Comment by shihab

To be practically useful, we don't need to beat vendors, just getting close would be enough, by the virtue of being open-source (and often portable). But I found, as an example, PETSc to be ~10x slower than MKL on CPU and CUDA on GPU; It still doesn't have native shared memory parallelism support on CPU etc.