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Diffusers Implementation #4

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@linjing7

Hi, thanks for your great work! I have successfully run your code and got impressive results. Congratulations!

I'm wondering if you have implemented your work with diffusers instead of SAT. It seems that most mainstream video generation models (CogVideo-X, HunYuan-Video) are primarily implemented with diffusers.

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