Built site for gh-pages
This commit is contained in:
Quarto GHA Workflow Runner
@@ -183,8 +183,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="./docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="./docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -195,8 +195,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="./docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="./docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
@@ -183,8 +183,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="./docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="./docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -195,8 +195,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="./docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="./docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
730
docs/batch_vs_grad.html
Normal file
730
docs/batch_vs_grad.html
Normal file
@@ -0,0 +1,730 @@
|
||||
<!DOCTYPE html>
|
||||
<html xmlns="http://www.w3.org/1999/xhtml" lang="en" xml:lang="en"><head>
|
||||
|
||||
<meta charset="utf-8">
|
||||
<meta name="generator" content="quarto-1.4.553">
|
||||
|
||||
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
|
||||
|
||||
<meta name="description" content="Understanding of batch size and gradient accumulation steps">
|
||||
|
||||
<title>Axolotl - Batch size vs Gradient accumulation</title>
|
||||
<style>
|
||||
code{white-space: pre-wrap;}
|
||||
span.smallcaps{font-variant: small-caps;}
|
||||
div.columns{display: flex; gap: min(4vw, 1.5em);}
|
||||
div.column{flex: auto; overflow-x: auto;}
|
||||
div.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}
|
||||
ul.task-list{list-style: none;}
|
||||
ul.task-list li input[type="checkbox"] {
|
||||
width: 0.8em;
|
||||
margin: 0 0.8em 0.2em -1em; /* quarto-specific, see https://github.com/quarto-dev/quarto-cli/issues/4556 */
|
||||
vertical-align: middle;
|
||||
}
|
||||
</style>
|
||||
|
||||
|
||||
<script src="../site_libs/quarto-nav/quarto-nav.js"></script>
|
||||
<script src="../site_libs/clipboard/clipboard.min.js"></script>
|
||||
<script src="../site_libs/quarto-search/autocomplete.umd.js"></script>
|
||||
<script src="../site_libs/quarto-search/fuse.min.js"></script>
|
||||
<script src="../site_libs/quarto-search/quarto-search.js"></script>
|
||||
<meta name="quarto:offset" content="../">
|
||||
<link href="../favicon.jpg" rel="icon" type="image/jpeg">
|
||||
<script src="../site_libs/quarto-html/quarto.js"></script>
|
||||
<script src="../site_libs/quarto-html/popper.min.js"></script>
|
||||
<script src="../site_libs/quarto-html/tippy.umd.min.js"></script>
|
||||
<script src="../site_libs/quarto-html/anchor.min.js"></script>
|
||||
<link href="../site_libs/quarto-html/tippy.css" rel="stylesheet">
|
||||
<link href="../site_libs/quarto-html/quarto-syntax-highlighting.css" rel="stylesheet" id="quarto-text-highlighting-styles">
|
||||
<script src="../site_libs/bootstrap/bootstrap.min.js"></script>
|
||||
<link href="../site_libs/bootstrap/bootstrap-icons.css" rel="stylesheet">
|
||||
<link href="../site_libs/bootstrap/bootstrap.min.css" rel="stylesheet" id="quarto-bootstrap" data-mode="light">
|
||||
<script id="quarto-search-options" type="application/json">{
|
||||
"location": "navbar",
|
||||
"copy-button": false,
|
||||
"collapse-after": 3,
|
||||
"panel-placement": "end",
|
||||
"type": "overlay",
|
||||
"limit": 50,
|
||||
"keyboard-shortcut": [
|
||||
"f",
|
||||
"/",
|
||||
"s"
|
||||
],
|
||||
"show-item-context": false,
|
||||
"language": {
|
||||
"search-no-results-text": "No results",
|
||||
"search-matching-documents-text": "matching documents",
|
||||
"search-copy-link-title": "Copy link to search",
|
||||
"search-hide-matches-text": "Hide additional matches",
|
||||
"search-more-match-text": "more match in this document",
|
||||
"search-more-matches-text": "more matches in this document",
|
||||
"search-clear-button-title": "Clear",
|
||||
"search-text-placeholder": "",
|
||||
"search-detached-cancel-button-title": "Cancel",
|
||||
"search-submit-button-title": "Submit",
|
||||
"search-label": "Search"
|
||||
}
|
||||
}</script>
|
||||
|
||||
|
||||
<link rel="stylesheet" href="../styles.css">
|
||||
</head>
|
||||
|
||||
<body class="nav-sidebar docked nav-fixed">
|
||||
|
||||
<div id="quarto-search-results"></div>
|
||||
<header id="quarto-header" class="headroom fixed-top">
|
||||
<nav class="navbar navbar-expand " data-bs-theme="dark">
|
||||
<div class="navbar-container container-fluid">
|
||||
<div class="navbar-brand-container mx-auto">
|
||||
<a class="navbar-brand" href="../index.html">
|
||||
<span class="navbar-title">Axolotl</span>
|
||||
</a>
|
||||
</div>
|
||||
<div class="quarto-navbar-tools tools-wide tools-end">
|
||||
<a href="https://twitter.com/axolotl_ai" title="" class="quarto-navigation-tool px-1" aria-label=""><i class="bi bi-twitter"></i></a>
|
||||
<a href="https://github.com/OpenAccess-AI-Collective/axolotl/" title="" class="quarto-navigation-tool px-1" aria-label=""><i class="bi bi-github"></i></a>
|
||||
<a href="https://discord.gg/7m9sfhzaf3" title="" class="quarto-navigation-tool px-1" aria-label=""><i class="bi bi-discord"></i></a>
|
||||
</div>
|
||||
<div id="quarto-search" class="" title="Search"></div>
|
||||
</div> <!-- /container-fluid -->
|
||||
</nav>
|
||||
<nav class="quarto-secondary-nav">
|
||||
<div class="container-fluid d-flex">
|
||||
<button type="button" class="quarto-btn-toggle btn" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
|
||||
<i class="bi bi-layout-text-sidebar-reverse"></i>
|
||||
</button>
|
||||
<nav class="quarto-page-breadcrumbs" aria-label="breadcrumb"><ol class="breadcrumb"><li class="breadcrumb-item">Batch size vs Gradient accumulation</li></ol></nav>
|
||||
<a class="flex-grow-1" role="button" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item" aria-controls="quarto-sidebar" aria-expanded="false" aria-label="Toggle sidebar navigation" onclick="if (window.quartoToggleHeadroom) { window.quartoToggleHeadroom(); }">
|
||||
</a>
|
||||
</div>
|
||||
</nav>
|
||||
</header>
|
||||
<!-- content -->
|
||||
<div id="quarto-content" class="quarto-container page-columns page-rows-contents page-layout-article page-navbar">
|
||||
<!-- sidebar -->
|
||||
<nav id="quarto-sidebar" class="sidebar collapse collapse-horizontal quarto-sidebar-collapse-item sidebar-navigation docked overflow-auto">
|
||||
<div class="sidebar-menu-container">
|
||||
<ul class="list-unstyled mt-1">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../index.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Home</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item sidebar-item-section">
|
||||
<div class="sidebar-item-container">
|
||||
<a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" aria-expanded="true">
|
||||
<span class="menu-text">How-To Guides</span></a>
|
||||
<a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-1" aria-expanded="true" aria-label="Toggle section">
|
||||
<i class="bi bi-chevron-right ms-2"></i>
|
||||
</a>
|
||||
</div>
|
||||
<ul id="quarto-sidebar-section-1" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/debugging.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Debugging</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/multipack.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Multipack (Sample Packing)</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/fsdp_qlora.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">FDSP + QLoRA</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/input_output.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Template-free prompt construction</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/rlhf.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">RLHF (Beta)</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/nccl.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">NCCL</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/mac.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Mac M-series</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/multi-node.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Multi Node</span></a>
|
||||
</div>
|
||||
</li>
|
||||
</ul>
|
||||
</li>
|
||||
<li class="sidebar-item sidebar-item-section">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/index.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Dataset Formats</span></a>
|
||||
<a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-2" aria-expanded="true" aria-label="Toggle section">
|
||||
<i class="bi bi-chevron-right ms-2"></i>
|
||||
</a>
|
||||
</div>
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/inst_tune.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Instruction Tuning</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/template_free.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Template-Free</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/tokenized.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Custom Pre-Tokenized Dataset</span></a>
|
||||
</div>
|
||||
</li>
|
||||
</ul>
|
||||
</li>
|
||||
<li class="sidebar-item sidebar-item-section">
|
||||
<div class="sidebar-item-container">
|
||||
<a class="sidebar-item-text sidebar-link text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" aria-expanded="true">
|
||||
<span class="menu-text">Reference</span></a>
|
||||
<a class="sidebar-item-toggle text-start" data-bs-toggle="collapse" data-bs-target="#quarto-sidebar-section-3" aria-expanded="true" aria-label="Toggle section">
|
||||
<i class="bi bi-chevron-right ms-2"></i>
|
||||
</a>
|
||||
</div>
|
||||
<ul id="quarto-sidebar-section-3" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/config.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Config options</span></a>
|
||||
</div>
|
||||
</li>
|
||||
</ul>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/faq.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">FAQ</span></a>
|
||||
</div>
|
||||
</li>
|
||||
</ul>
|
||||
</div>
|
||||
</nav>
|
||||
<div id="quarto-sidebar-glass" class="quarto-sidebar-collapse-item" data-bs-toggle="collapse" data-bs-target=".quarto-sidebar-collapse-item"></div>
|
||||
<!-- margin-sidebar -->
|
||||
<div id="quarto-margin-sidebar" class="sidebar margin-sidebar">
|
||||
|
||||
</div>
|
||||
<!-- main -->
|
||||
<main class="content" id="quarto-document-content">
|
||||
|
||||
<header id="title-block-header" class="quarto-title-block default">
|
||||
<div class="quarto-title">
|
||||
<h1 class="title">Batch size vs Gradient accumulation</h1>
|
||||
</div>
|
||||
|
||||
<div>
|
||||
<div class="description">
|
||||
Understanding of batch size and gradient accumulation steps
|
||||
</div>
|
||||
</div>
|
||||
|
||||
|
||||
<div class="quarto-title-meta">
|
||||
|
||||
|
||||
|
||||
|
||||
</div>
|
||||
|
||||
|
||||
|
||||
</header>
|
||||
|
||||
|
||||
<p>Gradient accumulation means accumulating gradients over several mini-batches and updating the model weights afterward. When the samples in each batch are diverse, this technique doesn’t significantly impact learning.</p>
|
||||
<p>This method allows for effective training with larger effective batch sizes without needing proportionally larger memory. Here’s why:</p>
|
||||
<ol type="1">
|
||||
<li><p><strong>Memory Consumption with Batch Size</strong>: The primary reason increasing the batch size impacts memory is due to the storage requirements for intermediate activations. When you forward propagate a batch through a network, you have to store the activations at each layer for each sample in the batch, because these activations are used during backpropagation to compute gradients. Therefore, larger batches mean more activations, leading to greater GPU memory consumption.</p></li>
|
||||
<li><p><strong>Gradient Accumulation</strong>: With gradient accumulation, you’re effectively simulating a larger batch size by accumulating gradients over several smaller batches (or micro-batches). However, at any given time, you’re only forward and backward propagating a micro-batch. This means you only store activations for the micro-batch, not the full accumulated batch. As a result, you can simulate the effect of a larger batch size without the memory cost of storing activations for a large batch.</p></li>
|
||||
</ol>
|
||||
<p><strong>Example 1:</strong> Micro batch size: 3 Gradient accumulation steps: 2 Number of GPUs: 3 Total batch size = 3 * 2 * 3 = 18</p>
|
||||
<pre><code>| GPU 1 | GPU 2 | GPU 3 |
|
||||
|----------------|----------------|----------------|
|
||||
| S1, S2, S3 | S4, S5, S6 | S7, S8, S9 |
|
||||
| e1, e2, e3 | e4, e5, e6 | e7, e8, e9 |
|
||||
|----------------|----------------|----------------|
|
||||
| → (accumulate) | → (accumulate) | → (accumulate) |
|
||||
|----------------|----------------|----------------|
|
||||
| S10, S11, S12 | S13, S14, S15 | S16, S17, S18 |
|
||||
| e10, e11, e12 | e13, e14, e15 | e16, e17, e18 |
|
||||
|----------------|----------------|----------------|
|
||||
| → (apply) | → (apply) | → (apply) |
|
||||
|
||||
Accumulated gradient for the weight w1 after the second iteration (considering all GPUs):
|
||||
Total gradient for w1 = e1 + e2 + e3 + e4 + e5 + e6 + e7 + e8 + e9 + e10 + e11 + e12 + e13 + e14 + e15 + e16 + e17 + e18
|
||||
|
||||
Weight update for w1:
|
||||
w1_new = w1_old - learning rate x (Total gradient for w1 / 18)</code></pre>
|
||||
<p><strong>Example 2:</strong> Micro batch size: 2 Gradient accumulation steps: 1 Number of GPUs: 3 Total batch size = 2 * 1 * 3 = 6</p>
|
||||
