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Consolidate Random Number Generators #273

Description

@stikves

We currently host several Random Number Generators with slightly different capabilities

  • some RandomNumberGenerator in the samplers, but they default to SystemRandomNumberGenerator (and now a seedable one SeededRandomNumberGenerator)
  • TorchRandomSource, NumPyRandomSource, NvRandomSource in Diffusion libraries for exact parity
  • Xoshiro256StarStar in unit tests

We might consider moving them to a central location

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