CODEWITHSUNDEEP
multithreadingmatlaboptimizationparallel-processing
Alex Azazel
Alex Azazel

Reputation: 342

How can I 'tell' each CPU core what to do in MATLAB?

Instead of parfor loop I want to create 4 threads and write out the code for each individually. What's the syntax for that?

Upvotes: 2

Views: 206

Answers (2)

Daniel
Daniel

Reputation: 36710

I recommend to use Edric's answer or this solution

(I leave the answer here for the comments.)

Forget about cores, you want to distribute your tasks among your worker processes.

Simple "hack" solution:

n=4
result=cell(4,1)
parfor idx=1:n
   switch idx
      case 1
         r=f()
      case 2
         r=g(1)
      case 3
         r=g(2)
      case 4
         r=h()
   end
   result{idx}=r
end

For a more advanced solution, I recommend to create individual jobs and submit them. This is explained in detail here. In your case you create a job with four tasks, then you submit it. The biggest advantage of this solution is, that you avoid unnecessary broadcasting of variables.

In both solutions you don't control which worker processes which task, but you typically don't want to do this.

Upvotes: 2

Edric
Edric

Reputation: 25140

You have two options here. The first is to use parfeval where you can request several independent function evaluations, like so:

% The following line executes
% out = a(a1, a2, a3) on a worker. (The number 1 is the
% the number of outputs requested from the function evaluation)
% The results can be obtained using
% out = fetchOutputs(f_a);
f_a = parfeval(@a, 1, a1, a2, a3);

% and so on...
f_b = parfeval(@b, 1, b1, b2);
f_c = parfeval(@c, 1, c1);
f_d = parfeval(@d, 1, d1, d2);

You can retrieve the results using fetchOutputs(f_a) etc.

Another option is to use spmd like so:

spmd
    switch labindex
      case 1
        a();
      case 2
        b();
      ...
    end
end

Generally, for independent tasks, I would suggest parfeval since this approach is not dependent on the number of workers in your parallel pool, whereas the spmd approach is.

Upvotes: 3

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