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SpCCL: A Sparsity-Aware Collective Communication Library for GPU Platforms

Hough, Lannie Dalton et al.
arXiv (All) · Papers
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and-cluster-computingdistributedparallel
Collective communication is essential to high performance computing and machine learning workloads, yet libraries such as NCCL do not exploit sparsity in message payloads. Sending only nonzero values can reduce network traffic, but explicitly handling sparsity introduces challenges such as compressi
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