<pre><code>| GPU 1 | GPU 2 | GPU 3 |
|
||||
|-----------|-----------|-----------|
|
||||
| S1, S2 | S3, S4 | S5, S6 |
|
||||
| e1, e2 | e3, e4 | e5, e6 |
|
||||
|-----------|-----------|-----------|
|
||||
| → (apply) | → (apply) | → (apply) |
|
||||
|
||||
Accumulated gradient for the weight w1 (considering all GPUs):
|
||||
Total gradient for w1 = e1 + e2 + e3 + e4 + e5 + e6
|
||||
|
||||
Weight update for w1:
|
||||
w1_new = w1_old - learning rate × (Total gradient for w1 / 6)</code></pre>
|
||||
|
||||
|
||||
|
||||
</main> <!-- /main -->
|
||||
<script id="quarto-html-after-body" type="application/javascript">
|
||||
window.document.addEventListener("DOMContentLoaded", function (event) {
|
||||
const toggleBodyColorMode = (bsSheetEl) => {
|
||||
const mode = bsSheetEl.getAttribute("data-mode");
|
||||
const bodyEl = window.document.querySelector("body");
|
||||
if (mode === "dark") {
|
||||
bodyEl.classList.add("quarto-dark");
|
||||
bodyEl.classList.remove("quarto-light");
|
||||
} else {
|
||||
bodyEl.classList.add("quarto-light");
|
||||
bodyEl.classList.remove("quarto-dark");
|
||||
}
|
||||
}
|
||||
const toggleBodyColorPrimary = () => {
|
||||
const bsSheetEl = window.document.querySelector("link#quarto-bootstrap");
|
||||
if (bsSheetEl) {
|
||||
toggleBodyColorMode(bsSheetEl);
|
||||
}
|
||||
}
|
||||
toggleBodyColorPrimary();
|
||||
const icon = "";
|
||||
const anchorJS = new window.AnchorJS();
|
||||
anchorJS.options = {
|
||||
placement: 'right',
|
||||
icon: icon
|
||||
};
|
||||
anchorJS.add('.anchored');
|
||||
const isCodeAnnotation = (el) => {
|
||||
for (const clz of el.classList) {
|
||||
if (clz.startsWith('code-annotation-')) {
|
||||
return true;
|
||||
}
|
||||
}
|
||||
return false;
|
||||
}
|
||||
const clipboard = new window.ClipboardJS('.code-copy-button', {
|
||||
text: function(trigger) {
|
||||
const codeEl = trigger.previousElementSibling.cloneNode(true);
|
||||
for (const childEl of codeEl.children) {
|
||||
if (isCodeAnnotation(childEl)) {
|
||||
childEl.remove();
|
||||
}
|
||||
}
|
||||
return codeEl.innerText;
|
||||
}
|
||||
});
|
||||
clipboard.on('success', function(e) {
|
||||
// button target
|
||||
const button = e.trigger;
|
||||
// don't keep focus
|
||||
button.blur();
|
||||
// flash "checked"
|
||||
button.classList.add('code-copy-button-checked');
|
||||
var currentTitle = button.getAttribute("title");
|
||||
button.setAttribute("title", "Copied!");
|
||||
let tooltip;
|
||||
if (window.bootstrap) {
|
||||
button.setAttribute("data-bs-toggle", "tooltip");
|
||||
button.setAttribute("data-bs-placement", "left");
|
||||
button.setAttribute("data-bs-title", "Copied!");
|
||||
tooltip = new bootstrap.Tooltip(button,
|
||||
{ trigger: "manual",
|
||||
customClass: "code-copy-button-tooltip",
|
||||
offset: [0, -8]});
|
||||
tooltip.show();
|
||||
}
|
||||
setTimeout(function() {
|
||||
if (tooltip) {
|
||||
tooltip.hide();
|
||||
button.removeAttribute("data-bs-title");
|
||||
button.removeAttribute("data-bs-toggle");
|
||||
button.removeAttribute("data-bs-placement");
|
||||
}
|
||||
button.setAttribute("title", currentTitle);
|
||||
button.classList.remove('code-copy-button-checked');
|
||||
}, 1000);
|
||||
// clear code selection
|
||||
e.clearSelection();
|
||||
});
|
||||
var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//);
|
||||
var mailtoRegex = new RegExp(/^mailto:/);
|
||||
var filterRegex = new RegExp("https:\/\/OpenAccess-AI-Collective\.github\.io\/axolotl\/");
|
||||
var isInternal = (href) => {
|
||||
return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href);
|
||||
}
|
||||
// Inspect non-navigation links and adorn them if external
|
||||
var links = window.document.querySelectorAll('a[href]:not(.nav-link):not(.navbar-brand):not(.toc-action):not(.sidebar-link):not(.sidebar-item-toggle):not(.pagination-link):not(.no-external):not([aria-hidden]):not(.dropdown-item):not(.quarto-navigation-tool)');
|
||||
for (var i=0; i<links.length; i++) {
|
||||
const link = links[i];
|
||||
if (!isInternal(link.href)) {
|
||||
// undo the damage that might have been done by quarto-nav.js in the case of
|
||||
// links that we want to consider external
|
||||
if (link.dataset.originalHref !== undefined) {
|
||||
link.href = link.dataset.originalHref;
|
||||
}
|
||||
}
|
||||
}
|
||||
function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) {
|
||||
const config = {
|
||||
allowHTML: true,
|
||||
maxWidth: 500,
|
||||
delay: 100,
|
||||
arrow: false,
|
||||
appendTo: function(el) {
|
||||
return el.parentElement;
|
||||
},
|
||||
interactive: true,
|
||||
interactiveBorder: 10,
|
||||
theme: 'quarto',
|
||||
placement: 'bottom-start',
|
||||
};
|
||||
if (contentFn) {
|
||||
config.content = contentFn;
|
||||
}
|
||||
if (onTriggerFn) {
|
||||
config.onTrigger = onTriggerFn;
|
||||
}
|
||||
if (onUntriggerFn) {
|
||||
config.onUntrigger = onUntriggerFn;
|
||||
}
|
||||
window.tippy(el, config);
|
||||
}
|
||||
const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]');
|
||||
for (var i=0; i<noterefs.length; i++) {
|
||||
const ref = noterefs[i];
|
||||
tippyHover(ref, function() {
|
||||
// use id or data attribute instead here
|
||||
let href = ref.getAttribute('data-footnote-href') || ref.getAttribute('href');
|
||||
try { href = new URL(href).hash; } catch {}
|
||||
const id = href.replace(/^#\/?/, "");
|
||||
const note = window.document.getElementById(id);
|
||||
if (note) {
|
||||
return note.innerHTML;
|
||||
} else {
|
||||
return "";
|
||||
}
|
||||
});
|
||||
}
|
||||
const xrefs = window.document.querySelectorAll('a.quarto-xref');
|
||||
const processXRef = (id, note) => {
|
||||
// Strip column container classes
|
||||
const stripColumnClz = (el) => {
|
||||
el.classList.remove("page-full", "page-columns");
|
||||
if (el.children) {
|
||||
for (const child of el.children) {
|
||||
stripColumnClz(child);
|
||||
}
|
||||
}
|
||||
}
|
||||
stripColumnClz(note)
|
||||
if (id === null || id.startsWith('sec-')) {
|
||||
// Special case sections, only their first couple elements
|
||||
const container = document.createElement("div");
|
||||
if (note.children && note.children.length > 2) {
|
||||
container.appendChild(note.children[0].cloneNode(true));
|
||||
for (let i = 1; i < note.children.length; i++) {
|
||||
const child = note.children[i];
|
||||
if (child.tagName === "P" && child.innerText === "") {
|
||||
continue;
|
||||
} else {
|
||||
container.appendChild(child.cloneNode(true));
|
||||
break;
|
||||
}
|
||||
}
|
||||
if (window.Quarto?.typesetMath) {
|
||||
window.Quarto.typesetMath(container);
|
||||
}
|
||||
return container.innerHTML
|
||||
} else {
|
||||
if (window.Quarto?.typesetMath) {
|
||||
window.Quarto.typesetMath(note);
|
||||
}
|
||||
return note.innerHTML;
|
||||
}
|
||||
} else {
|
||||
// Remove any anchor links if they are present
|
||||
const anchorLink = note.querySelector('a.anchorjs-link');
|
||||
if (anchorLink) {
|
||||
anchorLink.remove();
|
||||
}
|
||||
if (window.Quarto?.typesetMath) {
|
||||
window.Quarto.typesetMath(note);
|
||||
}
|
||||
// TODO in 1.5, we should make sure this works without a callout special case
|
||||
if (note.classList.contains("callout")) {
|
||||
return note.outerHTML;
|
||||
} else {
|
||||
return note.innerHTML;
|
||||
}
|
||||
}
|
||||
}
|
||||
for (var i=0; i<xrefs.length; i++) {
|
||||
const xref = xrefs[i];
|
||||
tippyHover(xref, undefined, function(instance) {
|
||||
instance.disable();
|
||||
let url = xref.getAttribute('href');
|
||||
let hash = undefined;
|
||||
if (url.startsWith('#')) {
|
||||
hash = url;
|
||||
} else {
|
||||
try { hash = new URL(url).hash; } catch {}
|
||||
}
|
||||
if (hash) {
|
||||
const id = hash.replace(/^#\/?/, "");
|
||||
const note = window.document.getElementById(id);
|
||||
if (note !== null) {
|
||||
try {
|
||||
const html = processXRef(id, note.cloneNode(true));
|
||||
instance.setContent(html);
|
||||
} finally {
|
||||
instance.enable();
|
||||
instance.show();
|
||||
}
|
||||
} else {
|
||||
// See if we can fetch this
|
||||
fetch(url.split('#')[0])
|
||||
.then(res => res.text())
|
||||
.then(html => {
|
||||
const parser = new DOMParser();
|
||||
const htmlDoc = parser.parseFromString(html, "text/html");
|
||||
const note = htmlDoc.getElementById(id);
|
||||
if (note !== null) {
|
||||
const html = processXRef(id, note);
|
||||
instance.setContent(html);
|
||||
}
|
||||
}).finally(() => {
|
||||
instance.enable();
|
||||
instance.show();
|
||||
});
|
||||
}
|
||||
} else {
|
||||
// See if we can fetch a full url (with no hash to target)
|
||||
// This is a special case and we should probably do some content thinning / targeting
|
||||
fetch(url)
|
||||
.then(res => res.text())
|
||||
.then(html => {
|
||||
const parser = new DOMParser();
|
||||
const htmlDoc = parser.parseFromString(html, "text/html");
|
||||
const note = htmlDoc.querySelector('main.content');
|
||||
if (note !== null) {
|
||||
// This should only happen for chapter cross references
|
||||
// (since there is no id in the URL)
|
||||
// remove the first header
|
||||
if (note.children.length > 0 && note.children[0].tagName === "HEADER") {
|
||||
note.children[0].remove();
|
||||
}
|
||||
const html = processXRef(null, note);
|
||||
instance.setContent(html);
|
||||
}
|
||||
}).finally(() => {
|
||||
instance.enable();
|
||||
instance.show();
|
||||
});
|
||||
}
|
||||
}, function(instance) {
|
||||
});
|
||||
}
|
||||
let selectedAnnoteEl;
|
||||
const selectorForAnnotation = ( cell, annotation) => {
|
||||
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>
|
||||
@@ -218,8 +218,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -230,8 +230,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
@@ -218,8 +218,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link active">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -230,8 +230,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link active">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -281,15 +281,11 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<h2 id="toc-title">On this page</h2>
|
||||
|
||||
<ul>
|
||||
<li><a href="#formats" id="toc-formats" class="nav-link active" data-scroll-target="#formats">Formats</a>
|
||||
<ul class="collapse">
|
||||
<li><a href="#sharegpt" id="toc-sharegpt" class="nav-link" data-scroll-target="#sharegpt">sharegpt</a></li>
|
||||
<li><a href="#sharegpt" id="toc-sharegpt" class="nav-link active" data-scroll-target="#sharegpt">sharegpt</a></li>
|
||||
<li><a href="#pygmalion" id="toc-pygmalion" class="nav-link" data-scroll-target="#pygmalion">pygmalion</a></li>
|
||||
<li><a href="#sharegpt.load_role" id="toc-sharegpt.load_role" class="nav-link" data-scroll-target="#sharegpt.load_role">sharegpt.load_role</a></li>
|
||||
<li><a href="#sharegpt.load_guanaco" id="toc-sharegpt.load_guanaco" class="nav-link" data-scroll-target="#sharegpt.load_guanaco">sharegpt.load_guanaco</a></li>
|
||||
<li><a href="#sharegpt_jokes" id="toc-sharegpt_jokes" class="nav-link" data-scroll-target="#sharegpt_jokes">sharegpt_jokes</a></li>
|
||||
</ul></li>
|
||||
<li><a href="#how-to-add-custom-prompts-for-instruction-tuning" id="toc-how-to-add-custom-prompts-for-instruction-tuning" class="nav-link" data-scroll-target="#how-to-add-custom-prompts-for-instruction-tuning">How to add custom prompts for instruction-tuning</a></li>
|
||||
</ul>
|
||||
</nav>
|
||||
</div>
|
||||
@@ -320,10 +316,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</header>
|
||||
|
||||
|
||||
<section id="formats" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="formats">Formats</h2>
|
||||
<section id="sharegpt" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="sharegpt">sharegpt</h3>
|
||||
<section id="sharegpt" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="sharegpt">sharegpt</h2>
|
||||
<p>conversations where <code>from</code> is <code>human</code>/<code>gpt</code>. (optional: first row with role <code>system</code> to override default system prompt)</p>
|
||||
<div class="code-with-filename">
|
||||
<div class="code-with-filename-file">
|
||||
@@ -331,20 +325,21 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</div>
|
||||
<div class="sourceCode" id="cb1" data-filename="data.jsonl"><pre class="sourceCode json code-with-copy"><code class="sourceCode json"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="fu">{</span><span class="dt">"conversations"</span><span class="fu">:</span> <span class="ot">[</span><span class="fu">{</span><span class="dt">"from"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">,</span> <span class="dt">"value"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">}</span><span class="ot">]</span><span class="fu">}</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</div>
|
||||
<p>Note: <code>type: sharegpt</code> opens a special config <code>conversation:</code> that enables conversions to many Conversation types. See <a href="../docs/config.qmd">the docs</a> for all config options.</p>
|
||||
<p>Note: <code>type: sharegpt</code> opens special configs: - <code>conversation</code>: enables conversions to many Conversation types. Refer to the ‘name’ <a href="https://github.com/lm-sys/FastChat/blob/main/fastchat/conversation.py">here</a> for options. - <code>roles</code>: allows you to specify the roles for input and output. This is useful for datasets with custom roles such as <code>tool</code> etc to support masking. - <code>field_human</code>: specify the key to use instead of <code>human</code> in the conversation. - <code>field_model</code>: specify the key to use instead of <code>gpt</code> in the conversation.</p>
