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normalization and the transform on GPU #89

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@albanpuech

Right now it is done on cpu by different workers.
Has a big impact on small graphs where normalization and transform is a big chunk of the total time, and where workers don't have time to prepare the next batches "in the background" when the GPU is busy doing inference.

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