Thanks for your interest. Regarding your question, no, unfortunately have not seen any peaks in the GPU usage. And here are the values of the two average meters as I have used in the same way as it is applied in the ImageNet example that you directed me:
Time  0.025 ( 0.027)
Data  0.000 ( 0.000)