Image-to-Video
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+ *.safetensors
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+ This directory contains sharded safetensors converted from a PyTorch checkpoint.
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+ - Prefix: humo
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+ - Number of shards: 7
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+ - Max shard size: 10.00 GB
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+ - Total tensor bytes: 63.538 GB
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+ - Index file: humo.safetensors.index.json
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+ Each entry in weight_map maps a tensor name to the shard filename that contains it.
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README.md CHANGED
@@ -1,3 +1,127 @@
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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # HuMo: Human-Centric Video Generation via Collaborative Multi-Modal Conditioning
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+
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+ <div align="center">
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+
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+ [![arXiv](https://img.shields.io/badge/arXiv%20paper-2502.11079-b31b1b.svg)](https://arxiv.org/abs/xxx)&nbsp;
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+ [![project page](https://img.shields.io/badge/Project_page-More_visualizations-green)](https://phantom-video.github.io/HuMo/)&nbsp;
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+ <a href="https://huggingface.co/bytedance-research/HuMo"><img src="https://img.shields.io/static/v1?label=%F0%9F%A4%97%20Hugging%20Face&message=Model&color=orange"></a>
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+ </div>
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+
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+
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+ > [**HuMo: Human-Centric Video Generation via Collaborative Multi-Modal Conditioning**](https://arxiv.org/abs/2509.08519)<br>
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+ > [Liyang Chen](https://scholar.google.com.hk/citations?user=jk6jWXgAAAAJ&hl)<sup> * </sup>, [Tianxiang Ma](https://tianxiangma.github.io/)<sup> * </sup>, [Jiawei Liu](https://scholar.google.com/citations?user=X21Fz-EAAAAJ), [Bingchuan Li](https://scholar.google.com/citations?user=ac5Se6QAAAAJ)<sup>&dagger;</sup>, [Zhuowei Chen](https://scholar.google.com/citations?user=ow1jGJkAAAAJ), [Lijie Liu](https://liulj13.github.io/), [Xu He](https://scholar.google.com.hk/citations?user=KMrFk2MAAAAJ&hl), [Gen Li](https://scholar.google.com/citations?user=wqA7EIoAAAAJ), [Qian He](https://scholar.google.com/citations?user=9rWWCgUAAAAJ), [Zhiyong Wu](https://scholar.google.com.hk/citations?hl=zh-CN&user=7Xl6KdkAAAAJ&)<sup> § </sup>
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+ > <br><sup> * </sup>Equal contribution,<sup> &dagger; </sup>Project lead, <sup> § </sup>Corresponding author
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+ > <br>Tsinghua University | Intelligent Creation Team, ByteDance<br>
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+
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+ <p align="center">
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+ <img src="assets/teaser.png" width=95%>
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+ <p>
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+
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+ ## ✨ Key Features
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+ HuMo is a unified, human-centric video generation framework designed to produce high-quality, fine-grained, and controllable human videos from multimodal inputs—including text, images, and audio. It supports strong text prompt following, consistent subject preservation, synchronized audio-driven motion.
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+
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+ > - **​​VideoGen from Text-Image**​​ - Customize character appearance, clothing, makeup, props, and scenes using text prompts combined with reference images.
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+ > - **​​VideoGen from Text-Audio**​​ - Generate audio-synchronized videos solely from text and audio inputs, removing the need for image references and enabling greater creative freedom.
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+ > - **​​VideoGen from Text-Image-Audio**​​ - Achieve the higher level of customization and control by combining text, image, and audio guidance.
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+
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+ ## 📑 Todo List
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+ - [x] Release Paper
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+ - [x] Checkpoint of HuMo-17B
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+ - [x] Inference Codes
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+ - [ ] Text-Image Input
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+ - [x] Text-Audio Input
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+ - [x] Text-Image-Audio Input
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+ - [x] Multi-GPU Inference
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+ - [ ] Release Prompts to Generate Demo of ***Faceless Thrones***
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+ - [ ] HuMo-1.7B
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+
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+ ## ⚡️ Quickstart
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+
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+ ### Installation
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+ ```
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+ conda create -n humo python=3.11
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+ conda activate humo
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+ pip install torch==2.5.1 torchvision==0.20.1 torchaudio==2.5.1 --index-url https://download.pytorch.org/whl/cu124
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+ pip install flash_attn==2.6.3
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+ pip install -r requirements.txt
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+ conda install -c conda-forge ffmpeg
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+ ```
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+
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+ ### Model Preparation
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+ | Models | Download Link | Notes |
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+ |--------------|---------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------|
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+ | HuMo-17B | 🤗 [Huggingface](https://huggingface.co/bytedance-research/HuMo/tree/main) | Released before September 15
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+ | HuMo-1.7B | 🤗 [Huggingface](https://huggingface.co/bytedance-research/HuMo/tree/main) | To be released soon
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+ | Wan-2.1 | 🤗 [Huggingface](https://huggingface.co/Wan-AI/Wan2.1-T2V-1.3B) | VAE & Text encoder
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+ | Whisper-large-v3 | 🤗 [Huggingface](https://huggingface.co/openai/whisper-large-v3) | Audio encoder
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+ | Audio separator | 🤗 [Huggingface](https://huggingface.co/huangjackson/Kim_Vocal_2) | Remove background noise (optional)
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+
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+ Download models using huggingface-cli:
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+ ``` sh
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+ huggingface-cli download Wan-AI/Wan2.1-T2V-1.3B --local-dir ./weights/Wan2.1-T2V-1.3B
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+ huggingface-cli download bytedance-research/HuMo --local-dir ./weights/HuMo
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+ huggingface-cli download openai/whisper-large-v3 --local-dir ./weights/whisper-large-v3
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+ huggingface-cli download huangjackson/Kim_Vocal_2 --local-dir ./weights/audio_separator
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+ ```
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+
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+ ### Run Multimodal-Condition-to-Video Generation
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+
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+ Our model is compatible with both 480P and 720P resolutions. 720P inference will achieve much better quality.
