Currently, there is no available out-of-the-box script for fine-tuning the refiner model directly. Based on the following link:

https://github.com/huggingface/diffusers/issues/4085

You need to modify the min and max timesteps of the current training script since the refiner model is trained using lower timestep (0 - 200).