mirror of
https://github.com/MLSysBook/TinyTorch.git
synced 2026-05-06 20:14:44 -05:00
92781736a1
Major changes: - Moved TinyGPT from Module 16 to examples/tinygpt (capstone demo) - Fixed Module 10 (optimizers) and Module 11 (training) bugs - All 16 modules now passing tests (100% health) - Added comprehensive testing with 'tito test --comprehensive' - Renamed example files for clarity (train_xor_network.py, etc.) - Created working TinyGPT example structure - Updated documentation to reflect 15 core modules + examples - Added KISS principle and testing framework documentation
470 lines
17 KiB
HTML
470 lines
17 KiB
HTML
|
|
<!DOCTYPE html>
|
|
|
|
|
|
<html lang="en" data-content_root="./" >
|
|
|
|
<head>
|
|
<meta charset="utf-8" />
|
|
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><title>Search - TinyTorch</title>
|
|
|
|
|
|
|
|
<script data-cfasync="false">
|
|
document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
|
|
document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
|
|
</script>
|
|
|
|
<!-- Loaded before other Sphinx assets -->
|
|
<link href="_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
|
<link href="_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
|
<link href="_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
|
|
|
|
|
<link href="_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
|
|
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
|
|
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
|
|
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
|
|
|
|
<link rel="stylesheet" type="text/css" href="_static/pygments.css?v=03e43079" />
|
|
<link rel="stylesheet" type="text/css" href="_static/styles/sphinx-book-theme.css?v=eba8b062" />
|
|
<link rel="stylesheet" type="text/css" href="_static/togglebutton.css?v=13237357" />
|
|
<link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
|
|
<link rel="stylesheet" type="text/css" href="_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css?v=6644e6bb" />
|
|
<link rel="stylesheet" type="text/css" href="_static/sphinx-thebe.css?v=4fa983c6" />
|
|
<link rel="stylesheet" type="text/css" href="_static/sphinx-design.min.css?v=95c83b7e" />
|
|
<link rel="stylesheet" type="text/css" href="_static/custom.css?v=5a689c52" />
|
|
|
|
<!-- Pre-loaded scripts that we'll load fully later -->
|
|
<link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
|
|
<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
|
|
<script src="_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
|
|
|
|
<script src="_static/documentation_options.js?v=9eb32ce0"></script>
|
|
<script src="_static/doctools.js?v=9a2dae69"></script>
|
|
<script src="_static/sphinx_highlight.js?v=dc90522c"></script>
|
|
<script src="_static/clipboard.min.js?v=a7894cd8"></script>
|
|
<script src="_static/copybutton.js?v=f281be69"></script>
|
|
<script src="_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
|
|
<script>let toggleHintShow = 'Click to show';</script>
|
|
<script>let toggleHintHide = 'Click to hide';</script>
|
|
<script>let toggleOpenOnPrint = 'true';</script>
|
|
<script src="_static/togglebutton.js?v=4a39c7ea"></script>
|
|
<script>var togglebuttonSelector = '.toggle, .admonition.dropdown';</script>
|
|
<script src="_static/design-tabs.js?v=f930bc37"></script>
|
|
<script>const THEBE_JS_URL = "https://unpkg.com/thebe@0.8.2/lib/index.js"; const thebe_selector = ".thebe,.cell"; const thebe_selector_input = "pre"; const thebe_selector_output = ".output, .cell_output"</script>
|
|
<script async="async" src="_static/sphinx-thebe.js?v=c100c467"></script>
|
|
<script>var togglebuttonSelector = '.toggle, .admonition.dropdown';</script>
|
|
<script>const THEBE_JS_URL = "https://unpkg.com/thebe@0.8.2/lib/index.js"; const thebe_selector = ".thebe,.cell"; const thebe_selector_input = "pre"; const thebe_selector_output = ".output, .cell_output"</script>
|
|
<script type="module" src="https://cdn.jsdelivr.net/npm/mermaid@10.6.1/dist/mermaid.esm.min.mjs"></script>
|
|
<script type="module" src="https://cdn.jsdelivr.net/npm/@mermaid-js/layout-elk@0.1.4/dist/mermaid-layout-elk.esm.min.mjs"></script>
|
|
