---
title: "Distributed Training - Air Market"
description: "When one graphics card is not enough to train your model, you split the work across several. Doing that has established patterns, and this holds them. Reach for it when you are moving a training run…"
canonical: "https://airmarket.ai/app/distributed-training"
---

[Air Market](/) / [Data & Analytics](/category/data) / Distributed Training

Skill by [AIMING Lab](/@aiming-lab)

# Distributed Training

Training across many GPUs without guessing at the patterns

## What this does

When one graphics card is not enough to train your model, you split the work across several. Doing that has established patterns, and this holds them. Reach for it when you are moving a training run from one GPU to many.

### Top 3 things it does for you

- Spread a training run over several GPUs
- Set up PyTorch DDP
- Check my multi-GPU code against known patterns

## Information

**Distributed Training at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [AIMING Lab](/@aiming-lab) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 1.0 |
| Size | 863 bytes |
| Licence | MIT |
| Repository | [aiming-lab/AutoResearchClaw](https://github.com/aiming-lab/AutoResearchClaw/tree/84dad0a401404739cfcc47851cd1d282b671bb2f/researchclaw/skills/builtin/tooling/distributed-training) |
| GitHub stars | 14,165 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Distributed Training and flagged nothing. AIR's verdict: **safe**.

**What Distributed Training's check was run against**

|  |  |
| --- | --- |
| Commit | 84dad0a401404739cfcc47851cd1d282b671bb2f |
| Content hash | 17ad696e0dbbee5c19835c6e094aa067d046b43195985638adfdb463b9ef93e3 |
| Files read | [Browse the files at this exact commit](https://github.com/aiming-lab/AutoResearchClaw/blob/84dad0a401404739cfcc47851cd1d282b671bb2f/researchclaw/skills/builtin/tooling/distributed-training/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Distributed Training](/security/distributed-training)

## About Distributed Training

This covers the patterns used for multi-GPU and distributed training with PyTorch DDP.

Reach for it at the moment you scale a training run across GPUs.

## What's inside

- SKILL.md - instructions

## Questions

### Is Distributed Training safe to install?

AIR scanned this exact version of Distributed Training and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 84dad0a40140, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/distributed-training.

### How do I install Distributed Training?

Open https://airmarket.ai/app/distributed-training on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/aiming-lab/AutoResearchClaw/tree/84dad0a401404739cfcc47851cd1d282b671bb2f/researchclaw/skills/builtin/tooling/distributed-training. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by AIMING Lab](/@aiming-lab)

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Canonical URL: <https://airmarket.ai/app/distributed-training>