vllm/docs/features/quantization

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
• AutoAWQ
• BitsAndBytes
• BitBLAS
• GGUF
• GPTQModel
• INT4 W4A16
• INT8 W8A8
• FP8 W8A8
• NVIDIA TensorRT Model Optimizer
• AMD Quark
• Quantized KV Cache
• TorchAO