Unlike Diffusers, you need to compile models in the pipeline to the Neuron format, `.neuron`. Launch the following command to export the model to the `.neuron` format.  
```bash
optimum-cli export neuron --model stabilityai/stable-diffusion-xl-base-1.0 \
--batch_size 1 \
--height 1024 `# height in pixels of generated image, eg. 768, 1024` \
--width 1024 `# width in pixels of generated image, eg. 768, 1024` \
--num_images_per_prompt 1 `# number of images to generate per prompt, defaults to 1` \