---
title: Quantization
---
[](){ #quantization-index }

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

Contents:

- [Supported_Hardware](supported_hardware.md)
- [Auto_Awq](auto_awq.md)
- [Bnb](bnb.md)
- [Bitblas](bitblas.md)
- [Gguf](gguf.md)
- [Gptqmodel](gptqmodel.md)
- [Int4](int4.md)
- [Int8](int8.md)
- [Fp8](fp8.md)
- [Modelopt](modelopt.md)
- [Quark](quark.md)
- [Quantized_Kvcache](quantized_kvcache.md)
- [Torchao](torchao.md)