Posts by Arttu Niemela

Wan2.2 Fine-Tuning: Tailoring an Advanced Video Generation Model on a Single GPU

• 19 August 2025
Arttu Niemela , Balazs Toth
English
Applications & models
Fine-Tuning AI/ML GenAI

This blog post will guide you through fine-tuning Wan2.2 - a state-of-the-art video generation model - on a single AMD Instinct MI300X GPU. By following this guide, you’ll unlock Wan2.2’s advanced video generation capabilities and customize the output — whether in a unique artistic style or a specialized domain — all while running memory efficiently even on a single GPU. Here are some examples of how you can put this guide into practice:

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