CogView is a pretrained transformer for text-to-image generation across general domains. It supports Chinese text input (with translation from other languages supported) and introduced training techniques like PB-relax and Sandwich-LN for stabilizing large deep transformer training. The project provides pretrained models, inference code, and a demo interface for generating images from textual descriptions.