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Refactor schedulers #11

@hafriedlander

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@hafriedlander

Hlky did a great job the k-diffuser schedulers, and we now have them running comparibly to Compvis, but they need another pass to be great.

  • They all share a lot of common code, so that should be factored into a common base class
  • They all need converting to 0.4.1-style "All PyTorch all the time" schedulers
  • We need more tests to make sure we're behaving the same as Compvis (although this seems like a common problem, as I often see differences even between DDIM or K_LMS in Diffusers versus Compvis, and FP16 + XFormers only makes it worse).

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