How do I make this code GPU capable

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We are trying to take advantage of the GPU for increase processing speed. As a test, we are trying to convert the following code to utilize the GPU:
clear all; close all; clc;
variables =1000; data = 60;
X = rand(variables, data);
Y = rand(data, 1);
distcomp.feature( 'LocalUseMpiexec', false ); delete(gcp('nocreate')); parpool(4); pctRunOnAll warning('off','all')
disp('CPU started'); tic;
parfor j= [1:variables]
mdl = fitlm( X([ j ],:) , Y , 'linear','RobustOpts','off');
Rsq(j) = mdl.Rsquared.Adjusted;
Rmse(j) =mdl.RMSE;
end
toc
disp('CPU ended');
Any assistance would be greatly appreciated.
  1 个评论
Matt J
Matt J 2017-11-16
编辑:Matt J 2017-11-16
It doesn't look to me like it would benefit from the GPU. Parfor is a good choice for the operations that you've shown.

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回答(1 个)

Tony Mohan Varghese
Tony Mohan Varghese 2017-11-29
Refer to GPU Capabilities and performance in MATLAB Documentation :
There are built in functions that you can use to improve your code :

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