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- Changed author from 'TinyTorch Team' to 'Vijay Janapa Reddi, Harvard University' - Removed copyright notice (© Copyright 2025) - Updated book title to match new tagline - Footer now shows clean author attribution without copyright clutter
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Tiny🔥Torch: Build your own Machine Learning framework from scratch.
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<h1>Setup - TinyTorch System Configuration</h1>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#the-big-picture-why-configuration-matters-in-ml-systems">The Big Picture: Why Configuration Matters in ML Systems</a><ul class="nav section-nav flex-column">
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#system-awareness">1. <strong>System Awareness</strong></a></li>
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#reproducibility">2. <strong>Reproducibility</strong></a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#professional-development">3. <strong>Professional Development</strong></a></li>
|
||
<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ml-systems-context">4. <strong>ML Systems Context</strong></a></li>
|
||
</ul>
|
||
</li>
|
||
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#interactive-learning">🚀 Interactive Learning</a></li>
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</div>
|
||
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||
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|
||
<div id="searchbox"></div>
|
||
<article class="bd-article">
|
||
|
||
<section class="tex2jax_ignore mathjax_ignore" id="setup-tinytorch-system-configuration">
|
||
<h1>Setup - TinyTorch System Configuration<a class="headerlink" href="#setup-tinytorch-system-configuration" title="Link to this heading">#</a></h1>
|
||
<p>Welcome to TinyTorch! This setup module configures your personal TinyTorch installation and teaches you the NBGrader workflow.</p>
|
||
<div class="tip admonition">
|
||
<p class="admonition-title">🎯 Learning Goals</p>
|
||
<ul class="simple">
|
||
<li><p>Configure your personal TinyTorch installation with custom information</p></li>
|
||
<li><p>Learn to query system information using Python modules</p></li>
|
||
<li><p>Master the NBGrader workflow: implement → test → export</p></li>
|
||
<li><p>Create functions that become part of your tinytorch package</p></li>
|
||
<li><p>Understand solution blocks, hidden tests, and automated grading</p></li>
|
||
</ul>
|
||
</div>
|
||
<section id="the-big-picture-why-configuration-matters-in-ml-systems">
|
||
<h2>The Big Picture: Why Configuration Matters in ML Systems<a class="headerlink" href="#the-big-picture-why-configuration-matters-in-ml-systems" title="Link to this heading">#</a></h2>
|
||
<p>Configuration is the foundation of any production ML system. In this module, you’ll learn:</p>
|
||
<section id="system-awareness">
|
||
<h3>1. <strong>System Awareness</strong><a class="headerlink" href="#system-awareness" title="Link to this heading">#</a></h3>
|
||
<p>Real ML systems need to understand their environment:</p>
|
||
<ul class="simple">
|
||
<li><p><strong>Hardware constraints</strong>: Memory, CPU cores, GPU availability</p></li>
|
||
<li><p><strong>Software dependencies</strong>: Python version, library compatibility</p></li>
|
||
<li><p><strong>Platform differences</strong>: Linux servers, macOS development, Windows deployment</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="reproducibility">
|
||
<h3>2. <strong>Reproducibility</strong><a class="headerlink" href="#reproducibility" title="Link to this heading">#</a></h3>
|
||
<p>Configuration enables reproducible ML:</p>
|
||
<ul class="simple">
|
||
<li><p><strong>Environment documentation</strong>: Exactly what system was used</p></li>
|
||
<li><p><strong>Dependency management</strong>: Precise versions and requirements</p></li>
|
||
<li><p><strong>Debugging support</strong>: System info helps troubleshoot issues</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="professional-development">
|
||
<h3>3. <strong>Professional Development</strong><a class="headerlink" href="#professional-development" title="Link to this heading">#</a></h3>
|
||
<p>Proper configuration shows engineering maturity:</p>
|
||
<ul class="simple">
|
||
<li><p><strong>Attribution</strong>: Your work is properly credited</p></li>
|
||
<li><p><strong>Collaboration</strong>: Others can understand and extend your setup</p></li>
|
||
<li><p><strong>Maintenance</strong>: Systems can be updated and maintained</p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="ml-systems-context">
