PixArt-Σ is a text-to-image generation model based on a diffusion transformer architecture. It uses a weak-to-strong training methodology to progressively improve model capability. The repository provides PyTorch model definitions, pre-trained weights, and inference/sampling code, enabling generation of 4K-resolution images from text descriptions.