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+ > Some tips
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+ > - Please prepare your text, reference images and audio as described in [test_case.json](./examples/test_case.json).
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+ > - We support Multi-GPU inference using FSDP + Sequence Parallel.
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+ > - ​The model is trained on 97-frame videos at 25 FPS. Generating video longer than 97 frames may degrade the performance. We will provide a new checkpoint for longer generation.
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+
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+ #### Configure HuMo
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+
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+ HuMo’s behavior and output can be customized by modifying [generate.yaml](humo/configs/inference/generate.yaml) configuration file.
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+ The following parameters control generation length, video resolution, and how text, image, and audio inputs are balanced:
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+
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+ ```yaml
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+ generation:
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+ frames: <int> # Number of frames for the generated video.
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+ scale_a: <float> # Strength of audio guidance. Higher = better audio-motion sync.
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+ scale_t: <float> # Strength of text guidance. Higher = better adherence to text prompts.
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+ mode: "TA" # Input mode: "TA" for text+audio; "TIA" for text+image+audio.
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+ height: 720 # Video height (e.g., 720 or 480).
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+ width: 1280 # Video width (e.g., 1280 or 832).
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+
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+ diffusion:
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+ timesteps:
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+ sampling:
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+ steps: 50 # Number of denoising steps. Lower (30–40) = faster generation.
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+ ```
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+
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+ #### 1. Text-Audio Input
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+
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+ ``` sh
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+ bash infer_ta.sh
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+ ```
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+
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+ #### 2. Text-Image-Audio Input
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+
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+ ``` sh
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+ bash infer_tia.sh
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+ ```
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+
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+ ## Acknowledgements
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+ Our work builds upon and is greatly inspired by several outstanding open-source projects, including [Phantom](https://github.com/Phantom-video/Phantom), [SeedVR](https://github.com/IceClear/SeedVR?tab=readme-ov-file), [MEMO](https://github.com/memoavatar/memo), [Hallo3](https://github.com/fudan-generative-vision/hallo3), [OpenHumanVid](https://github.com/fudan-generative-vision/OpenHumanVid), and [Whisper](https://github.com/openai/whisper). We sincerely thank the authors and contributors of these projects for generously sharing their excellent codes and ideas.
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+
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+ ## ⭐ Citation
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+
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+ If HuMo is helpful, please help to ⭐ the repo.
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+
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+ If you find this project useful for your research, please consider citing our [paper](https://arxiv.org/abs/2502.11079).
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+
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+ ### BibTeX
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+ ```bibtex
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+ @article{chen2025HuMo,
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+ title={Human-Centric Video Generation via Collaborative Multi-Modal Conditioning},
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+ author={Chen, Liyang and Ma, Tianxiang and Liu, Jiawei and Li, Bingchuan and Chen, Zhuowei and Liu, Lijie and He, Xu and Li, Gen and He, Qian and Wu, Zhiyong},
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+ journal={arXiv preprint arXiv:2502.11079},
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+ year={2025}
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+ }
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+ ```
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+
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+ ## 📧 Contact
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+ If you have any comments or questions regarding this open-source project, please open a new issue or contact [Liyang Chen](lyangchen@outlook.com).
assets/teaser.png ADDED

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config.json ADDED
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+ {
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+ "_diffusers_version": "0.30.1",
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+ "_HuMo_version": "1.0"
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+ }
requirements.txt ADDED
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+ opencv-python>=4.9.0.80
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+ diffusers>=0.31.0
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+ transformers>=4.49.0
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+ tokenizers>=0.20.3
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+ accelerate>=1.1.1
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+ tqdm
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+ imageio
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+ easydict
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+ ftfy
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+ dashscope
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+ imageio-ffmpeg
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+ gradio>=5.0.0
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+ numpy>=1.23.5,<2
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+ xfuser>=0.4.1
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+ audio-separator==0.24.1
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+ moviepy==1.0.3
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+ onnxruntime-gpu
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+ mediapipe==0.10.18