize configurations using a simple yaml file or CLI overwrite - Load different dataset formats, use custom formats, or bring your own tokenized datasets - Integrated with xformer, flash attention, <a href="https://github.com/linkedin/Liger-Kernel">liger kernel</a>, rope scaling, and multipacking - Works with single GPU or multiple GPUs via FSDP or Deepspeed - Easily run with Docker locally or on the cloud - Log results and optionally checkpoints to wandb, mlflow or Comet - And more!</p>
|
||||
<p><a href="https://www.phorm.ai/query?projectId=e315ba4a-4e14-421f-ab05-38a1f9076f25"> <img alt="phorm.ai" src="https://img.shields.io/badge/Phorm-Ask_AI-%23F2777A.svg?&logo=data:image/svg+xml;base64,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"> </a></p>
|
||||
<section id="quickstart" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="quickstart">Quickstart ⚡</h2>
|
||||
<p>Get started with Axolotl in just a few steps! This quickstart guide will walk you through setting up and running a basic fine-tuning task.</p>
|
||||
<p><strong>Requirements</strong>: <em>Nvidia</em> GPU (Ampere architecture or newer for <code>bf16</code> and Flash Attention) or <em>AMD</em> GPU, Python >=3.10 and PyTorch >=2.3.1.</p>
|
||||
<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="fu">git</span> clone https://github.com/axolotl-ai-cloud/axolotl</span>
|
||||
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="bu">cd</span> axolotl</span>
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||||
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install packaging ninja</span>
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||||
<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-e</span> <span class="st">'.[flash-attn,deepspeed]'</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<section id="usage" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="usage">Usage</h3>
|
||||
<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="co"># preprocess datasets - optional but recommended</span></span>
|
||||
<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a><span class="va">CUDA_VISIBLE_DEVICES</span><span class="op">=</span><span class="st">"0"</span> <span class="ex">python</span> <span class="at">-m</span> axolotl.cli.preprocess examples/openllama-3b/lora.yml</span>
|
||||
<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a></span>
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||||
<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a><span class="co"># finetune lora</span></span>
|
||||
<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a><span class="ex">accelerate</span> launch <span class="at">-m</span> axolotl.cli.train examples/openllama-3b/lora.yml</span>
|
||||
<span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb2-7"><a href="#cb2-7" aria-hidden="true" tabindex="-1"></a><span class="co"># inference</span></span>
|
||||
<span id="cb2-8"><a href="#cb2-8" aria-hidden="true" tabindex="-1"></a><span class="ex">accelerate</span> launch <span class="at">-m</span> axolotl.cli.inference examples/openllama-3b/lora.yml <span class="dt">\</span></span>
|
||||
<span id="cb2-9"><a href="#cb2-9" aria-hidden="true" tabindex="-1"></a> <span class="at">--lora_model_dir</span><span class="op">=</span><span class="st">"./outputs/lora-out"</span></span>
|
||||
<span id="cb2-10"><a href="#cb2-10" aria-hidden="true" tabindex="-1"></a></span>
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||||
<span id="cb2-11"><a href="#cb2-11" aria-hidden="true" tabindex="-1"></a><span class="co"># gradio</span></span>
|
||||
<span id="cb2-12"><a href="#cb2-12" aria-hidden="true" tabindex="-1"></a><span class="ex">accelerate</span> launch <span class="at">-m</span> axolotl.cli.inference examples/openllama-3b/lora.yml <span class="dt">\</span></span>
|
||||
<span id="cb2-13"><a href="#cb2-13" aria-hidden="true" tabindex="-1"></a> <span class="at">--lora_model_dir</span><span class="op">=</span><span class="st">"./outputs/lora-out"</span> <span class="at">--gradio</span></span>
|
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<span id="cb2-14"><a href="#cb2-14" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb2-15"><a href="#cb2-15" aria-hidden="true" tabindex="-1"></a><span class="co"># remote yaml files - the yaml config can be hosted on a public URL</span></span>
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<span id="cb2-16"><a href="#cb2-16" aria-hidden="true" tabindex="-1"></a><span class="co"># Note: the yaml config must directly link to the **raw** yaml</span></span>
|
||||
<span id="cb2-17"><a href="#cb2-17" aria-hidden="true" tabindex="-1"></a><span class="ex">accelerate</span> launch <span class="at">-m</span> axolotl.cli.train https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/examples/openllama-3b/lora.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</section>
|
||||
<section id="axolotl-cli" class="level3">
|
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<h3 class="anchored" data-anchor-id="axolotl-cli">Axolotl CLI</h3>
|
||||
<p>If you’ve installed this package using <code>pip</code> from source, we now support a new, more streamlined CLI using <a href="https://click.palletsprojects.com/en/stable/">click</a>. Rewriting the above commands:</p>
|
||||
<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="co"># preprocess datasets - optional but recommended</span></span>
|
||||
<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a><span class="va">CUDA_VISIBLE_DEVICES</span><span class="op">=</span><span class="st">"0"</span> <span class="ex">axolotl</span> preprocess examples/openllama-3b/lora.yml</span>
|
||||
<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a><span class="co"># finetune lora</span></span>
|
||||
<span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train examples/openllama-3b/lora.yml</span>
|
||||
<span id="cb3-6"><a href="#cb3-6" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb3-7"><a href="#cb3-7" aria-hidden="true" tabindex="-1"></a><span class="co"># inference</span></span>
|
||||
<span id="cb3-8"><a href="#cb3-8" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> inference examples/openllama-3b/lora.yml <span class="dt">\</span></span>
|
||||
<span id="cb3-9"><a href="#cb3-9" aria-hidden="true" tabindex="-1"></a> <span class="at">--lora-model-dir</span><span class="op">=</span><span class="st">"./outputs/lora-out"</span></span>
|
||||
<span id="cb3-10"><a href="#cb3-10" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb3-11"><a href="#cb3-11" aria-hidden="true" tabindex="-1"></a><span class="co"># gradio</span></span>
|
||||
<span id="cb3-12"><a href="#cb3-12" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> inference examples/openllama-3b/lora.yml <span class="dt">\</span></span>
|
||||
<span id="cb3-13"><a href="#cb3-13" aria-hidden="true" tabindex="-1"></a> <span class="at">--lora-model-dir</span><span class="op">=</span><span class="st">"./outputs/lora-out"</span> <span class="at">--gradio</span></span>
|
||||
<span id="cb3-14"><a href="#cb3-14" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb3-15"><a href="#cb3-15" aria-hidden="true" tabindex="-1"></a><span class="co"># remote yaml files - the yaml config can be hosted on a public URL</span></span>
|
||||
<span id="cb3-16"><a href="#cb3-16" aria-hidden="true" tabindex="-1"></a><span class="co"># Note: the yaml config must directly link to the **raw** yaml</span></span>
|
||||
<span id="cb3-17"><a href="#cb3-17" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/examples/openllama-3b/lora.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>We’ve also added a new command for fetching <code>examples</code> and <code>deepspeed_configs</code> to your local machine. This will come in handy when installing <code>axolotl</code> from PyPI.</p>
|
||||
<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="co"># Fetch example YAML files (stores in "examples/" folder)</span></span>
|
||||
<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch examples</span>
|
||||
<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb4-4"><a href="#cb4-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Fetch deepspeed config files (stores in "deepspeed_configs/" folder)</span></span>
|
||||
<span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch deepspeed_configs</span>
|
||||
<span id="cb4-6"><a href="#cb4-6" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb4-7"><a href="#cb4-7" aria-hidden="true" tabindex="-1"></a><span class="co"># Optionally, specify a destination folder</span></span>
|
||||
<span id="cb4-8"><a href="#cb4-8" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch examples <span class="at">--dest</span> path/to/folder</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</section>
|
||||
</section>
|
||||
<section id="badge" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="badge">Badge ❤🏷️</h2>
|
||||
<p>Building something cool with Axolotl? Consider adding a badge to your model card.</p>
|
||||
<div class="sourceCode" id="cb5"><pre class="sourceCode markdown code-with-copy"><code class="sourceCode markdown"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="co">[</span><span class="ot"><img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/></span><span class="co">](https://github.com/axolotl-ai-cloud/axolotl)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p><a href="https://github.com/axolotl-ai-cloud/axolotl"><img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"></a></p>
|
||||
</section>
|
||||
<section id="sponsors" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="sponsors">Sponsors 🤝❤</h2>
|
||||
<p>If you love axolotl, consider sponsoring the project by reaching out directly to <a href="mailto:wing@axolotl.ai">wing@axolotl.ai</a>.</p>
|
||||
<hr>
|
||||
<ul>
|
||||
<li><a href="https://modal.com/">Modal</a> Modal lets you run data/AI jobs in the cloud, by just writing a few lines of Python. Customers use Modal to deploy Gen AI models at large scale, fine-tune LLM models, run protein folding simulations, and much more.</li>
|
||||
</ul>
|
||||
<hr>
|
||||
</section>
|
||||
<section id="contributing" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="contributing">Contributing 🤝</h2>
|
||||
<p>Please read the <a href="./.github/CONTRIBUTING.md">contributing guide</a></p>
|
||||
<p>Bugs? Please check the <a href="https://github.com/axolotl-ai-cloud/axolotl/issues/bug">open issues</a> else create a new Issue.</p>
|
||||
<p>PRs are <strong>greatly welcome</strong>!</p>
|
||||
<p>Please run the quickstart instructions followed by the below to setup env:</p>
|
||||
<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">pip3</span> install <span class="at">-r</span> requirements-dev.txt <span class="at">-r</span> requirements-tests.txt</span>
|
||||
