This repository provides tools to fine-tune ModelScope text-to-video diffusion models with support for LoRA training, gradient checkpointing, and Torch 2.0 scaled dot product attention. It enables converting trained models from Diffusers format to .ckpt for use with A1111 webui, and includes compatibility with sd-webui-text2video extensions.