Deliverables
Hackathon I
Dissemination workshop I
Benchmarking and test infrastructure
Dissemination workshop II
Hackathon II
First version of customised ML solutions for the datasets of D1.2
Final version of workflow tools published
Revised version of customised ML solutions for the updated datasets of D1.2 that are based on the workflow tools of WP2 and optimised based on the feedback from WP3 regarding performance and energy consumption
Performance model for hardware configurations
Report on tests with a tangent linear and adjoint version of ML emulators with 4DVar
Report on software performance benchmarking for ML solutions from deliverable D1.4
Report on the survey of the workflow, the MAELSTROM protocol and ML requirements
Report on the survey of the workflow the MAELSTROM protocol and ML requirements
Report on hardware performance benchmarking for ML solutions from D1.3 on a number of hardware configurationsReport on hardware performance benchmarking for simplistic ML solutions for benchmark data sets in D1.2 on existing hardware solutions
Report on hardware performance benchmarking for simplistic ML solutions for benchmark data sets in D12 on existing hardware solutions
Report on a survey of MAELSTROM applications and ML tools and architecturesPlan for Dissemination and Communication
Initial list of hardware related requirements for ML solutions in W&C
Initial list of hardware related requirements for ML solutions in WC
Report on software performance benchmarking for ML solutions from deliverable D1.3Report on software performance benchmarking for ML solutions from deliverable D13
Plan for Gender BalanceReport on the application of ML solutions within the W&C workflow
Report on solution design and architecture blueprint
Roadmap analysis of technologies relevant for ML solutions in W&C
Roadmap analysis of technologies relevant for ML solutions in WC
Report on improved data processing tools, and the weather data loading pipeline designed for large-scale deep learning training for the benchmark datasets from Deliverable D1.1Publications
Author(s):
Dueben, Peter
Published in:
2022
Publisher:
Zenodo
DOI:
10.5281/zenodo.7108876
Author(s):
Langguth, Michael; Gong, Bing; Ji, Yan; Mozaffari, Amirpasha; Schultz, Martin
Published in:
Living Planet Symposium 2022, LPS2022, Bonn, Germany, 2022-05-23 - 2022-05-27, Issue 1, 2022
Publisher:
Living Planet Symposium 2022
Author(s):
Nikoli Dryden; Roman Böhringer; Tal Ben-Nun; Torsten Hoefler
Published in:
SC '21: Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, 2021
Publisher:
Association for Computing Machinery New York, NY, United States
DOI:
10.48550/arxiv.2101.08734
Author(s):
Shigang Li; Torsten Hoefler
Published in:
SC, 2022, ISBN 9781450384421
Publisher:
Association for Computing Machinery New York, NY, United States
DOI:
10.1145/3458817.3476145
Author(s):
Li, Shigang; Hoefler, Torsten
Published in:
Proceedings of the 27th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming (PPoPP '22), 2022
Publisher:
ACM
DOI:
10.1145/3503221.3508399
Author(s):
Bryan A. Plummer, Nikoli Dryden, Julius Frost, Torsten Hoefler, Kate Saenko
Published in:
ICLR 2022, 2022
Publisher:
ICLR
DOI:
10.48550/arxiv.2006.10598
Author(s):
Dueben
Published in:
2022
Publisher:
Zenodo
DOI:
10.5281/zenodo.7081282
Author(s):
Cummins, Chris; Fisches, Zacharias V.; Ben-Nun, Tal; Hoefler, Torsten; O'Boyle, Michael F P; Leather, Hugh
Published in:
