When we did some benchmarking we found that it was closer to ~8MB + MAX_CORE (if any) per component and add in the file sizes.

Basically, I agree with the existing answer.

Just remember, don't use "in-memory" components if you think the total memory will exceed your available memory.  This will severely degrade performance.