Where can I get labels for small ImageNet?
I am affraid this dataset does not include labels, 

You can use datasets that are described here:

https://patrykchrabaszcz.github.io/Imagenet32/

Those files will have the same format as CIFAR dataset

And they will contain labels according to the map file that is available in original Imagenet devkit.