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Add support for 'oversample' in query #300

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@rolf-moz

For quantized (bit) indexing, the oversample value currently a variable.

However, we are doing different queries with a variety of use cases... For a k=2 result we may want a large oversample, but when we are returning 15 results we want the oversample to be a lower value (or specify a specific number of results for the first level of the query)

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