<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a><span class="ex">pre-commit</span> install</span>
|
||||
<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a><span class="co"># test</span></span>
|
||||
<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a><span class="ex">pytest</span> tests/</span>
|
||||
<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a><span class="co"># optional: run against all files</span></span>
|
||||
<span id="cb6-8"><a href="#cb6-8" aria-hidden="true" tabindex="-1"></a><span class="ex">pre-commit</span> run <span class="at">--all-files</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>Thanks to all of our contributors to date. Help drive open source AI progress forward by contributing to Axolotl.</p>
|
||||
<p><a href="https://github.com/axolotl-ai-cloud/axolotl/graphs/contributors"> <img src="https://contrib.rocks/image?repo=openaccess-ai-collective/axolotl" alt="contributor chart by https://contrib.rocks"> </a></p>
|
||||
</section>
|
||||
<section id="axolotl-supports" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="axolotl-supports">Axolotl supports</h2>
|
||||
<table class="caption-top table">
|
||||
@@ -556,45 +648,15 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</table>
|
||||
<p>✅: supported ❌: not supported ❓: untested</p>
|
||||
</section>
|
||||
<section id="quickstart" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="quickstart">Quickstart ⚡</h2>
|
||||
<p>Get started with Axolotl in just a few steps! This quickstart guide will walk you through setting up and running a basic fine-tuning task.</p>
|
||||
<p><strong>Requirements</strong>: Nvidia GPU (Ampere architecture or newer for <code>bf16</code> and Flash Attention), Python >=3.10 and PyTorch >=2.3.1.</p>
|
||||
<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="fu">git</span> clone https://github.com/axolotl-ai-cloud/axolotl</span>
|
||||
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="bu">cd</span> axolotl</span>
|
||||
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install packaging ninja</span>
|
||||
<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-e</span> <span class="st">'.[flash-attn,deepspeed]'</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<section id="usage" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="usage">Usage</h3>
|
||||
<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="co"># preprocess datasets - optional but recommended</span></span>
|
||||
<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a><span class="va">CUDA_VISIBLE_DEVICES</span><span class="op">=</span><span class="st">"0"</span> <span class="ex">python</span> <span class="at">-m</span> axolotl.cli.preprocess examples/openllama-3b/lora.yml</span>
|
||||
<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a><span class="co"># finetune lora</span></span>
|
||||
<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a><span class="ex">accelerate</span> launch <span class="at">-m</span> axolotl.cli.train examples/openllama-3b/lora.yml</span>
|
||||
<span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb2-7"><a href="#cb2-7" aria-hidden="true" tabindex="-1"></a><span class="co"># inference</span></span>
|
||||
<span id="cb2-8"><a href="#cb2-8" aria-hidden="true" tabindex="-1"></a><span class="ex">accelerate</span> launch <span class="at">-m</span> axolotl.cli.inference examples/openllama-3b/lora.yml <span class="dt">\</span></span>
|
||||
<span id="cb2-9"><a href="#cb2-9" aria-hidden="true" tabindex="-1"></a> <span class="at">--lora_model_dir</span><span class="op">=</span><span class="st">"./outputs/lora-out"</span></span>
|
||||
<span id="cb2-10"><a href="#cb2-10" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb2-11"><a href="#cb2-11" aria-hidden="true" tabindex="-1"></a><span class="co"># gradio</span></span>
|
||||
<span id="cb2-12"><a href="#cb2-12" aria-hidden="true" tabindex="-1"></a><span class="ex">accelerate</span> launch <span class="at">-m</span> axolotl.cli.inference examples/openllama-3b/lora.yml <span class="dt">\</span></span>
|
||||
<span id="cb2-13"><a href="#cb2-13" aria-hidden="true" tabindex="-1"></a> <span class="at">--lora_model_dir</span><span class="op">=</span><span class="st">"./outputs/lora-out"</span> <span class="at">--gradio</span></span>
|
||||
<span id="cb2-14"><a href="#cb2-14" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb2-15"><a href="#cb2-15" aria-hidden="true" tabindex="-1"></a><span class="co"># remote yaml files - the yaml config can be hosted on a public URL</span></span>
|
||||
<span id="cb2-16"><a href="#cb2-16" aria-hidden="true" tabindex="-1"></a><span class="co"># Note: the yaml config must directly link to the **raw** yaml</span></span>
|
||||
<span id="cb2-17"><a href="#cb2-17" aria-hidden="true" tabindex="-1"></a><span class="ex">accelerate</span> launch <span class="at">-m</span> axolotl.cli.train https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/examples/openllama-3b/lora.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</section>
|
||||
</section>
|
||||
<section id="advanced-setup" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="advanced-setup">Advanced Setup</h2>
|
||||
<section id="environment" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="environment">Environment</h3>
|
||||
<section id="docker" class="level4">
|
||||
<h4 class="anchored" data-anchor-id="docker">Docker</h4>
|
||||
<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">docker</span> run <span class="at">--gpus</span> <span class="st">'"all"'</span> <span class="at">--rm</span> <span class="at">-it</span> axolotlai/axolotl:main-latest</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb7"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="ex">docker</span> run <span class="at">--gpus</span> <span class="st">'"all"'</span> <span class="at">--rm</span> <span class="at">-it</span> axolotlai/axolotl:main-latest</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>Or run on the current files for development:</p>
|
||||
<div class="sourceCode" id="cb4"><pre class="sourceCode sh code-with-copy"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="ex">docker</span> compose up <span class="at">-d</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb8"><pre class="sourceCode sh code-with-copy"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="ex">docker</span> compose up <span class="at">-d</span></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 want to debug axolotl or prefer to use Docker as your development environment, see the <a href="./docs/debugging.html#debugging-with-docker">debugging guide’s section on Docker</a>.</p>
|
||||
</blockquote>
|
||||
@@ -603,7 +665,7 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
Docker advanced
|
||||
</summary>
|
||||
<p>A more powerful Docker command to run would be this:</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="ex">docker</span> run <span class="at">--privileged</span> <span class="at">--gpus</span> <span class="st">'"all"'</span> <span class="at">--shm-size</span> 10g <span class="at">--rm</span> <span class="at">-it</span> <span class="at">--name</span> axolotl <span class="at">--ipc</span><span class="op">=</span>host <span class="at">--ulimit</span> memlock=-1 <span class="at">--ulimit</span> stack=67108864 <span class="at">--mount</span> type=bind,src=<span class="st">"</span><span class="va">${PWD}</span><span class="st">"</span>,target=/workspace/axolotl <span class="at">-v</span> <span class="va">${HOME}</span>/.cache/huggingface:/root/.cache/huggingface axolotlai/axolotl:main-latest</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<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">docker</span> run <span class="at">--privileged</span> <span class="at">--gpus</span> <span class="st">'"all"'</span> <span class="at">--shm-size</span> 10g <span class="at">--rm</span> <span class="at">-it</span> <span class="at">--name</span> axolotl <span class="at">--ipc</span><span class="op">=</span>host <span class="at">--ulimit</span> memlock=-1 <span class="at">--ulimit</span> stack=67108864 <span class="at">--mount</span> type=bind,src=<span class="st">"</span><span class="va">${PWD}</span><span class="st">"</span>,target=/workspace/axolotl <span class="at">-v</span> <span class="va">${HOME}</span>/.cache/huggingface:/root/.cache/huggingface axolotlai/axolotl:main-latest</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>It additionally: * Prevents memory issues when running e.g. deepspeed (e.g. you could hit SIGBUS/signal 7 error) through <code>--ipc</code> and <code>--ulimit</code> args. * Persists the downloaded HF data (models etc.) and your modifications to axolotl code through <code>--mount</code>/<code>-v</code> args. * The <code>--name</code> argument simply makes it easier to refer to the container in vscode (<code>Dev Containers: Attach to Running Container...</code>) or in your terminal. * The <code>--privileged</code> flag gives all capabilities to the container. * The <code>--shm-size 10g</code> argument increases the shared memory size. Use this if you see <code>exitcode: -7</code> errors using deepspeed.</p>
|
||||
<p><a href="https://docs.nvidia.com/deeplearning/frameworks/user-guide/index.html#setincshmem">More information on nvidia website</a></p>
|
||||
</details>
|
||||
@@ -637,28 +699,28 @@ Click to Expand
|
||||
<ol type="1">
|
||||
<li>Install python</li>
|
||||
</ol>
|
||||
<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="fu">sudo</span> apt update</span>
|
||||
<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a><span class="fu">sudo</span> apt install <span class="at">-y</span> python3.10</span>
|
||||
<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a><span class="fu">sudo</span> update-alternatives <span class="at">--install</span> /usr/bin/python python /usr/bin/python3.10 1</span>
|
||||
<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a><span class="fu">sudo</span> update-alternatives <span class="at">--config</span> python <span class="co"># pick 3.10 if given option</span></span>
|
||||
<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-V</span> <span class="co"># should be 3.10</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb10"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="fu">sudo</span> apt update</span>
|
||||
<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a><span class="fu">sudo</span> apt install <span class="at">-y</span> python3.10</span>
|
||||
<span id="cb10-3"><a href="#cb10-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb10-4"><a href="#cb10-4" aria-hidden="true" tabindex="-1"></a><span class="fu">sudo</span> update-alternatives <span class="at">--install</span> /usr/bin/python python /usr/bin/python3.10 1</span>
|
||||
<span id="cb10-5"><a href="#cb10-5" aria-hidden="true" tabindex="-1"></a><span class="fu">sudo</span> update-alternatives <span class="at">--config</span> python <span class="co"># pick 3.10 if given option</span></span>
