These two datasets are essentially the dataset of real images and the dataset of fake images (generated images in our case). FID is usually calculated with two large datasets. However, for this document, we will work with two mini datasets.  
Let's first download a few images from the ImageNet-1k training set:  
```python
from zipfile import ZipFile
import requests