ostris/ai-toolkit

Health v2 · maintenance only

Flags: no_releases

Adoption not part of the score

11838 stars · 1500 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

An all-in-one open-source training toolkit for finetuning diffusion models (image and video) on consumer-grade hardware. It supports many recent models like FLUX, SDXL, and Qwen-Image, and can be run via a GUI or CLI.

Use cases

• train a LoRA for FLUX.1 on my own images
• finetune stable diffusion xl on consumer gpu
• train a custom image model without writing code
• fine-tune a diffusion model with a gui
• train video diffusion models locally
• create custom ai image model from photos
• run diffusion model training from the command line

When to choose

• you want to finetune or train LoRAs for supported diffusion models on consumer hardware
• you want a GUI plus CLI for training image or video diffusion models
• you want broad support for the latest open image models like FLUX, SDXL, and Qwen-Image

When to avoid

• you need to train LLMs or non-diffusion model architectures
• you only want to run inference on already-trained models
• you need a managed cloud training service rather than a local toolkit

Facets

application · maturity active

machine-learning llm-training cli gui machine-learning image-processing deep-learning artificial-intelligence python windows diffusion-models fine-tuning lora flux stable-diffusion training-toolkit image-generation video-models linux macos gpu

Member repositories

For agents

markdown · JSON · MCP: product_card(name="ostris/ai-toolkit")