tutorials (Agent Skills)

# Project Structure

This is the PyTorch Tutorials website (`pytorch.org/tutorials`), built with Sphinx and Sphinx Gallery.

- `beginner_source/`, `intermediate_source/`, `advanced_source/`, `recipes_source/`, `unstable_source/` — tutorial source files (`.py` and `.rst`)
- `index.rst`, `recipes_index.rst` — card listings and toctrees for the website
- `conf.py` — Sphinx configuration (gallery dirs, extensions, theme)
- `_static/` — images, CSS, and thumbnails
- `requirements.txt` — all Python dependencies (Sphinx, tutorial packages)
- `.jenkins/` — CI build scripts, data download logic, post-processing
- `Makefile` — build entry points

Tutorials authored as `.py` files use Sphinx Gallery format: top-level docstrings become RST prose, code blocks become executable cells. These are executed during builds and converted to Jupyter notebooks and HTML. Tutorials authored as `.rst` are static and their code is not executed.

# Build

- `make html-noplot` — builds HTML without executing tutorial code. Fast, no GPU needed. Use this for quick validation of RST/Sphinx structure.
- `make docs` — full build that downloads data, executes all `.py` tutorials, and produces the final site. Requires a GPU-powered machine with CUDA.
- `GALLERY_PATTERN="my_tutorial.py" make html` — build only a single tutorial by name (regex supported).

The CI build runs inside Docker across 15 GPU-powered shards via `.jenkins/build.sh`.

# Linting

This repo uses `lintrunner`. Do not use `spin`, `flake8`, or other linters directly.

- `lintrunner -m main` — lint changes relative to the main branch
- `lintrunner --all-files` — lint all files in the repo

Lintrunner checks trailing whitespace, tabs, and newline issues only. It does not check Python formatting, RST syntax, or Sphinx directives.

# Testing

There is no unit test suite. Validation is done by building tutorials:

- `make html-noplot` is the quick sanity check for RST and Sphinx errors.
- Full execution of `.py` tutorials runs in CI on GPU shards.
- To test a single tutorial: `GALLERY_PATTERN="my_tutorial.py" make html`

# Tutorial File Format

- Interactive tutorials are `.py` files using Sphinx Gallery conventions. Filenames should end in `_tutorial.py`.
- Non-interactive tutorials are `.rst` files.
- Data dependencies must be added via `.jenkins/download_data.py`, not the Makefile. Follow the existing patterns in that file.
- New Python package dependencies go in `requirements.txt`.

# Adding a New Tutorial

1. Place the file in the appropriate `*_source/` directory based on difficulty level.
2. Add a `customcarditem` entry in `index.rst` (or `recipes_index.rst` for recipes).
3. Add the tutorial to the corresponding `toctree` in `index.rst`.
4. Add a square, high-resolution thumbnail image to `_static/img/thumbnails/cropped/`.

# Coding Style Guidelines

Follow these rules for all code changes in this repository:

- Minimize comments; be concise; code should be self-explanatory.
- Match existing code style and architectural patterns.
- Tutorial prose should be written for a global audience with clear, easy to understand language. Avoid idioms.
- Use active voice in tutorial instructions.
- If uncertain, choose the simpler, more concise implementation.