docs: document Cosmos3-Super AutoRound world-model support (#5062)
Signed-off-by: yiliu30 <yi4.liu@intel.com>
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## Overview
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[AutoRound](https://github.com/intel/auto-round) produces pre-quantized
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checkpoints for LLMs, VLMs, and diffusion models. vLLM-Omni reads the
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checkpoints for LLMs, VLMs, diffusion models, and world models. vLLM-Omni reads the
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checkpoint's `config.json` and auto-detects
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`quantization_config.quant_method = "auto-round"`.
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@@ -36,6 +36,13 @@ guide. AutoRound is Intel-supported.
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| Wan2.2-T2V | `Intel/Wan2.2-T2V-A14B-Diffusers-int4-AutoRound` | Diffusion transformer | W4A16 | GPTQ-Marlin or Intel-supported AutoRound backend |
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| Wan2.2-TI2V | `Intel/Wan2.2-TI2V-5B-Diffusers-int4-AutoRound` | Diffusion transformer | W4A16 | GPTQ-Marlin or Intel-supported AutoRound backend |
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### World Model (Cosmos3)
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| Model | Checkpoint | Scope | Scheme | Backend |
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|-------|------------|-------|--------|---------|
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| Cosmos3-Nano | `Intel/Cosmos3-Nano-int4-AutoRound` | World-model transformer | W4A16 | GPTQ-Marlin or Intel-supported AutoRound backend |
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| Cosmos3-Super | `Intel/Cosmos3-Super-int4-AutoRound` | World-model transformer | W4A16 | GPTQ-Marlin or Intel-supported AutoRound backend |
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### Multi-Stage Omni/TTS Model (Qwen3-Omni, Qwen3-TTS)
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| Model | Checkpoint | Scope | Scheme | Backend |
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