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<script id="quarto-search-options" type="application/json">{
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"location": "navbar",
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"copy-button": false,
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<div class="navbar-container container-fluid">
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@@ -150,6 +152,10 @@ gtag('config', 'G-9KYCVJBNMQ', { 'anonymize_ip': true});
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<ul class="list-unstyled mt-1">
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<li class="sidebar-item">
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@@ -551,16 +557,16 @@ the CLI commands, their usage, and common examples.</p>
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<section id="basic-commands" class="level2">
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<h2 class="anchored" data-anchor-id="basic-commands">Basic Commands</h2>
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<p>All Axolotl commands follow this general structure:</p>
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<div class="sourceCode" id="cb1"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> <span class="op"><</span>command<span class="op">></span> <span class="pp">[</span><span class="ss">config.yml</span><span class="pp">]</span> <span class="pp">[</span><span class="ss">options</span><span class="pp">]</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb1"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> <span class="op"><</span>command<span class="op">></span> <span class="pp">[</span><span class="ss">config.yml</span><span class="pp">]</span> <span class="pp">[</span><span class="ss">options</span><span class="pp">]</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<p>The config file can be local or a URL to a raw YAML file.</p>
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<section id="launcher-arguments" class="level3">
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<h3 class="anchored" data-anchor-id="launcher-arguments">Launcher Arguments</h3>
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<p>For commands that support multi-GPU (<code>train</code>, <code>evaluate</code>, …), you can pass launcher-specific arguments using the <code>--</code> separator:</p>
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<div class="sourceCode" id="cb2"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Pass torchrun arguments</span></span>
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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="co"># Pass torchrun arguments</span></span>
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<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train config.yml <span class="at">--launcher</span> torchrun <span class="at">--</span> <span class="at">--nproc_per_node</span><span class="op">=</span>2 <span class="at">--nnodes</span><span class="op">=</span>1</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"># Pass accelerate arguments</span></span>
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<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train config.yml <span class="at">--launcher</span> accelerate <span class="at">--</span> <span class="at">--config_file</span><span class="op">=</span>accelerate_config.yml <span class="at">--num_processes</span><span class="op">=</span>4</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train config.yml <span class="at">--launcher</span> accelerate <span class="at">--</span> <span class="at">--config_file</span><span class="op">=</span>accelerate_config.yml <span class="at">--num_processes</span><span class="op">=</span>4</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<p>Arguments after <code>--</code> are passed directly to the launcher (torchrun, accelerate launch, etc.).</p>
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</section>
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</section>
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@@ -569,19 +575,19 @@ the CLI commands, their usage, and common examples.</p>
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<section id="fetch" class="level3">
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<h3 class="anchored" data-anchor-id="fetch">fetch</h3>
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<p>Downloads example configurations and deepspeed configs to your local machine.</p>
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<div class="sourceCode" id="cb3"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Get example YAML files</span></span>
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<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb3"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Get example YAML files</span></span>
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<span id="cb3-2"><a href="#cb3-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch examples</span>
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||||
<span id="cb3-3"><a href="#cb3-3" aria-hidden="true" tabindex="-1"></a></span>
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||||
<span id="cb3-4"><a href="#cb3-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Get deepspeed config files</span></span>