<script type="module">import mermaid from "https://cdn.jsdelivr.net/npm/mermaid@10.6.1/dist/mermaid.esm.min.mjs";import elkLayouts from "https://cdn.jsdelivr.net/npm/@mermaid-js/layout-elk@0.1.4/dist/mermaid-layout-elk.esm.min.mjs";mermaid.registerLayoutLoaders(elkLayouts);mermaid.initialize({startOnLoad:false});</script>
|
|
<script src="https://cdn.jsdelivr.net/npm/d3@7.9.0/dist/d3.min.js"></script>
|
|
<script type="module">
|
|
import mermaid from "https://cdn.jsdelivr.net/npm/mermaid@10.6.1/dist/mermaid.esm.min.mjs";
|
|
window.addEventListener("load", () => mermaid.run());
|
|
</script>
|
|
<script>DOCUMENTATION_OPTIONS.pagename = 'search';</script>
|
|
<script src="_static/searchtools.js"></script>
|
|
<script src="_static/language_data.js"></script>
|
|
<script src="searchindex.js"></script>
|
|
<link rel="index" title="Index" href="genindex.html" />
|
|
<link rel="search" title="Search" href="#" />
|
|
<meta name="viewport" content="width=device-width, initial-scale=1"/>
|
|
<meta name="docsearch:language" content="en"/>
|
|
</head>
|
|
|
|
|
|
<body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">
|
|
|
|
|
|
|
|
<div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
|
|
|
|
<div id="pst-scroll-pixel-helper"></div>
|
|
|
|
<button type="button" class="btn rounded-pill" id="pst-back-to-top">
|
|
<i class="fa-solid fa-arrow-up"></i>Back to top</button>
|
|
|
|
|
|
<input type="checkbox"
|
|
class="sidebar-toggle"
|
|
id="pst-primary-sidebar-checkbox"/>
|
|
<label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
|
|
|
|
<input type="checkbox"
|
|
class="sidebar-toggle"
|
|
id="pst-secondary-sidebar-checkbox"/>
|
|
<label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
|
|
|
|
<div class="search-button__wrapper">
|
|
<div class="search-button__overlay"></div>
|
|
<div class="search-button__search-container">
|
|
<form class="bd-search d-flex align-items-center"
|
|
action="#"
|
|
method="get">
|
|
<i class="fa-solid fa-magnifying-glass"></i>
|
|
<input type="search"
|
|
class="form-control"
|
|
name="q"
|
|
id="search-input"
|
|
placeholder="Search this book..."
|
|
aria-label="Search this book..."
|
|
autocomplete="off"
|
|
autocorrect="off"
|
|
autocapitalize="off"
|
|
spellcheck="false"/>
|
|
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
|
|
</form></div>
|
|
</div>
|
|
|
|
<div class="pst-async-banner-revealer d-none">
|
|
<aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
|
|
</div>
|
|
|
|
|
|
<header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
|
|
</header>
|
|
|
|
|
|
<div class="bd-container">
|
|
<div class="bd-container__inner bd-page-width">
|
|
|
|
|
|
|
|
|
|
|
|
<div class="bd-sidebar-primary bd-sidebar">
|
|
|
|
|
|
|
|
<div class="sidebar-header-items sidebar-primary__section">
|
|
|
|
|
|
|
|
|
|
</div>
|
|
|
|
<div class="sidebar-primary-items__start sidebar-primary__section">
|
|
<div class="sidebar-primary-item">
|
|
|
|
|
|
|
|
|
|
|
|
<a class="navbar-brand logo" href="intro.html">
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<img src="_static/logo.png" class="logo__image only-light" alt="TinyTorch - Home"/>
|
|
<script>document.write(`<img src="_static/logo.png" class="logo__image only-dark" alt="TinyTorch - Home"/>`);</script>
|
|
|
|
|
|
</a></div>
|
|
<div class="sidebar-primary-item">
|
|
|
|
<script>
|
|
document.write(`
|
|
<button class="btn search-button-field search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
|
<i class="fa-solid fa-magnifying-glass"></i>
|
|
<span class="search-button__default-text">Search</span>
|
|
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd class="kbd-shortcut__modifier">K</kbd></span>
|
|
</button>
|
|
`);
|
|
</script></div>
|
|
<div class="sidebar-primary-item"><nav class="bd-links bd-docs-nav" aria-label="Main">
|
|
<div class="bd-toc-item navbar-nav active">
|
|
|
|
<ul class="nav bd-sidenav bd-sidenav__home-link">
|
|
<li class="toctree-l1">
|
|
<a class="reference internal" href="intro.html">
|
|
TinyTorch: Build Your Own ML Framework from First Principles
|
|
</a>
|
|
</li>
|
|
</ul>
|
|
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Usage Paths</span></p>
