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[FEA] Per-dim offsets for Scalar Quantizer #2994

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@tarang-jain

Scalar Quantizer API currently computes global maxima and minima to scale all values. We should also expose separate offsets (i.e. separate maximas and minimas) for each dim. This is needed for https://github.com/sirius-db/sirius/tree/vector-join

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