Using Parallel computing in training neural networks

2 views (last 30 days)
I am trying to use parallel computing toolbox for training a neural network in MATLAB on a laptop which has a core-iV cpu and MATLAB 2015a. It keeps giving me an error. I am following exactly the instructions provided by mathworks. Even the sample codes from mathworks are not working and giving me the same error. Here is my code:
clc;clear;
delete(gcp);
pool=parpool ;
x=(2*rand(1,1000)-ones(1,1000));
t=zeros(1,1000); %optional output (Do not worry about being zero, it is just a sample code for my error)
net.layers{1}.transferFcn = 'tansig';
net.layers{2}.transferFcn = 'purelin';
trainFcn = 'trainbr';
hiddenLayerSize = 30;
net = fitnet(hiddenLayerSize,trainFcn);
net.trainParam.epochs= 40000;
net.divideFcn = 'dividerand'; % Divide data randomly
net.divideMode = 'sample'; % Divide up every sample
net.divideParam.trainRatio = 70/100;
net.divideParam.valRatio = 15/100;
net.divideParam.testRatio = 15/100;
net.performFcn = 'mse'; % Mean Squared Error
% Train the Network
[net,tr] = train(net,x,t,'useParallel','yes');
____________________________________________________________________________
And here is the error message.
________________________________________________________________________
Error using Composite/subsasgn (line 96)
An invalid indexing request was made.
Error in nncalc.setup1>setupImpl (line 453)
calcData{i} = datai;
Error in nncalc.setup1 (line 17)
[calcMode,calcNet,calcData,calcHints,net,resourceText] = setupImpl(calcMode,net,data);
Error in nncalc.setup (line 7)
[calcMode,calcNet,calcData,calcHints,net,resourceText] = nncalc.setup1(calcMode,net,data);
Error in network/train (line 357)
[calcLib,calcNet,net,resourceText] = nncalc.setup(calcMode,net,data);
Error in worked_with_parallerl_computing (line 27)
[net,tr] = train(net,x,t,'useParallel','yes');
Caused by:
Error using Composite/errorIfRemoteOperationInProgress (line 170)
The Composite value cannot be accessed because
a remote operation is in progress.
_____________________________________________________
Any help would be appreciated. BTW, the code copied above is just a sample code for illustrating the problem (I know I do not need parallel processing for training such a network).

Answers (0)

Categories

Find more on Sequence and Numeric Feature Data Workflows in Help Center and File Exchange

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!