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* [Fix] Fix audio model offload bug.

* Fix

* Fix

* Fix

* Fix

* Fix

* Fix

* feature: support qwen-image-edit(i2i)

* bugfix

* feature: support qwen-image t2i

* pass ci

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Co-authored-by: wushuo1 <wushuo1@sensetime.com>

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

Enable 720p model inference on low-spec GPUs/CPUs and accelerate T5/CLIP quantized models with vLLM operators

* reconstruct quantization and fix memory leak bug.

* Support lazy load inference.

* reconstruct quantization

* Fix hunyuan bugs

* deleted tmp file

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Co-authored-by: root <root@pt-c0b333b3a1834e81a0d4d5f412c6ffa1-worker-0.pt-c0b333b3a1834e81a0d4d5f412c6ffa1.ns-devsft-3460edd0.svc.cluster.local>
Co-authored-by: gushiqiao <gushqiaio@sensetime.com>
Co-authored-by: gushiqiao <gushiqiao@sensetime.com>

* async offload & context4debug

* offload ratio

* Merge branch 'main' into xinchi/fix_offload

* adding offload ratio

* pre-commit

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Co-authored-by: “de1star” <“843414674@qq.com”>

* fix offload

* fix offload

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Co-authored-by: “de1star” <“843414674@qq.com”>