[imtringued]

The only way to achieve perfect linear scaling is to run N threads that never talk to each other, because a single thread program doesn't communicate with other threads.

Whether you run processes or threads shouldn't matter. As soon as you do communication, expect your program to get slower than what is theoretically possible. Multiprocess tends to have higher communication overhead (not always).