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(quantization-index)=

# Quantization

Quantization trades off model precision for smaller memory footprint, allowing large models to be run on a wider range of devices.

```{toctree}
:caption: Contents
:maxdepth: 1

supported_hardware
auto_awq
bnb
gguf
int8
fp8
17
quantized_kvcache
18
```