1106 lines
55 KiB
HTML
1106 lines
55 KiB
HTML
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<title>Installation – Axolotl</title>
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<span class="menu-text">Installation</span></a>
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<h2 id="toc-title">On this page</h2>
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<ul>
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<li><a href="#sec-requirements" id="toc-sec-requirements" class="nav-link active" data-scroll-target="#sec-requirements"><span class="header-section-number">1</span> Requirements</a></li>
|
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<li><a href="#sec-installation-methods" id="toc-sec-installation-methods" class="nav-link" data-scroll-target="#sec-installation-methods"><span class="header-section-number">2</span> Installation Methods</a>
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<ul class="collapse">
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<li><a href="#sec-pypi" id="toc-sec-pypi" class="nav-link" data-scroll-target="#sec-pypi"><span class="header-section-number">2.1</span> PyPI Installation (Recommended)</a></li>
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<li><a href="#sec-uv" id="toc-sec-uv" class="nav-link" data-scroll-target="#sec-uv"><span class="header-section-number">2.2</span> uv Installation</a></li>
|
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<li><a href="#sec-edge-build" id="toc-sec-edge-build" class="nav-link" data-scroll-target="#sec-edge-build"><span class="header-section-number">2.3</span> Edge/Development Build</a></li>
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<li><a href="#sec-docker" id="toc-sec-docker" class="nav-link" data-scroll-target="#sec-docker"><span class="header-section-number">2.4</span> Docker</a></li>
|
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</ul></li>
|
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<li><a href="#sec-cloud" id="toc-sec-cloud" class="nav-link" data-scroll-target="#sec-cloud"><span class="header-section-number">3</span> Cloud Environments</a>
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<ul class="collapse">
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<li><a href="#sec-cloud-gpu" id="toc-sec-cloud-gpu" class="nav-link" data-scroll-target="#sec-cloud-gpu"><span class="header-section-number">3.1</span> Cloud GPU Providers</a></li>
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<li><a href="#sec-colab" id="toc-sec-colab" class="nav-link" data-scroll-target="#sec-colab"><span class="header-section-number">3.2</span> Google Colab</a></li>
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</ul></li>
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<li><a href="#sec-platform-specific" id="toc-sec-platform-specific" class="nav-link" data-scroll-target="#sec-platform-specific"><span class="header-section-number">4</span> Platform-Specific Instructions</a>
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<li><a href="#sec-macos" id="toc-sec-macos" class="nav-link" data-scroll-target="#sec-macos"><span class="header-section-number">4.1</span> macOS</a></li>
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<li><a href="#sec-windows" id="toc-sec-windows" class="nav-link" data-scroll-target="#sec-windows"><span class="header-section-number">4.2</span> Windows</a></li>
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</ul></li>
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<li><a href="#sec-env-managers" id="toc-sec-env-managers" class="nav-link" data-scroll-target="#sec-env-managers"><span class="header-section-number">5</span> Environment Managers</a>
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<ul class="collapse">
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<li><a href="#sec-conda" id="toc-sec-conda" class="nav-link" data-scroll-target="#sec-conda"><span class="header-section-number">5.1</span> Conda/Pip venv</a></li>
|
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</ul></li>
|
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<li><a href="#sec-troubleshooting" id="toc-sec-troubleshooting" class="nav-link" data-scroll-target="#sec-troubleshooting"><span class="header-section-number">6</span> Troubleshooting</a></li>
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<header id="title-block-header" class="quarto-title-block default"><nav class="quarto-page-breadcrumbs quarto-title-breadcrumbs d-none d-lg-block" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item"><a href="../docs/getting-started.html">Getting Started</a></li><li class="breadcrumb-item"><a href="../docs/installation.html">Installation</a></li></ol></nav>