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||||
<span id="cb3-5"><a href="#cb3-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch deepspeed_configs</span>
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<span id="cb3-6"><a href="#cb3-6" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb3-7"><a href="#cb3-7" aria-hidden="true" tabindex="-1"></a><span class="co"># Specify custom destination</span></span>
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<span id="cb3-8"><a href="#cb3-8" 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>
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<span id="cb3-8"><a href="#cb3-8" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> fetch examples <span class="at">--dest</span> path/to/folder</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="preprocess" class="level3">
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<h3 class="anchored" data-anchor-id="preprocess">preprocess</h3>
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<p>Preprocesses and tokenizes your dataset before training. This is recommended for large datasets.</p>
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<div class="sourceCode" id="cb4"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Basic preprocessing</span></span>
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<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb4"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Basic preprocessing</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> preprocess config.yml</span>
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<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb4-4"><a href="#cb4-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Preprocessing with one GPU</span></span>
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@@ -591,15 +597,15 @@ the CLI commands, their usage, and common examples.</p>
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<span id="cb4-8"><a href="#cb4-8" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> preprocess config.yml <span class="at">--debug</span></span>
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<span id="cb4-9"><a href="#cb4-9" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb4-10"><a href="#cb4-10" aria-hidden="true" tabindex="-1"></a><span class="co"># Debug with limited examples</span></span>
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<span id="cb4-11"><a href="#cb4-11" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> preprocess config.yml <span class="at">--debug</span> <span class="at">--debug-num-examples</span> 5</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
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<span id="cb4-11"><a href="#cb4-11" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> preprocess config.yml <span class="at">--debug</span> <span class="at">--debug-num-examples</span> 5</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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<p>Configuration options:</p>
|
||||
<div class="sourceCode" id="cb5"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="fu">dataset_prepared_path</span><span class="kw">:</span><span class="at"> Local folder for saving preprocessed data</span></span>
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<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a><span class="fu">push_dataset_to_hub</span><span class="kw">:</span><span class="at"> HuggingFace repo to push preprocessed data (optional)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb5"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="fu">dataset_prepared_path</span><span class="kw">:</span><span class="at"> Local folder for saving preprocessed data</span></span>
|
||||
<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a><span class="fu">push_dataset_to_hub</span><span class="kw">:</span><span class="at"> HuggingFace repo to push preprocessed data (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="train" class="level3">
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<h3 class="anchored" data-anchor-id="train">train</h3>
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||||
<p>Trains or fine-tunes a model using the configuration specified in your YAML file.</p>
|
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<div class="sourceCode" id="cb6"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Basic training</span></span>
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<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb6"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="co"># Basic training</span></span>
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<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train config.yml</span>
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<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb6-4"><a href="#cb6-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Train and set/override specific options</span></span>
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@@ -616,12 +622,12 @@ the CLI commands, their usage, and common examples.</p>
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||||
