EDITORIALFinally, Castro et al 6 present an energy study on critical parameters for the deployment of CNNs on flagship image and video applications, ie, object recognition and people identification by gait, respectively. Their experimental results on a multi-GPU server endowed with twin Maxwell and twin Pascal Titan X GPUs demonstrate that energy correlates with performance and that Pascal may have up to 40% gains versus Maxwell.Larger batch sizes extend performance gains and energy savings but accuracy must be watched, which sometimes shows a preference for small batches.
CONCLUSIONSThe manuscripts presented in this special issue provide insights into several cutting-edge aspects of exascale computing. We believe that the main contributions presented in these manuscripts are timely and important. We hope that readers can benefit from these research manuscripts and contribute to these rapidly growing areas.