Before revision:   However, high communication overhead involved in parallelization of computation from a convolution kernel across clusters is detrimental to throughput.
After revision:  All cores are expected to be simultaneously employed in inference to attain maximal throughput. However, high communication overhead involved in parallelization of computation from a convolution kernel across clusters is detrimental to throughput.