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Fitting normalizer seemingly does all the work on all the gpus #139

@SrGonao

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@SrGonao

When running bergson with a normalizer and multiple gpus, the progress bar constantly jumps back and forth and it seems it estimates normalizers on all the data on all the gpus, instead of splitting it up like it does when computing the index.

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