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<div class="quarto-title">
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<h1 class="title">Installation</h1>
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</div>
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</header>
|
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|
||
|
||
<p>This guide covers all the ways you can install and set up Axolotl for your environment.</p>
|
||
<section id="sec-requirements" class="level2" data-number="1">
|
||
<h2 data-number="1" class="anchored" data-anchor-id="sec-requirements"><span class="header-section-number">1</span> Requirements</h2>
|
||
<ul>
|
||
<li>NVIDIA GPU (Ampere architecture or newer for <code>bf16</code> and Flash Attention) or AMD GPU</li>
|
||
<li>Python ≥3.11</li>
|
||
<li>PyTorch ≥2.6.0</li>
|
||
</ul>
|
||
</section>
|
||
<section id="sec-installation-methods" class="level2" data-number="2">
|
||
<h2 data-number="2" class="anchored" data-anchor-id="sec-installation-methods"><span class="header-section-number">2</span> Installation Methods</h2>
|
||
<div class="callout callout-style-default callout-important callout-titled">
|
||
<div class="callout-header d-flex align-content-center">
|
||
<div class="callout-icon-container">
|
||
<i class="callout-icon"></i>
|
||
</div>
|
||
<div class="callout-title-container flex-fill">
|
||
Important
|
||
</div>
|
||
</div>
|
||
<div class="callout-body-container callout-body">
|
||
<p>Please make sure to have Pytorch installed before installing Axolotl in your local environment.</p>
|
||
<p>Follow the instructions at: <a href="https://pytorch.org/get-started/locally/">https://pytorch.org/get-started/locally/</a></p>
|
||
</div>
|
||
</div>
|
||
<div class="callout callout-style-default callout-important callout-titled">
|
||
<div class="callout-header d-flex align-content-center">
|
||
<div class="callout-icon-container">
|
||
<i class="callout-icon"></i>
|
||
</div>
|
||
<div class="callout-title-container flex-fill">
|
||
Important
|
||
</div>
|
||
</div>
|
||
<div class="callout-body-container callout-body">
|
||
<p>For Blackwell GPUs, please use Pytorch 2.7.0 and CUDA 12.8.</p>
|
||
</div>
|
||
</div>
|
||
<section id="sec-pypi" class="level3" data-number="2.1">
|
||
<h3 data-number="2.1" class="anchored" data-anchor-id="sec-pypi"><span class="header-section-number">2.1</span> PyPI Installation (Recommended)</h3>
|
||
<div class="sourceCode" id="cb1"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-U</span> packaging setuptools wheel ninja</span>
|
||
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">--no-build-isolation</span> axolotl<span class="pp">[</span><span class="ss">flash</span><span class="pp">-</span><span class="ss">attn,deepspeed</span><span class="pp">]</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>We use <code>--no-build-isolation</code> in order to detect the installed PyTorch version (if
|
||
installed) in order not to clobber it, and so that we set the correct version of
|
||
dependencies that are specific to the PyTorch version or other installed
|
||
co-dependencies.</p>
|
||
</section>
|
||
<section id="sec-uv" class="level3" data-number="2.2">
|
||
<h3 data-number="2.2" class="anchored" data-anchor-id="sec-uv"><span class="header-section-number">2.2</span> uv Installation</h3>
|
||
<p>uv is a fast, reliable Python package installer and resolver built in Rust. It offers significant performance improvements over pip and provides better dependency resolution, making it an excellent choice for complex environments.</p>
|
||
<p>Install uv if not already installed</p>
|
||
<div class="sourceCode" id="cb2"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="ex">curl</span> <span class="at">-LsSf</span> https://astral.sh/uv/install.sh <span class="kw">|</span> <span class="fu">sh</span></span>
|
||
<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a><span class="bu">source</span> <span class="va">$HOME</span>/.local/bin/env</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Choose your CUDA version to use with PyTorch; e.g. <code>cu124</code>, <code>cu126</code>, <code>cu128</code>,
|
||
then create the venv and activate</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="bu">export</span> <span class="va">UV_TORCH_BACKEND</span><span class="op">=</span>cu126</span>
|
||
<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a><span class="ex">uv</span> venv <span class="at">--no-project</span> <span class="at">--relocatable</span></span>
