Generate the same random number stream with for and parfor loop
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Markus Hofer
el 26 de Abr. de 2016
Comentada: Markus Hofer
el 26 de Abr. de 2016
Dear all,
I have a question concerning random number generation. Is it possible to generate the same random number stream with a for and a parfor loop? Consider the following code example:
clear variables;
spmd
rng(0,'combRecursive');
end
seed = 5;
rng(seed);
for i = 1:4
r(:,i) = randn(4,1);
end
r
Executing this the result will be reproducably:
r = -0.6241 -0.7559 -1.1331 -0.5142
-0.0756 1.4777 0.1639 -1.3629
-0.2618 0.3802 -0.3092 -0.9377
-0.5144 -0.5975 0.0484 -0.2263
On the other hand, if I exchange for with parfor i will get(considering setting the random number generator to 5)
clear variables;
spmd
rng(5,'combRecursive');
end
seed = 5;
rng(seed);
parfor i = 1:4
r(:,i) = randn(4,1);
end
r
r =
-0.7559 -0.6241 -0.6241 -1.1331
1.4777 -0.0756 -0.0756 0.1639
0.3802 -0.2618 -0.2618 -0.3092
-0.5975 -0.5144 -0.5144 0.0484
How can I configure the random number generator in such a way, that parfor and for will give the same random numbers? I did read the documentation in:
- http://de.mathworks.com/help/distcomp/control-random-number-streams.html
- http://de.mathworks.com/help/matlab/examples/controlling-random-number-generation.html
- http://de.mathworks.com/help/distcomp/repeat-random-numbers-in-parfor-loops.html
but unfortunately was not able to achieve this.
Thank you very much. Kind regards,
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Respuesta aceptada
Stephen23
el 26 de Abr. de 2016
You can't, because the parfor execution order is not specified.
The easiest way to avoid this problem would be to generate all random numbers before the loop, and then use indexing to pick the appropriate slice within each iteration.
Más respuestas (1)
Titus Edelhofer
el 26 de Abr. de 2016
Hi,
this can't work by design: the number generator in the client generates 16 random numbers (and reshapes to 4x4 matrix).
The parfor can't generate the same because:
- the seed would have to be set to the value at the end of the random number generation of the previous iteration
- even worse: parfor ordering is arbitrary, such a dependency on order is not allowed
Maybe you can explain a little more why you want to do this ...
Titus
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