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MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning
  on HPC Systems
v1v2 (latest)

MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems

21 October 2021
Jordan Dudley
M. Emani
J. Balma
L. Drescher
Aleksandr Drozd
Andreas Fink
Geoffrey C. Fox
David Kanter
Thorsten Kurth
Peter Mattson
D. Mu
Amit Ruhela
Kento Sato
Koichi Shirahata
Tsuguchika Tabaru
A. Tsaris
J. Balewski
Benjamin Cumming
Takumi Danjo
Jens Domke
Takaaki Fukai
Naoto Fukumoto
Tatsuya Fukushi
Balazs Gerofi
Takumi Honda
Toshiyuki Imamura
Akihiko Kasagi
K. Kawakami
Shuhei Kudo
A. Kuroda
Maxime Martinasso
Satoshi Matsuoka
Henrique Mendonc
K. Minami
Prabhat Ram
Takashi Sawada
Mallikarjun Shankar
T. S. John
Akihiro Tabuchi
V. Vishwanath
Mohamed Wahib
Masafumi Yamazaki
Junqi Yin
    VLM
ArXiv (abs)PDFHTML

Papers citing "MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems"

16 / 16 papers shown
Title
An MLCommons Scientific Benchmarks Ontology
An MLCommons Scientific Benchmarks Ontology
B. Hawks
G. V. Laszewski
Matthew D. Sinclair
Marco Colombo
Shivaram Venkataraman
Rutwik Jain
Yiwei Jiang
Nhan Tran
Geoffrey C. Fox
48
0
0
06 Nov 2025
MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AI
MLPerf Power: Benchmarking the Energy Efficiency of Machine Learning Systems from Microwatts to Megawatts for Sustainable AIInternational Symposium on High-Performance Computer Architecture (HPCA), 2024
Arya Tschand
Arun Tejusve Raghunath Rajan
S. Idgunji
Anirban Ghosh
J. Holleman
...
Rowan Taubitz
Sean Zhan
Scott Wasson
David Kanter
Vijay Janapa Reddi
406
12
0
15 Oct 2024
Performance and Power: Systematic Evaluation of AI Workloads on
  Accelerators with CARAML
Performance and Power: Systematic Evaluation of AI Workloads on Accelerators with CARAML
Chelsea Maria John
Stepan Nassyr
Carolin Penke
A. Herten
173
2
0
19 Sep 2024
AI-coupled HPC Workflow Applications, Middleware and Performance
AI-coupled HPC Workflow Applications, Middleware and Performance
Wes Brewer
Ana Gainaru
Frédéric Suter
Feiyi Wang
M. Emani
S. Jha
211
22
0
20 Jun 2024
ScaleFold: Reducing AlphaFold Initial Training Time to 10 Hours
ScaleFold: Reducing AlphaFold Initial Training Time to 10 Hours
Feiwen Zhu
Arkadiusz Nowaczynski
Rundong Li
Jie Xin
Yifei Song
Michal Marcinkiewicz
S. Eryilmaz
June Yang
M. Andersch
185
7
0
17 Apr 2024
Benchmarking Machine Learning Applications on Heterogeneous Architecture
  using Reframe
Benchmarking Machine Learning Applications on Heterogeneous Architecture using Reframe
Christopher Rae
Joseph K. L. Lee
James Richings
Michele Weiland
162
2
0
16 Apr 2024
I/O in Machine Learning Applications on HPC Systems: A 360-degree Survey
I/O in Machine Learning Applications on HPC Systems: A 360-degree Survey
Noah Lewis
J. L. Bez
Suren Byna
387
4
0
16 Apr 2024
Improvements & Evaluations on the MLCommons CloudMask Benchmark
Improvements & Evaluations on the MLCommons CloudMask Benchmark
Varshitha Chennamsetti
Laiba Mehnaz
Dan Zhao
Banani Ghosh
Sergey V. Samsonau
VLMFedML
95
0
0
07 Mar 2024
An Overview of MLCommons Cloud Mask Benchmark: Related Research and Data
An Overview of MLCommons Cloud Mask Benchmark: Related Research and Data
G. V. Laszewski
Ruochen Gu
100
1
0
08 Dec 2023
Breaking Boundaries: Distributed Domain Decomposition with Scalable
  Physics-Informed Neural PDE Solvers
Breaking Boundaries: Distributed Domain Decomposition with Scalable Physics-Informed Neural PDE SolversInternational Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2023
Arthur Feeney
Zitong Li
Ramin Bostanabad
Aparna Chandramowlishwaran
AI4CE
104
4
0
28 Aug 2023
SAIH: A Scalable Evaluation Methodology for Understanding AI Performance
  Trend on HPC Systems
SAIH: A Scalable Evaluation Methodology for Understanding AI Performance Trend on HPC SystemsJournal of Computational Science and Technology (JCST), 2022
Jiangsu Du
Dongsheng Li
Yingpeng Wen
Jiazhi Jiang
Dan Huang
Xia Liao
Yutong Lu
151
4
0
07 Dec 2022
XRBench: An Extended Reality (XR) Machine Learning Benchmark Suite for
  the Metaverse
XRBench: An Extended Reality (XR) Machine Learning Benchmark Suite for the MetaverseConference on Machine Learning and Systems (MLSys), 2022
Hyoukjun Kwon
Krishnakumar Nair
Jamin Seo
Jason Yik
D. Mohapatra
...
Ashish Sirasao
T. Krishna
Harshit Khaitan
Vikas Chandra
Vijay Janapa Reddi
201
46
0
16 Nov 2022
SOLAR: A Highly Optimized Data Loading Framework for Distributed
  Training of CNN-based Scientific Surrogates
SOLAR: A Highly Optimized Data Loading Framework for Distributed Training of CNN-based Scientific Surrogates
Baixi Sun
Xiaodong Yu
Chengming Zhang
Jiannan Tian
Sian Jin
K. Iskra
Tao Zhou
Tekin Bicer
Pete Beckman
Dingwen Tao
138
1
0
01 Nov 2022
Snowmass 2021 Computational Frontier CompF4 Topical Group Report:
  Storage and Processing Resource Access
Snowmass 2021 Computational Frontier CompF4 Topical Group Report: Storage and Processing Resource Access
W. Bhimij
D. Carder
Eli Dart
Javier M. Duarte
I. Fisk
...
N. Tran
P. Gemmeren
G. Watts
B. Weaver
F. Würthwein
191
0
0
19 Sep 2022
FastML Science Benchmarks: Accelerating Real-Time Scientific Edge
  Machine Learning
FastML Science Benchmarks: Accelerating Real-Time Scientific Edge Machine Learning
Javier Mauricio Duarte
Nhan Tran
B. Hawks
C. Herwig
J. Muhizi
Yasmine Omri
Vijay Janapa Reddi
229
18
0
16 Jul 2022
Xception: Deep Learning with Depthwise Separable Convolutions
Xception: Deep Learning with Depthwise Separable ConvolutionsComputer Vision and Pattern Recognition (CVPR), 2016
François Chollet
MDEBDLPINN
2.5K
16,427
0
07 Oct 2016
1