Ring allreduce achieves more scalable synchronous SGD training than parameter-server or peer-to-peer architectures because its per-step communication cost is nearly independent of worker count.
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Performance Analysis and Comparison of Distributed Machine Learning Systems
Ring allreduce achieves more scalable synchronous SGD training than parameter-server or peer-to-peer architectures because its per-step communication cost is nearly independent of worker count.