---
title: "Stable Diffusion XL LoRA Trainer"
description: "Fine-tune Stable Diffusion XL models with LoRA adapters using the diffusers library and Kohya-ss training scripts. Manages dataset preparation, training configuration, and checkpoint merging for custom image generation."
verification: "security_reviewed"
source: "https://github.com/Stability-AI/stablediffusion"
category:
  - "Image & Creative Automation"
framework:
  - "Custom Agents"
---

# Stable Diffusion XL LoRA Trainer

Fine-tune Stable Diffusion XL models with LoRA adapters using the diffusers library and Kohya-ss training scripts. Manages dataset preparation, training configuration, and checkpoint merging for custom image generation.

## Installation

Choose whichever fits your setup:

1. Copy this skill folder into your local skills directory.
2. Clone the repo and symlink or copy the skill into your agent workspace.
3. Add the repo as a git submodule if you manage shared skills centrally.
4. Install it through your internal provisioning or packaging workflow.
5. Download the folder directly from GitHub and place it in your skills collection.

## Source

- [Agent Skill Exchange](https://agentskillexchange.com/skills/stable-diffusion-xl-lora-trainer/)