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<p><a href="https://huggingface.co/collections/arcee-ai/afm-45b-68823397c351603014963473">Arcee Foundation Models (AFM)</a> are a family of 4.5B parameter open weight models trained by Arcee.ai.</p>
<p>This guide shows how to fine-tune it with Axolotl with multi-turn conversations and proper masking.</p>
<p>Thanks to the team at Arcee.ai for using Axolotl in supervised fine-tuning the AFM model.</p>
<section id="getting-started" class="level2">
<h2 class="anchored" data-anchor-id="getting-started">Getting started</h2>
<ol type="1">
<li><p>Install Axolotl following the <a href="https://docs.axolotl.ai/docs/installation.html">installation guide</a>. You need to install from main as AFM is only on nightly or use our latest <a href="https://docs.axolotl.ai/docs/docker.html">Docker images</a>.</p>
<p>Here is an example of how to install from main for pip:</p></li>
</ol>
<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"># Ensure you have Pytorch installed (Pytorch 2.9.1 min)</span></span>
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="fu">git</span> clone https://github.com/axolotl-ai-cloud/axolotl.git</span>
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="bu">cd</span> axolotl</span>
<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a><span class="ex">uv</span> pip install <span class="at">--no-build-isolation</span> <span class="at">-e</span> <span class="st">'.'</span></span>
<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a></span>
<span id="cb1-7"><a href="#cb1-7" aria-hidden="true" tabindex="-1"></a><span class="co"># Install CCE https://docs.axolotl.ai/docs/custom_integrations.html#cut-cross-entropy</span></span>
<span id="cb1-8"><a href="#cb1-8" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> scripts/cutcrossentropy_install.py <span class="kw">|</span> <span class="fu">sh</span></span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
<ol start="2" type="1">
<li>Run the finetuning example:</li>
</ol>
<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">axolotl</span> train examples/arcee/afm-4.5b-qlora.yaml</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
<p>This config uses about 7.8GiB VRAM.</p>
<p>Let us know how it goes. Happy finetuning! 🚀</p>
<section id="tips" class="level3">
<h3 class="anchored" data-anchor-id="tips">TIPS</h3>
<ul>
<li>For inference, the official Arcee.ai team recommends <code>top_p: 0.95</code>, <code>temperature: 0.5</code>, <code>top_k: 50</code>, and <code>repeat_penalty: 1.1</code>.</li>
<li>You can run a full finetuning by removing the <code>adapter: qlora</code> and <code>load_in_4bit: true</code> from the config.</li>
<li>Read more on how to load your own dataset at <a href="https://docs.axolotl.ai/docs/dataset_loading.html">docs</a>.</li>
<li>The dataset format follows the OpenAI Messages format as seen <a href="https://docs.axolotl.ai/docs/dataset-formats/conversation.html#chat_template">here</a>.</li>
</ul>
</section>
</section>
<section id="optimization-guides" class="level2">
<h2 class="anchored" data-anchor-id="optimization-guides">Optimization Guides</h2>
<ul>
<li><a href="https://docs.axolotl.ai/docs/multi-gpu.html">Multi-GPU Training</a></li>
<li><a href="https://docs.axolotl.ai/docs/multi-node.html">Multi-Node Training</a></li>
<li><a href="https://docs.axolotl.ai/docs/lora_optims.html">LoRA Optimizations</a></li>
</ul>
</section>
<section id="related-resources" class="level2">
<h2 class="anchored" data-anchor-id="related-resources">Related Resources</h2>
<ul>
<li><a href="https://docs.arcee.ai/arcee-foundation-models/introduction-to-arcee-foundation-models">AFM Blog</a></li>
<li><a href="https://docs.axolotl.ai">Axolotl Docs</a></li>
<li><a href="https://axolotl.ai">Axolotl Website</a></li>
<li><a href="https://github.com/axolotl-ai-cloud/axolotl">Axolotl GitHub</a></li>
<li><a href="https://discord.gg/7m9sfhzaf3">Axolotl Discord</a></li>
</ul>
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let cellAttr = 'data-code-cell="' + cell + '"';
let lineAttr = 'data-code-annotation="' + annotation + '"';
const selector = 'span[' + cellAttr + '][' + lineAttr + ']';