|
||
<h3>4. <strong>ML Systems Context</strong><a class="headerlink" href="#ml-systems-context" title="Link to this heading">#</a></h3>
|
||
<p>This connects to broader ML engineering:</p>
|
||
<ul class="simple">
|
||
<li><p><strong>Model deployment</strong>: Different environments need different configs</p></li>
|
||
<li><p><strong>Monitoring</strong>: System metrics help track performance</p></li>
|
||
<li><p><strong>Scaling</strong>: Understanding hardware helps optimize training</p></li>
|
||
</ul>
|
||
<p>Let’s build the foundation of your ML systems engineering skills!</p>
|
||
</section>
|
||
</section>
|
||
<section id="interactive-learning">
|
||
<h2>🚀 Interactive Learning<a class="headerlink" href="#interactive-learning" title="Link to this heading">#</a></h2>
|
||
<p>Choose your preferred way to engage with this module:</p>
|
||
<div class="sd-container-fluid sd-sphinx-override sd-mb-4 docutils">
|
||
<div class="sd-row sd-row-cols-1 sd-row-cols-xs-1 sd-row-cols-sm-2 sd-row-cols-md-3 sd-row-cols-lg-3 docutils">
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|
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<div class="sd-card-body docutils">
|
||
<div class="sd-card-title sd-font-weight-bold docutils">
|
||
🚀 Launch Binder</div>
|
||
<p class="sd-card-text">Run this module interactively in your browser. No installation required!</p>
|
||
</div>
|
||
<a class="sd-stretched-link sd-hide-link-text reference external" href="https://mybinder.org/v2/gh/mlsysbook/TinyTorch/main?filepath=modules/source/01_setup/setup_dev.ipynb"><span>https://mybinder.org/v2/gh/mlsysbook/TinyTorch/main?filepath=modules/source/01_setup/setup_dev.ipynb</span></a></div>
|
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</div>
|
||
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|
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|
||
<div class="sd-card-body docutils">
|
||
<div class="sd-card-title sd-font-weight-bold docutils">
|
||
⚡ Open in Colab</div>
|
||
<p class="sd-card-text">Use Google Colab for GPU access and cloud compute power.</p>
|
||
</div>
|
||
<a class="sd-stretched-link sd-hide-link-text reference external" href="https://colab.research.google.com/github/mlsysbook/TinyTorch/blob/main/modules/source/01_setup/setup_dev.ipynb"><span>https://colab.research.google.com/github/mlsysbook/TinyTorch/blob/main/modules/source/01_setup/setup_dev.ipynb</span></a></div>
|
||
</div>
|
||
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|
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|
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<div class="sd-card-body docutils">
|
||
<div class="sd-card-title sd-font-weight-bold docutils">
|
||
📖 View Source</div>
|
||
<p class="sd-card-text">Browse the Python source code and understand the implementation.</p>
|
||
</div>
|
||
<a class="sd-stretched-link sd-hide-link-text reference external" href="https://github.com/mlsysbook/TinyTorch/blob/main/modules/source/01_setup/setup_dev.py"><span>https://github.com/mlsysbook/TinyTorch/blob/main/modules/source/01_setup/setup_dev.py</span></a></div>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
<div class="tip admonition">
|
||
<p class="admonition-title">💾 Save Your Progress</p>
|
||
<p><strong>Binder sessions are temporary!</strong> Download your completed notebook when done, or switch to local development for persistent work.</p>
|
||
<p>Ready for serious development? → <a class="reference internal" href="../usage-paths/serious-development.html"><span class="std std-doc">🏗️ Local Setup Guide</span></a></p>
|
||
</div>
|
||
</section>
|
||
</section>
|
||
|
||
<script type="text/x-thebe-config">
|
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|
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#the-big-picture-why-configuration-matters-in-ml-systems">The Big Picture: Why Configuration Matters in ML Systems</a><ul class="nav section-nav flex-column">
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#system-awareness">1. <strong>System Awareness</strong></a></li>
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#reproducibility">2. <strong>Reproducibility</strong></a></li>
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#professional-development">3. <strong>Professional Development</strong></a></li>
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<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#ml-systems-context">4. <strong>ML Systems Context</strong></a></li>
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