layer-streaming

Soup is an open-source CLI that simplifies LLM fine-tuning and post-training with a single command, enabling QLoRA-based training on consumer GPUs with as little as 4 GB VRAM via layer streaming. The latest version adds preference losses like DPO, ORPO, SimPO, and KTO without doubling memory requirements.