|
||||
<div class="sourceCode" id="cb2"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">datasets</span><span class="kw">:</span></span>
|
||||
<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> ...</span></span>
|
||||
<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> sharegpt</span></span>
|
||||
<span id="cb2-4"><a href="#cb2-4" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb2-5"><a href="#cb2-5" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">conversation</span><span class="kw">:</span><span class="co"> # Options (see Conversation 'name'): https://github.com/lm-sys/FastChat/blob/main/fastchat/conversation.py</span></span>
|
||||
<span id="cb2-6"><a href="#cb2-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">field_human</span><span class="kw">:</span><span class="co"> # Optional[str]. Human key to use for conversation.</span></span>
|
||||
<span id="cb2-7"><a href="#cb2-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">field_model</span><span class="kw">:</span><span class="co"> # Optional[str]. Assistant key to use for conversation.</span></span>
|
||||
<span id="cb2-8"><a href="#cb2-8" aria-hidden="true" tabindex="-1"></a><span class="co"> # Add additional keys from your dataset as input or output roles</span></span>
|
||||
<span id="cb2-9"><a href="#cb2-9" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">roles</span><span class="kw">:</span></span>
|
||||
<span id="cb2-10"><a href="#cb2-10" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">input</span><span class="kw">:</span><span class="co"> # Optional[List[str]]. These will be masked based on train_on_input</span></span>
|
||||
<span id="cb2-11"><a href="#cb2-11" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">output</span><span class="kw">:</span><span class="co"> # Optional[List[str]].</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</section>
|
||||
<section id="pygmalion" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="pygmalion">pygmalion</h3>
|
||||
<div class="code-with-filename">
|
||||
<div class="code-with-filename-file">
|
||||
<pre><strong>data.jsonl</strong></pre>
|
||||
</div>
|
||||
<div class="sourceCode" id="cb2" data-filename="data.jsonl"><pre class="sourceCode json code-with-copy"><code class="sourceCode json"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="fu">{</span><span class="dt">"conversations"</span><span class="fu">:</span> <span class="ot">[</span><span class="fu">{</span><span class="dt">"role"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">,</span> <span class="dt">"value"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">}</span><span class="ot">]</span><span class="fu">}</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</div>
|
||||
</section>
|
||||
<section id="sharegpt.load_role" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="sharegpt.load_role">sharegpt.load_role</h3>
|
||||
<p>conversations where <code>role</code> is used instead of <code>from</code></p>
|
||||
<section id="pygmalion" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="pygmalion">pygmalion</h2>
|
||||
<div class="code-with-filename">
|
||||
<div class="code-with-filename-file">
|
||||
<pre><strong>data.jsonl</strong></pre>
|
||||
@@ -352,52 +347,35 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<div class="sourceCode" id="cb3" data-filename="data.jsonl"><pre class="sourceCode json code-with-copy"><code class="sourceCode json"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a><span class="fu">{</span><span class="dt">"conversations"</span><span class="fu">:</span> <span class="ot">[</span><span class="fu">{</span><span class="dt">"role"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">,</span> <span class="dt">"value"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">}</span><span class="ot">]</span><span class="fu">}</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</div>
|
||||
</section>
|
||||
<section id="sharegpt.load_guanaco" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="sharegpt.load_guanaco">sharegpt.load_guanaco</h3>
|
||||
<section id="sharegpt.load_role" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="sharegpt.load_role">sharegpt.load_role</h2>
|
||||
<p>conversations where <code>role</code> is used instead of <code>from</code></p>
|
||||
<div class="code-with-filename">
|
||||
<div class="code-with-filename-file">
|
||||
<pre><strong>data.jsonl</strong></pre>
|
||||
</div>
|
||||
<div class="sourceCode" id="cb4" data-filename="data.jsonl"><pre class="sourceCode json code-with-copy"><code class="sourceCode json"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="fu">{</span><span class="dt">"conversations"</span><span class="fu">:</span> <span class="ot">[</span><span class="fu">{</span><span class="dt">"role"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">,</span> <span class="dt">"value"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">}</span><span class="ot">]</span><span class="fu">}</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</div>
|
||||
</section>
|
||||
<section id="sharegpt.load_guanaco" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="sharegpt.load_guanaco">sharegpt.load_guanaco</h2>
|
||||
<p>conversations where <code>from</code> is <code>prompter</code> <code>assistant</code> instead of default sharegpt</p>
|
||||
<div class="code-with-filename">
|
||||
<div class="code-with-filename-file">
|
||||
<pre><strong>data.jsonl</strong></pre>
|
||||
</div>
|
||||
<div class="sourceCode" id="cb4" data-filename="data.jsonl"><pre class="sourceCode json code-with-copy"><code class="sourceCode json"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="fu">{</span><span class="dt">"conversations"</span><span class="fu">:</span> <span class="ot">[</span><span class="fu">{</span><span class="dt">"from"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">,</span> <span class="dt">"value"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">}</span><span class="ot">]</span><span class="fu">}</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb5" data-filename="data.jsonl"><pre class="sourceCode json code-with-copy"><code class="sourceCode json"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="fu">{</span><span class="dt">"conversations"</span><span class="fu">:</span> <span class="ot">[</span><span class="fu">{</span><span class="dt">"from"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">,</span> <span class="dt">"value"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">}</span><span class="ot">]</span><span class="fu">}</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</div>
|
||||
</section>
|
||||
<section id="sharegpt_jokes" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="sharegpt_jokes">sharegpt_jokes</h3>
|
||||
<section id="sharegpt_jokes" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="sharegpt_jokes">sharegpt_jokes</h2>
|
||||
<p>creates a chat where bot is asked to tell a joke, then explain why the joke is funny</p>
|
||||
<div class="code-with-filename">
|
||||
<div class="code-with-filename-file">
|
||||
<pre><strong>data.jsonl</strong></pre>
|
||||
</div>
|
||||
<div class="sourceCode" id="cb5" data-filename="data.jsonl"><pre class="sourceCode json code-with-copy"><code class="sourceCode json"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a><span class="fu">{</span><span class="dt">"conversations"</span><span class="fu">:</span> <span class="ot">[</span><span class="fu">{</span><span class="dt">"title"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">,</span> <span class="dt">"text"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">,</span> <span class="dt">"explanation"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">}</span><span class="ot">]</span><span class="fu">}</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb6" data-filename="data.jsonl"><pre class="sourceCode json code-with-copy"><code class="sourceCode json"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="fu">{</span><span class="dt">"conversations"</span><span class="fu">:</span> <span class="ot">[</span><span class="fu">{</span><span class="dt">"title"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">,</span> <span class="dt">"text"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">,</span> <span class="dt">"explanation"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">}</span><span class="ot">]</span><span class="fu">}</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</div>
|
||||
</section>
|
||||
</section>
|
||||
<section id="how-to-add-custom-prompts-for-instruction-tuning" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="how-to-add-custom-prompts-for-instruction-tuning">How to add custom prompts for instruction-tuning</h2>
|
||||
<p>For a dataset that is preprocessed for instruction purposes:</p>
|
||||
<div class="code-with-filename">
|
||||
<div class="code-with-filename-file">
|
||||
<pre><strong>data.jsonl</strong></pre>
|
||||
</div>
|
||||
<div class="sourceCode" id="cb6" data-filename="data.jsonl"><pre class="sourceCode json code-with-copy"><code class="sourceCode json"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="fu">{</span><span class="dt">"input"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">,</span> <span class="dt">"output"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">}</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</div>
|
||||
<p>You can use this example in your YAML config:</p>
|
||||
<div class="code-with-filename">
|
||||
<div class="code-with-filename-file">
|
||||
<pre><strong>config.yaml</strong></pre>
|
||||
</div>
|
||||
<div class="sourceCode" id="cb7" data-filename="config.yaml"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="fu">datasets</span><span class="kw">:</span></span>
|
||||
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> repo</span></span>
|
||||
<span id="cb7-3"><a href="#cb7-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span></span>
|
||||
<span id="cb7-4"><a href="#cb7-4" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">system_prompt</span><span class="kw">:</span><span class="at"> </span><span class="st">""</span></span>
|
||||
<span id="cb7-5"><a href="#cb7-5" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">field_system</span><span class="kw">:</span><span class="at"> system</span></span>
|
||||
<span id="cb7-6"><a href="#cb7-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">field_instruction</span><span class="kw">:</span><span class="at"> input</span></span>
|
||||
<span id="cb7-7"><a href="#cb7-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">field_output</span><span class="kw">:</span><span class="at"> output</span></span>
|
||||
<span id="cb7-8"><a href="#cb7-8" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">format</span><span class="kw">:</span><span class="at"> </span><span class="st">"[INST] {instruction} [/INST]"</span></span>
|
||||
<span id="cb7-9"><a href="#cb7-9" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">no_input_format</span><span class="kw">:</span><span class="at"> </span><span class="st">"[INST] {instruction} [/INST]"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</div>
|
||||
<p>See full config options under <a href="../docs/config.qmd">here</a>.</p>
|
||||
|
||||
|
||||
</section>
|
||||
|
||||
@@ -244,8 +244,8 @@ window.Quarto = {
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -256,8 +256,8 @@ window.Quarto = {
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -351,23 +351,7 @@ Description
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody class="list">
|
||||
<tr data-index="0" data-listing-file-modified-sort="1712171163568" data-listing-reading-time-sort="1" data-listing-word-count-sort="189" data-listing-title-sort="Conversation" data-listing-filename-sort="conversation.qmd">
|
||||
<td>
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="title listing-title">Conversation</a>
|
||||
</td>
|
||||
<td>
|
||||
<span class="listing-description">Conversation format for supervised fine-tuning.</span>
|
||||
</td>
|
||||
</tr>
|
||||
<tr data-index="1" data-listing-file-modified-sort="1712171163568" data-listing-reading-time-sort="2" data-listing-word-count-sort="222" data-listing-title-sort="Instruction Tuning" data-listing-filename-sort="inst_tune.qmd">
|
||||
<td>
|
||||
<a href="../../docs/dataset-formats/inst_tune.html" class="title listing-title">Instruction Tuning</a>
|
||||
</td>
|
||||
<td>
|
||||
<span class="listing-description">Instruction tuning formats for supervised fine-tuning.</span>
|
||||
</td>
|
||||
</tr>
|
||||
<tr data-index="2" data-listing-file-modified-sort="1712171163568" data-listing-reading-time-sort="1" data-listing-word-count-sort="47" data-listing-title-sort="Pre-training" data-listing-filename-sort="pretraining.qmd">
|
||||
<tr data-index="0" data-listing-file-modified-sort="1712273633798" data-listing-reading-time-sort="1" data-listing-word-count-sort="47" data-listing-title-sort="Pre-training" data-listing-filename-sort="pretraining.qmd">
|
||||
<td>
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="title listing-title">Pre-training</a>
|
||||
</td>
|
||||
@@ -375,7 +359,23 @@ Description
|
||||
<span class="listing-description">Data format for a pre-training completion task.</span>
|
||||
</td>
|
||||
</tr>
|
||||
<tr data-index="3" data-listing-file-modified-sort="1712171163568" data-listing-reading-time-sort="1" data-listing-word-count-sort="3" data-listing-title-sort="Template-Free" data-listing-filename-sort="template_free.qmd">
