semantics, dual- and multi-context blending, etc.; c) The success of our multi-flow multimodal framework over images and text may inspire further diffusion-based universal AI research.  Tips You can load the more memory intensive “all-in-one” VersatileDiffusionPipeline that supports all the tasks or use the individual pipelines which are more memory efficient. Pipeline Supported tasks VersatileDiffusionPipeline all of the below VersatileDiffusi