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Title: TensorFlow at Scale: Performance and productivity analysis of distributed training with Horovod, MLSL, and Cray PE ML

Authors:
ORCiD logo [1];  [2];  [3];  [4];  [5]
  1. National Energy Research Scientific Computing CenterLawrence Berkeley National Laboratory Berkeley California
  2. Software and Services GroupIntel Corporation Moscow Russia
  3. Cray Programming Environments Performance EngineeringCray Inc Bloomington Minnesota
  4. Parallel Computing LabsIntel Corporation Karnataka India
  5. Data Center GroupIntel Corporation Hillsboro Oregon
Publication Date:
Sponsoring Org.:
USDOE
OSTI Identifier:
1479562
Grant/Contract Number:  
AC02-05CH11231
Resource Type:
Publisher's Accepted Manuscript
Journal Name:
Concurrency and Computation. Practice and Experience
Additional Journal Information:
Journal Name: Concurrency and Computation. Practice and Experience; Journal ID: ISSN 1532-0626
Publisher:
Wiley Blackwell (John Wiley & Sons)
Country of Publication:
United Kingdom
Language:
English

Citation Formats

Kurth, Thorsten, Smorkalov, Mikhail, Mendygral, Peter, Sridharan, Srinivas, and Mathuriya, Amrita. TensorFlow at Scale: Performance and productivity analysis of distributed training with Horovod, MLSL, and Cray PE ML. United Kingdom: N. p., 2018. Web. doi:10.1002/cpe.4989.
Kurth, Thorsten, Smorkalov, Mikhail, Mendygral, Peter, Sridharan, Srinivas, & Mathuriya, Amrita. TensorFlow at Scale: Performance and productivity analysis of distributed training with Horovod, MLSL, and Cray PE ML. United Kingdom. doi:10.1002/cpe.4989.
Kurth, Thorsten, Smorkalov, Mikhail, Mendygral, Peter, Sridharan, Srinivas, and Mathuriya, Amrita. Sun . "TensorFlow at Scale: Performance and productivity analysis of distributed training with Horovod, MLSL, and Cray PE ML". United Kingdom. doi:10.1002/cpe.4989.
@article{osti_1479562,
title = {TensorFlow at Scale: Performance and productivity analysis of distributed training with Horovod, MLSL, and Cray PE ML},
author = {Kurth, Thorsten and Smorkalov, Mikhail and Mendygral, Peter and Sridharan, Srinivas and Mathuriya, Amrita},
abstractNote = {},
doi = {10.1002/cpe.4989},
journal = {Concurrency and Computation. Practice and Experience},
number = ,
volume = ,
place = {United Kingdom},
year = {2018},
month = {10}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
DOI: 10.1002/cpe.4989

Citation Metrics:
Cited by: 1 work
Citation information provided by
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