  In this paper we present and explore the performance of Landau gauge fixing
in GPUs using CUDA. We consider the steepest descent algorithm with Fourier
acceleration, and compare the GPU performance with a parallel CPU
implementation. Using $32^4$ lattice volumes, we find that the computational
power of a single Tesla C2070 GPU is equivalent to approximately 256 CPU cores.