|
||||
<tr data-index="1" data-listing-file-modified-sort="1712273633798" data-listing-reading-time-sort="2" data-listing-word-count-sort="308" data-listing-title-sort="Instruction Tuning" data-listing-filename-sort="inst_tune.qmd">
|
||||
<td>
|
||||
<a href="../../docs/dataset-formats/inst_tune.html" class="title listing-title">Instruction Tuning</a>
|
||||
</td>
|
||||
<td>
|
||||
<span class="listing-description">Instruction tuning formats for supervised fine-tuning.</span>
|
||||
</td>
|
||||
</tr>
|
||||
<tr data-index="2" data-listing-file-modified-sort="1712273633798" data-listing-reading-time-sort="2" data-listing-word-count-sort="235" data-listing-title-sort="Conversation" data-listing-filename-sort="conversation.qmd">
|
||||
<td>
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="title listing-title">Conversation</a>
|
||||
</td>
|
||||
<td>
|
||||
<span class="listing-description">Conversation format for supervised fine-tuning.</span>
|
||||
</td>
|
||||
</tr>
|
||||
<tr data-index="3" data-listing-file-modified-sort="1712273633798" data-listing-reading-time-sort="1" data-listing-word-count-sort="3" data-listing-title-sort="Template-Free" data-listing-filename-sort="template_free.qmd">
|
||||
<td>
|
||||
<a href="../../docs/dataset-formats/template_free.html" class="title listing-title">Template-Free</a>
|
||||
</td>
|
||||
@@ -383,7 +383,7 @@ Description
|
||||
<span class="listing-description">Construct prompts without a template.</span>
|
||||
</td>
|
||||
</tr>
|
||||
<tr data-index="4" data-listing-file-modified-sort="1712171163568" data-listing-reading-time-sort="1" data-listing-word-count-sort="22" data-listing-title-sort="Custom Pre-Tokenized Dataset" data-listing-filename-sort="tokenized.qmd">
|
||||
<tr data-index="4" data-listing-file-modified-sort="1712273633798" data-listing-reading-time-sort="1" data-listing-word-count-sort="22" data-listing-title-sort="Custom Pre-Tokenized Dataset" data-listing-filename-sort="tokenized.qmd">
|
||||
<td>
|
||||
<a href="../../docs/dataset-formats/tokenized.html" class="title listing-title">Custom Pre-Tokenized Dataset</a>
|
||||
</td>
|
||||
|
||||
@@ -218,8 +218,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -230,8 +230,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -301,6 +301,7 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<li><a href="#creative_acr.load_critique" id="toc-creative_acr.load_critique" class="nav-link" data-scroll-target="#creative_acr.load_critique">creative_acr.load_critique</a></li>
|
||||
<li><a href="#creative_acr.load_revise" id="toc-creative_acr.load_revise" class="nav-link" data-scroll-target="#creative_acr.load_revise">creative_acr.load_revise</a></li>
|
||||
<li><a href="#metharme" id="toc-metharme" class="nav-link" data-scroll-target="#metharme">metharme</a></li>
|
||||
<li><a href="#how-to-add-custom-prompt-format" id="toc-how-to-add-custom-prompt-format" class="nav-link" data-scroll-target="#how-to-add-custom-prompt-format">How to add custom prompt format</a></li>
|
||||
</ul>
|
||||
</nav>
|
||||
</div>
|
||||
@@ -530,6 +531,32 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</div>
|
||||
<div class="sourceCode" id="cb20" data-filename="data.jsonl"><pre class="sourceCode json code-with-copy"><code class="sourceCode json"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a><span class="fu">{</span><span class="dt">"prompt"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">,</span> <span class="dt">"generation"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">}</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</div>
|
||||
</section>
|
||||
<section id="how-to-add-custom-prompt-format" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="how-to-add-custom-prompt-format">How to add custom prompt format</h2>
|
||||
<p>For a dataset that is preprocessed for instruction purposes:</p>
|
||||
<div class="code-with-filename">
|
||||
<div class="code-with-filename-file">
|
||||
<pre><strong>data.jsonl</strong></pre>
|
||||
</div>
|
||||
<div class="sourceCode" id="cb21" data-filename="data.jsonl"><pre class="sourceCode json code-with-copy"><code class="sourceCode json"><span id="cb21-1"><a href="#cb21-1" aria-hidden="true" tabindex="-1"></a><span class="fu">{</span><span class="dt">"input"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">,</span> <span class="dt">"output"</span><span class="fu">:</span> <span class="st">"..."</span><span class="fu">}</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</div>
|
||||
<p>You can use this example in your YAML config:</p>
|
||||
<div class="code-with-filename">
|
||||
<div class="code-with-filename-file">
|
||||
<pre><strong>config.yaml</strong></pre>
|
||||
</div>
|
||||
<div class="sourceCode" id="cb22" data-filename="config.yaml"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="fu">datasets</span><span class="kw">:</span></span>
|
||||
<span id="cb22-2"><a href="#cb22-2" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> repo</span></span>
|
||||
<span id="cb22-3"><a href="#cb22-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span></span>
|
||||
<span id="cb22-4"><a href="#cb22-4" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">system_prompt</span><span class="kw">:</span><span class="at"> </span><span class="st">""</span></span>
|
||||
<span id="cb22-5"><a href="#cb22-5" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">field_system</span><span class="kw">:</span><span class="at"> system</span></span>
|
||||
<span id="cb22-6"><a href="#cb22-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">field_instruction</span><span class="kw">:</span><span class="at"> input</span></span>
|
||||
<span id="cb22-7"><a href="#cb22-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">field_output</span><span class="kw">:</span><span class="at"> output</span></span>
|
||||
<span id="cb22-8"><a href="#cb22-8" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">format</span><span class="kw">:</span><span class="at"> </span><span class="st">"[INST] {instruction} [/INST]"</span></span>
|
||||
<span id="cb22-9"><a href="#cb22-9" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">no_input_format</span><span class="kw">:</span><span class="at"> </span><span class="st">"[INST] {instruction} [/INST]"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</div>
|
||||
<p>See full config options under <a href="../../docs/config.html">here</a>.</p>
|
||||
|
||||
|
||||
</section>
|
||||
|
||||
@@ -218,8 +218,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link active">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -230,8 +230,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link active">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
@@ -184,8 +184,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -196,8 +196,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
@@ -218,8 +218,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -230,8 +230,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
@@ -218,8 +218,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -230,8 +230,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
@@ -184,8 +184,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -196,8 +196,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
@@ -184,8 +184,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -196,8 +196,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
@@ -218,8 +218,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -230,8 +230,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -352,7 +352,7 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</section>
|
||||
<section id="you-may-not-want-prompt-templates" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="you-may-not-want-prompt-templates">You may not want prompt templates</h3>
|
||||
<p>However, there are many situations where you don’t want to use one of these formats or templates (I usually don’t!). This is because they can:</p>
|
||||
<p>However, there are many situations where you don’t want to use one of these formats or templates. This is because they can:</p>
|
||||
<ul>
|
||||
<li>Add unnecessary boilerplate to your prompts.</li>
|
||||
<li>Create artifacts like special delimiters <code><|im_start|></code> that can quickly become footguns if you don’t include them correctly at inference time.</li>
|
||||
|
||||
@@ -184,8 +184,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -196,8 +196,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
@@ -218,8 +218,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -230,8 +230,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
@@ -184,8 +184,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -196,8 +196,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
@@ -184,8 +184,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -196,8 +196,8 @@ ul.task-list li input[type="checkbox"] {
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
@@ -218,8 +218,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -230,8 +230,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
@@ -217,8 +217,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -229,8 +229,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="../../docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="../../docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
|
||||
295
index.html
295
index.html
@@ -217,8 +217,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
<ul id="quarto-sidebar-section-2" class="collapse list-unstyled sidebar-section depth1 show">
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="./docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
<a href="./docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -229,8 +229,8 @@ pre > code.sourceCode > span > a:first-child::before { text-decoration: underlin
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
<div class="sidebar-item-container">
|
||||
<a href="./docs/dataset-formats/pretraining.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Pre-training</span></a>
|
||||
<a href="./docs/dataset-formats/conversation.html" class="sidebar-item-text sidebar-link">
|
||||
<span class="menu-text">Conversation</span></a>
|
||||
</div>
|
||||
</li>
|
||||
<li class="sidebar-item">
|
||||
@@ -616,23 +616,16 @@ Click to Expand
|
||||
<div class="sourceCode" id="cb7"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb7-1"><a href="#cb7-1" aria-hidden="true" tabindex="-1"></a><span class="fu">wget</span> https://bootstrap.pypa.io/get-pip.py</span>
|
||||
<span id="cb7-2"><a href="#cb7-2" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> get-pip.py</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<ol start="3" type="1">
|
||||
<li>Install torch</li>
|
||||
<li><p>Install Pytorch https://pytorch.org/get-started/locally/</p></li>
|
||||
<li><p>Follow instructions on quickstart.</p></li>
|
||||
<li><p>Run</p></li>
|
||||
</ol>
|
||||
<div class="sourceCode" id="cb8"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-U</span> torch <span class="at">--index-url</span> https://download.pytorch.org/whl/cu118</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<ol start="4" type="1">
|
||||
<li>Axolotl</li>
|
||||
</ol>
|
||||
<div class="sourceCode" id="cb9"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="fu">git</span> clone https://github.com/OpenAccess-AI-Collective/axolotl</span>
|
||||
<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a><span class="bu">cd</span> axolotl</span>
|
||||
<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb9-4"><a href="#cb9-4" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install packaging</span>
|
||||
<span id="cb9-5"><a href="#cb9-5" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-e</span> <span class="st">'.[flash-attn,deepspeed]'</span></span>
|
||||
<span id="cb9-6"><a href="#cb9-6" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install protobuf==3.20.3</span>
|
||||
<span id="cb9-7"><a href="#cb9-7" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-U</span> <span class="at">--ignore-installed</span> requests Pillow psutil scipy</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<ol start="5" type="1">
|
||||
<div class="sourceCode" id="cb8"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install protobuf==3.20.3</span>
|
||||
<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-U</span> <span class="at">--ignore-installed</span> requests Pillow psutil scipy</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<ol start="6" type="1">
|
||||
<li>Set path</li>
|
||||
</ol>
|
||||
<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="bu">export</span> <span class="va">LD_LIBRARY_PATH</span><span class="op">=</span>/usr/lib/x86_64-linux-gnu:<span class="va">$LD_LIBRARY_PATH</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb9"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="bu">export</span> <span class="va">LD_LIBRARY_PATH</span><span class="op">=</span>/usr/lib/x86_64-linux-gnu:<span class="va">$LD_LIBRARY_PATH</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</details>
|
||||
</section>
|
||||
<section id="gcp" class="level5">
|
||||
@@ -643,7 +636,7 @@ Click to Expand
|
||||
</summary>
|
||||
<p>Use a Deeplearning linux OS with cuda and pytorch installed. Then follow instructions on quickstart.</p>
|
||||
<p>Make sure to run the below to uninstall xla.</p>
|
||||
