TinyTorch/docs/development/MODULE_ABOUT_TEMPLATE.md

Module ABOUT.md Template

This template defines the standardized structure for all module ABOUT.md files used in the Jupyter Book site.

Standard Structure

---
title: "[Module Title]"
description: "[Brief description]"
difficulty: "[⭐⭐⭐⭐]"
time_estimate: "[X-Y hours]"
prerequisites: []
next_steps: []
learning_objectives: []
---

# [NN]. [Module Title]

**[TIER]** | Difficulty: ⭐⭐⭐⭐ (X/4) | Time: X-Y hours

## Overview

[2-3 sentence overview explaining what this module builds and why it matters]

## Learning Objectives

By the end of this module, you will be able to:

- **[Objective 1]**: [Description]
- **[Objective 2]**: [Description]
- **[Objective 3]**: [Description]
- **[Objective 4]**: [Description]
- **[Objective 5]**: [Description]

## Build → Use → [Analyze/Optimize/Reflect]

This module follows TinyTorch's **Build → Use → [Third Stage]** framework:

1. **Build**: [What students implement]
2. **Use**: [How they apply it]
3. **[Third Stage]**: [Deeper engagement - varies by module]

## Implementation Guide

### [Main Component Name]
```python
# Example code showing key functionality

[Additional Components]

[More implementation examples]

Getting Started

Prerequisites

Ensure you understand the [foundations]:

# Activate TinyTorch environment
source bin/activate-tinytorch.sh

# Verify prerequisite modules
tito test --module [prerequisite1]
tito test --module [prerequisite2]

Development Workflow

1. Open the development file: modules/[NN]_[modulename]/[modulename]_dev.py
2. Implement [component 1]: [Description]
3. Build [component 2]: [Description]
4. Create [component 3]: [Description]
5. Add [component 4]: [Description]
6. Export and verify: tito module complete [NN] && tito test --module [modulename]

Testing

Comprehensive Test Suite

Run the full test suite to verify [module] functionality:

# TinyTorch CLI (recommended)
tito test --module [modulename]

# Direct pytest execution
python -m pytest tests/ -k [modulename] -v

Test Coverage Areas

• ✅ [Test area 1]: [Description]
• ✅ [Test area 2]: [Description]
• ✅ [Test area 3]: [Description]
• ✅ [Test area 4]: [Description]
• ✅ [Test area 5]: [Description]

Inline Testing & [Analysis Type]

The module includes comprehensive [validation type]:

# Example inline test output
🔬 Unit Test: [Component]...
✅ [Test result 1]
✅ [Test result 2]
📈 Progress: [Component] ✓

Manual Testing Examples

from [modulename]_dev import [Component]
# Example usage

Systems Thinking Questions

Real-World Applications

• [Application 1]: [Description]
• [Application 2]: [Description]
• [Application 3]: [Description]
• [Application 4]: [Description]

[Mathematical/Technical] Foundations

• [Concept 1]: [Description]
• [Concept 2]: [Description]
• [Concept 3]: [Description]
• [Concept 4]: [Description]

[Theory/Performance] Characteristics

• [Characteristic 1]: [Description]
• [Characteristic 2]: [Description]
• [Characteristic 3]: [Description]
• [Characteristic 4]: [Description]

Ready to Build?

[2-3 paragraph motivational conclusion explaining why this module matters and what students will achieve]

Choose your preferred way to engage with this module:

```{grid-item-card} 🚀 Launch Binder
:link: https://mybinder.org/v2/gh/mlsysbook/TinyTorch/main?filepath=modules/[NN]_[modulename]/[modulename]_dev.ipynb
:class-header: bg-light

Run this module interactively in your browser. No installation required!
```

```{grid-item-card} ⚡ Open in Colab  
:link: https://colab.research.google.com/github/mlsysbook/TinyTorch/blob/main/modules/[NN]_[modulename]/[modulename]_dev.ipynb
:class-header: bg-light

Use Google Colab for GPU access and cloud compute power.
```

```{grid-item-card} 📖 View Source
:link: https://github.com/mlsysbook/TinyTorch/blob/main/modules/[NN]_[modulename]/[modulename]_dev.py
:class-header: bg-light

Browse the Python source code and understand the implementation.
```

:class: tip
**Binder sessions are temporary!** Download your completed notebook when done, or switch to local development for persistent work.

---

← Previous Module Next Module →

```

Required Sections

All modules MUST include:

1. Frontmatter (YAML metadata)
2. Title with tier/difficulty/time
3. Overview
4. Learning Objectives
5. Build → Use → [Third Stage]
6. Implementation Guide
7. Getting Started (Prerequisites + Development Workflow)
8. Testing (Comprehensive Test Suite + Test Coverage + Inline Testing + Manual Examples)
9. Systems Thinking Questions (Real-World Applications + Foundations + Characteristics)
10. Ready to Build? (Motivational conclusion)
11. Launch Binder/Colab/Source grid
12. Save Your Progress admonition
13. Previous/Next navigation

Optional Sections

• "Why This Matters" (can be integrated into Overview or Systems Thinking)
• Additional implementation examples
• Extended mathematical foundations