A highly memory-efficient fine-tuning toolkit for SDXL and ANIMA, combining modern VRAM-saving techniques with custom optimizers to enable full-quality model training on GPUs with as little as 12 GB of VRAM.
flow gui ai velocity trainer dit fine-tuning anima ai-training sd3 stable-diffusion velocity-prediction rectified-flow sdxl ai-finetune ai-fine-tuning sdxl-training vpred sdxl-vpred 12gb-vram
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Updated
Jul 26, 2026 - Python