image.save("dog-bucket.png")   LoRA LoRA is a training technique for significantly reducing the number of trainable parameters. As a result, training is faster and it is easier to store the resulting weights because they are a lot smaller (~100MBs). Use the train_dreambooth_lora.py script to train with LoRA. The LoRA training script is discussed in more detail in the LoRA training guide.  Stable Diffusion XL Stable Diffusion XL (SDXL) is a powerful text-to-image model that generates high-resolution images, and it adds a second text-encoder to its architecture. Use the train_dreambooth_lora_sdxl.py script to train a SDXL model with LoRA. The SDXL training script is discussed in more detail in the SDXL training guide.  Next steps Congratulations on training your DreamBooth model! To learn more about how to use your new model, the following guide may be helpful: Learn how to load a DreamBooth model for inference if you trained your model with LoRA.