<span id="cb6-15"><a href="#cb6-15" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train config.yml <span class="at">--launcher</span> accelerate <span class="at">--</span> <span class="at">--config_file</span><span class="op">=</span>accelerate_config.yml</span>
|
||||
<span id="cb6-16"><a href="#cb6-16" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb6-17"><a href="#cb6-17" aria-hidden="true" tabindex="-1"></a><span class="co"># Resume training from checkpoint</span></span>
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<span id="cb6-18"><a href="#cb6-18" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train config.yml <span class="at">--resume-from-checkpoint</span> path/to/checkpoint</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb6-18"><a href="#cb6-18" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train config.yml <span class="at">--resume-from-checkpoint</span> path/to/checkpoint</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>It is possible to run sweeps over multiple hyperparameters by passing in a sweeps config.</p>
|
||||
<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="co"># Basic training with sweeps</span></span>
|
||||
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train config.yml <span class="at">--sweep</span> path/to/sweep.yaml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="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="co"># Basic training with sweeps</span></span>
|
||||
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train config.yml <span class="at">--sweep</span> path/to/sweep.yaml</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>Example sweep config:</p>
|
||||
<div class="sourceCode" id="cb8"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="fu">_</span><span class="kw">:</span></span>
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||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb8"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="fu">_</span><span class="kw">:</span></span>
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||||
<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a><span class="co"> # This section is for dependent variables we need to fix</span></span>
|
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<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">load_in_8bit</span><span class="kw">:</span><span class="at"> </span><span class="ch">false</span></span>
|
||||
<span id="cb8-4"><a href="#cb8-4" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">load_in_4bit</span><span class="kw">:</span><span class="at"> </span><span class="ch">false</span></span>
|
||||
@@ -638,12 +644,12 @@ the CLI commands, their usage, and common examples.</p>
|
||||
<span id="cb8-15"><a href="#cb8-15" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_alpha</span><span class="kw">:</span></span>
|
||||
<span id="cb8-16"><a href="#cb8-16" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="dv">16</span></span>
|
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<span id="cb8-17"><a href="#cb8-17" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="dv">32</span></span>
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||||
<span id="cb8-18"><a href="#cb8-18" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="dv">64</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb8-18"><a href="#cb8-18" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="dv">64</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="inference" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="inference">inference</h3>
|
||||
<p>Runs inference using your trained model in either CLI or Gradio interface mode.</p>
|
||||
<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="co"># CLI inference with LoRA</span></span>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb9"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="co"># CLI inference with LoRA</span></span>
|
||||
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> inference config.yml <span class="at">--lora-model-dir</span><span class="op">=</span><span class="st">"./outputs/lora-out"</span></span>
|
||||
<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a><span class="co"># CLI inference with full model</span></span>
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||||
@@ -655,69 +661,69 @@ the CLI commands, their usage, and common examples.</p>
|
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<span id="cb9-10"><a href="#cb9-10" aria-hidden="true" tabindex="-1"></a></span>
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||||
<span id="cb9-11"><a href="#cb9-11" aria-hidden="true" tabindex="-1"></a><span class="co"># Inference with input from file</span></span>
|
||||
<span id="cb9-12"><a href="#cb9-12" aria-hidden="true" tabindex="-1"></a><span class="fu">cat</span> prompt.txt <span class="kw">|</span> <span class="ex">axolotl</span> inference config.yml <span class="dt">\</span></span>
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||||
<span id="cb9-13"><a href="#cb9-13" aria-hidden="true" tabindex="-1"></a> <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>
|
||||
<span id="cb9-13"><a href="#cb9-13" aria-hidden="true" tabindex="-1"></a> <span class="at">--base-model</span><span class="op">=</span><span class="st">"./completed-model"</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
</section>
|
||||
