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Published August 24, 2025by thefoodmage
Using AI Toolkit to train an anime model LoRA for Wan 2.1/2.2
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wan2.1tutorialai toolkiteasycartoonbeginnertool guide

Hi! Follow along the simple images. This assumes that you have successfully downloaded and installed Wan 2.1's architecture structure and AI Toolkit.
Best followed on my FREE Patreon post:
Download the Zip file for 7 easy-to-follow annotated images.
AI Toolkit:
https://github.com/ostris/ai-toolkit
Wan 2.1 Architecture (download ALL of the files in the EXACT same format!)
Use the official link. My file structure looks different however..
https://huggingface.co/Wan-AI/Wan2.1-T2V-14B/tree/main
https://github.com/Wan-Video/Wan2.1
Good luck!
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