0-2-5-understand-asymmetric-quantization

name	0.2.5-understand-asymmetric_quantization
description	[0.2.5] A quantization scheme using both scale_factor and zero_point to map an arbitrary [min, max] float range to the

understand-asymmetric_quantization

CALL NUMBER: deep_nearest_neighbor_sea.asymmetric_quantization DEFINITION: A quantization scheme using both scale_factor and zero_point to map an arbitrary [min, max] float range to the integer domain, enabling better utilization of the quantization range.

Invoke this skill to understand asymmetric_quantization down to its primitives. The RELATIVE ROOT below is the least-fixed-point closure of everything it bundles from — the full import cone, grouped by the lib each prim comes from. Projected from a prover-typed KB (MAP/SWI-Prolog consistency gate): every reference below resolves.

THE RELATIVE ROOT (the import cone, by lib)

from deep_nearest_neighbor_sea

• symmetric_quantization (d1): A quantization scheme where the float range is centered at zero and only a scale factor is used; the zero point is implicitly zero; maps [-max_abs, max_abs] to [-127, 127].

CONSUMERS (what needs this)

dequantization

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Projected from the vector databases and embeddings KB (262 concepts / 150 relations) — consistency-typed by MAP; the facet list after the colon IS the cross-lib dependency web.

(leaf — this is an actual skill.)