|
|
<ul class="nav bd-sidenav">
|
|
<li class="toctree-l1"><a class="reference internal" href="usage-paths/quick-exploration.html">Quick Exploration</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="usage-paths/serious-development.html">Serious Development</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="usage-paths/classroom-use.html">Classroom Use</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="instructor-guide.html">Instructor Guide</a></li>
|
|
</ul>
|
|
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Foundation</span></p>
|
|
<ul class="nav bd-sidenav">
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/01-setup.html">0. Setup</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/02-tensor.html">1. Tensors</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/03-activations.html">2. Activations</a></li>
|
|
</ul>
|
|
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Building Blocks</span></p>
|
|
<ul class="nav bd-sidenav">
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/04-layers.html">3. Layers</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/05-dense.html">4. Dense</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/06-spatial.html">5. Spatial</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/07-attention.html">6. Attention</a></li>
|
|
</ul>
|
|
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Training Systems</span></p>
|
|
<ul class="nav bd-sidenav">
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/08-dataloader.html">7. DataLoader</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/09-autograd.html">8. Autograd</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/10-optimizers.html">9. Optimizers</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/11-training.html">10. Training</a></li>
|
|
</ul>
|
|
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Inference & Serving</span></p>
|
|
<ul class="nav bd-sidenav">
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/12-compression.html">11. Compression</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/13-kernels.html">12. Kernels</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/14-benchmarking.html">13. Benchmarking</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/15-mlops.html">14. MLOps</a></li>
|
|
</ul>
|
|
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Language Models</span></p>
|
|
<ul class="nav bd-sidenav">
|
|
<li class="toctree-l1"><a class="reference internal" href="chapters/16-tinygpt.html">15. TinyGPT</a></li>
|
|
</ul>
|
|
<p aria-level="2" class="caption" role="heading"><span class="caption-text">Additional Resources</span></p>
|
|
<ul class="nav bd-sidenav">
|
|
<li class="toctree-l1"><a class="reference internal" href="vision.html">TinyTorch Vision</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="kiss-principle.html">KISS Principle</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="checkpoint-system.html">Checkpoint System</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="testing-framework.html">Testing Framework</a></li>
|
|
<li class="toctree-l1"><a class="reference internal" href="resources.html">Learning Resources</a></li>
|
|
</ul>
|
|
|
|
</div>
|
|
</nav></div>
|
|
</div>
|
|
|
|
|
|
<div class="sidebar-primary-items__end sidebar-primary__section">
|
|
</div>
|
|
|
|
<div id="rtd-footer-container"></div>
|
|
|
|
|
|
</div>
|
|
|
|
<main id="main-content" class="bd-main" role="main">
|
|
|
|
|
|
|
|
<div class="sbt-scroll-pixel-helper"></div>
|
|
|
|
<div class="bd-content">
|
|
<div class="bd-article-container">
|
|
|
|
<div class="bd-header-article d-print-none">
|
|
<div class="header-article-items header-article__inner">
|
|
|
|
<div class="header-article-items__start">
|
|
|
|
<div class="header-article-item"><button class="sidebar-toggle primary-toggle btn btn-sm" title="Toggle primary sidebar" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
|
<span class="fa-solid fa-bars"></span>
|
|
</button></div>
|
|
|
|
</div>
|
|
|
|
|
|
<div class="header-article-items__end">
|
|
|
|
<div class="header-article-item">
|
|
|
|
<div class="article-header-buttons">
|
|
|
