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README.md

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| Models | Download Link | Video Size | License |
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|--------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------|-----------------------------------------------------------------------------------------------|
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| VACE-Wan2.1-1.3B-Preview | [Huggingface](https://huggingface.co/ali-vilab/VACE-Wan2.1-1.3B-Preview) 🤗 [ModelScope](https://modelscope.cn/models/iic/VACE-Wan2.1-1.3B-Preview) 🤖 | ~ 81 x 480 x 832 | [Apache-2.0](https://huggingface.co/Wan-AI/Wan2.1-T2V-1.3B/blob/main/LICENSE.txt) |
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| VACE-Wan2.1-1.3B | [To be released](https://github.com/Wan-Video) <img src='https://ali-vilab.github.io/VACE-Page/assets/logos/wan_logo.png' alt='wan_logo' style='margin-bottom: -4px; height: 15px;'> | ~ 81 x 480 x 832 | [Apache-2.0](https://huggingface.co/Wan-AI/Wan2.1-T2V-1.3B/blob/main/LICENSE.txt) |
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| VACE-Wan2.1-14B | [To be released](https://github.com/Wan-Video) <img src='https://ali-vilab.github.io/VACE-Page/assets/logos/wan_logo.png' alt='wan_logo' style='margin-bottom: -4px; height: 15px;'> | ~ 81 x 720 x 1080 | [Apache-2.0](https://huggingface.co/Wan-AI/Wan2.1-T2V-14B/blob/main/LICENSE.txt) |
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| VACE-LTX-Video-0.9 | [Huggingface](https://huggingface.co/ali-vilab/VACE-LTX-Video-0.9) 🤗 [ModelScope](https://modelscope.cn/models/iic/VACE-LTX-Video-0.9) 🤖 | ~ 97 x 512 x 768 | [RAIL-M](https://huggingface.co/Lightricks/LTX-Video/blob/main/ltx-video-2b-v0.9.license.txt) |
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| Wan2.1-VACE-1.3B | [To be released](https://github.com/Wan-Video) <img src='https://ali-vilab.github.io/VACE-Page/assets/logos/wan_logo.png' alt='wan_logo' style='margin-bottom: -4px; height: 15px;'> | ~ 81 x 480 x 832 | [Apache-2.0](https://huggingface.co/Wan-AI/Wan2.1-T2V-1.3B/blob/main/LICENSE.txt) |
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| Wan2.1-VACE-14B | [To be released](https://github.com/Wan-Video) <img src='https://ali-vilab.github.io/VACE-Page/assets/logos/wan_logo.png' alt='wan_logo' style='margin-bottom: -4px; height: 15px;'> | ~ 81 x 720 x 1080 | [Apache-2.0](https://huggingface.co/Wan-AI/Wan2.1-T2V-14B/blob/main/LICENSE.txt) |
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- The input supports any resolution, but to achieve optimal results, the video size should fall within a specific range.
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- All models inherit the license of the original model.
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#### 2) Preprocessing
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To have more flexible control over the input, before VACE model inference, user inputs need to be preprocessed into `src_video`, `src_mask`, and `src_ref_images` first.
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We assign each [preprocessor](vace/configs/__init__.py) a task name, so simply call [`vace_preprocess.py`](vace/vace_preproccess.py) and specify the task name and task params. For example:
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We assign each [preprocessor](./vace/configs/__init__.py) a task name, so simply call [`vace_preprocess.py`](./vace/vace_preproccess.py) and specify the task name and task params. For example:
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```angular2html
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# process video depth
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python vace/vace_preproccess.py --task depth --video assets/videos/test.mp4
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# process video inpainting by providing bbox
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python vace/vace_preproccess.py --task inpainting --mode bbox --bbox 50,50,550,700 --video assets/videos/test.mp4
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```
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The outputs will be saved to `./proccessed/` by default.
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The outputs will be saved to `./processed/` by default.
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> 💡**Note**:
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> Please refer to [run_vace_pipeline.sh](./run_vace_pipeline.sh) preprocessing methods for different tasks.
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Moreover, refer to [vace/configs/](vace/configs/) for all the pre-defined tasks and required params.
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You can also customize preprocessors by implementing at [`annotators`](vace/annotators/__init__.py) and register them at [`configs`](vace/configs).
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Moreover, refer to [vace/configs/](./vace/configs/) for all the pre-defined tasks and required params.
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You can also customize preprocessors by implementing at [`annotators`](./vace/annotators/__init__.py) and register them at [`configs`](./vace/configs).
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#### 3) Model inference
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The output video together with intermediate video, mask and images will be saved into `./results/` by default.
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> 💡**Note**:
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> (1) Please refer to [vace/vace_wan_inference.py](vace/vace_wan_inference.py) and [vace/vace_ltx_inference.py](vace/vace_ltx_inference.py) for the inference args.
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> (1) Please refer to [vace/vace_wan_inference.py](./vace/vace_wan_inference.py) and [vace/vace_ltx_inference.py](./vace/vace_ltx_inference.py) for the inference args.
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> (2) For LTX-Video and English language Wan2.1 users, you need prompt extension to unlock the full model performance.
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Please follow the [instruction of Wan2.1](https://github.com/Wan-Video/Wan2.1?tab=readme-ov-file#2-using-prompt-extension) and set `--use_prompt_extend` while running inference.
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> (3) When performing prompt extension in editing tasks, it's important to pay attention to the results of expanding plain text. Since the visual information being input is unknown, this may lead to the extended output not matching the video being edited, which can affect the final outcome.
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### Inference Gradio
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For preprocessors, run
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author = {Jiang, Zeyinzi and Han, Zhen and Mao, Chaojie and Zhang, Jingfeng and Pan, Yulin and Liu, Yu},
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journal = {arXiv preprint arXiv:2503.07598},
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year = {2025}
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}
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}

vace/vace_preproccess.py

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# output data
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save_fps = fps if fps is not None else save_fps
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if args.pre_save_dir is None:
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pre_save_dir = os.path.join('proccessed', task_name, time.strftime('%Y-%m-%d-%H-%M-%S', time.localtime(time.time())))
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pre_save_dir = os.path.join('processed', task_name, time.strftime('%Y-%m-%d-%H-%M-%S', time.localtime(time.time())))
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else:
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pre_save_dir = args.pre_save_dir
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if not os.path.exists(pre_save_dir):

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