This repository is an application for generating multi-view optical illusions (visual anagrams) using diffusion models. It enables users to create images that transform into different appearances when subjected to operations like rotation, flipping, jigsaw rearrangement, or other transformations. The system leverages pre-trained DeepFloyd IF diffusion models and applies custom 'views' during the denoising process to encode different transformations into the same image. Key components include argument handling, a two-stage sampling process that applies view transformations to noise predictions, and specialized view implementations for various image transformations. The application can generate images at multiple resolutions and create animations showing the transformation between views.