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FPGA-Based AI Smart NICs for Scalable Distributed AI Training Systems

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Published in 2022 at "IEEE Computer Architecture Letters"

DOI: 10.48550/arxiv.2204.10943

Abstract: Training state-of-the-art artificial intelligence (AI) models requires scaling to many compute nodes and relies heavily on collective communication operations, such as all-reduce, to exchange the weight gradients between nodes. The overhead of these operations can… read more here.

Keywords: nics scalable; fpga based; distributed training; smart nics ... See more keywords