|
||||
<span id="cb10-6"><a href="#cb10-6" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-V</span> <span class="co"># should be 3.10</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<ol start="2" type="1">
|
||||
<li>Install pip</li>
|
||||
</ol>
|
||||
<div class="sourceCode" id="cb7"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="fu">wget</span> https://bootstrap.pypa.io/get-pip.py</span>
|
||||
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> get-pip.py</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb11"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fu">wget</span> https://bootstrap.pypa.io/get-pip.py</span>
|
||||
<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> get-pip.py</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<ol start="3" type="1">
|
||||
<li><p>Install Pytorch https://pytorch.org/get-started/locally/</p></li>
|
||||
<li><p>Follow instructions on quickstart.</p></li>
|
||||
<li><p>Run</p></li>
|
||||
</ol>
|
||||
<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="ex">pip3</span> install protobuf==3.20.3</span>
|
||||
<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-U</span> <span class="at">--ignore-installed</span> requests Pillow psutil scipy</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb12"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install protobuf==3.20.3</span>
|
||||
<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-U</span> <span class="at">--ignore-installed</span> requests Pillow psutil scipy</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<ol start="6" type="1">
|
||||
<li>Set path</li>
|
||||
</ol>
|
||||
<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="bu">export</span> <span class="va">LD_LIBRARY_PATH</span><span class="op">=</span>/usr/lib/x86_64-linux-gnu:<span class="va">$LD_LIBRARY_PATH</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb13"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb13-1"><a href="#cb13-1" aria-hidden="true" tabindex="-1"></a><span class="bu">export</span> <span class="va">LD_LIBRARY_PATH</span><span class="op">=</span>/usr/lib/x86_64-linux-gnu:<span class="va">$LD_LIBRARY_PATH</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</details>
|
||||
</section>
|
||||
<section id="gcp" class="level5">
|
||||
@@ -669,7 +731,7 @@ Click to Expand
|
||||
</summary>
|
||||
<p>Use a Deeplearning linux OS with cuda and pytorch installed. Then follow instructions on quickstart.</p>
|
||||
<p>Make sure to run the below to uninstall xla.</p>
|
||||
<div class="sourceCode" id="cb10"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip</span> uninstall <span class="at">-y</span> torch_xla<span class="pp">[</span><span class="ss">tpu</span><span class="pp">]</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb14"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip</span> uninstall <span class="at">-y</span> torch_xla<span class="pp">[</span><span class="ss">tpu</span><span class="pp">]</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</details>
|
||||
</section>
|
||||
</section>
|
||||
@@ -690,44 +752,44 @@ Click to Expand
|
||||
<section id="launching-on-public-clouds-via-skypilot" class="level4">
|
||||
<h4 class="anchored" data-anchor-id="launching-on-public-clouds-via-skypilot">Launching on public clouds via SkyPilot</h4>
|
||||
<p>To launch on GPU instances (both on-demand and spot instances) on 7+ clouds (GCP, AWS, Azure, OCI, and more), you can use <a href="https://skypilot.readthedocs.io/en/latest/index.html">SkyPilot</a>:</p>
|
||||
<div class="sourceCode" id="cb12"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip</span> install <span class="st">"skypilot-nightly[gcp,aws,azure,oci,lambda,kubernetes,ibm,scp]"</span> <span class="co"># choose your clouds</span></span>
|
||||
<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a><span class="ex">sky</span> check</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb16"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip</span> install <span class="st">"skypilot-nightly[gcp,aws,azure,oci,lambda,kubernetes,ibm,scp]"</span> <span class="co"># choose your clouds</span></span>
|
||||
<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a><span class="ex">sky</span> check</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>Get the <a href="https://github.com/skypilot-org/skypilot/tree/master/llm/axolotl">example YAMLs</a> of using Axolotl to finetune <code>mistralai/Mistral-7B-v0.1</code>:</p>
|
||||
<pre><code>git clone https://github.com/skypilot-org/skypilot.git
|
||||
cd skypilot/llm/axolotl</code></pre>
|
||||
<p>Use one command to launch:</p>
|
||||
<div class="sourceCode" id="cb14"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a><span class="co"># On-demand</span></span>
|
||||
<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a><span class="va">HF_TOKEN</span><span class="op">=</span>xx <span class="ex">sky</span> launch axolotl.yaml <span class="at">--env</span> HF_TOKEN</span>
|
||||
<span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb14-4"><a href="#cb14-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Managed spot (auto-recovery on preemption)</span></span>
|
||||
<span id="cb14-5"><a href="#cb14-5" aria-hidden="true" tabindex="-1"></a><span class="va">HF_TOKEN</span><span class="op">=</span>xx <span class="va">BUCKET</span><span class="op">=<</span>unique-name<span class="op">></span> sky <span class="ex">spot</span> launch axolotl-spot.yaml <span class="at">--env</span> HF_TOKEN <span class="at">--env</span> BUCKET</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb18"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="co"># On-demand</span></span>
|
||||
<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a><span class="va">HF_TOKEN</span><span class="op">=</span>xx <span class="ex">sky</span> launch axolotl.yaml <span class="at">--env</span> HF_TOKEN</span>
|
||||
<span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb18-4"><a href="#cb18-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Managed spot (auto-recovery on preemption)</span></span>
|
||||
<span id="cb18-5"><a href="#cb18-5" aria-hidden="true" tabindex="-1"></a><span class="va">HF_TOKEN</span><span class="op">=</span>xx <span class="va">BUCKET</span><span class="op">=<</span>unique-name<span class="op">></span> sky <span class="ex">spot</span> launch axolotl-spot.yaml <span class="at">--env</span> HF_TOKEN <span class="at">--env</span> BUCKET</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</section>
|
||||
<section id="launching-on-public-clouds-via-dstack" class="level4">
|
||||
<h4 class="anchored" data-anchor-id="launching-on-public-clouds-via-dstack">Launching on public clouds via dstack</h4>
|
||||
<p>To launch on GPU instance (both on-demand and spot instances) on public clouds (GCP, AWS, Azure, Lambda Labs, TensorDock, Vast.ai, and CUDO), you can use <a href="https://dstack.ai/">dstack</a>.</p>
|
||||
<p>Write a job description in YAML as below:</p>
|
||||
<div class="sourceCode" id="cb15"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="co"># dstack.yaml</span></span>
|
||||
<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a><span class="fu">type</span><span class="kw">:</span><span class="at"> task</span></span>
|
||||
<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a><span class="fu">image</span><span class="kw">:</span><span class="at"> axolotlai/axolotl-cloud:main-latest</span></span>
|
||||
<span id="cb15-5"><a href="#cb15-5" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb15-6"><a href="#cb15-6" aria-hidden="true" tabindex="-1"></a><span class="fu">env</span><span class="kw">:</span></span>
|
||||
<span id="cb15-7"><a href="#cb15-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> HUGGING_FACE_HUB_TOKEN</span></span>
|
||||
<span id="cb15-8"><a href="#cb15-8" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> WANDB_API_KEY</span></span>
|
||||
<span id="cb15-9"><a href="#cb15-9" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb15-10"><a href="#cb15-10" aria-hidden="true" tabindex="-1"></a><span class="fu">commands</span><span class="kw">:</span></span>
|
||||
<span id="cb15-11"><a href="#cb15-11" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> accelerate launch -m axolotl.cli.train config.yaml</span></span>
|
||||
<span id="cb15-12"><a href="#cb15-12" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb15-13"><a href="#cb15-13" aria-hidden="true" tabindex="-1"></a><span class="fu">ports</span><span class="kw">:</span></span>
|
||||
<span id="cb15-14"><a href="#cb15-14" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="dv">6006</span></span>
|
||||
<span id="cb15-15"><a href="#cb15-15" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb15-16"><a href="#cb15-16" aria-hidden="true" tabindex="-1"></a><span class="fu">resources</span><span class="kw">:</span></span>
|
||||
<span id="cb15-17"><a href="#cb15-17" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">gpu</span><span class="kw">:</span></span>
|
||||
<span id="cb15-18"><a href="#cb15-18" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">memory</span><span class="kw">:</span><span class="at"> 24GB..</span></span>
|
||||
<span id="cb15-19"><a href="#cb15-19" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">count</span><span class="kw">:</span><span class="at"> </span><span class="dv">2</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb19"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a><span class="co"># dstack.yaml</span></span>
|
||||
<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a><span class="fu">type</span><span class="kw">:</span><span class="at"> task</span></span>
|
||||
<span id="cb19-3"><a href="#cb19-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb19-4"><a href="#cb19-4" aria-hidden="true" tabindex="-1"></a><span class="fu">image</span><span class="kw">:</span><span class="at"> axolotlai/axolotl-cloud:main-latest</span></span>
|
||||
<span id="cb19-5"><a href="#cb19-5" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb19-6"><a href="#cb19-6" aria-hidden="true" tabindex="-1"></a><span class="fu">env</span><span class="kw">:</span></span>
|
||||
<span id="cb19-7"><a href="#cb19-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> HUGGING_FACE_HUB_TOKEN</span></span>
|
||||
<span id="cb19-8"><a href="#cb19-8" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> WANDB_API_KEY</span></span>
|
||||
<span id="cb19-9"><a href="#cb19-9" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb19-10"><a href="#cb19-10" aria-hidden="true" tabindex="-1"></a><span class="fu">commands</span><span class="kw">:</span></span>
|
||||
<span id="cb19-11"><a href="#cb19-11" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> accelerate launch -m axolotl.cli.train config.yaml</span></span>
