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Add piecewise diffusion sampler for downscaling #1318

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@VeraChristina

Is your feature request related to a problem? Please describe.

For diffusion downscaling we need a sampling strategy, where sampling should:

  • traverse the high-noise regime quickly;
  • spend most computation in the low-noise regime where fine-scale fidelity is determined.

Describe the solution you'd like

Introduce a piecewise sigma schedule:

  • rapid collapse through the high-noise regime;
  • Karras-style refinement in the low-noise regime.

This is intended as a purely additive change consisting of one new sampling schedule in models/src/anemoi/models/transport/schedules.py

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