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All-Reduce Algorithm: High Bandwidth Costs in Distributed Computing

Algorithm 1) All-reduce An obvious way is to send the gradients from one device to all other devices to synchronize them. But this utilizes high bandwidth. If every GPU has “N” elements and there are “G” GPUs, it results in a total transfer of G*(G-1)*N elements

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