|
|
|
|
|
|
|
|
|
<div class="dropdown dropdown-source-buttons">
|
|
<button class="btn dropdown-toggle" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-label="Source repositories">
|
|
<i class="fab fa-github"></i>
|
|
</button>
|
|
<ul class="dropdown-menu">
|
|
|
|
|
|
|
|
<li><a href="https://github.com/mlsysbook/TinyTorch" target="_blank"
|
|
class="btn btn-sm btn-source-repository-button dropdown-item"
|
|
title="Source repository"
|
|
data-bs-placement="left" data-bs-toggle="tooltip"
|
|
>
|
|
|
|
|
|
<span class="btn__icon-container">
|
|
<i class="fab fa-github"></i>
|
|
</span>
|
|
<span class="btn__text-container">Repository</span>
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
<li><a href="https://github.com/mlsysbook/TinyTorch/issues/new?title=Issue%20on%20page%20%2Fsearch.html&body=Your%20issue%20content%20here." target="_blank"
|
|
class="btn btn-sm btn-source-issues-button dropdown-item"
|
|
title="Open an issue"
|
|
data-bs-placement="left" data-bs-toggle="tooltip"
|
|
>
|
|
|
|
|
|
<span class="btn__icon-container">
|
|
<i class="fas fa-lightbulb"></i>
|
|
</span>
|
|
<span class="btn__text-container">Open issue</span>
|
|
</a>
|
|
</li>
|
|
|
|
</ul>
|
|
</div>
|
|
|
|
|
|
|
|
|
|
<button onclick="toggleFullScreen()"
|
|
class="btn btn-sm btn-fullscreen-button"
|
|
title="Fullscreen mode"
|
|
data-bs-placement="bottom" data-bs-toggle="tooltip"
|
|
>
|
|
|
|
|
|
<span class="btn__icon-container">
|
|
<i class="fas fa-expand"></i>
|
|
</span>
|
|
|
|
</button>
|
|
|
|
|
|
|
|
<script>
|
|
document.write(`
|
|
<button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
|
<i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
|
|
<i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
|
|
<i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
|
|
</button>
|
|
`);
|
|
</script>
|
|
|
|
|
|
<script>
|
|
document.write(`
|
|
<button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
|
|
<i class="fa-solid fa-magnifying-glass fa-lg"></i>
|
|
</button>
|
|
`);
|
|
</script>
|
|
|
|
</div></div>
|
|
|
|
</div>
|
|
|
|
</div>
|
|
</div>
|
|
|
|
|
|
<div class="bd-search-container">
|
|
<h1>Search</h1>
|
|
<noscript>
|
|
<div class="admonition error">
|
|
<p class="admonition-title">Error</p>
|
|
<p>Please activate JavaScript to enable the search functionality.</p>
|
|
</div>
|
|
</noscript>
|
|
|
|
<form class="bd-search d-flex align-items-center"
|
|
action="#"
|
|
method="get">
|
|
<i class="fa-solid fa-magnifying-glass"></i>
|
|
<input type="search"
|
|
class="form-control"
|
|
name="q"
|
|
id="search-input"
|
|
placeholder="Search this book..."
|
|
aria-label="Search this book..."
|
|
autocomplete="off"
|
|
autocorrect="off"
|
|
autocapitalize="off"
|
|
spellcheck="false"/>
|
|
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
|
|
</form>
|
|
<div id="search-results"></div>
|
|
</div>
|
|
<script>
|
|
// Activate the search field on page load
|
|
let searchInput = document.querySelector("form.bd-search input");
|
|
if (searchInput) {
|
|
searchInput.focus();
|
|
searchInput.select();
|
|
console.log("[PST]: Set focus on search field.");
|
|
}
|
|
</script>
|
|
|
|
|
|
|
|
|
|
|
|
<footer class="prev-next-footer d-print-none">
|
|
|
|
<div class="prev-next-area">
|
|
</div>
|
|
</footer>
|
|
|
|
</div>
|
|
|
|
|
|
|
|
|
|
</div>
|
|
<footer class="bd-footer-content">
|
|
|
|
<div class="bd-footer-content__inner container">
|
|
|
|
<div class="footer-item">
|
|
|
|
<p class="component-author">
|
|
By Prof. Vijay Janapa Reddi (Harvard University)
|
|
</p>
|
|
|
|
</div>
|
|
|
|
<div class="footer-item">
|
|
|
|
|
|
<p class="copyright">
|
|
|
|
© Copyright 2025.
|
|
<br/>
|
|
|
|
</p>
|
|
|
|
</div>
|
|
|
|
<div class="footer-item">
|
|
|
|
</div>
|
|
|
|
<div class="footer-item">
|
|
|
|
</div>
|
|
|
|
</div>
|
|
</footer>
|
|
|
|
|
|
</main>
|
|
</div>
|
|
</div>
|
|
|
|
<!-- Scripts loaded after <body> so the DOM is not blocked -->
|
|
<script src="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
|
|
<script src="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
|
|
|
|
<footer class="bd-footer">
|
|
</footer>
|
|
</body>
|
|
</html> |