BFTrainer: Low-Cost Training of Neural Networks on Unfillable Supercomputer Nodes

22 June 2021

Papers citing "BFTrainer: Low-Cost Training of Neural Networks on Unfillable Supercomputer Nodes"

9 / 9 papers shown

Title
Deep Reinforcement Agent for Scheduling in HPC Yuping Fan Z. Lan T. Childers Paul M. Rich W. Allcock M. Papka 43 36 0 11 Feb 2021
Pollux: Co-adaptive Cluster Scheduling for Goodput-Optimized Deep Learning Aurick Qiao Sang Keun Choe Suhas Jayaram Subramanya Willie Neiswanger Qirong Ho Hao Zhang G. Ganger Eric Xing VLM 55 181 0 27 Aug 2020
HyperTune: Dynamic Hyperparameter Tuning For Efficient Distribution of DNN Training Over Heterogeneous Systems Ali Heydarigorji Siavash Rezaei Mahdi Torabzadehkashi Hossein Bobarshad V. Alves Pai H. Chou 52 14 0 16 Jul 2020
UNAS: Differentiable Architecture Search Meets Reinforcement Learning Arash Vahdat Arun Mallya Ming-Yuan Liu Jan Kautz 59 34 0 16 Dec 2019
Hyp-RL : Hyperparameter Optimization by Reinforcement Learning H. Jomaa Josif Grabocka Lars Schmidt-Thieme 65 65 0 27 Jun 2019
MnasNet: Platform-Aware Neural Architecture Search for Mobile Mingxing Tan Bo Chen Ruoming Pang Vijay Vasudevan Mark Sandler Andrew G. Howard Quoc V. Le MQ 117 3,009 0 31 Jul 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 187 4,350 0 24 Jun 2018
Efficient Neural Architecture Search via Parameter Sharing Hieu H. Pham M. Guan Barret Zoph Quoc V. Le J. Dean 107 2,762 0 09 Feb 2018
Don't Decay the Learning Rate, Increase the Batch Size Samuel L. Smith Pieter-Jan Kindermans Chris Ying Quoc V. Le ODL 97 995 0 01 Nov 2017