<section id="merge-lora" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="merge-lora">merge-lora</h3>
|
||||
<p>Merges trained LoRA adapters into the base model.</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="co"># Basic merge</span></span>
|
||||
<div class="code-copy-outer-scaffold"><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="co"># Basic merge</span></span>
|
||||
<span id="cb10-2"><a href="#cb10-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> merge-lora config.yml</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="co"># Specify LoRA directory (usually used with checkpoints)</span></span>
|
||||
<span id="cb10-5"><a href="#cb10-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> merge-lora config.yml <span class="at">--lora-model-dir</span><span class="op">=</span><span class="st">"./lora-output/checkpoint-100"</span></span>
|
||||
<span id="cb10-6"><a href="#cb10-6" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb10-7"><a href="#cb10-7" aria-hidden="true" tabindex="-1"></a><span class="co"># Merge using CPU (if out of GPU memory)</span></span>
|
||||
<span id="cb10-8"><a href="#cb10-8" aria-hidden="true" tabindex="-1"></a><span class="va">CUDA_VISIBLE_DEVICES</span><span class="op">=</span><span class="st">""</span> <span class="ex">axolotl</span> merge-lora config.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb10-8"><a href="#cb10-8" aria-hidden="true" tabindex="-1"></a><span class="va">CUDA_VISIBLE_DEVICES</span><span class="op">=</span><span class="st">""</span> <span class="ex">axolotl</span> merge-lora config.yml</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>Configuration options:</p>
|
||||
<div class="sourceCode" id="cb11"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fu">gpu_memory_limit</span><span class="kw">:</span><span class="at"> Limit GPU memory usage</span></span>
|
||||
<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_on_cpu</span><span class="kw">:</span><span class="at"> Load LoRA weights on CPU</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb11"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fu">gpu_memory_limit</span><span class="kw">:</span><span class="at"> Limit GPU memory usage</span></span>
|
||||
<span id="cb11-2"><a href="#cb11-2" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_on_cpu</span><span class="kw">:</span><span class="at"> Load LoRA weights on CPU</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
</section>
|
||||
<section id="merge-sharded-fsdp-weights" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="merge-sharded-fsdp-weights">merge-sharded-fsdp-weights</h3>
|
||||
<p>Merges sharded FSDP model checkpoints into a single combined checkpoint.</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="co"># Basic merge</span></span>
|
||||
<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> merge-sharded-fsdp-weights config.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="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="co"># Basic merge</span></span>
|
||||
<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> merge-sharded-fsdp-weights config.yml</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
</section>
|
||||
<section id="evaluate" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="evaluate">evaluate</h3>
|
||||
<p>Evaluates a model’s performance (loss etc) on the train and eval datasets.</p>
|
||||
<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="co"># Basic evaluation</span></span>
|
||||
<div class="code-copy-outer-scaffold"><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="co"># Basic evaluation</span></span>
|
||||
<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> evaluate config.yml</span>
|
||||
<span id="cb13-3"><a href="#cb13-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb13-4"><a href="#cb13-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Evaluation with launcher arguments</span></span>
|
||||
<span id="cb13-5"><a href="#cb13-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> evaluate config.yml <span class="at">--launcher</span> torchrun <span class="at">--</span> <span class="at">--nproc_per_node</span><span class="op">=</span>2</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb13-5"><a href="#cb13-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> evaluate config.yml <span class="at">--launcher</span> torchrun <span class="at">--</span> <span class="at">--nproc_per_node</span><span class="op">=</span>2</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
</section>
|
||||
<section id="lm-eval" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="lm-eval">lm-eval</h3>
|
||||
<p>Runs LM Evaluation Harness on your model.</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"># Basic evaluation</span></span>
|
||||
<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> lm-eval config.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="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"># Basic evaluation</span></span>
|
||||
<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> lm-eval config.yml</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>Configuration options:</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"># List of tasks to evaluate</span></span>
|
||||
<div class="code-copy-outer-scaffold"><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"># List of tasks to evaluate</span></span>
