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vllm-omni/docs/user_guide/diffusion/quantization/overview.md
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2026-03-19 22:58:29 +08:00

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Quantization for Diffusion Transformers

vLLM-Omni supports quantization of DiT linear layers to reduce memory usage and accelerate inference.

Supported Methods

Method Guide
FP8 FP8
Int8 Int8
GGUF GGUF

Device Compatibility for FP8

GPU Generation Example GPUs FP8 Mode
Ada/Hopper (SM 89+) RTX 4090, H100, H200 Full W8A8 with native hardware

Kernel selection is automatic.

Device Compatibility for Int8

Device Type Generation Example Int8 Mode
NVIDIA GPU Ada/Hopper (SM 89+) RTX 4090, H100, H200 Full W8A8 with native hardware
Ascend NPU Atlas A2/Atlas A3 Atlas 800T A2/Atlas 900 A3 Full W8A8 with native hardware