|
||||
<span id="cb19-12"><a href="#cb19-12" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb19-13"><a href="#cb19-13" aria-hidden="true" tabindex="-1"></a><span class="fu">ports</span><span class="kw">:</span></span>
|
||||
<span id="cb19-14"><a href="#cb19-14" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="dv">6006</span></span>
|
||||
<span id="cb19-15"><a href="#cb19-15" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb19-16"><a href="#cb19-16" aria-hidden="true" tabindex="-1"></a><span class="fu">resources</span><span class="kw">:</span></span>
|
||||
<span id="cb19-17"><a href="#cb19-17" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">gpu</span><span class="kw">:</span></span>
|
||||
<span id="cb19-18"><a href="#cb19-18" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">memory</span><span class="kw">:</span><span class="at"> 24GB..</span></span>
|
||||
<span id="cb19-19"><a href="#cb19-19" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">count</span><span class="kw">:</span><span class="at"> </span><span class="dv">2</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>then, simply run the job with <code>dstack run</code> command. Append <code>--spot</code> option if you want spot instance. <code>dstack run</code> command will show you the instance with cheapest price across multi cloud services:</p>
|
||||
<div class="sourceCode" id="cb16"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip</span> install dstack</span>
|
||||
<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a><span class="va">HUGGING_FACE_HUB_TOKEN</span><span class="op">=</span>xxx <span class="va">WANDB_API_KEY</span><span class="op">=</span>xxx <span class="ex">dstack</span> run . <span class="at">-f</span> dstack.yaml <span class="co"># --spot</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb20"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip</span> install dstack</span>
|
||||
<span id="cb20-2"><a href="#cb20-2" aria-hidden="true" tabindex="-1"></a><span class="va">HUGGING_FACE_HUB_TOKEN</span><span class="op">=</span>xxx <span class="va">WANDB_API_KEY</span><span class="op">=</span>xxx <span class="ex">dstack</span> run . <span class="at">-f</span> dstack.yaml <span class="co"># --spot</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>For further and fine-grained use cases, please refer to the official <a href="https://dstack.ai/docs/">dstack documents</a> and the detailed description of <a href="https://github.com/dstackai/dstack/tree/master/examples/fine-tuning/axolotl">axolotl example</a> on the official repository.</p>
|
||||
</section>
|
||||
</section>
|
||||
@@ -741,71 +803,71 @@ cd skypilot/llm/axolotl</code></pre>
|
||||
<p>See <a href="examples">examples</a> for quick start. It is recommended to duplicate and modify to your needs. The most important options are:</p>
|
||||
<ul>
|
||||
<li><p>model</p>
|
||||
<div class="sourceCode" id="cb17"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="fu">base_model</span><span class="kw">:</span><span class="at"> ./llama-7b-hf</span><span class="co"> # local or huggingface repo</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb21"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="fu">base_model</span><span class="kw">:</span><span class="at"> ./llama-7b-hf</span><span class="co"> # local or huggingface repo</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>Note: The code will load the right architecture.</p></li>
|
||||
<li><p>dataset</p>
|
||||
<div class="sourceCode" id="cb18"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="fu">datasets</span><span class="kw">:</span></span>
|
||||
<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a><span class="co"> # huggingface repo</span></span>
|
||||
<span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> vicgalle/alpaca-gpt4</span></span>
|
||||
<span id="cb18-4"><a href="#cb18-4" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> alpaca</span></span>
|
||||
<span id="cb18-5"><a href="#cb18-5" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb18-6"><a href="#cb18-6" aria-hidden="true" tabindex="-1"></a><span class="co"> # huggingface repo with specific configuration/subset</span></span>
|
||||
<span id="cb18-7"><a href="#cb18-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> EleutherAI/pile</span></span>
|
||||
<span id="cb18-8"><a href="#cb18-8" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">name</span><span class="kw">:</span><span class="at"> enron_emails</span></span>
|
||||
<span id="cb18-9"><a href="#cb18-9" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> completion</span><span class="co"> # format from earlier</span></span>
|
||||
<span id="cb18-10"><a href="#cb18-10" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">field</span><span class="kw">:</span><span class="at"> text</span><span class="co"> # Optional[str] default: text, field to use for completion data</span></span>
|
||||
<span id="cb18-11"><a href="#cb18-11" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb18-12"><a href="#cb18-12" aria-hidden="true" tabindex="-1"></a><span class="co"> # huggingface repo with multiple named configurations/subsets</span></span>
|
||||
<span id="cb18-13"><a href="#cb18-13" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> bigcode/commitpackft</span></span>
|
||||
<span id="cb18-14"><a href="#cb18-14" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">name</span><span class="kw">:</span></span>
|
||||
<span id="cb18-15"><a href="#cb18-15" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> ruby</span></span>
|
||||
<span id="cb18-16"><a href="#cb18-16" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> python</span></span>
|
||||
<span id="cb18-17"><a href="#cb18-17" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> typescript</span></span>
|
||||
<span id="cb18-18"><a href="#cb18-18" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> ...</span><span class="co"> # unimplemented custom format</span></span>
|
||||
<span id="cb18-19"><a href="#cb18-19" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb18-20"><a href="#cb18-20" aria-hidden="true" tabindex="-1"></a><span class="co"> # chat_template https://axolotl-ai-cloud.github.io/axolotl/docs/dataset-formats/conversation.html#chat_template</span></span>
|
||||
<span id="cb18-21"><a href="#cb18-21" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> ...</span></span>
|
||||
<span id="cb18-22"><a href="#cb18-22" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> chat_template</span></span>
|
||||
<span id="cb18-23"><a href="#cb18-23" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">chat_template</span><span class="kw">:</span><span class="at"> chatml</span><span class="co"> # defaults to tokenizer's chat_template</span></span>
|
||||
<span id="cb18-24"><a href="#cb18-24" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb18-25"><a href="#cb18-25" aria-hidden="true" tabindex="-1"></a><span class="co"> # local</span></span>
|
||||
<span id="cb18-26"><a href="#cb18-26" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> data.jsonl</span><span class="co"> # or json</span></span>
|
||||
<span id="cb18-27"><a href="#cb18-27" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">ds_type</span><span class="kw">:</span><span class="at"> json</span><span class="co"> # see other options below</span></span>
|
||||
<span id="cb18-28"><a href="#cb18-28" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> alpaca</span></span>
|
||||
<span id="cb18-29"><a href="#cb18-29" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb18-30"><a href="#cb18-30" aria-hidden="true" tabindex="-1"></a><span class="co"> # dataset with splits, but no train split</span></span>
|
||||
<span id="cb18-31"><a href="#cb18-31" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> knowrohit07/know_sql</span></span>
|
||||
<span id="cb18-32"><a href="#cb18-32" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> context_qa.load_v2</span></span>
|
||||
<span id="cb18-33"><a href="#cb18-33" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">train_on_split</span><span class="kw">:</span><span class="at"> validation</span></span>
|
||||
<span id="cb18-34"><a href="#cb18-34" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb18-35"><a href="#cb18-35" aria-hidden="true" tabindex="-1"></a><span class="co"> # loading from s3 or gcs</span></span>
|
||||
<span id="cb18-36"><a href="#cb18-36" aria-hidden="true" tabindex="-1"></a><span class="co"> # s3 creds will be loaded from the system default and gcs only supports public access</span></span>
|
||||
<span id="cb18-37"><a href="#cb18-37" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> s3://path_to_ds</span><span class="co"> # Accepts folder with arrow/parquet or file path like above. Supports s3, gcs.</span></span>
|
||||
<span id="cb18-38"><a href="#cb18-38" aria-hidden="true" tabindex="-1"></a><span class="at"> ...</span></span>
|
||||
<span id="cb18-39"><a href="#cb18-39" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb18-40"><a href="#cb18-40" aria-hidden="true" tabindex="-1"></a><span class="co"> # Loading Data From a Public URL</span></span>
|
||||
<span id="cb18-41"><a href="#cb18-41" aria-hidden="true" tabindex="-1"></a><span class="co"> # - The file format is `json` (which includes `jsonl`) by default. For different formats, adjust the `ds_type` option accordingly.</span></span>
|
||||
<span id="cb18-42"><a href="#cb18-42" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> https://some.url.com/yourdata.jsonl</span><span class="co"> # The URL should be a direct link to the file you wish to load. URLs must use HTTPS protocol, not HTTP.</span></span>
|
||||
<span id="cb18-43"><a href="#cb18-43" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">ds_type</span><span class="kw">:</span><span class="at"> json</span><span class="co"> # this is the default, see other options below.</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
<div class="sourceCode" id="cb22"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="fu">datasets</span><span class="kw">:</span></span>
|
||||
<span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a><span class="co"> # huggingface repo</span></span>
|
||||
<span id="cb22-3"><a href="#cb22-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> vicgalle/alpaca-gpt4</span></span>
|
||||
<span id="cb22-4"><a href="#cb22-4" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> alpaca</span></span>
|
||||
<span id="cb22-5"><a href="#cb22-5" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb22-6"><a href="#cb22-6" aria-hidden="true" tabindex="-1"></a><span class="co"> # huggingface repo with specific configuration/subset</span></span>
|
||||
<span id="cb22-7"><a href="#cb22-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> EleutherAI/pile</span></span>