|
||
<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a><span class="bu">source</span> .venv/bin/activate</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Install PyTorch
|
||
- PyTorch 2.6.0 recommended</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="ex">uv</span> pip install packaging setuptools wheel</span>
|
||
<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a><span class="ex">uv</span> pip install torch==2.6.0</span>
|
||
<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a><span class="ex">uv</span> pip install awscli pydantic</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>Install axolotl from PyPi</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">uv</span> pip install <span class="at">--no-build-isolation</span> axolotl<span class="pp">[</span><span class="ss">deepspeed,flash</span><span class="pp">-</span><span class="ss">attn</span><span class="pp">]</span></span>
|
||
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a></span>
|
||
<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a><span class="co"># optionally install with vLLM if you're using torch==2.6.0 and want to train w/ GRPO</span></span>
|
||
<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a><span class="ex">uv</span> pip install <span class="at">--no-build-isolation</span> axolotl<span class="pp">[</span><span class="ss">deepspeed,flash</span><span class="pp">-</span><span class="ss">attn,vllm</span><span class="pp">]</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
</section>
|
||
<section id="sec-edge-build" class="level3" data-number="2.3">
|
||
<h3 data-number="2.3" class="anchored" data-anchor-id="sec-edge-build"><span class="header-section-number">2.3</span> Edge/Development Build</h3>
|
||
<p>For the latest features between releases:</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="fu">git</span> clone https://github.com/axolotl-ai-cloud/axolotl.git</span>
|
||
<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a><span class="bu">cd</span> axolotl</span>
|
||
<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-U</span> packaging setuptools wheel ninja</span>
|
||
<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">--no-build-isolation</span> <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>
|
||
<section id="sec-docker" class="level3" data-number="2.4">
|
||
<h3 data-number="2.4" class="anchored" data-anchor-id="sec-docker"><span class="header-section-number">2.4</span> Docker</h3>
|
||
<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>For development with Docker:</p>
|
||
<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">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="callout callout-style-default callout-tip callout-titled">
|
||
<div class="callout-header d-flex align-content-center">
|
||
<div class="callout-icon-container">
|
||
<i class="callout-icon"></i>
|
||
</div>
|
||
<div class="callout-title-container flex-fill">
|
||
Advanced Docker Configuration
|
||
</div>
|
||
</div>
|
||
<div class="callout-body-container callout-body">
|
||
<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="dt">\</span></span>
|
||
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a> <span class="at">--name</span> axolotl <span class="at">--ipc</span><span class="op">=</span>host <span class="dt">\</span></span>
|
||
<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a> <span class="at">--ulimit</span> memlock=-1 <span class="at">--ulimit</span> stack=67108864 <span class="dt">\</span></span>
|
||
<span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a> <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="dt">\</span></span>
|
||
<span id="cb9-5"><a href="#cb9-5" aria-hidden="true" tabindex="-1"></a> <span class="at">-v</span> <span class="va">${HOME}</span>/.cache/huggingface:/root/.cache/huggingface <span class="dt">\</span></span>
|
||
<span id="cb9-6"><a href="#cb9-6" aria-hidden="true" tabindex="-1"></a> axolotlai/axolotl:main-latest</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
</div>
|
||
</div>
|
||
<div class="callout callout-style-default callout-important callout-titled">
|
||
<div class="callout-header d-flex align-content-center">
|
||
<div class="callout-icon-container">
|
||
<i class="callout-icon"></i>
|
||
</div>
|
||
<div class="callout-title-container flex-fill">
|
||
Important
|
||
</div>
|
||
</div>
|
||
<div class="callout-body-container callout-body">
|
||
<p>For Blackwell GPUs, please use <code>axolotlai/axolotl:main-py3.11-cu128-2.7.0</code> or the cloud variant <code>axolotlai/axolotl-cloud:main-py3.11-cu128-2.7.0</code>.</p>
