In this guide, let's use the [`StableDiffusionXLPipeline`] and the [`TCDScheduler`]. Use the [`~StableDiffusionPipeline.load_lora_weights`] method to load the SDXL-compatible TCD-LoRA weights.  
A few tips to keep in mind for TCD-LoRA inference are to:  
- Keep the `num_inference_steps` between 4 and 50