|
||||
<span id="cb22-8"><a href="#cb22-8" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">name</span><span class="kw">:</span><span class="at"> enron_emails</span></span>
|
||||
<span id="cb22-9"><a href="#cb22-9" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> completion</span><span class="co"> # format from earlier</span></span>
|
||||
<span id="cb22-10"><a href="#cb22-10" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">field</span><span class="kw">:</span><span class="at"> text</span><span class="co"> # Optional[str] default: text, field to use for completion data</span></span>
|
||||
<span id="cb22-11"><a href="#cb22-11" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb22-12"><a href="#cb22-12" aria-hidden="true" tabindex="-1"></a><span class="co"> # huggingface repo with multiple named configurations/subsets</span></span>
|
||||
<span id="cb22-13"><a href="#cb22-13" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> bigcode/commitpackft</span></span>
|
||||
<span id="cb22-14"><a href="#cb22-14" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">name</span><span class="kw">:</span></span>
|
||||
<span id="cb22-15"><a href="#cb22-15" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> ruby</span></span>
|
||||
<span id="cb22-16"><a href="#cb22-16" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> python</span></span>
|
||||
<span id="cb22-17"><a href="#cb22-17" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> typescript</span></span>
|
||||
<span id="cb22-18"><a href="#cb22-18" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> ...</span><span class="co"> # unimplemented custom format</span></span>
|
||||
<span id="cb22-19"><a href="#cb22-19" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb22-20"><a href="#cb22-20" aria-hidden="true" tabindex="-1"></a><span class="co"> # chat_template https://axolotl-ai-cloud.github.io/axolotl/docs/dataset-formats/conversation.html#chat_template</span></span>
|
||||
<span id="cb22-21"><a href="#cb22-21" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> ...</span></span>
|
||||
<span id="cb22-22"><a href="#cb22-22" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> chat_template</span></span>
|
||||
<span id="cb22-23"><a href="#cb22-23" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">chat_template</span><span class="kw">:</span><span class="at"> chatml</span><span class="co"> # defaults to tokenizer's chat_template</span></span>
|
||||
<span id="cb22-24"><a href="#cb22-24" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb22-25"><a href="#cb22-25" aria-hidden="true" tabindex="-1"></a><span class="co"> # local</span></span>
|
||||
<span id="cb22-26"><a href="#cb22-26" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> data.jsonl</span><span class="co"> # or json</span></span>
|
||||
<span id="cb22-27"><a href="#cb22-27" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">ds_type</span><span class="kw">:</span><span class="at"> json</span><span class="co"> # see other options below</span></span>
|
||||
<span id="cb22-28"><a href="#cb22-28" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> alpaca</span></span>
|
||||
<span id="cb22-29"><a href="#cb22-29" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb22-30"><a href="#cb22-30" aria-hidden="true" tabindex="-1"></a><span class="co"> # dataset with splits, but no train split</span></span>
|
||||
<span id="cb22-31"><a href="#cb22-31" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> knowrohit07/know_sql</span></span>
|
||||
<span id="cb22-32"><a href="#cb22-32" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> context_qa.load_v2</span></span>
|
||||
<span id="cb22-33"><a href="#cb22-33" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">train_on_split</span><span class="kw">:</span><span class="at"> validation</span></span>
|
||||
<span id="cb22-34"><a href="#cb22-34" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb22-35"><a href="#cb22-35" aria-hidden="true" tabindex="-1"></a><span class="co"> # loading from s3 or gcs</span></span>
|
||||
<span id="cb22-36"><a href="#cb22-36" aria-hidden="true" tabindex="-1"></a><span class="co"> # s3 creds will be loaded from the system default and gcs only supports public access</span></span>
|
||||
<span id="cb22-37"><a href="#cb22-37" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> s3://path_to_ds</span><span class="co"> # Accepts folder with arrow/parquet or file path like above. Supports s3, gcs.</span></span>
|
||||
<span id="cb22-38"><a href="#cb22-38" aria-hidden="true" tabindex="-1"></a><span class="at"> ...</span></span>
|
||||
<span id="cb22-39"><a href="#cb22-39" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb22-40"><a href="#cb22-40" aria-hidden="true" tabindex="-1"></a><span class="co"> # Loading Data From a Public URL</span></span>
|
||||
<span id="cb22-41"><a href="#cb22-41" aria-hidden="true" tabindex="-1"></a><span class="co"> # - The file format is `json` (which includes `jsonl`) by default. For different formats, adjust the `ds_type` option accordingly.</span></span>
|
||||
<span id="cb22-42"><a href="#cb22-42" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> https://some.url.com/yourdata.jsonl</span><span class="co"> # The URL should be a direct link to the file you wish to load. URLs must use HTTPS protocol, not HTTP.</span></span>
|
||||
<span id="cb22-43"><a href="#cb22-43" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">ds_type</span><span class="kw">:</span><span class="at"> json</span><span class="co"> # this is the default, see other options below.</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
<li><p>loading</p>
|
||||
<div class="sourceCode" id="cb19"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a><span class="fu">load_in_4bit</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a><span class="fu">load_in_8bit</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb19-3"><a href="#cb19-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb19-4"><a href="#cb19-4" aria-hidden="true" tabindex="-1"></a><span class="fu">bf16</span><span class="kw">:</span><span class="at"> auto</span><span class="co"> # require >=ampere, auto will detect if your GPU supports this and choose automatically.</span></span>
|
||||
<span id="cb19-5"><a href="#cb19-5" aria-hidden="true" tabindex="-1"></a><span class="fu">fp16</span><span class="kw">:</span><span class="co"> # leave empty to use fp16 when bf16 is 'auto'. set to false if you want to fallback to fp32</span></span>
|
||||
<span id="cb19-6"><a href="#cb19-6" aria-hidden="true" tabindex="-1"></a><span class="fu">tf32</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # require >=ampere</span></span>
|
||||
<span id="cb19-7"><a href="#cb19-7" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb19-8"><a href="#cb19-8" aria-hidden="true" tabindex="-1"></a><span class="fu">bfloat16</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # require >=ampere, use instead of bf16 when you don't want AMP (automatic mixed precision)</span></span>
|
||||
<span id="cb19-9"><a href="#cb19-9" aria-hidden="true" tabindex="-1"></a><span class="fu">float16</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # use instead of fp16 when you don't want AMP</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb23"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a><span class="fu">load_in_4bit</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a><span class="fu">load_in_8bit</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb23-3"><a href="#cb23-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb23-4"><a href="#cb23-4" aria-hidden="true" tabindex="-1"></a><span class="fu">bf16</span><span class="kw">:</span><span class="at"> auto</span><span class="co"> # require >=ampere, auto will detect if your GPU supports this and choose automatically.</span></span>
|
||||
<span id="cb23-5"><a href="#cb23-5" aria-hidden="true" tabindex="-1"></a><span class="fu">fp16</span><span class="kw">:</span><span class="co"> # leave empty to use fp16 when bf16 is 'auto'. set to false if you want to fallback to fp32</span></span>
|
||||
<span id="cb23-6"><a href="#cb23-6" aria-hidden="true" tabindex="-1"></a><span class="fu">tf32</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # require >=ampere</span></span>
|
||||
<span id="cb23-7"><a href="#cb23-7" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb23-8"><a href="#cb23-8" aria-hidden="true" tabindex="-1"></a><span class="fu">bfloat16</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # require >=ampere, use instead of bf16 when you don't want AMP (automatic mixed precision)</span></span>
|
||||
<span id="cb23-9"><a href="#cb23-9" aria-hidden="true" tabindex="-1"></a><span class="fu">float16</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # use instead of fp16 when you don't want AMP</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>Note: Repo does not do 4-bit quantization.</p></li>
|
||||
<li><p>lora</p>
|
||||
<div class="sourceCode" id="cb20"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a><span class="fu">adapter</span><span class="kw">:</span><span class="at"> lora</span><span class="co"> # 'qlora' or leave blank for full finetune</span></span>
|
||||
<span id="cb20-2"><a href="#cb20-2" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_r</span><span class="kw">:</span><span class="at"> </span><span class="dv">8</span></span>
|
||||
<span id="cb20-3"><a href="#cb20-3" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_alpha</span><span class="kw">:</span><span class="at"> </span><span class="dv">16</span></span>
|
||||
<span id="cb20-4"><a href="#cb20-4" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_dropout</span><span class="kw">:</span><span class="at"> </span><span class="fl">0.05</span></span>
|
||||
<span id="cb20-5"><a href="#cb20-5" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_target_modules</span><span class="kw">:</span></span>
|
||||
<span id="cb20-6"><a href="#cb20-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> q_proj</span></span>
|
||||
<span id="cb20-7"><a href="#cb20-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> v_proj</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
<div class="sourceCode" id="cb24"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a><span class="fu">adapter</span><span class="kw">:</span><span class="at"> lora</span><span class="co"> # 'qlora' or leave blank for full finetune</span></span>
|
||||
<span id="cb24-2"><a href="#cb24-2" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_r</span><span class="kw">:</span><span class="at"> </span><span class="dv">8</span></span>
|
||||
<span id="cb24-3"><a href="#cb24-3" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_alpha</span><span class="kw">:</span><span class="at"> </span><span class="dv">16</span></span>