<div class="sourceCode" id="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">pip</span> uninstall <span class="at">-y</span> torch_xla<span class="pp">[</span><span class="ss">tpu</span><span class="pp">]</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb10"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip</span> uninstall <span class="at">-y</span> torch_xla<span class="pp">[</span><span class="ss">tpu</span><span class="pp">]</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</details>
|
||||
</section>
|
||||
</section>
|
||||
@@ -664,17 +657,17 @@ Click to Expand
|
||||
<section id="launching-on-public-clouds-via-skypilot" class="level4">
|
||||
<h4 class="anchored" data-anchor-id="launching-on-public-clouds-via-skypilot">Launching on public clouds via SkyPilot</h4>
|
||||
<p>To launch on GPU instances (both on-demand and spot instances) on 7+ clouds (GCP, AWS, Azure, OCI, and more), you can use <a href="https://skypilot.readthedocs.io/en/latest/index.html">SkyPilot</a>:</p>
|
||||
<div class="sourceCode" id="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="ex">pip</span> install <span class="st">"skypilot-nightly[gcp,aws,azure,oci,lambda,kubernetes,ibm,scp]"</span> <span class="co"># choose your clouds</span></span>
|
||||
<span id="cb13-2"><a href="#cb13-2" aria-hidden="true" tabindex="-1"></a><span class="ex">sky</span> check</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb12"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb12-1"><a href="#cb12-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip</span> install <span class="st">"skypilot-nightly[gcp,aws,azure,oci,lambda,kubernetes,ibm,scp]"</span> <span class="co"># choose your clouds</span></span>
|
||||
<span id="cb12-2"><a href="#cb12-2" aria-hidden="true" tabindex="-1"></a><span class="ex">sky</span> check</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>Get the <a href="https://github.com/skypilot-org/skypilot/tree/master/llm/axolotl">example YAMLs</a> of using Axolotl to finetune <code>mistralai/Mistral-7B-v0.1</code>:</p>
|
||||
<pre><code>git clone https://github.com/skypilot-org/skypilot.git
|
||||
cd skypilot/llm/axolotl</code></pre>
|
||||
<p>Use one command to launch:</p>
|
||||
<div class="sourceCode" id="cb15"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a><span class="co"># On-demand</span></span>
|
||||
<span id="cb15-2"><a href="#cb15-2" aria-hidden="true" tabindex="-1"></a><span class="va">HF_TOKEN</span><span class="op">=</span>xx <span class="ex">sky</span> launch axolotl.yaml <span class="at">--env</span> HF_TOKEN</span>
|
||||
<span id="cb15-3"><a href="#cb15-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb15-4"><a href="#cb15-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Managed spot (auto-recovery on preemption)</span></span>
|
||||
<span id="cb15-5"><a href="#cb15-5" aria-hidden="true" tabindex="-1"></a><span class="va">HF_TOKEN</span><span class="op">=</span>xx <span class="va">BUCKET</span><span class="op">=<</span>unique-name<span class="op">></span> sky <span class="ex">spot</span> launch axolotl-spot.yaml <span class="at">--env</span> HF_TOKEN <span class="at">--env</span> BUCKET</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb14"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb14-1"><a href="#cb14-1" aria-hidden="true" tabindex="-1"></a><span class="co"># On-demand</span></span>
|
||||
<span id="cb14-2"><a href="#cb14-2" aria-hidden="true" tabindex="-1"></a><span class="va">HF_TOKEN</span><span class="op">=</span>xx <span class="ex">sky</span> launch axolotl.yaml <span class="at">--env</span> HF_TOKEN</span>
|
||||
<span id="cb14-3"><a href="#cb14-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb14-4"><a href="#cb14-4" aria-hidden="true" tabindex="-1"></a><span class="co"># Managed spot (auto-recovery on preemption)</span></span>
|
||||
<span id="cb14-5"><a href="#cb14-5" aria-hidden="true" tabindex="-1"></a><span class="va">HF_TOKEN</span><span class="op">=</span>xx <span class="va">BUCKET</span><span class="op">=<</span>unique-name<span class="op">></span> sky <span class="ex">spot</span> launch axolotl-spot.yaml <span class="at">--env</span> HF_TOKEN <span class="at">--env</span> BUCKET</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</section>
|
||||
</section>
|
||||
<section id="dataset" class="level3">
|
||||
@@ -687,124 +680,82 @@ cd skypilot/llm/axolotl</code></pre>
|
||||
<p>See <a href="examples">examples</a> for quick start. It is recommended to duplicate and modify to your needs. The most important options are:</p>
|
||||
<ul>
|
||||
<li><p>model</p>
|
||||
<div class="sourceCode" id="cb16"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="fu">base_model</span><span class="kw">:</span><span class="at"> ./llama-7b-hf</span><span class="co"> # local or huggingface repo</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="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="fu">base_model</span><span class="kw">:</span><span class="at"> ./llama-7b-hf</span><span class="co"> # local or huggingface repo</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>Note: The code will load the right architecture.</p></li>
|
||||
<li><p>dataset</p>
|
||||
<div class="sourceCode" id="cb17"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="fu">datasets</span><span class="kw">:</span></span>
|
||||
<span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a><span class="co"> # huggingface repo</span></span>
|
||||
<span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> vicgalle/alpaca-gpt4</span></span>
|
||||
<span id="cb17-4"><a href="#cb17-4" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> alpaca</span></span>
|
||||
<span id="cb17-5"><a href="#cb17-5" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb17-6"><a href="#cb17-6" aria-hidden="true" tabindex="-1"></a><span class="co"> # huggingface repo with specific configuration/subset</span></span>
|
||||
<span id="cb17-7"><a href="#cb17-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> EleutherAI/pile</span></span>
|
||||
<span id="cb17-8"><a href="#cb17-8" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">name</span><span class="kw">:</span><span class="at"> enron_emails</span></span>
|
||||
<span id="cb17-9"><a href="#cb17-9" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> completion</span><span class="co"> # format from earlier</span></span>
|
||||
<span id="cb17-10"><a href="#cb17-10" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">field</span><span class="kw">:</span><span class="at"> text</span><span class="co"> # Optional[str] default: text, field to use for completion data</span></span>
|
||||
<span id="cb17-11"><a href="#cb17-11" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb17-12"><a href="#cb17-12" aria-hidden="true" tabindex="-1"></a><span class="co"> # huggingface repo with multiple named configurations/subsets</span></span>
|
||||
<span id="cb17-13"><a href="#cb17-13" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> bigcode/commitpackft</span></span>
|
||||
<span id="cb17-14"><a href="#cb17-14" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">name</span><span class="kw">:</span></span>
|
||||
<span id="cb17-15"><a href="#cb17-15" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> ruby</span></span>
|
||||
<span id="cb17-16"><a href="#cb17-16" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> python</span></span>
|
||||
<span id="cb17-17"><a href="#cb17-17" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> typescript</span></span>
|
||||
<span id="cb17-18"><a href="#cb17-18" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> ...</span><span class="co"> # unimplemented custom format</span></span>
|
||||
<span id="cb17-19"><a href="#cb17-19" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb17-20"><a href="#cb17-20" aria-hidden="true" tabindex="-1"></a><span class="co"> # fastchat conversation</span></span>
|
||||
<span id="cb17-21"><a href="#cb17-21" aria-hidden="true" tabindex="-1"></a><span class="co"> # See 'conversation' options: https://github.com/lm-sys/FastChat/blob/main/fastchat/conversation.py</span></span>
|
||||
<span id="cb17-22"><a href="#cb17-22" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> ...</span></span>
|
||||
<span id="cb17-23"><a href="#cb17-23" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> sharegpt</span></span>
|
||||
<span id="cb17-24"><a href="#cb17-24" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">conversation</span><span class="kw">:</span><span class="at"> chatml</span><span class="co"> # default: vicuna_v1.1</span></span>
|
||||
<span id="cb17-25"><a href="#cb17-25" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb17-26"><a href="#cb17-26" aria-hidden="true" tabindex="-1"></a><span class="co"> # local</span></span>
|
||||
<span id="cb17-27"><a href="#cb17-27" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> data.jsonl</span><span class="co"> # or json</span></span>
|
||||
<span id="cb17-28"><a href="#cb17-28" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">ds_type</span><span class="kw">:</span><span class="at"> json</span><span class="co"> # see other options below</span></span>
|
||||
<span id="cb17-29"><a href="#cb17-29" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> alpaca</span></span>
|
||||
<span id="cb17-30"><a href="#cb17-30" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb17-31"><a href="#cb17-31" aria-hidden="true" tabindex="-1"></a><span class="co"> # dataset with splits, but no train split</span></span>
|
||||
<span id="cb17-32"><a href="#cb17-32" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> knowrohit07/know_sql</span></span>
|
||||
<span id="cb17-33"><a href="#cb17-33" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> context_qa.load_v2</span></span>
|
||||
<span id="cb17-34"><a href="#cb17-34" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">train_on_split</span><span class="kw">:</span><span class="at"> validation</span></span>
|
||||
<span id="cb17-35"><a href="#cb17-35" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb17-36"><a href="#cb17-36" aria-hidden="true" tabindex="-1"></a><span class="co"> # loading from s3 or gcs</span></span>
|
||||
<span id="cb17-37"><a href="#cb17-37" aria-hidden="true" tabindex="-1"></a><span class="co"> # s3 creds will be loaded from the system default and gcs only supports public access</span></span>
|
||||
<span id="cb17-38"><a href="#cb17-38" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> s3://path_to_ds</span><span class="co"> # Accepts folder with arrow/parquet or file path like above. Supports s3, gcs.</span></span>
|
||||
<span id="cb17-39"><a href="#cb17-39" aria-hidden="true" tabindex="-1"></a><span class="at"> ...</span></span>
|
||||
<span id="cb17-40"><a href="#cb17-40" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb17-41"><a href="#cb17-41" aria-hidden="true" tabindex="-1"></a><span class="co"> # Loading Data From a Public URL</span></span>
|
||||
<span id="cb17-42"><a href="#cb17-42" aria-hidden="true" tabindex="-1"></a><span class="co"> # - The file format is `json` (which includes `jsonl`) by default. For different formats, adjust the `ds_type` option accordingly.</span></span>
|
||||
<span id="cb17-43"><a href="#cb17-43" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> https://some.url.com/yourdata.jsonl</span><span class="co"> # The URL should be a direct link to the file you wish to load. URLs must use HTTPS protocol, not HTTP.</span></span>
|
||||
<span id="cb17-44"><a href="#cb17-44" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">ds_type</span><span class="kw">:</span><span class="at"> json</span><span class="co"> # this is the default, see other options below.</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
<div class="sourceCode" id="cb16"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="fu">datasets</span><span class="kw">:</span></span>
|
||||
<span id="cb16-2"><a href="#cb16-2" aria-hidden="true" tabindex="-1"></a><span class="co"> # huggingface repo</span></span>
|
||||
<span id="cb16-3"><a href="#cb16-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> vicgalle/alpaca-gpt4</span></span>
|
||||
<span id="cb16-4"><a href="#cb16-4" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> alpaca</span></span>
|
||||
<span id="cb16-5"><a href="#cb16-5" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb16-6"><a href="#cb16-6" aria-hidden="true" tabindex="-1"></a><span class="co"> # huggingface repo with specific configuration/subset</span></span>
|
||||
<span id="cb16-7"><a href="#cb16-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> EleutherAI/pile</span></span>
|
||||
<span id="cb16-8"><a href="#cb16-8" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">name</span><span class="kw">:</span><span class="at"> enron_emails</span></span>
|
||||
<span id="cb16-9"><a href="#cb16-9" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> completion</span><span class="co"> # format from earlier</span></span>
|
||||
<span id="cb16-10"><a href="#cb16-10" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">field</span><span class="kw">:</span><span class="at"> text</span><span class="co"> # Optional[str] default: text, field to use for completion data</span></span>
|
||||
<span id="cb16-11"><a href="#cb16-11" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb16-12"><a href="#cb16-12" aria-hidden="true" tabindex="-1"></a><span class="co"> # huggingface repo with multiple named configurations/subsets</span></span>
|
||||
<span id="cb16-13"><a href="#cb16-13" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> bigcode/commitpackft</span></span>
