The biggest performance difference in terms of RAW computing power will be a discrete GPU. But only for some (embarrassingly parallel) workloads and not for others. Everything else will make a marginal difference -- with the possible exception of RAM for memory constrained workloads that are swapping virtual memory to 'disk'.