|
||||
<span id="cb24-4"><a href="#cb24-4" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_dropout</span><span class="kw">:</span><span class="at"> </span><span class="fl">0.05</span></span>
|
||||
<span id="cb24-5"><a href="#cb24-5" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_target_modules</span><span class="kw">:</span></span>
|
||||
<span id="cb24-6"><a href="#cb24-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> q_proj</span></span>
|
||||
<span id="cb24-7"><a href="#cb24-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> v_proj</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
</ul>
|
||||
<section id="all-config-options" class="level4">
|
||||
<h4 class="anchored" data-anchor-id="all-config-options">All Config Options</h4>
|
||||
@@ -815,7 +877,7 @@ cd skypilot/llm/axolotl</code></pre>
|
||||
<section id="train" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="train">Train</h3>
|
||||
<p>Run</p>
|
||||
<div class="sourceCode" id="cb21"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="ex">accelerate</span> launch <span class="at">-m</span> axolotl.cli.train your_config.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb25"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a><span class="ex">accelerate</span> launch <span class="at">-m</span> axolotl.cli.train your_config.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<blockquote class="blockquote">
|
||||
<p>[!TIP] You can also reference a config file that is hosted on a public URL, for example <code>accelerate launch -m axolotl.cli.train https://yourdomain.com/your_config.yml</code></p>
|
||||
</blockquote>
|
||||
@@ -827,7 +889,7 @@ cd skypilot/llm/axolotl</code></pre>
|
||||
<li>(Optional): Set <code>push_dataset_to_hub: hf_user/repo</code> to push it to Huggingface.</li>
|
||||
<li>(Optional): Use <code>--debug</code> to see preprocessed examples.</li>
|
||||
</ul>
|
||||
<div class="sourceCode" id="cb22"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.preprocess your_config.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb26"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.preprocess your_config.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</section>
|
||||
<section id="multi-gpu" class="level4">
|
||||
<h4 class="anchored" data-anchor-id="multi-gpu">Multi-GPU</h4>
|
||||
@@ -836,7 +898,7 @@ cd skypilot/llm/axolotl</code></pre>
|
||||
<h5 class="anchored" data-anchor-id="deepspeed">DeepSpeed</h5>
|
||||
<p>Deepspeed is an optimization suite for multi-gpu systems allowing you to train much larger models than you might typically be able to fit into your GPU’s VRAM. More information about the various optimization types for deepspeed is available at https://huggingface.co/docs/accelerate/main/en/usage_guides/deepspeed#what-is-integrated</p>
|
||||
<p>We provide several default deepspeed JSON configurations for ZeRO stage 1, 2, and 3.</p>
|
||||
<div class="sourceCode" id="cb23"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a><span class="fu">deepspeed</span><span class="kw">:</span><span class="at"> deepspeed_configs/zero1.json</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb27"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a><span class="fu">deepspeed</span><span class="kw">:</span><span class="at"> deepspeed_configs/zero1.json</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<pre class="shell"><code>accelerate launch -m axolotl.cli.train examples/llama-2/config.yml --deepspeed deepspeed_configs/zero1.json</code></pre>
|
||||
</section>
|
||||
<section id="fsdp" class="level5">
|
||||
@@ -844,13 +906,13 @@ cd skypilot/llm/axolotl</code></pre>
|
||||
<ul>
|
||||
<li>llama FSDP</li>
|
||||
</ul>
|
||||
<div class="sourceCode" id="cb25"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a><span class="fu">fsdp</span><span class="kw">:</span></span>
|
||||
<span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> full_shard</span></span>
|
||||
<span id="cb25-3"><a href="#cb25-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> auto_wrap</span></span>
|
||||
<span id="cb25-4"><a href="#cb25-4" aria-hidden="true" tabindex="-1"></a><span class="fu">fsdp_config</span><span class="kw">:</span></span>
|
||||
<span id="cb25-5"><a href="#cb25-5" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">fsdp_offload_params</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb25-6"><a href="#cb25-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">fsdp_state_dict_type</span><span class="kw">:</span><span class="at"> FULL_STATE_DICT</span></span>
|
||||
<span id="cb25-7"><a href="#cb25-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">fsdp_transformer_layer_cls_to_wrap</span><span class="kw">:</span><span class="at"> LlamaDecoderLayer</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb29"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb29-1"><a href="#cb29-1" aria-hidden="true" tabindex="-1"></a><span class="fu">fsdp</span><span class="kw">:</span></span>
|
||||
<span id="cb29-2"><a href="#cb29-2" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> full_shard</span></span>
|
||||
<span id="cb29-3"><a href="#cb29-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> auto_wrap</span></span>
|
||||
<span id="cb29-4"><a href="#cb29-4" aria-hidden="true" tabindex="-1"></a><span class="fu">fsdp_config</span><span class="kw">:</span></span>
|
||||
<span id="cb29-5"><a href="#cb29-5" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">fsdp_offload_params</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb29-6"><a href="#cb29-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">fsdp_state_dict_type</span><span class="kw">:</span><span class="at"> FULL_STATE_DICT</span></span>
|
||||
<span id="cb29-7"><a href="#cb29-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">fsdp_transformer_layer_cls_to_wrap</span><span class="kw">:</span><span class="at"> LlamaDecoderLayer</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</section>
|
||||
<section id="fsdp-qlora" class="level5">
|
||||
<h5 class="anchored" data-anchor-id="fsdp-qlora">FSDP + QLoRA</h5>
|
||||
@@ -862,12 +924,12 @@ cd skypilot/llm/axolotl</code></pre>
|
||||
<ul>
|
||||
<li>wandb options</li>
|
||||
</ul>
|
||||
<div class="sourceCode" id="cb26"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_mode</span><span class="kw">:</span></span>
|
||||
<span id="cb26-2"><a href="#cb26-2" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_project</span><span class="kw">:</span></span>
|
||||
<span id="cb26-3"><a href="#cb26-3" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_entity</span><span class="kw">:</span></span>
|
||||
<span id="cb26-4"><a href="#cb26-4" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_watch</span><span class="kw">:</span></span>
|
||||
<span id="cb26-5"><a href="#cb26-5" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_name</span><span class="kw">:</span></span>
|
||||
<span id="cb26-6"><a href="#cb26-6" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_log_model</span><span class="kw">:</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb30"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb30-1"><a href="#cb30-1" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_mode</span><span class="kw">:</span></span>
|
||||
<span id="cb30-2"><a href="#cb30-2" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_project</span><span class="kw">:</span></span>
|
||||
<span id="cb30-3"><a href="#cb30-3" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_entity</span><span class="kw">:</span></span>
|
||||
<span id="cb30-4"><a href="#cb30-4" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_watch</span><span class="kw">:</span></span>
|
||||
<span id="cb30-5"><a href="#cb30-5" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_name</span><span class="kw">:</span></span>
|
||||
<span id="cb30-6"><a href="#cb30-6" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_log_model</span><span class="kw">:</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</section>
|
||||
<section id="comet-logging" class="level5">
|
||||
<h5 class="anchored" data-anchor-id="comet-logging">Comet Logging</h5>
|
||||
@@ -875,25 +937,25 @@ cd skypilot/llm/axolotl</code></pre>
|
||||
<ul>
|
||||
<li>wandb options</li>
|
||||
</ul>
|
||||
<div class="sourceCode" id="cb27"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a><span class="fu">use_comet</span><span class="kw">:</span></span>
|
||||
<span id="cb27-2"><a href="#cb27-2" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_api_key</span><span class="kw">:</span></span>
|
||||
<span id="cb27-3"><a href="#cb27-3" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_workspace</span><span class="kw">:</span></span>
|
||||
<span id="cb27-4"><a href="#cb27-4" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_project_name</span><span class="kw">:</span></span>
|
||||
<span id="cb27-5"><a href="#cb27-5" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_experiment_key</span><span class="kw">:</span></span>
|
||||
<span id="cb27-6"><a href="#cb27-6" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_mode</span><span class="kw">:</span></span>
|
||||
<span id="cb27-7"><a href="#cb27-7" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_online</span><span class="kw">:</span></span>
|
||||
<span id="cb27-8"><a href="#cb27-8" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_experiment_config</span><span class="kw">:</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb31"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb31-1"><a href="#cb31-1" aria-hidden="true" tabindex="-1"></a><span class="fu">use_comet</span><span class="kw">:</span></span>
|
||||
<span id="cb31-2"><a href="#cb31-2" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_api_key</span><span class="kw">:</span></span>
|
||||
<span id="cb31-3"><a href="#cb31-3" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_workspace</span><span class="kw">:</span></span>
|
||||
<span id="cb31-4"><a href="#cb31-4" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_project_name</span><span class="kw">:</span></span>
|
||||
<span id="cb31-5"><a href="#cb31-5" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_experiment_key</span><span class="kw">:</span></span>
|
||||
<span id="cb31-6"><a href="#cb31-6" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_mode</span><span class="kw">:</span></span>
|
||||
<span id="cb31-7"><a href="#cb31-7" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_online</span><span class="kw">:</span></span>
|
||||
<span id="cb31-8"><a href="#cb31-8" aria-hidden="true" tabindex="-1"></a><span class="fu">comet_experiment_config</span><span class="kw">:</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</section>
|
||||
<section id="special-tokens" class="level5">
|
||||
