PITI is a universal image-to-image translation framework that transfers the power of large-scale pretraining to diverse translation tasks. It provides pretrained base and upsampling models that can synthesize images from various inputs including sketches and masks. The approach is designed to work across different translation scenarios without task-specific engineering.