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Quantization represents model weights (and sometimes activations) with fewer bits, cutting memory, cost and latency. This guide explains the precision options, what a large 2024 study found about quality at 8 and 4 bits, why small models and certain tasks lose more, how to evaluate on your workload, and the product decisions quantization enables.
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