How to use Sum and Dot function in GPU computation with arrayfun?

2 vues (au cours des 30 derniers jours)
Viraj Gandhi
Viraj Gandhi le 28 Déc 2022
Commenté : Joss Knight le 29 Déc 2022
I am trying to find a dot product of two arrays. The given code below is an example. I am new to GPU computing and any help is appreciated.
The main function is:
a = [1,2,3,4];
b = [5,6,7,8];
a=gpuArray(a);
b=gpuArray(b);
funOut = arrayfun(@protoDotProd,a,b);
The function where the dot product is below:
function funOut = protoDotProd(a,b)
cTemp = a+b; % Just an example. In reality, lots of operations
%% option1
% funOut = dot(a,cTemp);
%% option2
% funOutTemp = a.*cTemp;
% funOut = sum(funOutTemp);
%% option3
funOut = sum(a .* cTemp);
None of these options are working and giving me an error:
Error using dotTest
Function passed as first input argument contains unsupported or unknown function 'sum' (or 'dot' for option 1).
For more information see Tips.
Error in 'protoDotProd' (line: 6)

Réponse acceptée

Joss Knight
Joss Knight le 28 Déc 2022
You cannot perform vector operations in GPU arrayfun. The a and b arguments to your function are not the whole array, they are the scalar values of each element.
Do your element-wise operations ("lots of operations" in your words, followed by the element-wise multiplication) inside your arrayfun function and then do the sum.
Consult the documentation and examples for more info.
  2 commentaires
Viraj Gandhi
Viraj Gandhi le 29 Déc 2022
I see your point here in "The a and b arguments to your function are not the whole array, they are the scalar values of each element". arrayfun(@protoDotProd,a,b) is almost similar to write
for i=1:n
funOut(i) = protoDotProd(a(i),b(i));
end
Am I correct?
Thanks for your help.
Joss Knight
Joss Knight le 29 Déc 2022
Exactly correct, yes. Except that you can only perform scalar operations on those scalars (so you can't form an array by concatenating the two values for instance).

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