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@@ -696,12 +696,6 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
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<a href="./docs/fsdp_qlora.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">FSDP + QLoRA</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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<a href="./docs/unsloth.html" class="sidebar-item-text sidebar-link">
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<span class="menu-text">Unsloth</span></a>
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</div>
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</li>
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<li class="sidebar-item">
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<div class="sidebar-item-container">
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@@ -920,45 +914,26 @@ Expand older updates
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</section>
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<section id="installation" class="level3">
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<h3 class="anchored" data-anchor-id="installation">Installation</h3>
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<section id="using-uv-recommended" class="level4">
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<h4 class="anchored" data-anchor-id="using-uv-recommended">Using uv (recommended)</h4>
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<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb1"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="co"># install uv if you don't already have it installed</span></span>
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<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb1"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="co"># install uv if you don't already have it installed (restart shell after)</span></span>
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<span id="cb1-2"><a href="#cb1-2" 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>
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<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="bu">source</span> <span class="va">$HOME</span>/.local/bin/env</span>
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<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="co"># CUDA 12.8.1 tends to have better package compatibility</span></span>
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<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a><span class="bu">export</span> <span class="va">UV_TORCH_BACKEND</span><span class="op">=</span>cu128</span>
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<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a><span class="co"># create a new virtual environment</span></span>
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<span id="cb1-9"><a href="#cb1-9" aria-hidden="true" tabindex="-1"></a><span class="ex">uv</span> venv <span class="at">--python</span> 3.12</span>
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<span id="cb1-10"><a href="#cb1-10" aria-hidden="true" tabindex="-1"></a><span class="bu">source</span> .venv/bin/activate</span>
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<span id="cb1-11"><a href="#cb1-11" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb1-12"><a href="#cb1-12" aria-hidden="true" tabindex="-1"></a><span class="ex">uv</span> pip install torch==2.10.0 torchvision</span>
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<span id="cb1-13"><a href="#cb1-13" 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</span><span class="pp">]</span></span>
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<span id="cb1-14"><a href="#cb1-14" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb1-15"><a href="#cb1-15" aria-hidden="true" tabindex="-1"></a><span class="co"># recommended - install cut-cross-entropy</span></span>
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<span id="cb1-16"><a href="#cb1-16" aria-hidden="true" tabindex="-1"></a><span class="ex">uv</span> pip install <span class="st">"cut-cross-entropy[transformers] @ git+https://github.com/axolotl-ai-cloud/ml-cross-entropy.git@main"</span></span>
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<span id="cb1-17"><a href="#cb1-17" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb1-18"><a href="#cb1-18" aria-hidden="true" tabindex="-1"></a><span class="co"># (optional) - prefetch flash-attn2 and causal-conv1d kernels</span></span>
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<span id="cb1-19"><a href="#cb1-19" aria-hidden="true" tabindex="-1"></a><span class="ex">uv</span> run <span class="at">--python</span> 3.12 python <span class="at">-c</span> <span class="st">"from kernels import get_kernel; get_kernel('kernels-community/flash-attn2'); get_kernel('kernels-community/causal-conv1d')"</span></span>
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<span id="cb1-20"><a href="#cb1-20" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb1-21"><a href="#cb1-21" aria-hidden="true" tabindex="-1"></a><span class="co"># Download example axolotl configs, deepspeed configs</span></span>
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<span id="cb1-22"><a href="#cb1-22" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch examples</span>
|
||||
<span id="cb1-23"><a href="#cb1-23" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch deepspeed_configs <span class="co"># OPTIONAL</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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||||
</section>
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<section id="using-pip" class="level4">
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<h4 class="anchored" data-anchor-id="using-pip">Using pip</h4>
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<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb2"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-U</span> packaging==26.0 setuptools==75.8.0 wheel ninja</span>
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||||
<span id="cb2-2"><a href="#cb2-2" 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>
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||||
<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"># Download example axolotl configs, deepspeed configs</span></span>
|
||||