|
||
</div>
|
||
</div>
|
||
<p>Please refer to the <a href="../docs/docker.html">Docker documentation</a> for more information on the different Docker images that are available.</p>
|
||
</section>
|
||
</section>
|
||
<section id="sec-cloud" class="level2" data-number="3">
|
||
<h2 data-number="3" class="anchored" data-anchor-id="sec-cloud"><span class="header-section-number">3</span> Cloud Environments</h2>
|
||
<section id="sec-cloud-gpu" class="level3" data-number="3.1">
|
||
<h3 data-number="3.1" class="anchored" data-anchor-id="sec-cloud-gpu"><span class="header-section-number">3.1</span> Cloud GPU Providers</h3>
|
||
<p>For providers supporting Docker:</p>
|
||
<ul>
|
||
<li>Use <code>axolotlai/axolotl-cloud:main-latest</code></li>
|
||
<li>Available on:
|
||
<ul>
|
||
<li><a href="https://latitude.sh/blueprint/989e0e79-3bf6-41ea-a46b-1f246e309d5c">Latitude.sh</a></li>
|
||
<li><a href="https://jarvislabs.ai/templates/axolotl">JarvisLabs.ai</a></li>
|
||
<li><a href="https://runpod.io/gsc?template=v2ickqhz9s&ref=6i7fkpdz">RunPod</a></li>
|
||
<li><a href="https://novita.ai/gpus-console?templateId=311">Novita</a></li>
|
||
</ul></li>
|
||
</ul>
|
||
</section>
|
||
<section id="sec-colab" class="level3" data-number="3.2">
|
||
<h3 data-number="3.2" class="anchored" data-anchor-id="sec-colab"><span class="header-section-number">3.2</span> Google Colab</h3>
|
||
<p>Use our <a href="../examples/colab-notebooks/colab-axolotl-example.html">example notebook</a>.</p>
|
||
</section>
|
||
</section>
|
||
<section id="sec-platform-specific" class="level2" data-number="4">
|
||
<h2 data-number="4" class="anchored" data-anchor-id="sec-platform-specific"><span class="header-section-number">4</span> Platform-Specific Instructions</h2>
|
||
<section id="sec-macos" class="level3" data-number="4.1">
|
||
<h3 data-number="4.1" class="anchored" data-anchor-id="sec-macos"><span class="header-section-number">4.1</span> macOS</h3>
|
||
<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">pip3</span> install <span class="at">--no-build-isolation</span> <span class="at">-e</span> <span class="st">'.'</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||
<p>See <a href="#sec-troubleshooting" class="quarto-xref">Section 6</a> for Mac-specific issues.</p>
|
||
</section>
|
||
<section id="sec-windows" class="level3" data-number="4.2">
|
||
<h3 data-number="4.2" class="anchored" data-anchor-id="sec-windows"><span class="header-section-number">4.2</span> Windows</h3>
|
||
<div class="callout callout-style-default callout-important callout-titled">
|
||
<div class="callout-header d-flex align-content-center">
|
||
<div class="callout-icon-container">
|
||
<i class="callout-icon"></i>
|
||
</div>
|
||
<div class="callout-title-container flex-fill">
|
||
Important
|
||
</div>
|
||
</div>
|
||
<div class="callout-body-container callout-body">
|
||
<p>We recommend using WSL2 (Windows Subsystem for Linux) or Docker.</p>
|
||
</div>
|
||
</div>
|
||
</section>
|
||
</section>
|
||
<section id="sec-env-managers" class="level2" data-number="5">
|
||
<h2 data-number="5" class="anchored" data-anchor-id="sec-env-managers"><span class="header-section-number">5</span> Environment Managers</h2>
|
||
<section id="sec-conda" class="level3" data-number="5.1">
|
||
<h3 data-number="5.1" class="anchored" data-anchor-id="sec-conda"><span class="header-section-number">5.1</span> Conda/Pip venv</h3>
|
||
<ol type="1">
|
||
<li><p>Install Python ≥3.11</p></li>
|
||
<li><p>Install PyTorch: https://pytorch.org/get-started/locally/</p></li>
|
||
<li><p>Install Axolotl:</p>
|
||
<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="ex">pip3</span> install <span class="at">-U</span> packaging setuptools wheel ninja</span>
|
||
<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">--no-build-isolation</span> <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></li>
|
||
<li><p>(Optional) Login to Hugging Face:</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">huggingface-cli</span> login</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||
</ol>
|
||
</section>
|
||
</section>
|
||
<section id="sec-troubleshooting" class="level2" data-number="6">
|
||
<h2 data-number="6" class="anchored" data-anchor-id="sec-troubleshooting"><span class="header-section-number">6</span> Troubleshooting</h2>
|
||
<p>If you encounter installation issues, see our <a href="../docs/faq.html">FAQ</a> and <a href="../docs/debugging.html">Debugging Guide</a>.</p>
|
||
|
||
|
||
</section>
|
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</body></html> |