SimpleTuner is a fine-tuning toolkit for training diffusion models across multiple modalities. It supports Stable Diffusion, Flux, and other diffusion architectures for image, video, and audio generation. The project provides configurable training pipelines, hardware optimizations, and model-specific features to simplify the fine-tuning process.