For example, to speedup training with mixed precision using the fp16 format, add the `--mixed_precision` parameter to the training command:  
```bash
accelerate launch train_text_to_image_prior.py \
--mixed_precision="fp16"
```  
Most of the parameters are identical to the parameters in the [Text-to-image](text2image#script-parameters) training guide, so let's get straight to a walkthrough of the Kandinsky training scripts!