s are random states that can be
passed to multiple pipelines in a sequence.

GPU
	
Writing a reproducible pipeline on a GPU is a bit trickier, and full reproducibility across different hardware is not guaranteed because matrix multiplication - which diffusion pipelines require a lot of - is less deterministic on a GPU than a CPU. For example, if you run the same code example above on a GPU: 


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import torch
from diffusers import DDIMPipe