I might miss something. But if I look under PyTorch on the page you linked the links to the pip wheels seem to be the same as the one from the link I posted, i.e. that this to be the same installation procedure that I followed.
But you gave me an idea. Controlled that all other packages needed by torch were installed correctly.
Re-installation of libopenblas-base solved the problem.