Wan2.1/README.md

# WanGP

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<b>WanGP by DeepBeepMeep : The best Open Source Video Generative Models Accessible to the GPU Poor</b>
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WanGP supports the Wan (and derived models), Hunyuan Video and LTV Video models with:
- Low VRAM requirements (as low as 6 GB of VRAM is sufficient for certain models)
- Support for old GPUs (RTX 10XX, 20xx, ...)
- Very Fast on the latest GPUs
- Easy to use Full Web based interface
- Auto download of the required model adapted to your specific architecture
- Tools integrated to facilitate Video Generation : Mask Editor, Prompt Enhancer, Temporal and Spatial Generation
- Loras Support to customize each model
- Queuing system : make your shopping list of videos to generate and come back later 

**Discord Server to get Help from Other Users and show your Best Videos:** https://discord.gg/g7efUW9jGV

**Follow DeepBeepMeep on Twitter/X to get the Latest News**: https://x.com/deepbeepmeep

## 🔥 Latest Updates
### June 12 2025: WanGP v6.0
👋 *Finetune models*: You find the 20 models supported by WanGP not sufficient ? Too impatient to wait for the next release to get the support for a newly released model ? Your prayers have been answered: if a new model is compatible with a model architecture supported by WanGP, you can add by yourself the support for this model in WanGP by just creating a finetune model definition. You can then store this model in the cloud (for instance in Huggingface) and the very light finetune definition file can be easily shared with other users. WanGP will download automatically the finetuned model for them.

To celebrate the new finetunes support, here are a few finetune gifts (directly accessible from the model selection menu):
- *Fast Hunyuan Video* : generate model t2v in only 6 steps
- *Hunyuan Vido AccVideo* : generate model t2v in only 5 steps
- *Wan FusioniX*: it is a combo of AccVideo / CausVid ans other models and can generate high quality Wan videos in only 8 steps

One more thing...

The new finetune system can be used to combine complementaty models : what happens when you combine  Fusionix Text2Video and Vace Control Net ?

You get **Vace FusioniX**: the Ultimate Vace Model, Fast (10 steps, no need for guidance) and with a much better quality Video than the original slower model (despite being the best Control Net out there). Here goes one more finetune...

Check the *Finetune Guide* to create finetune models definitions and share them on the WanGP discord server.

### June 11 2025: WanGP v5.5
👋 *Hunyuan Video Custom Audio*: it is similar to Hunyuan Video Avatar except there isn't any lower limit on the number of frames and you can use your reference images in a different context than the image itself\
*Hunyuan Video Custom Edit*: Hunyuan Video Controlnet, use it to do inpainting and replace a person in a video while still keeping his poses. Similar to Vace but less restricted than the Wan models in terms of content...


### June 6 2025: WanGP v5.41
👋 Bonus release: Support for **AccVideo** Lora to speed up x2 Video generations in Wan models. Check the Loras documentation to get the usage instructions of AccVideo.\
You will need to do a *pip install -r requirements.txt*

### June 6 2025: WanGP v5.4
👋 World Exclusive : **Hunyuan Video Avatar** Support ! You won't need 80 GB of VRAM nor 32 GB oF VRAM, just 10 GB of VRAM will be sufficient to generate up to 15s of high quality speech / song driven Video at a high speed with no quality degradation. Support for TeaCache included.\
Here is a link to the original repo where you will find some very interesting documentation and examples. https://github.com/Tencent-Hunyuan/HunyuanVideo-Avatar. Kudos to the Hunyuan Video Avatar team for the best model of its kind.\
Also many thanks to Reevoy24 for his repackaging / completing the documentation

### May 28 2025: WanGP v5.31
👋 Added **Phantom 14B**, a model that you can use to transfer objects / people in the video. My preference goes to Vace that remains the king of controlnets.
VACE improvements: Better sliding window transitions, image mask support in Matanyone, new Extend Video feature, and enhanced background removal options.

### May 26, 2025: WanGP v5.3
👋 Settings management revolution! Now you can:
- Select any generated video and click *Use Selected Video Settings* to instantly reuse its configuration
- Drag & drop videos to automatically extract their settings metadata
- Export/import settings as JSON files for easy sharing and backup

### May 20, 2025: WanGP v5.2
👋 **CausVid support** - Generate videos in just 4-12 steps with the new distilled Wan model! Also added experimental MoviiGen for 1080p generation (20GB+ VRAM required). Check the Loras documentation to get the usage instructions of CausVid.

### May 18, 2025: WanGP v5.1
👋 **LTX Video 13B Distilled** - Generate high-quality videos in less than one minute!

### May 17, 2025: WanGP v5.0
👋 **One App to Rule Them All!** Added Hunyuan Video and LTX Video support, plus Vace 14B and integrated prompt enhancer.

See full changelog: **[Changelog](docs/CHANGELOG.md)**

## 📋 Table of Contents

- [🚀 Quick Start](#-quick-start)
- [📦 Installation](#-installation)
- [🎯 Usage](#-usage)
- [📚 Documentation](#-documentation)
- [🔗 Related Projects](#-related-projects)

## 🚀 Quick Start

**One-click installation:** Get started instantly with [Pinokio App](https://pinokio.computer/)

**Manual installation:**
```bash
git clone https://github.com/deepbeepmeep/Wan2GP.git
cd Wan2GP
conda create -n wan2gp python=3.10.9
conda activate wan2gp
pip install torch==2.6.0 torchvision torchaudio --index-url https://download.pytorch.org/whl/test/cu124
pip install -r requirements.txt
```

**Run the application:**
```bash
python wgp.py  # Text-to-video (default)
python wgp.py --i2v  # Image-to-video
```

## 📦 Installation

For detailed installation instructions for different GPU generations:
- **[Installation Guide](docs/INSTALLATION.md)** - Complete setup instructions for RTX 10XX to RTX 50XX

## 🎯 Usage

### Basic Usage
- **[Getting Started Guide](docs/GETTING_STARTED.md)** - First steps and basic usage
- **[Models Overview](docs/MODELS.md)** - Available models and their capabilities

### Advanced Features
- **[Loras Guide](docs/LORAS.md)** - Using and managing Loras for customization
- **[Finetunes](docs/FINETUNES.md)** - Add manually new models to WanGP
- **[VACE ControlNet](docs/VACE.md)** - Advanced video control and manipulation
- **[Command Line Reference](docs/CLI.md)** - All available command line options

## 📚 Documentation

- **[Changelog](docs/CHANGELOG.md)** - Latest updates and version history
- **[Troubleshooting](docs/TROUBLESHOOTING.md)** - Common issues and solutions

## 🔗 Related Projects

### Other Models for the GPU Poor
- **[HuanyuanVideoGP](https://github.com/deepbeepmeep/HunyuanVideoGP)** - One of the best open source Text to Video generators
- **[Hunyuan3D-2GP](https://github.com/deepbeepmeep/Hunyuan3D-2GP)** - Image to 3D and text to 3D tool
- **[FluxFillGP](https://github.com/deepbeepmeep/FluxFillGP)** - Inpainting/outpainting tools based on Flux
- **[Cosmos1GP](https://github.com/deepbeepmeep/Cosmos1GP)** - Text to world generator and image/video to world
- **[OminiControlGP](https://github.com/deepbeepmeep/OminiControlGP)** - Flux-derived application for object transfer
- **[YuE GP](https://github.com/deepbeepmeep/YuEGP)** - Song generator with instruments and singer's voice

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Made with ❤️ by DeepBeepMeep
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