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.