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[Feature]: support loading W4A16 with diffusers #1733

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@xin3he

Feature Description

support loading W4A16 with diffusers

Motivation and Use Case

Currently, we don't have a platform to verify the quantized diffusion model.
Supporting in vLLM-Omni is WIP, and supporting in diffusers could be a reference implementation.

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