If anyone is having this issue on Ubuntu - for me what fixed it was just updating and installing the dependencies needed:
Update:
sudo apt-get update
OpenBLAS:
sudo apt-get install libopenblas-dev
G++:
sudo apt install build-essential
sudo apt -y install g++-9
pygpu:
sudo apt-get install python3-pygpu