|
||||
<span id="cb16-14"><a href="#cb16-14" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">name</span><span class="kw">:</span></span>
|
||||
<span id="cb16-15"><a href="#cb16-15" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> ruby</span></span>
|
||||
<span id="cb16-16"><a href="#cb16-16" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> python</span></span>
|
||||
<span id="cb16-17"><a href="#cb16-17" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> typescript</span></span>
|
||||
<span id="cb16-18"><a href="#cb16-18" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> ...</span><span class="co"> # unimplemented custom format</span></span>
|
||||
<span id="cb16-19"><a href="#cb16-19" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb16-20"><a href="#cb16-20" aria-hidden="true" tabindex="-1"></a><span class="co"> # fastchat conversation</span></span>
|
||||
<span id="cb16-21"><a href="#cb16-21" aria-hidden="true" tabindex="-1"></a><span class="co"> # See 'conversation' options: https://github.com/lm-sys/FastChat/blob/main/fastchat/conversation.py</span></span>
|
||||
<span id="cb16-22"><a href="#cb16-22" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> ...</span></span>
|
||||
<span id="cb16-23"><a href="#cb16-23" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> sharegpt</span></span>
|
||||
<span id="cb16-24"><a href="#cb16-24" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">conversation</span><span class="kw">:</span><span class="at"> chatml</span><span class="co"> # default: vicuna_v1.1</span></span>
|
||||
<span id="cb16-25"><a href="#cb16-25" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb16-26"><a href="#cb16-26" aria-hidden="true" tabindex="-1"></a><span class="co"> # local</span></span>
|
||||
<span id="cb16-27"><a href="#cb16-27" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> data.jsonl</span><span class="co"> # or json</span></span>
|
||||
<span id="cb16-28"><a href="#cb16-28" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">ds_type</span><span class="kw">:</span><span class="at"> json</span><span class="co"> # see other options below</span></span>
|
||||
<span id="cb16-29"><a href="#cb16-29" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> alpaca</span></span>
|
||||
<span id="cb16-30"><a href="#cb16-30" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb16-31"><a href="#cb16-31" aria-hidden="true" tabindex="-1"></a><span class="co"> # dataset with splits, but no train split</span></span>
|
||||
<span id="cb16-32"><a href="#cb16-32" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> knowrohit07/know_sql</span></span>
|
||||
<span id="cb16-33"><a href="#cb16-33" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">type</span><span class="kw">:</span><span class="at"> context_qa.load_v2</span></span>
|
||||
<span id="cb16-34"><a href="#cb16-34" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">train_on_split</span><span class="kw">:</span><span class="at"> validation</span></span>
|
||||
<span id="cb16-35"><a href="#cb16-35" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb16-36"><a href="#cb16-36" aria-hidden="true" tabindex="-1"></a><span class="co"> # loading from s3 or gcs</span></span>
|
||||
<span id="cb16-37"><a href="#cb16-37" aria-hidden="true" tabindex="-1"></a><span class="co"> # s3 creds will be loaded from the system default and gcs only supports public access</span></span>
|
||||
<span id="cb16-38"><a href="#cb16-38" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> s3://path_to_ds</span><span class="co"> # Accepts folder with arrow/parquet or file path like above. Supports s3, gcs.</span></span>
|
||||
<span id="cb16-39"><a href="#cb16-39" aria-hidden="true" tabindex="-1"></a><span class="at"> ...</span></span>
|
||||
<span id="cb16-40"><a href="#cb16-40" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb16-41"><a href="#cb16-41" aria-hidden="true" tabindex="-1"></a><span class="co"> # Loading Data From a Public URL</span></span>
|
||||
<span id="cb16-42"><a href="#cb16-42" aria-hidden="true" tabindex="-1"></a><span class="co"> # - The file format is `json` (which includes `jsonl`) by default. For different formats, adjust the `ds_type` option accordingly.</span></span>
|
||||
<span id="cb16-43"><a href="#cb16-43" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="fu">path</span><span class="kw">:</span><span class="at"> https://some.url.com/yourdata.jsonl</span><span class="co"> # The URL should be a direct link to the file you wish to load. URLs must use HTTPS protocol, not HTTP.</span></span>
|
||||
<span id="cb16-44"><a href="#cb16-44" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">ds_type</span><span class="kw">:</span><span class="at"> json</span><span class="co"> # this is the default, see other options below.</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
<li><p>loading</p>
|
||||
<div class="sourceCode" id="cb18"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="fu">load_in_4bit</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a><span class="fu">load_in_8bit</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="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="fu">bf16</span><span class="kw">:</span><span class="at"> auto</span><span class="co"> # require >=ampere, auto will detect if your GPU supports this and choose automatically.</span></span>
|
||||
<span id="cb18-5"><a href="#cb18-5" aria-hidden="true" tabindex="-1"></a><span class="fu">fp16</span><span class="kw">:</span><span class="co"> # leave empty to use fp16 when bf16 is 'auto'. set to false if you want to fallback to fp32</span></span>
|
||||
<span id="cb18-6"><a href="#cb18-6" aria-hidden="true" tabindex="-1"></a><span class="fu">tf32</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # require >=ampere</span></span>
|
||||
<span id="cb18-7"><a href="#cb18-7" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb18-8"><a href="#cb18-8" aria-hidden="true" tabindex="-1"></a><span class="fu">bfloat16</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # require >=ampere, use instead of bf16 when you don't want AMP (automatic mixed precision)</span></span>
|
||||
<span id="cb18-9"><a href="#cb18-9" aria-hidden="true" tabindex="-1"></a><span class="fu">float16</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # use instead of fp16 when you don't want AMP</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb17"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a><span class="fu">load_in_4bit</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb17-2"><a href="#cb17-2" aria-hidden="true" tabindex="-1"></a><span class="fu">load_in_8bit</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb17-3"><a href="#cb17-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb17-4"><a href="#cb17-4" aria-hidden="true" tabindex="-1"></a><span class="fu">bf16</span><span class="kw">:</span><span class="at"> auto</span><span class="co"> # require >=ampere, auto will detect if your GPU supports this and choose automatically.</span></span>
|
||||
<span id="cb17-5"><a href="#cb17-5" aria-hidden="true" tabindex="-1"></a><span class="fu">fp16</span><span class="kw">:</span><span class="co"> # leave empty to use fp16 when bf16 is 'auto'. set to false if you want to fallback to fp32</span></span>
|
||||
<span id="cb17-6"><a href="#cb17-6" aria-hidden="true" tabindex="-1"></a><span class="fu">tf32</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # require >=ampere</span></span>
|
||||
<span id="cb17-7"><a href="#cb17-7" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb17-8"><a href="#cb17-8" aria-hidden="true" tabindex="-1"></a><span class="fu">bfloat16</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # require >=ampere, use instead of bf16 when you don't want AMP (automatic mixed precision)</span></span>
|
||||
<span id="cb17-9"><a href="#cb17-9" aria-hidden="true" tabindex="-1"></a><span class="fu">float16</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span><span class="co"> # use instead of fp16 when you don't want AMP</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>Note: Repo does not do 4-bit quantization.</p></li>
|
||||
<li><p>lora</p>
|
||||
<div class="sourceCode" id="cb19"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a><span class="fu">adapter</span><span class="kw">:</span><span class="at"> lora</span><span class="co"> # 'qlora' or leave blank for full finetune</span></span>
|
||||
<span id="cb19-2"><a href="#cb19-2" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_r</span><span class="kw">:</span><span class="at"> </span><span class="dv">8</span></span>
|
||||
<span id="cb19-3"><a href="#cb19-3" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_alpha</span><span class="kw">:</span><span class="at"> </span><span class="dv">16</span></span>
|
||||
<span id="cb19-4"><a href="#cb19-4" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_dropout</span><span class="kw">:</span><span class="at"> </span><span class="fl">0.05</span></span>
|
||||
<span id="cb19-5"><a href="#cb19-5" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_target_modules</span><span class="kw">:</span></span>
|
||||
<span id="cb19-6"><a href="#cb19-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> q_proj</span></span>
|
||||
<span id="cb19-7"><a href="#cb19-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> v_proj</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
<div class="sourceCode" id="cb18"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="fu">adapter</span><span class="kw">:</span><span class="at"> lora</span><span class="co"> # 'qlora' or leave blank for full finetune</span></span>
|
||||
<span id="cb18-2"><a href="#cb18-2" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_r</span><span class="kw">:</span><span class="at"> </span><span class="dv">8</span></span>
|
||||
<span id="cb18-3"><a href="#cb18-3" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_alpha</span><span class="kw">:</span><span class="at"> </span><span class="dv">16</span></span>
|
||||
<span id="cb18-4"><a href="#cb18-4" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_dropout</span><span class="kw">:</span><span class="at"> </span><span class="fl">0.05</span></span>
|
||||
<span id="cb18-5"><a href="#cb18-5" aria-hidden="true" tabindex="-1"></a><span class="fu">lora_target_modules</span><span class="kw">:</span></span>
|
||||
<span id="cb18-6"><a href="#cb18-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> q_proj</span></span>
|
||||
<span id="cb18-7"><a href="#cb18-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> v_proj</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
</ul>
|
||||
<section id="all-config-options" class="level4">
|
||||
<h4 class="anchored" data-anchor-id="all-config-options">All Config Options</h4>
|
||||
<p>See <a href="./docs/config.html">these docs</a> for all config options.</p>
|
||||
<details>
|
||||
<summary>
|
||||
Understanding of batch size and gradient accumulation steps
|
||||
</summary>
|
||||
<p><br> Gradient accumulation means accumulating gradients over several mini-batches and updating the model weights afterward. When the samples in each batch are diverse, this technique doesn’t significantly impact learning.</p>
|
||||
<p>This method allows for effective training with larger effective batch sizes without needing proportionally larger memory. Here’s why:</p>
|
||||
<ol type="1">
|
||||
<li><p><strong>Memory Consumption with Batch Size</strong>: The primary reason increasing the batch size impacts memory is due to the storage requirements for intermediate activations. When you forward propagate a batch through a network, you have to store the activations at each layer for each sample in the batch, because these activations are used during backpropagation to compute gradients. Therefore, larger batches mean more activations, leading to greater GPU memory consumption.</p></li>
|
||||
<li><p><strong>Gradient Accumulation</strong>: With gradient accumulation, you’re effectively simulating a larger batch size by accumulating gradients over several smaller batches (or micro-batches). However, at any given time, you’re only forward and backward propagating a micro-batch. This means you only store activations for the micro-batch, not the full accumulated batch. As a result, you can simulate the effect of a larger batch size without the memory cost of storing activations for a large batch.</p></li>
|
||||
</ol>
|
||||
<p><strong>Example 1:</strong> Micro batch size: 3 Gradient accumulation steps: 2 Number of GPUs: 3 Total batch size = 3 * 2 * 3 = 18</p>
|
||||
<pre><code>| GPU 1 | GPU 2 | GPU 3 |
|
||||
|----------------|----------------|----------------|
|
||||
| S1, S2, S3 | S4, S5, S6 | S7, S8, S9 |
|
||||
| e1, e2, e3 | e4, e5, e6 | e7, e8, e9 |
|
||||
|----------------|----------------|----------------|
|
||||
| → (accumulate) | → (accumulate) | → (accumulate) |
|
||||
|----------------|----------------|----------------|
|
||||
| S10, S11, S12 | S13, S14, S15 | S16, S17, S18 |
|
||||
| e10, e11, e12 | e13, e14, e15 | e16, e17, e18 |
|
||||
|----------------|----------------|----------------|
|
||||
| → (apply) | → (apply) | → (apply) |
|
||||
|
||||
Accumulated gradient for the weight w1 after the second iteration (considering all GPUs):
|
||||
Total gradient for w1 = e1 + e2 + e3 + e4 + e5 + e6 + e7 + e8 + e9 + e10 + e11 + e12 + e13 + e14 + e15 + e16 + e17 + e18
|
||||
|
||||
Weight update for w1:
|
||||
w1_new = w1_old - learning rate x (Total gradient for w1 / 18)</code></pre>
