Dynamic control flow in large-scale machine learning

Eugene Brevdo
Eugene Brevdo
Mike Burrows
Mike Burrows
Andy Davis
Andy Davis
Tim Harley
Tim Harley
Peter Hawkins
Peter Hawkins

EuroSys '18: Thirteenth EuroSys Conference 2018 Porto Portugal April, 2018, pp. 1-15, 2018.

Cited by: 29|Bibtex|Views180|DOI:https://doi.org/10.1145/3190508.3190551
EI
Other Links: dl.acm.org|arxiv.org|academic.microsoft.com

Abstract:

Many recent machine learning models rely on fine-grained dynamic control flow for training and inference. In particular, models based on recurrent neural networks and on reinforcement learning depend on recurrence relations, data-dependent conditional execution, and other features that call for dynamic control flow. These applications ben...More

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