Quantisation

Quantisation reduces the numerical precision of a model's weights and calculations, for example from 16-bit to 4-bit numbers, so it uses less memory and runs faster.

What is Quantisation?

Quantisation lets large models run on laptops, phones and cheaper servers, usually with only a small loss in accuracy.

How it works

Values are mapped onto a smaller set of discrete levels, sometimes with calibration or retraining to preserve accuracy.

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