【机器学习】机器学习系统SysML Runtime execution

Runtime execution

Cavs: An Efficient Runtime System for Dynamic Neural Networks
ATC 2018
https://www.usenix.org/system/files/conference/atc18/atc18-xu-shizhen.pdf

TVM: An Automated End-to-End Optimizing Compiler for Deep Learning
OSDI 2018
https://www.usenix.org/system/files/osdi18-chen.pdf

PipeDream: Fast and Efficient Pipeline Parallel DNN Training
https://arxiv.org/pdf/1806.03377.pdf

STRADS: A Distributed Framework for Scheduled Model Parallel Machine Learning
EuroSys 2016
https://dl.acm.org/citation.cfm?id=2901331

Dynamic Control Flow in Large-Scale Machine Learning
EuroSys 2018
https://dl.acm.org/citation.cfm?id=3190551

Improving the Expressiveness of Deep Learning Frameworks with Recursion
EuroSys 2018
https://dl.acm.org/citation.cfm?id=3190530

Continuum: A Platform for Cost-Aware, Low-Latency Continual Learning
SoCC 2018
https://dl.acm.org/citation.cfm?id=3267817

KeystoneML: Optimizing Pipelines for Large-ScaleAdvanced Analytics
ICDE 2017
https://amplab.cs.berkeley.edu/wp-content/uploads/2017/01/ICDE_2017_CameraReady_475.pdf

Owl: A General-Purpose Numerical Library in OCaml
https://arxiv.org/pdf/1707.09616.pdf

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