|
||||
<p><strong>Example 2:</strong> Micro batch size: 2 Gradient accumulation steps: 1 Number of GPUs: 3 Total batch size = 2 * 1 * 3 = 6</p>
|
||||
<pre><code>| GPU 1 | GPU 2 | GPU 3 |
|
||||
|-----------|-----------|-----------|
|
||||
| S1, S2 | S3, S4 | S5, S6 |
|
||||
| e1, e2 | e3, e4 | e5, e6 |
|
||||
|-----------|-----------|-----------|
|
||||
| → (apply) | → (apply) | → (apply) |
|
||||
|
||||
Accumulated gradient for the weight w1 (considering all GPUs):
|
||||
Total gradient for w1 = e1 + e2 + e3 + e4 + e5 + e6
|
||||
|
||||
Weight update for w1:
|
||||
w1_new = w1_old - learning rate × (Total gradient for w1 / 6)</code></pre>
|
||||
</details>
|
||||
</section>
|
||||
</section>
|
||||
<section id="train" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="train">Train</h3>
|
||||
<p>Run</p>
|
||||
<div class="sourceCode" id="cb22"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb22-1"><a href="#cb22-1" aria-hidden="true" tabindex="-1"></a><span class="ex">accelerate</span> launch <span class="at">-m</span> axolotl.cli.train your_config.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb19"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb19-1"><a href="#cb19-1" aria-hidden="true" tabindex="-1"></a><span class="ex">accelerate</span> launch <span class="at">-m</span> axolotl.cli.train your_config.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<blockquote class="blockquote">
|
||||
<p>[!TIP] You can also reference a config file that is hosted on a public URL, for example <code>accelerate launch -m axolotl.cli.train https://yourdomain.com/your_config.yml</code></p>
|
||||
</blockquote>
|
||||
@@ -816,7 +767,7 @@ w1_new = w1_old - learning rate × (Total gradient for w1 / 6)</code></pre>
|
||||
<li>(Optional): Set <code>push_dataset_to_hub: hf_user/repo</code> to push it to Huggingface.</li>
|
||||
<li>(Optional): Use <code>--debug</code> to see preprocessed examples.</li>
|
||||
</ul>
|
||||
<div class="sourceCode" id="cb23"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.preprocess your_config.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb20"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb20-1"><a href="#cb20-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.preprocess your_config.yml</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</section>
|
||||
<section id="multi-gpu" class="level4">
|
||||
<h4 class="anchored" data-anchor-id="multi-gpu">Multi-GPU</h4>
|
||||
@@ -825,7 +776,7 @@ w1_new = w1_old - learning rate × (Total gradient for w1 / 6)</code></pre>
|
||||
<h5 class="anchored" data-anchor-id="deepspeed">DeepSpeed</h5>
|
||||
<p>Deepspeed is an optimization suite for multi-gpu systems allowing you to train much larger models than you might typically be able to fit into your GPU’s VRAM. More information about the various optimization types for deepspeed is available at https://huggingface.co/docs/accelerate/main/en/usage_guides/deepspeed#what-is-integrated</p>
|
||||
<p>We provide several default deepspeed JSON configurations for ZeRO stage 1, 2, and 3.</p>
|
||||
<div class="sourceCode" id="cb24"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a><span class="fu">deepspeed</span><span class="kw">:</span><span class="at"> deepspeed_configs/zero1.json</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="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">deepspeed</span><span class="kw">:</span><span class="at"> deepspeed_configs/zero1.json</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<pre class="shell"><code>accelerate launch -m axolotl.cli.train examples/llama-2/config.py --deepspeed deepspeed_configs/zero1.json</code></pre>
|
||||
</section>
|
||||
<section id="fsdp" class="level5">
|
||||
@@ -833,13 +784,13 @@ w1_new = w1_old - learning rate × (Total gradient for w1 / 6)</code></pre>
|
||||
<ul>
|
||||
<li>llama FSDP</li>
|
||||
</ul>
|
||||
<div class="sourceCode" id="cb26"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a><span class="fu">fsdp</span><span class="kw">:</span></span>
|
||||
<span id="cb26-2"><a href="#cb26-2" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> full_shard</span></span>
|
||||
<span id="cb26-3"><a href="#cb26-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> auto_wrap</span></span>
|
||||
<span id="cb26-4"><a href="#cb26-4" aria-hidden="true" tabindex="-1"></a><span class="fu">fsdp_config</span><span class="kw">:</span></span>
|
||||
<span id="cb26-5"><a href="#cb26-5" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">fsdp_offload_params</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb26-6"><a href="#cb26-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">fsdp_state_dict_type</span><span class="kw">:</span><span class="at"> FULL_STATE_DICT</span></span>
|
||||
<span id="cb26-7"><a href="#cb26-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">fsdp_transformer_layer_cls_to_wrap</span><span class="kw">:</span><span class="at"> LlamaDecoderLayer</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb23"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb23-1"><a href="#cb23-1" aria-hidden="true" tabindex="-1"></a><span class="fu">fsdp</span><span class="kw">:</span></span>
|
||||
<span id="cb23-2"><a href="#cb23-2" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> full_shard</span></span>
|
||||
<span id="cb23-3"><a href="#cb23-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> auto_wrap</span></span>
|
||||
<span id="cb23-4"><a href="#cb23-4" aria-hidden="true" tabindex="-1"></a><span class="fu">fsdp_config</span><span class="kw">:</span></span>
|
||||
<span id="cb23-5"><a href="#cb23-5" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">fsdp_offload_params</span><span class="kw">:</span><span class="at"> </span><span class="ch">true</span></span>
|
||||
<span id="cb23-6"><a href="#cb23-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">fsdp_state_dict_type</span><span class="kw">:</span><span class="at"> FULL_STATE_DICT</span></span>
|
||||
<span id="cb23-7"><a href="#cb23-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">fsdp_transformer_layer_cls_to_wrap</span><span class="kw">:</span><span class="at"> LlamaDecoderLayer</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</section>
|
||||
<section id="fsdp-qlora" class="level5">
|
||||
<h5 class="anchored" data-anchor-id="fsdp-qlora">FSDP + QLoRA</h5>
|
||||
@@ -851,23 +802,23 @@ w1_new = w1_old - learning rate × (Total gradient for w1 / 6)</code></pre>
|
||||
<ul>
|
||||
<li>wandb options</li>
|
||||
</ul>
|
||||
<div class="sourceCode" id="cb27"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_mode</span><span class="kw">:</span></span>
|
||||
<span id="cb27-2"><a href="#cb27-2" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_project</span><span class="kw">:</span></span>
|
||||
<span id="cb27-3"><a href="#cb27-3" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_entity</span><span class="kw">:</span></span>
|
||||
<span id="cb27-4"><a href="#cb27-4" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_watch</span><span class="kw">:</span></span>
|
||||
<span id="cb27-5"><a href="#cb27-5" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_name</span><span class="kw">:</span></span>
|
||||
<span id="cb27-6"><a href="#cb27-6" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_log_model</span><span class="kw">:</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb24"><pre class="sourceCode yaml code-with-copy"><code class="sourceCode yaml"><span id="cb24-1"><a href="#cb24-1" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_mode</span><span class="kw">:</span></span>
|
||||
<span id="cb24-2"><a href="#cb24-2" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_project</span><span class="kw">:</span></span>
|
||||
<span id="cb24-3"><a href="#cb24-3" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_entity</span><span class="kw">:</span></span>
|
||||
<span id="cb24-4"><a href="#cb24-4" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_watch</span><span class="kw">:</span></span>
|
||||
<span id="cb24-5"><a href="#cb24-5" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_name</span><span class="kw">:</span></span>
|
||||
<span id="cb24-6"><a href="#cb24-6" aria-hidden="true" tabindex="-1"></a><span class="fu">wandb_log_model</span><span class="kw">:</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
</section>
|
||||
<section id="special-tokens" class="level5">
|
||||
<h5 class="anchored" data-anchor-id="special-tokens">Special Tokens</h5>
|
||||
<p>It is important to have special tokens like delimiters, end-of-sequence, beginning-of-sequence in your tokenizer’s vocabulary. This will help you avoid tokenization issues and help your model train better. You can do this in axolotl like this:</p>
|
||||
<div class="sourceCode" id="cb28"><pre class="sourceCode yml code-with-copy"><code class="sourceCode yaml"><span id="cb28-1"><a href="#cb28-1" aria-hidden="true" tabindex="-1"></a><span class="fu">special_tokens</span><span class="kw">:</span></span>
|
||||
<span id="cb28-2"><a href="#cb28-2" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">bos_token</span><span class="kw">:</span><span class="at"> </span><span class="st">"<s>"</span></span>
|
||||
<span id="cb28-3"><a href="#cb28-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">eos_token</span><span class="kw">:</span><span class="at"> </span><span class="st">"</s>"</span></span>
|
||||
<span id="cb28-4"><a href="#cb28-4" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">unk_token</span><span class="kw">:</span><span class="at"> </span><span class="st">"<unk>"</span></span>
|
||||
<span id="cb28-5"><a href="#cb28-5" aria-hidden="true" tabindex="-1"></a><span class="fu">tokens</span><span class="kw">:</span><span class="co"> # these are delimiters</span></span>
|
||||
<span id="cb28-6"><a href="#cb28-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="st">"<|im_start|>"</span></span>
|
||||
<span id="cb28-7"><a href="#cb28-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="st">"<|im_end|>"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb25"><pre class="sourceCode yml code-with-copy"><code class="sourceCode yaml"><span id="cb25-1"><a href="#cb25-1" aria-hidden="true" tabindex="-1"></a><span class="fu">special_tokens</span><span class="kw">:</span></span>
|
||||
<span id="cb25-2"><a href="#cb25-2" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">bos_token</span><span class="kw">:</span><span class="at"> </span><span class="st">"<s>"</span></span>
|
||||
<span id="cb25-3"><a href="#cb25-3" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">eos_token</span><span class="kw">:</span><span class="at"> </span><span class="st">"</s>"</span></span>
|
||||
<span id="cb25-4"><a href="#cb25-4" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="fu">unk_token</span><span class="kw">:</span><span class="at"> </span><span class="st">"<unk>"</span></span>
|
||||
<span id="cb25-5"><a href="#cb25-5" aria-hidden="true" tabindex="-1"></a><span class="fu">tokens</span><span class="kw">:</span><span class="co"> # these are delimiters</span></span>
|
||||
<span id="cb25-6"><a href="#cb25-6" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="st">"<|im_start|>"</span></span>
|
||||
<span id="cb25-7"><a href="#cb25-7" aria-hidden="true" tabindex="-1"></a><span class="at"> </span><span class="kw">-</span><span class="at"> </span><span class="st">"<|im_end|>"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>When you include these tokens in your axolotl config, axolotl adds these tokens to the tokenizer’s vocabulary.</p>
|
||||
</section>
|
||||
</section>
|
||||
@@ -878,14 +829,14 @@ w1_new = w1_old - learning rate × (Total gradient for w1 / 6)</code></pre>
|
||||
<p>Pass the appropriate flag to the inference command, depending upon what kind of model was trained:</p>
|
||||
<ul>
|
||||
<li><p>Pretrained LORA:</p>
|
||||
<div class="sourceCode" id="cb29"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb29-1"><a href="#cb29-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/your_config.yml <span class="at">--lora_model_dir</span><span class="op">=</span><span class="st">"./lora-output-dir"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
<div class="sourceCode" id="cb26"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb26-1"><a href="#cb26-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/your_config.yml <span class="at">--lora_model_dir</span><span class="op">=</span><span class="st">"./lora-output-dir"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
<li><p>Full weights finetune:</p>
|
||||
<div class="sourceCode" id="cb30"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb30-1"><a href="#cb30-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/your_config.yml <span class="at">--base_model</span><span class="op">=</span><span class="st">"./completed-model"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
<div class="sourceCode" id="cb27"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb27-1"><a href="#cb27-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/your_config.yml <span class="at">--base_model</span><span class="op">=</span><span class="st">"./completed-model"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
<li><p>Full weights finetune w/ a prompt from a text file:</p>
|
||||
<div class="sourceCode" id="cb31"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb31-1"><a href="#cb31-1" aria-hidden="true" tabindex="-1"></a><span class="fu">cat</span> /tmp/prompt.txt <span class="kw">|</span> <span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/your_config.yml <span class="dt">\</span></span>
