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README.md
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# Omni-VideoAssistant
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This is a Video Question Answering Large Language model.
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[code base](https://github.com/wanghao-cst/Omni-VideoAssistant).
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## π Updates
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* **[2023.12.09]** π€[Hugging Face](https://huggingface.co/harvey2333/omni_video_assistant_6_1) **A Better Model V6.1** are available now! Welcome to **watch** this repository for the latest updates.
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* **[2023.12.06]** Gradio & CLI **Inference Demo** are available now.
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* **[2023.12.01]** π€[Hugging Face](https://huggingface.co/harvey2333/omni_video_assistant_5_3) **Preview Model** are available now!
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<details open><summary>π‘ I also have other video-language projects that may interest you β¨. </summary><p>
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<!-- may -->
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> [**OmniDataComposer: A Unified Data Structure for Multimodal Data Fusion and Infinite Data Generation**](https://arxiv.org/abs/2308.04126) <br>
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> Dongyang Yu, Shihao Wang, Yuan Fang, Wangpeng An <br>
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[](https://github.com/shajiayu1/MVCE/) [](https://arxiv.org/abs/2308.04126) <br></p></details>
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## π¨ Preparation
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```bash
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git clone https://github.com/wanghao-cst/Omni-VideoAssistant
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cd Omni-VideoAssistant
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```
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```shell
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conda create -n omni python=3.10 -y
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conda activate omni
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pip install --upgrade pip
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pip install -e .
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```
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## π Start here
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### Download Omni Preview Model
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Download for CLI inference only, gradio web UI will download it automatically.
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[Omni Preview Model 6.1](https://huggingface.co/harvey2333/omni_video_assistant_6_1)
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### Inference in Gradio Web UI
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```Shell
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CUDA_VISIBLE_DEVICES=0 python -m llava.serve.gradio_demo
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```
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<p align="left">
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<img src="assets/gradio_demo.png" width=100%>
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</p>
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### Inference in CLI
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```
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CUDA_VISIBLE_DEVICES=0 python -m llava.eval.run_omni \
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--model-path "path to omni checkpoints" \
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--image-file "llava/serve/examples/extreme_ironing.jpg" \
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--query "What is unusual about this image?"
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CUDA_VISIBLE_DEVICES=0 python -m llava.eval.run_omni \
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--model-path "path to omni checkpoints" \
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--video-file "llava/serve/examples/0A8CF.mp4" \
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--query "Describe the activity in the video"
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```
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## π₯ Results Comparision (based on model 5.3, evaluation on 6.1 is doing)
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### Image understanding
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<p align="left">
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<img src="assets/val_img.png" width=100%>
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</p>
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### Video understanding
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<p align="left">
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<img src="assets/val_vid.png" width=100%>
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</p>
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## π Acknowledgment
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This work is based on [MVCE for unlimited training data generation.](https://github.com/shajiayu1/MVCE/), [LLaVA for pretrained model](https://github.com/haotian-liu/LLaVA/)
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# Omni-VideoAssistant
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This is a Video Question Answering Large Language model.
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[code base is here for more details:](https://github.com/wanghao-cst/Omni-VideoAssistant).
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## π Updates
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* **[2023.12.09]** π€[Hugging Face](https://huggingface.co/harvey2333/omni_video_assistant_6_1) **A Better Model V6.1** are available now! Welcome to **watch** this repository for the latest updates.
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* **[2023.12.06]** Gradio & CLI **Inference Demo** are available now.
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* **[2023.12.01]** π€[Hugging Face](https://huggingface.co/harvey2333/omni_video_assistant_5_3) **Preview Model** are available now!
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