Assume I have 10 cores in a CPU. And I run ParallelMap on them:
LaunchKernels[10];
ParallelMap[F1,L1];
where L1
is a list of the dimension {10,1}
and F1
is whatever function. Thus, all 10 cores start working hard computing F1
, each core computes F1
for a pointed element in L1
. The issue is that each of the cores finish its work in their own time, and when some are being idle with finished tasks, the others continue computing.
Now, assume, I have to compute several sequent ParallelMaps commands:
LaunchKernels[10];
ParallelMap[F1,L1];
ParallelMap[F2,L2];
...
With such the order of commands, Mathematica implements the lines step by step and cannot run the second ParallelMap
until all elements in the first become computed.
Are there ways to load the idle cores with the second task, not waiting for the ending of the first one? I can assign 5 cores for “task 1” and 5 for “task 2”, but I am sure there are more efficient and elegant ways.
P.S. I am pretty new in Mathematica, and might not know the propper nomenclature and key words. Please, refer me to the topics I duplicate or comment here.