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* feature: qwen-image support cpu offload (block) and refactor transfomrer model

* bugfix

* update seko file names

* update

* [Update] update seko-models configs

* Add seko scripts

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Co-authored-by: gushiqiao <975033167@qq.com>

* [Feat] Support vae bf16 and add 4090 best config

* [Feat] Support vae bf16 and add 4090 best config

* [Feat] Support vae bf16 and add 4090 best config

* [Feat] Support vae bf16 and add 4090 best config

* update dtype

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Co-authored-by: helloyongyang <yongyang1030@163.com>

* [Feat] audio driven for wan2.2-r2v-5b

* refactor: reduce vae args dim &&  timestep init

* update audio pre_infer

* update runner

* update scripts

* [Fix] move ref timestep padding to Scheduler

* fix wan i2v

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Co-authored-by: helloyongyang <yongyang1030@163.com>

* [Fix] Fix audio model offload bug.

* Fix

* Fix

* Fix

* Fix

* Fix

* Fix

* bugfix:adapt to  5B dit model, derive attention_head_dim from config[dim]

* [Fix] Wan2.2 Vae Encode refactor: drop args parameter and use self.cpu_offload

* [Fix] fix bug

* Fix bug

* Update run_wan_vace.sh

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

* bugfix

* Add magcache

* fix

* lint

* fix

* update script

* Support cfg infer

* support cfg parallel

* update cfgsp/t2v config

* support magcache calibration

* calibration

* feature: support qwen-image t2i

* pass ci

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