PixArt-Sigma is a collection of model definitions, pre-trained weights, and inference/sampling code based on PyTorch, designed to explore weak-to-strong training diffusion transformers for 4K text-to-image generation. It supports image generation from low to high resolutions, offering features and advantages such as a quick experience, user-friendly codebase, and multiple model choices.