> > I'm curious about is there any suitable/general way to tune parameters > batch by batch? > Because the distribution is not easy to know when the dataset is too large > to load into memory. >
Repeated subsampling to estimate a distribution is one alternative. Not guaranteed to match the global distribution, but you should get a reasonable estimate with enough repetitions.
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