GitLab

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

1. 修复之前的代码合并冲突，并测试通过。

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

### 单卡
```bash
python examples/simple_launch.py
```
```python
# examples/simple_launch.py
from lightx2v import LightGenerator

generator = LightGenerator(
    model_path="/path/to/Wan2.1-T2V-1.3B",
    model_cls="wan2.1",
    task="t2v",
)

video_path = generator.generate(
    prompt="Two anthropomorphic cats in comfy boxing gear and bright gloves fight intensely on a spotlighted stage.",
    negative_prompt="镜头晃动，色调艳丽，过曝，静态，细节模糊不清，字幕，风格，作品，画作，画面，静止，整体发灰，最差质量，低质量，JPEG压缩残留，丑陋的，残缺的，多余的手指，画得不好的手部，画得不好的脸部，畸形的，毁容的，形态畸形的肢体，手指融合，静止不动的画面，杂乱的背景，三条腿，背景人很多，倒着走",
    seed=42,
    save_result_path="output.mp4",
)
```
### 多卡
```bash
export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7
torchrun --nproc_per_node=8 examples/multi_launch.py
```

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

Thanks to HunyuanVideo Team and ModelTC Team.

---------
Co-authored-by: gushiqiao <975033167@qq.com>
Co-authored-by: gushiqiao <77222802+gushiqiao@users.noreply.github.com>
Co-authored-by: chendingyu <chendingyu1@sensetime.com>
Co-authored-by: XHPlus <xhplus@163.com>
Co-authored-by: wangshankun <wangshankun2011@hotmail.com>
Co-authored-by: STwangyingrui <86730325+STwangyingrui@users.noreply.github.com>
Co-authored-by: root <root@pt-80f094c20fc44a8cad096e5f3dbc962e-worker-0.pt-80f094c20fc44a8cad096e5f3dbc962e.ns-devsft-3460edd0.svc.cluster.local>

Feature:
    1. added mlu590 bfloat16, single-gpu and multi-gpus inference.
    2. added mlu590 int8 inference.

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

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>

---------
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