#31 · Primary category: MLOps & Evaluation

ai-toolkit

The ultimate training toolkit for finetuning diffusion models

Project last updated:08/29/26

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11.8K

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1.5K

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29

License

MIT

Why we included this project

ai-toolkit bundles training support for a wide range of current image and video diffusion models, including FLUX, SDXL, Qwen-Image, and HiDream, into a single tool that runs on consumer-grade GPUs. That makes fine-tuning realistic for individual developers and small teams who don't have a cluster handy. You can drive it from a GUI or the CLI, so it works for both a first interactive experiment and a scripted, repeatable training run. If you want a custom LoRA or a full fine-tune, this gives you one coherent place to do it instead of wiring together separate scripts and configs yourself.

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