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Quantization

What Quantization means, how it works, and which tools and models on this site relate to it.

Definition

Quantization stores model weights (and sometimes activations) in lower-precision numbers to reduce memory and speed up inference.

How it works

Common formats include 8-bit and 4-bit. The tradeoff is quality versus hardware fit. Always measure your actual tasks after quantizing.