

Wan2gp
Overview :
Wan2GP is an improved version based on Wan2.1, aiming to provide an efficient and low-memory video generation solution for low-configuration GPU users. The model, through optimized memory management and accelerated algorithms, enables ordinary users to quickly generate high-quality video content on consumer-grade GPUs. It supports multiple tasks, including text-to-video, image-to-video, and video editing, and features a powerful video VAE architecture capable of efficiently handling 1080P videos. The emergence of Wan2GP lowers the barrier to entry for video generation technology, allowing more users to easily learn and apply it to real-world scenarios.
Target Users :
Wan2GP is suitable for users who need to generate videos on low-configuration GPUs, including video creators, AI enthusiasts, researchers, and developers who want to quickly get started with video generation technology. It lowers the hardware threshold, allowing more users to easily use high-quality video generation models without expensive hardware investment.
Use Cases
Video creators can use Wan2GP to quickly generate creative videos, saving time and costs.
Researchers can utilize this model for video generation-related research and explore new application scenarios.
AI enthusiasts can experience the latest video generation technology on consumer-grade GPUs for personal project development.
Features
Supports consumer-grade GPUs, requiring only 8.19 GB of VRAM.
Supports multiple tasks, including text-to-video, image-to-video, and video editing.
Supports Chinese and English text generation, expanding application scenarios.
Optimizes memory usage, allowing generation of videos exceeding 10 seconds at 720P on low-configuration GPUs.
Provides a web interface and Gradio server for convenient user operation.
Supports Lora model extensions, enhancing model flexibility.
Supports acceleration techniques such as Sage Attention and Flash Attention, improving generation speed.
Provides various preset configurations to adapt to different hardware conditions.
How to Use
1. Clone the repository: `git clone https://github.com/deepbeepmeep/Wan2GP.git`
2. Create a Python environment and install dependencies: `conda create -n wan2gp python=3.10.9` and `pip install -r requirements.txt`
3. Install Sage Attention or Flash Attention (optional) to accelerate generation: `pip install sageattention==1.0.6` or `pip install flash-attn==2.7.2.post1`
4. Start the Gradio server: `python gradio_server.py` or specify a task mode (e.g., `--t2v` or `--i2v`)
5. Access the Gradio interface in your browser, enter prompts or upload images, and start generating videos.
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