return selector;
}
const selectCodeLines = (annoteEl) => {
const doc = window.document;
const targetCell = annoteEl.getAttribute("data-target-cell");
const targetAnnotation = annoteEl.getAttribute("data-target-annotation");
const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation));
const lines = annoteSpan.getAttribute("data-code-lines").split(",");
const lineIds = lines.map((line) => {
return targetCell + "-" + line;
})
let top = null;
let height = null;
let parent = null;
if (lineIds.length > 0) {
//compute the position of the single el (top and bottom and make a div)
const el = window.document.getElementById(lineIds[0]);
top = el.offsetTop;
height = el.offsetHeight;
parent = el.parentElement.parentElement;
if (lineIds.length > 1) {
const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]);
const bottom = lastEl.offsetTop + lastEl.offsetHeight;
height = bottom - top;
}
if (top !== null && height !== null && parent !== null) {
// cook up a div (if necessary) and position it
let div = window.document.getElementById("code-annotation-line-highlight");
if (div === null) {
div = window.document.createElement("div");
div.setAttribute("id", "code-annotation-line-highlight");
div.style.position = 'absolute';
parent.appendChild(div);
}
div.style.top = top - 2 + "px";
div.style.height = height + 4 + "px";
div.style.left = 0;
let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter");
if (gutterDiv === null) {
gutterDiv = window.document.createElement("div");
gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter");
gutterDiv.style.position = 'absolute';
const codeCell = window.document.getElementById(targetCell);
const gutter = codeCell.querySelector('.code-annotation-gutter');
gutter.appendChild(gutterDiv);
}
gutterDiv.style.top = top - 2 + "px";
gutterDiv.style.height = height + 4 + "px";
}
selectedAnnoteEl = annoteEl;
}
};
const unselectCodeLines = () => {
const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"];
elementsIds.forEach((elId) => {
const div = window.document.getElementById(elId);
if (div) {
div.remove();
}
});
selectedAnnoteEl = undefined;
};
// Handle positioning of the toggle
window.addEventListener(
"resize",
throttle(() => {
elRect = undefined;
if (selectedAnnoteEl) {
selectCodeLines(selectedAnnoteEl);
}
}, 10)
);
function throttle(fn, ms) {
let throttle = false;
let timer;
return (...args) => {
if(!throttle) { // first call gets through
fn.apply(this, args);
throttle = true;
} else { // all the others get throttled
if(timer) clearTimeout(timer); // cancel #2
timer = setTimeout(() => {
fn.apply(this, args);
timer = throttle = false;
}, ms);
}
};
}
// Attach click handler to the DT
const annoteDls = window.document.querySelectorAll('dt[data-target-cell]');
for (const annoteDlNode of annoteDls) {
annoteDlNode.addEventListener('click', (event) => {
const clickedEl = event.target;
if (clickedEl !== selectedAnnoteEl) {
unselectCodeLines();
const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active');
if (activeEl) {
activeEl.classList.remove('code-annotation-active');
}
selectCodeLines(clickedEl);
clickedEl.classList.add('code-annotation-active');
} else {
// Unselect the line
unselectCodeLines();
clickedEl.classList.remove('code-annotation-active');
}
});
}
const findCites = (el) => {
const parentEl = el.parentElement;
if (parentEl) {
const cites = parentEl.dataset.cites;
if (cites) {
return {
el,
cites: cites.split(' ')
};
} else {
return findCites(el.parentElement)
}
} else {
return undefined;
}
};
var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]');
for (var i=0; i<bibliorefs.length; i++) {
const ref = bibliorefs[i];
const citeInfo = findCites(ref);
if (citeInfo) {
tippyHover(citeInfo.el, function() {
var popup = window.document.createElement('div');
citeInfo.cites.forEach(function(cite) {
var citeDiv = window.document.createElement('div');
citeDiv.classList.add('hanging-indent');
citeDiv.classList.add('csl-entry');
var biblioDiv = window.document.getElementById('ref-' + cite);
if (biblioDiv) {
citeDiv.innerHTML = biblioDiv.innerHTML;
}
popup.appendChild(citeDiv);
});
return popup.innerHTML;
});
}
}
});
</script>
</div> <!-- /content -->
</body></html>