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diffusion_distiller's Introduction

  • ๐Ÿ‘‹ Hi, Iโ€™m @Hramchenko.
  • ๐Ÿ‘€ Iโ€™m interested in Computer Vision.
  • ๐ŸŒฑ Iโ€™m currently learning Diffusion models and GAN's.
  • ๐Ÿ“ซ You can e-mail me: [email protected].

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diffusion_distiller's Issues

Exploding target in distillation

Hello @Hramchenko ! Thank you for your work on this repo.

I am trying to implement the distillation for v-parametrization and used your code. I am having an issue with this line, because sigma_s can be very small (ex: 1e-2) which causes eps_2 to become very large and thus v_2 too, while it should remain close to the [-1,1] range.

Would you have any insights on that ? Did you derive the equations yourself ?

Quality of the generated samples

Hi! Thanks so much for the implementation. I have one question about the quality of the generated samples though: why do the generated samples seem "distorted" in some way? The original model trained here(https://github.com/rosinality/denoising-diffusion-pytorch) do not have this problem. Is it from the distiller or the something wrong with training the original model?
Also, I'm insterested in the gpu memory and training time required for the distiller. Thanks a lot for your help!

training problem

Why is it that lmdb.open is unable to locate the specified file or directory?

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