|
||||
<span id="cb31-2"><a href="#cb31-2" aria-hidden="true" tabindex="-1"></a> <span class="at">--base_model</span><span class="op">=</span><span class="st">"./completed-model"</span> <span class="at">--prompter</span><span class="op">=</span>None <span class="at">--load_in_8bit</span><span class="op">=</span>True</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb28"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb28-1"><a href="#cb28-1" aria-hidden="true" tabindex="-1"></a><span class="fu">cat</span> /tmp/prompt.txt <span class="kw">|</span> <span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/your_config.yml <span class="dt">\</span></span>
|
||||
<span id="cb28-2"><a href="#cb28-2" aria-hidden="true" tabindex="-1"></a> <span class="at">--base_model</span><span class="op">=</span><span class="st">"./completed-model"</span> <span class="at">--prompter</span><span class="op">=</span>None <span class="at">--load_in_8bit</span><span class="op">=</span>True</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>– With gradio hosting</p>
|
||||
<div class="sourceCode" id="cb32"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb32-1"><a href="#cb32-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/your_config.yml <span class="at">--gradio</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
<div class="sourceCode" id="cb29"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb29-1"><a href="#cb29-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python</span> <span class="at">-m</span> axolotl.cli.inference examples/your_config.yml <span class="at">--gradio</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div></li>
|
||||
</ul>
|
||||
<p>Please use <code>--sample_packing False</code> if you have it on and receive the error similar to below:</p>
|
||||
<blockquote class="blockquote">
|
||||
@@ -895,9 +846,9 @@ w1_new = w1_old - learning rate × (Total gradient for w1 / 6)</code></pre>
|
||||
<section id="merge-lora-to-base" class="level3">
|
||||
<h3 class="anchored" data-anchor-id="merge-lora-to-base">Merge LORA to base</h3>
|
||||
<p>The following command will merge your LORA adapater with your base model. You can optionally pass the argument <code>--lora_model_dir</code> to specify the directory where your LORA adapter was saved, otherwhise, this will be inferred from <code>output_dir</code> in your axolotl config file. The merged model is saved in the sub-directory <code>{lora_model_dir}/merged</code>.</p>
|
||||
<div class="sourceCode" id="cb33"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb33-1"><a href="#cb33-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python3</span> <span class="at">-m</span> axolotl.cli.merge_lora your_config.yml <span class="at">--lora_model_dir</span><span class="op">=</span><span class="st">"./completed-model"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb30"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb30-1"><a href="#cb30-1" aria-hidden="true" tabindex="-1"></a><span class="ex">python3</span> <span class="at">-m</span> axolotl.cli.merge_lora your_config.yml <span class="at">--lora_model_dir</span><span class="op">=</span><span class="st">"./completed-model"</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>You may need to use the <code>gpu_memory_limit</code> and/or <code>lora_on_cpu</code> config options to avoid running out of memory. If you still run out of CUDA memory, you can try to merge in system RAM with</p>
|
||||
<div class="sourceCode" id="cb34"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb34-1"><a href="#cb34-1" aria-hidden="true" tabindex="-1"></a><span class="va">CUDA_VISIBLE_DEVICES</span><span class="op">=</span><span class="st">""</span> <span class="ex">python3</span> <span class="at">-m</span> axolotl.cli.merge_lora ...</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb31"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb31-1"><a href="#cb31-1" aria-hidden="true" tabindex="-1"></a><span class="va">CUDA_VISIBLE_DEVICES</span><span class="op">=</span><span class="st">""</span> <span class="ex">python3</span> <span class="at">-m</span> axolotl.cli.merge_lora ...</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>although this will be very slow, and using the config options above are recommended instead.</p>
|
||||
</section>
|
||||
</section>
|
||||
@@ -955,7 +906,7 @@ w1_new = w1_old - learning rate × (Total gradient for w1 / 6)</code></pre>
|
||||
<section id="badge" class="level2">
|
||||
<h2 class="anchored" data-anchor-id="badge">Badge ❤🏷️</h2>
|
||||
<p>Building something cool with Axolotl? Consider adding a badge to your model card.</p>
|
||||
<div class="sourceCode" id="cb35"><pre class="sourceCode markdown code-with-copy"><code class="sourceCode markdown"><span id="cb35-1"><a href="#cb35-1" aria-hidden="true" tabindex="-1"></a><span class="co">[</span><span class="ot"><img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/></span><span class="co">](https://github.com/OpenAccess-AI-Collective/axolotl)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<div class="sourceCode" id="cb32"><pre class="sourceCode markdown code-with-copy"><code class="sourceCode markdown"><span id="cb32-1"><a href="#cb32-1" aria-hidden="true" tabindex="-1"></a><span class="co">[</span><span class="ot"><img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/></span><span class="co">](https://github.com/OpenAccess-AI-Collective/axolotl)</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p><a href="https://github.com/OpenAccess-AI-Collective/axolotl"><img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"></a></p>
|
||||
</section>
|
||||
<section id="community-showcase" class="level2">
|
||||
@@ -969,21 +920,15 @@ w1_new = w1_old - learning rate × (Total gradient for w1 / 6)</code></pre>
|
||||
<p>Please read the <a href="./.github/CONTRIBUTING.md">contributing guide</a></p>
|
||||
<p>Bugs? Please check the <a href="https://github.com/OpenAccess-AI-Collective/axolotl/issues/bug">open issues</a> else create a new Issue.</p>
|
||||
<p>PRs are <strong>greatly welcome</strong>!</p>
|
||||
<p>Please run below to setup env</p>
|
||||
<div class="sourceCode" id="cb36"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb36-1"><a href="#cb36-1" aria-hidden="true" tabindex="-1"></a><span class="fu">git</span> clone https://github.com/OpenAccess-AI-Collective/axolotl</span>
|
||||
<span id="cb36-2"><a href="#cb36-2" aria-hidden="true" tabindex="-1"></a><span class="bu">cd</span> axolotl</span>
|
||||
<span id="cb36-3"><a href="#cb36-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb36-4"><a href="#cb36-4" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install packaging ninja</span>
|
||||
<span id="cb36-5"><a href="#cb36-5" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-e</span> <span class="st">'.[flash-attn,deepspeed]'</span></span>
|
||||
<span id="cb36-6"><a href="#cb36-6" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb36-7"><a href="#cb36-7" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-r</span> requirements-dev.txt <span class="at">-r</span> requirements-tests.txt</span>
|
||||
<span id="cb36-8"><a href="#cb36-8" aria-hidden="true" tabindex="-1"></a><span class="ex">pre-commit</span> install</span>
|
||||
<span id="cb36-9"><a href="#cb36-9" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb36-10"><a href="#cb36-10" aria-hidden="true" tabindex="-1"></a><span class="co"># test</span></span>
|
||||
<span id="cb36-11"><a href="#cb36-11" aria-hidden="true" tabindex="-1"></a><span class="ex">pytest</span> tests/</span>
|
||||
<span id="cb36-12"><a href="#cb36-12" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb36-13"><a href="#cb36-13" aria-hidden="true" tabindex="-1"></a><span class="co"># optional: run against all files</span></span>
|
||||
<span id="cb36-14"><a href="#cb36-14" aria-hidden="true" tabindex="-1"></a><span class="ex">pre-commit</span> run <span class="at">--all-files</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>Please run the quickstart instructions followed by the below to setup env:</p>
|
||||
<div class="sourceCode" id="cb33"><pre class="sourceCode bash code-with-copy"><code class="sourceCode bash"><span id="cb33-1"><a href="#cb33-1" aria-hidden="true" tabindex="-1"></a><span class="ex">pip3</span> install <span class="at">-r</span> requirements-dev.txt <span class="at">-r</span> requirements-tests.txt</span>
|
||||
<span id="cb33-2"><a href="#cb33-2" aria-hidden="true" tabindex="-1"></a><span class="ex">pre-commit</span> install</span>
|
||||
<span id="cb33-3"><a href="#cb33-3" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb33-4"><a href="#cb33-4" aria-hidden="true" tabindex="-1"></a><span class="co"># test</span></span>
|
||||
<span id="cb33-5"><a href="#cb33-5" aria-hidden="true" tabindex="-1"></a><span class="ex">pytest</span> tests/</span>
|
||||
<span id="cb33-6"><a href="#cb33-6" aria-hidden="true" tabindex="-1"></a></span>
|
||||
<span id="cb33-7"><a href="#cb33-7" aria-hidden="true" tabindex="-1"></a><span class="co"># optional: run against all files</span></span>
|
||||
<span id="cb33-8"><a href="#cb33-8" aria-hidden="true" tabindex="-1"></a><span class="ex">pre-commit</span> run <span class="at">--all-files</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
|
||||
<p>Thanks to all of our contributors to date. Help drive open source AI progress forward by contributing to Axolotl.</p>
|
||||
<p><a href="https://github.com/openaccess-ai-collective/axolotl/graphs/contributors"> <img src="https://contrib.rocks/image?repo=openaccess-ai-collective/axolotl" alt="contributor chart by https://contrib.rocks"> </a></p>
|
||||
</section>
|
||||
|
||||
@@ -2,9 +2,9 @@
|
||||
{
|
||||
"listing": "/docs/dataset-formats/index.html",
|
||||
"items": [
|
||||
"/docs/dataset-formats/conversation.html",
|
||||
"/docs/dataset-formats/inst_tune.html",
|
||||
"/docs/dataset-formats/pretraining.html",
|
||||
"/docs/dataset-formats/inst_tune.html",
|
||||
"/docs/dataset-formats/conversation.html",
|
||||
"/docs/dataset-formats/template_free.html",
|
||||
"/docs/dataset-formats/tokenized.html"
|
||||
]
|
||||
|
||||
109
search.json
109
search.json
File diff suppressed because one or more lines are too long
58
sitemap.xml
58
sitemap.xml
@@ -2,82 +2,86 @@
|
||||
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/TODO.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.568Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/examples/colab-notebooks/colab-axolotl-example.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.572Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.802Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/input_output.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.572Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/debugging.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.568Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/nccl.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.572Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/dataset-formats/template_free.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.568Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/dataset-formats/inst_tune.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.568Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/dataset-formats/conversation.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.568Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/rlhf.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.572Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/faq.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.568Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/FAQS.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.568Z</lastmod>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/batch_vs_grad.html</loc>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/fsdp_qlora.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.568Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/FAQS.html</loc>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/faq.html</loc>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/rlhf.html</loc>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/dataset-formats/pretraining.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.568Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/dataset-formats/tokenized.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.568Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/dataset-formats/index.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.568Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/mac.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.572Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/multipack.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.572Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/config.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.568Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/docs/multi-node.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.572Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.798Z</lastmod>
|
||||
</url>
|
||||
<url>
|
||||
<loc>https://OpenAccess-AI-Collective.github.io/axolotl/index.html</loc>
|
||||
<lastmod>2024-04-03T19:06:03.580Z</lastmod>
|
||||
<lastmod>2024-04-04T23:33:53.810Z</lastmod>
|
||||
</url>
|
||||
</urlset>
|
||||
|
||||
Reference in New Issue
Block a user