tokens: We benchmark the speed of TPUs and compare them to GPUs which constitute the main source of acceleration for general purpose Monte Carlo methods outside of Field Programmable Gate Arrays ( FPGAs ) and Application - specific Integrated Circuits ( ASICs ) based solutions .