StreamDiffusion is an innovative diffusion pipeline for real-time interactive generation. It brings significant performance enhancements to current diffusion-based image generation techniques. StreamDiffusion simplifies the data processing workflow through efficient batch processing operations. It provides improved guidance mechanisms to minimize computational redundancy. Advanced filtering techniques enhance GPU utilization. It effectively manages input and output operations for smoother execution. StreamDiffusion optimizes caching strategies and offers various model optimization and performance enhancement tools.