<h5 class="anchored" data-anchor-id="special-tokens">Special Tokens</h5>
|
||||
<p>It is important to have special tokens like delimiters, end-of-sequence, beginning-of-sequence in your tokenizer’s vocabulary. This will help you avoid tokenization issues and help your model train better. You can do this in axolotl like this:</p>
|
||||
<div class="sourceCode" id="cb28"><pre class="sourceCode yml code-with-copy"><code class="sourceCode yaml"><span id="cb28-1"><a href="#cb28-1" aria-hidden="true" tabindex="-1"></a><span class="fu">special_tokens</span><span class="kw">:</span></span>
|
||||
<span id="cb28-2"><a href="#cb28-2" 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="cb28-3"><a href="#cb28-3" 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="cb28-4"><a href="#cb28-4" 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="cb28-5"><a href="#cb28-5" aria-hidden="true" tabindex="-1"></a><span class="fu">tokens</span><span class="kw">:</span><span class="co"> # these are delimiters</span></span>
|
||||
<span id="cb28-6"><a href="#cb28-6" 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="cb28-7"><a href="#cb28-7" 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>
|
||||
<div class="sourceCode" id="cb32"><pre class="sourceCode yml code-with-copy"><code class="sourceCode yaml"><span id="cb32-1"><a href="#cb32-1" aria-hidden="true" tabindex="-1"></a><span class="fu">special_tokens</span><span class="kw">:</span></span>
|
||||
<span id="cb32-2"><a href="#cb32-2" 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="cb32-3"><a href="#cb32-3" 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="cb32-4"><a href="#cb32-4" 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="cb32-5"><a href="#cb32-5" aria-hidden="true" tabindex="-1"></a><span class="fu">tokens</span><span class="kw">:</span><span class="co"> # these are delimiters</span></span>
|
||||
<span id="cb32-6"><a href="#cb32-6" 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="cb32-7"><a href="#cb32-7" 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>
|
||||
<p>When you include these tokens in your axolotl config, axolotl adds these tokens to the tokenizer’s vocabulary.</p>
|
||||
</section>
|
||||
<section id="liger-kernel" class="level5">
|
||||
@@ -901,13 +963,13 @@ cd skypilot/llm/axolotl</code></pre>
|
||||
<p>Liger Kernel: Efficient Triton Kernels for LLM Training</p>
|
||||
<p>https://github.com/linkedin/Liger-Kernel</p>
|
||||
<p>Liger (LinkedIn GPU Efficient Runtime) Kernel is a collection of Triton kernels designed specifically for LLM training. It can effectively increase multi-GPU training throughput by 20% and reduces memory usage by 60%. The Liger Kernel composes well and is compatible with both FSDP and Deepspeed.</p>
|
||||
<div class="sourceCode" id="cb29"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb29-1"><a href="#cb29-1" aria-hidden="true" tabindex="-1"></a><span class="fu">plugins</span><span class="kw">:</span></span>
|
||||
<span id="cb29-2"><a href="#cb29-2" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> axolotl.integrations.liger.LigerPlugin</span></span>
|
||||
<span id="cb29-3"><a href="#cb29-3" aria-hidden="true" tabindex="-1"></a><span class="fu">liger_rope</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb29-4"><a href="#cb29-4" aria-hidden="true" tabindex="-1"></a><span class="fu">liger_rms_norm</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb29-5"><a href="#cb29-5" aria-hidden="true" tabindex="-1"></a><span class="fu">liger_glu_activation</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb29-6"><a href="#cb29-6" aria-hidden="true" tabindex="-1"></a><span class="fu">liger_layer_norm</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb29-7"><a href="#cb29-7" aria-hidden="true" tabindex="-1"></a><span class="fu">liger_fused_linear_cross_entropy</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>
|
||||
<div class="sourceCode" id="cb33"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb33-1"><a href="#cb33-1" aria-hidden="true" tabindex="-1"></a><span class="fu">plugins</span><span class="kw">:</span></span>
|
||||
<span id="cb33-2"><a href="#cb33-2" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> axolotl.integrations.liger.LigerPlugin</span></span>
|
||||
<span id="cb33-3"><a href="#cb33-3" aria-hidden="true" tabindex="-1"></a><span class="fu">liger_rope</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb33-4"><a href="#cb33-4" aria-hidden="true" tabindex="-1"></a><span class="fu">liger_rms_norm</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb33-5"><a href="#cb33-5" aria-hidden="true" tabindex="-1"></a><span class="fu">liger_glu_activation</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb33-6"><a href="#cb33-6" aria-hidden="true" tabindex="-1"></a><span class="fu">liger_layer_norm</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb33-7"><a href="#cb33-7" aria-hidden="true" tabindex="-1"></a><span class="fu">liger_fused_linear_cross_entropy</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>
|
||||
</section>
|
||||
</section>
|
||||
</section>
|
||||
@@ -917,14 +979,14 @@ cd skypilot/llm/axolotl</code></pre>
|
||||
<p>Pass the appropriate flag to the inference command, depending upon what kind of model was trained:</p>
|
||||
<ul>
|
||||
<li><p>Pretrained LORA:</p>
|
||||
<div class="sourceCode" id="cb30"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb30-1"><a href="#cb30-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/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></li>
|
||||
<div class="sourceCode" id="cb34"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb34-1"><a href="#cb34-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/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></li>
|
||||
<li><p>Full weights finetune:</p>
|
||||
<div class="sourceCode" id="cb31"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb31-1"><a href="#cb31-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/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></li>
|
||||
<div class="sourceCode" id="cb35"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb35-1"><a href="#cb35-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/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></li>
|
||||
<li><p>Full weights finetune w/ a prompt from a text file:</p>
|
||||
<div class="sourceCode" id="cb32"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb32-1"><a href="#cb32-1" aria-hidden="true" tabindex="-1"></a><span class="fu">cat</span> /tmp/prompt.txt <span class="kw">|</span> <span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/your_config.yml <span class="dt">\</span></span>
|
||||
<span id="cb32-2"><a href="#cb32-2" 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 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>
|
||||
<div class="sourceCode" id="cb36"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb36-1"><a href="#cb36-1" aria-hidden="true" tabindex="-1"></a><span class="fu">cat</span> /tmp/prompt.txt <span class="kw">|</span> <span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/your_config.yml <span class="dt">\</span></span>
|
||||
<span id="cb36-2"><a href="#cb36-2" 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 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>
|
||||
<p>– With gradio hosting</p>
|
||||
<div class="sourceCode" id="cb33"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb33-1"><a href="#cb33-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/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></li>
|
||||
<div class="sourceCode" id="cb37"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb37-1"><a href="#cb37-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/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></li>
|
||||
</ul>
|
||||
<p>Please use <code>--sample_packing False</code> if you have it on and receive the error similar to below:</p>
|
||||
<blockquote class="blockquote">
|
||||
@@ -934,9 +996,9 @@ cd skypilot/llm/axolotl</code></pre>
|
||||
<section id="merge-lora-to-base" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="merge-lora-to-base">Merge LORA to base</h3>
|
||||
<p>The following command will merge your LORA adapater with your base model. You can optionally pass the argument <code>--lora_model_dir</code> to specify the directory where your LORA adapter was saved, otherwhise, this will be inferred from <code>output_dir</code> in your axolotl config file. The merged model is saved in the sub-directory <code>{lora_model_dir}/merged</code>.</p>
|
||||
<div class="sourceCode" id="cb34"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb34-1"><a href="#cb34-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python3</span> <span class="at">-m</span> axolotl.cli.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>
|
||||
<div class="sourceCode" id="cb38"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb38-1"><a href="#cb38-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python3</span> <span class="at">-m</span> axolotl.cli.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>
|
||||
<p>You may need to use the <code>gpu_memory_limit</code> and/or <code>lora_on_cpu</code> config options to avoid running out of memory. If you still run out of CUDA memory, you can try to merge in system RAM with</p>
|
||||
<div class="sourceCode" id="cb35"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb35-1"><a href="#cb35-1" aria-hidden="true" tabindex="-1"></a><span class="va">CUDA_VISIBLE_DEVICES</span><span class="op">=</span><span class="st">""</span> <span class="ex">python3</span> <span class="at">-m</span> axolotl.cli.merge_lora ...</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb39"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb39-1"><a href="#cb39-1" aria-hidden="true" tabindex="-1"></a><span class="va">CUDA_VISIBLE_DEVICES</span><span class="op">=</span><span class="st">""</span> <span class="ex">python3</span> <span class="at">-m</span> axolotl.cli.merge_lora ...</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>although this will be very slow, and using the config options above are recommended instead.</p>
|
||||
</section>
|
||||
</section>
|
||||
@@ -988,63 +1050,10 @@ cd skypilot/llm/axolotl</code></pre>
|
||||
</section>
|
||||
<section id="need-help" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="need-help">Need help? 🙋</h2>
|
||||
<p>Join our <a href="https://discord.gg/HhrNrHJPRb">Discord server</a> where we our community members can help you.</p>
|
||||
<p>Need dedicated support? Please contact us at <a href="mailto:wing@openaccessaicollective.org">✉️wing@openaccessaicollective.org</a> for dedicated support options.</p>
|
||||
</section>
|
||||
<section id="badge" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="badge">Badge ❤🏷️</h2>
|
||||