|
||||
<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a><span class="fu">lm_eval_tasks</span><span class="kw">:</span></span>
|
||||
<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> arc_challenge</span></span>
|
||||
<span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> hellaswag</span></span>
|
||||
<span id="cb15-5"><a href="#cb15-5" aria-hidden="true" tabindex="-1"></a><span class="fu">lm_eval_batch_size</span><span class="kw">:</span><span class="co"> # Batch size for evaluation</span></span>
|
||||
<span id="cb15-6"><a href="#cb15-6" aria-hidden="true" tabindex="-1"></a><span class="fu">output_dir</span><span class="kw">:</span><span class="co"> # Directory to save evaluation results</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb15-6"><a href="#cb15-6" aria-hidden="true" tabindex="-1"></a><span class="fu">output_dir</span><span class="kw">:</span><span class="co"> # Directory to save evaluation results</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>See <a href="https://github.com/EleutherAI/lm-evaluation-harness">LM Eval Harness</a> for more details.</p>
|
||||
</section>
|
||||
<section id="delinearize-llama4" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="delinearize-llama4">delinearize-llama4</h3>
|
||||
<p>Delinearizes a Llama 4 linearized model into a regular HuggingFace Llama 4 model. This only works with the non-quantized linearized model.</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">axolotl</span> delinearize-llama4 <span class="at">--model</span> path/to/model_dir <span class="at">--output</span> path/to/output_dir</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="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">axolotl</span> delinearize-llama4 <span class="at">--model</span> path/to/model_dir <span class="at">--output</span> path/to/output_dir</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>This would be necessary to use with other frameworks. If you have an adapter, merge it with the non-quantized linearized model before delinearizing.</p>
|
||||
</section>
|
||||
<section id="quantize" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="quantize">quantize</h3>
|
||||
<p>Quantizes a model using the quantization configuration specified in your YAML file.</p>
|
||||
<div class="sourceCode" id="cb17"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> quantize config.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="code-copy-outer-scaffold"><div class="sourceCode" id="cb17"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> quantize config.yml</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
<p>See <a href="../docs/quantize.html">Quantization</a> for more details.</p>
|
||||
</section>
|
||||
</section>
|
||||
<section id="legacy-cli-usage" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="legacy-cli-usage">Legacy CLI Usage</h2>
|
||||
<p>While the new Click-based CLI is preferred, Axolotl still supports the legacy module-based CLI:</p>
|
||||
<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"># Preprocess</span></span>
|
||||
<div class="code-copy-outer-scaffold"><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"># Preprocess</span></span>
|
||||
<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.preprocess config.yml</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"># Train</span></span>
|
||||
@@ -729,7 +735,7 @@ the CLI commands, their usage, and common examples.</p>
|
||||
<span id="cb18-10"><a href="#cb18-10" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb18-11"><a href="#cb18-11" aria-hidden="true" tabindex="-1"></a><span class="co"># Gradio interface</span></span>
|
||||
<span id="cb18-12"><a href="#cb18-12" aria-hidden="true" tabindex="-1"></a><span class="ex">accelerate</span> launch <span class="at">-m</span> axolotl.cli.inference config.yml <span class="dt">\</span></span>
|
||||
<span id="cb18-13"><a href="#cb18-13" 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></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb18-13"><a href="#cb18-13" 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></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></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">
|
||||
@@ -752,7 +758,7 @@ cloud YAML file alongside your regular Axolotl config.</p>
|
||||
<section id="cloud-configuration" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="cloud-configuration">Cloud Configuration</h3>
|
||||
<p>Create a cloud config YAML with your Modal settings:</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="co"># cloud_config.yml</span></span>
|
||||
<div class="code-copy-outer-scaffold"><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"># cloud_config.yml</span></span>
|
||||
<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a><span class="fu">provider</span><span class="kw">:</span><span class="at"> modal</span></span>
|
||||
<span id="cb19-3"><a href="#cb19-3" aria-hidden="true" tabindex="-1"></a><span class="fu">gpu</span><span class="kw">:</span><span class="at"> a100</span><span class="co"> # Supported: l40s, a100-40gb, a100-80gb, a10g, h100, t4, l4</span></span>
|
||||
<span id="cb19-4"><a href="#cb19-4" aria-hidden="true" tabindex="-1"></a><span class="fu">gpu_count</span><span class="kw">:</span><span class="at"> </span><span class="dv">1</span><span class="co"> # Number of GPUs to use</span></span>
