Good to hear PyTorch makes you happy! 
How big is your validation dataset? Based on its accuracy it looks like you are only using 4 samples.
If that’s the case, you can try to train a bit longer and see it the validation accuracy jumps to 100% by chance.
Note that such a small validation dataset doesn’t give you a good signal of the performance of your model, in case I’m right about the size.