Overview
pytorch-lightning is an open-source backend skill for Claude Code and compatible agents, published by Orchestra-Research. Its author describes it as: “High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want cl…”. The project has 12k stars on GitHub and is available under the MIT license. Add it to your setup with `/plugin marketplace add Orchestra-Research/AI-Research-SKILLs`.
What pytorch-lightning does
PyTorch Lightning organizes PyTorch code to eliminate boilerplate while maintaining flexibility.
What’s inside
The SKILL.md for pytorch-lightning is organised into these sections:
- Quick start
- Common workflows
- Workflow 1: From PyTorch to Lightning
- Workflow 2: Validation and testing
- Workflow 3: Distributed training (DDP)
- Workflow 4: Callbacks for monitoring
- Workflow 5: Learning rate scheduling
- When to use vs alternatives
- Common issues
- Advanced topics
- Hardware requirements
- Resources
Installation
Add pytorch-lightning to your agent with:
/plugin marketplace add Orchestra-Research/AI-Research-SKILLsReview a skill’s source before installing it — skills can instruct your agent to run commands. This command comes from the skill’s public repository, which is the source of truth for setup steps. New to skills? Read how to install Claude Code skills.
Supported agents
- Claude Code — ships a claude code plugin marketplace
- Codex — declared in the repository topics
License
pytorch-lightning is published under the MIT license.
Strengths
- Clear MIT license — safe to read and adapt within its terms
- Ships in Orchestra-Research/AI-Research-SKILLs, an established project with 11,807 GitHub stars
- Works with Claude Code, Codex
Author
Topics
Frequently asked questions
- What does pytorch-lightning do?
- High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want clean training loops with built-in best practices.
- How do I install pytorch-lightning?
- Run /plugin marketplace add Orchestra-Research/AI-Research-SKILLs in your agent, then reload your skills. Review the source at https://github.com/Orchestra-Research/AI-Research-SKILLs before installing.
- Is pytorch-lightning free to use?
- Yes. pytorch-lightning is free and open source under the MIT license, so you can read, run, and adapt it within that license's terms.
- Which agents does pytorch-lightning work with?
- pytorch-lightning lists Claude Code and Codex — named in its SKILL.md, its plugin marketplace or its repository topics. Skills use the portable SKILL.md format, so other agents that read that format may load it too.
- Where does pytorch-lightning come from?
- pytorch-lightning ships inside Orchestra-Research/AI-Research-SKILLs, a repository that contains 41 catalogued skills in total. The repository's 11,807 GitHub stars apply to that whole collection, not to this skill on its own.