<p>Building something cool with Axolotl? Consider adding a badge to your model card.</p>
|
||||
<div class="sourceCode" id="cb36"><pre class="sourceCode markdown code-with-copy"><code class="sourceCode markdown"><span id="cb36-1"><a href="#cb36-1" aria-hidden="true" tabindex="-1"></a><span class="co">[</span><span class="ot"><img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/></span><span class="co">](https://github.com/axolotl-ai-cloud/axolotl)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p><a href="https://github.com/axolotl-ai-cloud/axolotl"><img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"></a></p>
|
||||
</section>
|
||||
<section id="community-showcase" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="community-showcase">Community Showcase</h2>
|
||||
<p>Check out some of the projects and models that have been built using Axolotl! Have a model you’d like to add to our Community Showcase? Open a PR with your model.</p>
|
||||
<p>Open Access AI Collective - <a href="https://huggingface.co/openaccess-ai-collective/minotaur-13b-fixed">Minotaur 13b</a> - <a href="https://huggingface.co/openaccess-ai-collective/manticore-13b">Manticore 13b</a> - <a href="https://huggingface.co/openaccess-ai-collective/hippogriff-30b-chat">Hippogriff 30b</a></p>
|
||||
<p>PocketDoc Labs - <a href="https://huggingface.co/PocketDoc/Dans-PersonalityEngine-13b-LoRA">Dan’s PersonalityEngine 13b LoRA</a></p>
|
||||
</section>
|
||||
<section id="contributing" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="contributing">Contributing 🤝</h2>
|
||||
<p>Please read the <a href="./.github/CONTRIBUTING.md">contributing guide</a></p>
|
||||
<p>Bugs? Please check the <a href="https://github.com/axolotl-ai-cloud/axolotl/issues/bug">open issues</a> else create a new Issue.</p>
|
||||
<p>PRs are <strong>greatly welcome</strong>!</p>
|
||||
<p>Please run the quickstart instructions followed by the below to setup env:</p>
|
||||
<div class="sourceCode" id="cb37"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb37-1"><a href="#cb37-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-r</span> requirements-dev.txt <span class="at">-r</span> requirements-tests.txt</span>
|
||||
<span id="cb37-2"><a href="#cb37-2" aria-hidden="true" tabindex="-1"></a><span class="ex">pre-commit</span> install</span>
|
||||
<span id="cb37-3"><a href="#cb37-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb37-4"><a href="#cb37-4" aria-hidden="true" tabindex="-1"></a><span class="co"># test</span></span>
|
||||
<span id="cb37-5"><a href="#cb37-5" aria-hidden="true" tabindex="-1"></a><span class="ex">pytest</span> tests/</span>
|
||||
<span id="cb37-6"><a href="#cb37-6" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb37-7"><a href="#cb37-7" aria-hidden="true" tabindex="-1"></a><span class="co"># optional: run against all files</span></span>
|
||||
<span id="cb37-8"><a href="#cb37-8" aria-hidden="true" tabindex="-1"></a><span class="ex">pre-commit</span> run <span class="at">--all-files</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>Thanks to all of our contributors to date. Help drive open source AI progress forward by contributing to Axolotl.</p>
|
||||
<p><a href="https://github.com/axolotl-ai-cloud/axolotl/graphs/contributors"> <img src="https://contrib.rocks/image?repo=openaccess-ai-collective/axolotl" alt="contributor chart by https://contrib.rocks"> </a></p>
|
||||
</section>
|
||||
<section id="sponsors" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="sponsors">Sponsors 🤝❤</h2>
|
||||
<p>OpenAccess AI Collective is run by volunteer contributors such as <a href="https://github.com/winglian">winglian</a>, <a href="https://github.com/NanoCode012">NanoCode012</a>, <a href="https://github.com/tmm1">tmm1</a>, <a href="https://github.com/mhenrichsen">mhenrichsen</a>, <a href="https://github.com/casper-hansen">casper-hansen</a>, <a href="https://github.com/hamelsmu">hamelsmu</a> and many more who help us accelerate forward by fixing bugs, answering community questions and implementing new features. Axolotl needs donations from sponsors for the compute needed to run our unit & integration tests, troubleshooting community issues, and providing bounties. If you love axolotl, consider sponsoring the project via <a href="https://github.com/sponsors/OpenAccess-AI-Collective">GitHub Sponsors</a>, <a href="https://ko-fi.com/axolotl_ai">Ko-fi</a> or reach out directly to <a href="mailto:wing@openaccessaicollective.org">wing@openaccessaicollective.org</a>.</p>
|
||||
<hr>
|
||||
<section id="diamond-sponsors---contact-directly" class="level4">
|
||||
<h4 class="anchored" data-anchor-id="diamond-sponsors---contact-directly">💎 Diamond Sponsors - <a href="mailto:wing@openaccessaicollective.org">Contact directly</a></h4>
|
||||
<hr>
|
||||
</section>
|
||||
<section id="gold-sponsors---5000mo" class="level4">
|
||||
<h4 class="anchored" data-anchor-id="gold-sponsors---5000mo">🥇 Gold Sponsors - $5000/mo</h4>
|
||||
<hr>
|
||||
</section>
|
||||
<section id="silver-sponsors---1000mo" class="level4">
|
||||
<h4 class="anchored" data-anchor-id="silver-sponsors---1000mo">🥈 Silver Sponsors - $1000/mo</h4>
|
||||
<hr>
|
||||
</section>
|
||||
<section id="bronze-sponsors---500mo" class="level4">
|
||||
<h4 class="anchored" data-anchor-id="bronze-sponsors---500mo">🥉 Bronze Sponsors - $500/mo</h4>
|
||||
<ul>
|
||||
<li><a href="https://jarvislabs.ai">JarvisLabs.ai</a></li>
|
||||
</ul>
|
||||
<hr>
|
||||
<p>Join our <a href="https://discord.gg/HhrNrHJPRb">Discord server</a> where our community members can help you.</p>
|
||||
<p>Need dedicated support? Please contact us at <a href="ailto:wing@axolotl.ai">✉️wing@axolotl.ai</a> for dedicated support options.</p>
|
||||
|
||||
|
||||
</section>
|
||||
</section>
|
||||
|
||||
</main> <!-- /main -->
|
||||
|
||||
94
search.json
94
search.json
@@ -4,7 +4,47 @@
|
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"text": "Axolotl supports\n Quickstart ⚡\n \n Usage\n \n Advanced Setup\n \n Environment\n Dataset\n Config\n Train\n Inference Playground\n Merge LORA to base\n \n Common Errors 🧰\n \n Tokenization Mismatch b/w Inference & Training\n \n Debugging Axolotl\n Need help? 🙋\n Badge ❤🏷️\n Community Showcase\n Contributing 🤝\n Sponsors 🤝❤\nAxolotl is a tool designed to streamline the fine-tuning of various AI models, offering support for multiple configurations and architectures.\nFeatures: - Train various Huggingface models such as llama, pythia, falcon, mpt - Supports fullfinetune, lora, qlora, relora, and gptq - Customize configurations using a simple yaml file or CLI overwrite - Load different dataset formats, use custom formats, or bring your own tokenized datasets - Integrated with xformer, flash attention, liger kernel, rope scaling, and multipacking - Works with single GPU or multiple GPUs via FSDP or Deepspeed - Easily run with Docker locally or on the cloud - Log results and optionally checkpoints to wandb, mlflow or Comet - And more!",
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"text": "Quickstart ⚡\n \n Usage\n Axolotl CLI\n \n Badge ❤🏷️\n Sponsors 🤝❤\n Contributing 🤝\n Axolotl supports\n Advanced Setup\n \n Environment\n Dataset\n Config\n Train\n Inference Playground\n Merge LORA to base\n \n Common Errors 🧰\n \n Tokenization Mismatch b/w Inference & Training\n \n Debugging Axolotl\n Need help? 🙋\nAxolotl is a tool designed to streamline the fine-tuning of various AI models, offering support for multiple configurations and architectures.\nFeatures: - Train various Huggingface models such as llama, pythia, falcon, mpt - Supports fullfinetune, lora, qlora, relora, and gptq - Customize configurations using a simple yaml file or CLI overwrite - Load different dataset formats, use custom formats, or bring your own tokenized datasets - Integrated with xformer, flash attention, liger kernel, rope scaling, and multipacking - Works with single GPU or multiple GPUs via FSDP or Deepspeed - Easily run with Docker locally or on the cloud - Log results and optionally checkpoints to wandb, mlflow or Comet - And more!",
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"text": "Sponsors 🤝❤\nIf you love axolotl, consider sponsoring the project by reaching out directly to wing@axolotl.ai.\n\n\nModal Modal lets you run data/AI jobs in the cloud, by just writing a few lines of Python. Customers use Modal to deploy Gen AI models at large scale, fine-tune LLM models, run protein folding simulations, and much more.",
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"text": "Contributing 🤝\nPlease read the contributing guide\nBugs? Please check the open issues else create a new Issue.\nPRs are greatly welcome!\nPlease run the quickstart instructions followed by the below to setup env:\npip3 install -r requirements-dev.txt -r requirements-tests.txt\npre-commit install\n\n# test\npytest tests/\n\n# optional: run against all files\npre-commit run --all-files\nThanks to all of our contributors to date. Help drive open source AI progress forward by contributing to Axolotl.",
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"text": "Quickstart ⚡\nGet started with Axolotl in just a few steps! This quickstart guide will walk you through setting up and running a basic fine-tuning task.\nRequirements: Nvidia GPU (Ampere architecture or newer for bf16 and Flash Attention), Python >=3.10 and PyTorch >=2.3.1.\ngit clone https://github.com/axolotl-ai-cloud/axolotl\ncd axolotl\n\npip3 install packaging ninja\npip3 install -e '.[flash-attn,deepspeed]'\n\nUsage\n# preprocess datasets - optional but recommended\nCUDA_VISIBLE_DEVICES=\"0\" python -m axolotl.cli.preprocess examples/openllama-3b/lora.yml\n\n# finetune lora\naccelerate launch -m axolotl.cli.train examples/openllama-3b/lora.yml\n\n# inference\naccelerate launch -m axolotl.cli.inference examples/openllama-3b/lora.yml \\\n --lora_model_dir=\"./outputs/lora-out\"\n\n# gradio\naccelerate launch -m axolotl.cli.inference examples/openllama-3b/lora.yml \\\n --lora_model_dir=\"./outputs/lora-out\" --gradio\n\n# remote yaml files - the yaml config can be hosted on a public URL\n# Note: the yaml config must directly link to the **raw** yaml\naccelerate launch -m axolotl.cli.train https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/examples/openllama-3b/lora.yml",
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|
||||
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|
||||
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|
||||
"text": "Badge ❤🏷️\nBuilding something cool with Axolotl? Consider adding a badge to your model card.\n[<img src=\"https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png\" alt=\"Built with Axolotl\" width=\"200\" height=\"32\"/>](https://github.com/axolotl-ai-cloud/axolotl)",
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|
||||
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Reference in New Issue
Block a user