In this paper, we focus on the time-consuming training process of large-scale CNNs and propose a Bi-layered Parallel Training (BPT-CNN) architecture in distributed computing environments.

AI is surging. Quantum is maturing. Data centers have moved from back-end utilities to frontline strategic infrastructure.

We propose a parallel multi-grid OXC node architecture based on partial-WSS to achieve the high-degree non-blocking connectivity in a scaling multi-fiber optical network, which reduces 70% bandwidth ...