Finetrainers is a PyTorch-based library for training diffusion models, supporting various training algorithms like LoRA fine-tuning. It provides scalable, memory-optimized training scripts for video generation models including CogVideoX, LTX-Video, and Wan T2V. The library integrates with the Hugging Face diffusers ecosystem and is maintained as part of the HuggingFace organization.