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

Co-authored-by: root <root@pt-731f15f5c62740f495519352dc90d9c4-worker-0.pt-731f15f5c62740f495519352dc90d9c4.ns-devsft-3460edd0.svc.cluster.local>

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

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

* Add LoRA support in Wan22MoeRunner for high and low noise models, including validation and logging of loaded configurations.

* Update lightx2v/models/runners/wan/wan_runner.py
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

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Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* [Fix] Fix A14B load quant model bug and tae bug

* [Fix] Fix A14B load quant model bug and tae bug

* [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>

* Add magcache

* fix

* lint

* fix

* update script

* Support cfg infer

* support cfg parallel

* update cfgsp/t2v config

* support magcache calibration

* calibration