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Mini-batch Serialization - CNN Training with Inter-layer Data Reuse.

MLSys, (2019)

Cited by: 0|Views25
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Abstract

Training convolutional neural networks (CNNs) requires intense computations and high memory bandwidth. We find that bandwidth today is over-provisioned because most memory accesses in CNN training can be eliminated by rearranging computation to better utilize on-chip buffers and avoid traffic resulting from large per-layer memory footpr...More

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Author
Sangkug Lym
Sangkug Lym
Armand Behroozi
Armand Behroozi
Ge Li
Ge Li
Yongkee Kwon
Yongkee Kwon
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