<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch examples</span>
|
||||
<span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch deepspeed_configs <span class="co"># OPTIONAL</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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||||
</section>
|
||||
<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="co"># change depending on system</span></span>
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<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="bu">export</span> <span class="va">UV_TORCH_BACKEND</span><span class="op">=</span>cu128</span>
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<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a></span>
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||||
<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a><span class="co"># create a new virtual environment</span></span>
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||||
<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a><span class="ex">uv</span> venv <span class="at">--python</span> 3.12</span>
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<span id="cb1-9"><a href="#cb1-9" aria-hidden="true" tabindex="-1"></a><span class="bu">source</span> .venv/bin/activate</span>
|
||||
<span id="cb1-10"><a href="#cb1-10" aria-hidden="true" tabindex="-1"></a></span>
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||||
<span id="cb1-11"><a href="#cb1-11" aria-hidden="true" tabindex="-1"></a><span class="ex">uv</span> pip install torch==2.10.0 torchvision</span>
|
||||
<span id="cb1-12"><a href="#cb1-12" 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</span><span class="pp">]</span></span>
|
||||
<span id="cb1-13"><a href="#cb1-13" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb1-14"><a href="#cb1-14" aria-hidden="true" tabindex="-1"></a><span class="co"># Download example axolotl configs, deepspeed configs</span></span>
|
||||
<span id="cb1-15"><a href="#cb1-15" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch examples</span>
|
||||
<span id="cb1-16"><a href="#cb1-16" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch deepspeed_configs <span class="co"># OPTIONAL</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<section id="using-docker" class="level4">
|
||||
<h4 class="anchored" data-anchor-id="using-docker">Using Docker</h4>
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||||
<p>Installing with Docker can be less error prone than installing in your own environment.</p>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb3"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="ex">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></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb2"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="ex">docker</span> run <span class="at">--gpus</span> <span class="st">'"all"'</span> <span class="at">--ipc</span><span class="op">=</span>host <span class="at">--rm</span> <span class="at">-it</span> axolotlai/axolotl:main-latest</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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||||
<p>Other installation approaches are described <a href="https://docs.axolotl.ai/docs/installation.html">here</a>.</p>
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</section>
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||||
<section id="cloud-providers" class="level4">
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@@ -978,14 +953,14 @@ Expand older updates
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</section>
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<section id="your-first-fine-tune" class="level3">
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<h3 class="anchored" data-anchor-id="your-first-fine-tune">Your First Fine-tune</h3>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb4"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Fetch axolotl examples</span></span>
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||||
<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"># Or, specify a custom path</span></span>
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||||
<span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch examples <span class="at">--dest</span> path/to/folder</span>
|
||||
<span id="cb4-6"><a href="#cb4-6" aria-hidden="true" tabindex="-1"></a></span>
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||||
<span id="cb4-7"><a href="#cb4-7" aria-hidden="true" tabindex="-1"></a><span class="co"># Train a model using LoRA</span></span>
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||||
<span id="cb4-8"><a href="#cb4-8" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train examples/llama-3/lora-1b.yml</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb3"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Fetch axolotl examples</span></span>
|
||||
<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch examples</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"># Or, specify a custom path</span></span>
|
||||
<span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch examples <span class="at">--dest</span> path/to/folder</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"># Train a model using LoRA</span></span>
|
||||
<span id="cb3-8"><a href="#cb3-8" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train examples/llama-3/lora-1b.yml</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>That’s it! Check out our <a href="https://docs.axolotl.ai/docs/getting-started.html">Getting Started Guide</a> for a more detailed walkthrough.</p>
|
||||
</section>
|
||||
</section>
|
||||
@@ -1006,20 +981,20 @@ Expand older updates
|
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<section id="ai-agent-support" class="level2">
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||||
<h2 class="anchored" data-anchor-id="ai-agent-support">AI Agent Support</h2>
|
||||
<p>Axolotl ships with built-in documentation optimized for AI coding agents (Claude Code, Cursor, Copilot, etc.). These docs are bundled with the pip package — no repo clone needed.</p>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb5"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Show overview and available training methods</span></span>
|
||||
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs</span>
|
||||
