JANUS: Fast and Flexible Deep Learning via Symbolic Graph Execution of Imperative Programs

Eunji Jeong
Eunji Jeong
Sungwoo Cho
Sungwoo Cho
Gyeong-In Yu
Gyeong-In Yu
Dongjin Shin
Dongjin Shin

NSDI, Volume abs/1812.01329, 2019.

Cited by: 13|Views44
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Abstract:

The rapid evolution of deep neural networks is demanding deep learning (DL) frameworks not only to satisfy the traditional requirement of quickly executing large computations, but also to support straightforward programming models for quickly implementing and experimenting with complex network structures. However, existing frameworks fail...More

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