This repository provides custom ComfyUI nodes for running WanVideo and related video generation models. It focuses on VRAM optimization techniques including block swapping, torch.compile integration, and efficient LoRA weight handling. The project addresses memory management challenges when running large video models, offering solutions for async offloading and reducing memory overhead during inference.