<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Topic-specific references</span></span>
|
||||
<span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs sft <span class="co"># supervised fine-tuning</span></span>
|
||||
<span id="cb5-6"><a href="#cb5-6" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs grpo <span class="co"># GRPO online RL</span></span>
|
||||
<span id="cb5-7"><a href="#cb5-7" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs preference_tuning <span class="co"># DPO, KTO, ORPO, SimPO</span></span>
|
||||
<span id="cb5-8"><a href="#cb5-8" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs reward_modelling <span class="co"># outcome and process reward models</span></span>
|
||||
<span id="cb5-9"><a href="#cb5-9" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs pretraining <span class="co"># continual pretraining</span></span>
|
||||
<span id="cb5-10"><a href="#cb5-10" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs <span class="at">--list</span> <span class="co"># list all topics</span></span>
|
||||
<span id="cb5-11"><a href="#cb5-11" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb5-12"><a href="#cb5-12" aria-hidden="true" tabindex="-1"></a><span class="co"># Dump config schema for programmatic use</span></span>
|
||||
<span id="cb5-13"><a href="#cb5-13" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> config-schema</span>
|
||||
<span id="cb5-14"><a href="#cb5-14" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> config-schema <span class="at">--field</span> adapter</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb4"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Show overview and available training methods</span></span>
|
||||
<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs</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"># Topic-specific references</span></span>
|
||||
<span id="cb4-5"><a href="#cb4-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs sft <span class="co"># supervised fine-tuning</span></span>
|
||||
<span id="cb4-6"><a href="#cb4-6" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs grpo <span class="co"># GRPO online RL</span></span>
|
||||
<span id="cb4-7"><a href="#cb4-7" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs preference_tuning <span class="co"># DPO, KTO, ORPO, SimPO</span></span>
|
||||
<span id="cb4-8"><a href="#cb4-8" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs reward_modelling <span class="co"># outcome and process reward models</span></span>
|
||||
<span id="cb4-9"><a href="#cb4-9" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs pretraining <span class="co"># continual pretraining</span></span>
|
||||
<span id="cb4-10"><a href="#cb4-10" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> agent-docs <span class="at">--list</span> <span class="co"># list all topics</span></span>
|
||||
<span id="cb4-11"><a href="#cb4-11" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb4-12"><a href="#cb4-12" aria-hidden="true" tabindex="-1"></a><span class="co"># Dump config schema for programmatic use</span></span>
|
||||
<span id="cb4-13"><a href="#cb4-13" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> config-schema</span>
|
||||
<span id="cb4-14"><a href="#cb4-14" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> config-schema <span class="at">--field</span> adapter</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>If you’re working with the source repo, agent docs are also available at <code>docs/agents/</code> and the project overview is in <code>AGENTS.md</code>.</p>
|
||||
</section>
|
||||
<section id="getting-help" class="level2">
|
||||
@@ -1049,13 +1024,13 @@ disable it, set AXOLOTL_DO_NOT_TRACK=1. For more details, see our <a href="https
|
||||
<section id="citing-axolotl" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="citing-axolotl">📝 Citing Axolotl</h2>
|
||||
<p>If you use Axolotl in your research or projects, please cite it as follows:</p>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb6"><pre class="sourceCode bibtex code-with-copy"><code class="sourceCode bibtex"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="co">@software{axolotl,</span></span>
|
||||
<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a><span class="co"> title = {Axolotl: Open Source LLM Post-Training},</span></span>
|
||||
<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a><span class="co"> author = {{Axolotl maintainers and contributors}},</span></span>
|
||||
<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a><span class="co"> url = {https://github.com/axolotl-ai-cloud/axolotl},</span></span>
|
||||
<span id="cb6-5"><a href="#cb6-5" aria-hidden="true" tabindex="-1"></a><span class="co"> license = {Apache-2.0},</span></span>
|
||||
<span id="cb6-6"><a href="#cb6-6" aria-hidden="true" tabindex="-1"></a><span class="co"> year = {2023}</span></span>
|
||||
<span id="cb6-7"><a href="#cb6-7" aria-hidden="true" tabindex="-1"></a><span class="co">}</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb5"><pre class="sourceCode bibtex code-with-copy"><code class="sourceCode bibtex"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="co">@software{axolotl,</span></span>
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<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a><span class="co"> title = {Axolotl: Open Source LLM Post-Training},</span></span>
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<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a><span class="co"> author = {{Axolotl maintainers and contributors}},</span></span>
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<span id="cb5-4"><a href="#cb5-4" aria-hidden="true" tabindex="-1"></a><span class="co"> url = {https://github.com/axolotl-ai-cloud/axolotl},</span></span>
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<span id="cb5-5"><a href="#cb5-5" aria-hidden="true" tabindex="-1"></a><span class="co"> license = {Apache-2.0},</span></span>
|
||||
<span id="cb5-6"><a href="#cb5-6" aria-hidden="true" tabindex="-1"></a><span class="co"> year = {2023}</span></span>
|
||||
<span id="cb5-7"><a href="#cb5-7" aria-hidden="true" tabindex="-1"></a><span class="co">}</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
</section>
|
||||
<section id="license" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="license">📜 License</h2>
|
||||
|
||||
Reference in New Issue
Block a user