|
||||
@@ -769,23 +775,23 @@ cloud YAML file alongside your regular Axolotl config.</p>
|
||||
<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">secrets</span><span class="kw">:</span><span class="co"> # Secrets to inject</span></span>
|
||||
<span id="cb19-17"><a href="#cb19-17" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> WANDB_API_KEY</span></span>
|
||||
<span id="cb19-18"><a href="#cb19-18" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> HF_TOKEN</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb19-18"><a href="#cb19-18" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> HF_TOKEN</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
</section>
|
||||
<section id="running-on-modal-cloud" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="running-on-modal-cloud">Running on Modal Cloud</h3>
|
||||
<p>Commands that support the –cloud flag:</p>
|
||||
<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="co"># Preprocess on cloud</span></span>
|
||||
<div class="code-copy-outer-scaffold"><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="co"># Preprocess on cloud</span></span>
|
||||
<span id="cb20-2"><a href="#cb20-2" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> preprocess config.yml <span class="at">--cloud</span> cloud_config.yml</span>
|
||||
<span id="cb20-3"><a href="#cb20-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb20-4"><a href="#cb20-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Train on cloud</span></span>
|
||||
<span id="cb20-5"><a href="#cb20-5" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> train config.yml <span class="at">--cloud</span> cloud_config.yml</span>
|
||||
<span id="cb20-6"><a href="#cb20-6" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb20-7"><a href="#cb20-7" aria-hidden="true" tabindex="-1"></a><span class="co"># Run lm-eval on cloud</span></span>
|
||||
<span id="cb20-8"><a href="#cb20-8" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> lm-eval config.yml <span class="at">--cloud</span> cloud_config.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb20-8"><a href="#cb20-8" aria-hidden="true" tabindex="-1"></a><span class="ex">axolotl</span> lm-eval config.yml <span class="at">--cloud</span> cloud_config.yml</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
</section>
|
||||
<section id="cloud-configuration-options" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="cloud-configuration-options">Cloud Configuration Options</h3>
|
||||
<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">provider</span><span class="kw">:</span><span class="co"> # compute provider, currently only `modal` is supported</span></span>
|
||||
<div class="code-copy-outer-scaffold"><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">provider</span><span class="kw">:</span><span class="co"> # compute provider, currently only `modal` is supported</span></span>
|
||||
<span id="cb21-2"><a href="#cb21-2" aria-hidden="true" tabindex="-1"></a><span class="fu">gpu</span><span class="kw">:</span><span class="co"> # GPU type to use</span></span>
|
||||
<span id="cb21-3"><a href="#cb21-3" aria-hidden="true" tabindex="-1"></a><span class="fu">gpu_count</span><span class="kw">:</span><span class="co"> # Number of GPUs (default: 1)</span></span>
|
||||
<span id="cb21-4"><a href="#cb21-4" aria-hidden="true" tabindex="-1"></a><span class="fu">memory</span><span class="kw">:</span><span class="co"> # RAM in GB (default: 128)</span></span>
|
||||
@@ -807,7 +813,7 @@ cloud YAML file alongside your regular Axolotl config.</p>
|
||||
<span id="cb21-20"><a href="#cb21-20" aria-hidden="true" tabindex="-1"></a><span class="co"># Secrets to inject. Same input format as `env` but for sensitive data.</span></span>
|
||||
<span id="cb21-21"><a href="#cb21-21" aria-hidden="true" tabindex="-1"></a><span class="fu">secrets</span><span class="kw">:</span></span>
|
||||
<span id="cb21-22"><a href="#cb21-22" aria-hidden="true" tabindex="-1"></a><span class="co"> # - HF_TOKEN</span></span>
|
||||
<span id="cb21-23"><a href="#cb21-23" aria-hidden="true" tabindex="-1"></a><span class="co"> # - WANDB_API_KEY</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<span id="cb21-23"><a href="#cb21-23" aria-hidden="true" tabindex="-1"></a><span class="co"> # - WANDB_API_KEY</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
|
||||
|
||||
|
||||
</section>
|
||||
@@ -865,13 +871,14 @@ cloud YAML file alongside your regular Axolotl config.</p>
|
||||
e.clearSelection();
|
||||
}
|
||||
const getTextToCopy = function(trigger) {
|
||||
const codeEl = trigger.previousElementSibling.cloneNode(true);
|
||||
for (const childEl of codeEl.children) {
|
||||
if (isCodeAnnotation(childEl)) {
|
||||
childEl.remove();
|
||||
}
|
||||
const outerScaffold = trigger.parentElement.cloneNode(true);
|
||||
const codeEl = outerScaffold.querySelector('code');
|
||||
for (const childEl of codeEl.children) {
|
||||
if (isCodeAnnotation(childEl)) {
|
||||
childEl.remove();
|
||||
}
|
||||
return codeEl.innerText;
|
||||
}
|
||||
return codeEl.innerText;
|
||||
}
|
||||
const clipboard = new window.ClipboardJS('.code-copy-button:not([data-in-quarto-modal])', {
|
||||
text: getTextToCopy
|
||||
|
||||
Reference in New Issue
Block a user