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support self-forcing wan2.1 dmd

Co-authored-by: PengGao <peng.gaoc@gmail.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Yang Yong (雍洋) <yongyang1030@163.com>

Co-authored-by: Yang Yong(雍洋) <yongyang1030@163.com>

* update seko talk

* update

* Update configs

* update

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

* 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] 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

* 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>

- Updated `ServerConfig` to raise a RuntimeError when no free port is found, providing clearer guidance for configuration adjustments.
- Introduced chunked broadcasting and receiving methods in `DistributedManager` to handle large byte data more efficiently.
- Refactored `broadcast_task_data` and `receive_task_data` methods to utilize the new chunking methods for improved readability and performance.
- Enhanced error logging in `image_utils.py` by replacing print statements with logger warnings.
- Cleaned up the `main.py` file by removing unused signal handling code.

- Introduced `image_utils.py` with functions to check, extract, and save base64-encoded images.
- Updated `TaskRequest` schema to accept base64 images or URLs in `image_path`.
- Modified `VideoGenerationService` to handle base64 images, saving them appropriately.
- Updated scripts to convert local image paths to base64 before sending requests.