Null coefficients when classifying an image

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Hello guys! I have a question related to image classification problems.
After training my network and finishing the offline phase and saved trained network.
Trained network : mynet= trainNetwork(augmentedTrainingSet, lgraph, opts);
I want to count the number of null coefficients of the network (unused weights) when classifying the image in the online phase to make a comparision and determine the reason of time gain between many networks.
%% Make a prediction using the classifier
[YPred,probs] = classify (mynet, newimage);
So after making this prediction in the online phase, how can I get the connections' weights used in the classification of this new image?
Thank you! Appreciate any help!

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