Cummins , C , Fisches , Z V , Ben-Nun , T , Hoefler , T , O'Boyle , M F P & Leather , H 2021 , PROGRAML: A Graph-based Program Representation for Data Flow Analysis and Compiler Optimizations . in Proceedings of the 38th International Conference on Machine Learning . Proceedings of Machine Learning Research , vol. 139 , pp. 2244-2253 , Thirty-eighth International Conference on Machine Learning , 1, Issue 1, 2021
Publisher:
38th International Conference on Machine Learning
Author(s):
Maciej Besta; Pawel Renc; Robert Gerstenberger; Paolo Sylos Labini; Alexandros Ziogas; Tiancheng Chen; Lukas Gianinazzi; Florian Scheidl; Kalman Szenes; Armon Carigiet; Patrick Iff; Grzegorz Kwasniewski; Raghavendra Kanakagiri; Chio Ge; Sammy Jaeger; Jarosław Wąs; Flavio Vella; Torsten Hoefler
Published in:
SC '23: Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, Issue 1, 2023, ISBN 979-8-4007-0109-2
Publisher:
Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis
DOI:
10.1145/3581784.3607067
Author(s):
Dueben
Published in:
2022
Publisher:
Zenodo
DOI:
10.5281/zenodo.7081333
Author(s):
Dueben, Peter
Published in:
2022
Publisher:
Zenodo
DOI:
10.5281/zenodo.6792121
Author(s):
Oliver Rausch; Tal Ben-Nun; Nikoli Dryden; Andrei Ivanov; Shigang Li; Torsten Hoefler
Published in:
ICS '22: Proceedings of the 36th ACM International Conference on Supercomputing, 2022, ISBN 9781450392815
Publisher:
Association for Computing Machinery New York, NY, United States
DOI:
10.48550/arxiv.2110.10802
Author(s):
Dueben
Published in:
2021
Publisher:
Zenodo
DOI:
10.5281/zenodo.7081199
Author(s):
Dueben
Published in:
2022
Publisher:
Zenodo
DOI:
10.5281/zenodo.7081632
Author(s):
T. Ben-Nun, L. Groner, F. Deconinck, T. Wicky, E. Davis, J. Dahm, O. Elbert, R. George, J. McGibbon, L. Trümper, E. Wu, O. Fuhrer, T. Schulthess, T. Hoefler
Published in:
SC'22, 2022
Publisher:
SC'22
Author(s):
N. Dryden, T. Hoefler
Published in:
NeurIPS'22, 2022
Publisher:
Neural Information Processing Systems 35
Author(s):
Ben-Nun, Tal; Groner, Linus; Deconinck, Florian; Wicky, Tobias; Davis, Eddie; Dahm, Johann; Elbert, Oliver D.; George, Rhea; McGibbon, Jeremy; Trümper, Lukas; Wu, Elynn; Fuhrer, Oliver; Schulthess, Thomas; Hoefler, Torsten
Published in:
SC22: International Conference for High Performance Computing, Networking, Storage and Analysis, Issue 41, 2022, ISSN 2331-8422
Publisher:
ArXiv.org
DOI:
10.1109/sc41404.2022.00078
Author(s):
Peter Dueben
Published in:
2022
Publisher:
Zenodo
DOI:
10.5281/zenodo.7100588
Author(s):
Maciej Besta; Robert Gerstenberger; Marc Fischer; Michal Podstawski; Nils Blach; Berke Egeli; Georgy Mitenkov; Wojciech Chlapek; Marek Michalewicz; Hubert Niewiadomski; Juergen Mueller; Torsten Hoefler
Published in:
SC '23: Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, Issue 1, 2023, ISBN 979-8-4007-0109-2
Publisher:
Proceedings of the International Conference for High Performance Computing
DOI:
10.1145/3581784.3607068
Author(s):
Cummins, Chris; Fisches, Zacharias V.; Ben-Nun, Tal; Hoefler, Torsten; O'Boyle, Michael F P; Leather, Hugh
Published in:
Cummins , C , Fisches , Z V , Ben-Nun , T , Hoefler , T , O'Boyle , M F P & Leather , H 2021 , PROGRAML: A Graph-based Program Representation for Data Flow Analysis and Compiler Optimizations . in Proceedings of the 38th International Conference on Machine Learning . Proceedings of Machine Learning Research , vol. 139 , pp. 2244-2253 , International Conference on Machine Learning 2021 , 1/07/21 ., Issue vol. 139, PMLR, pp. 2244-2253,, 2021, ISSN 2640-3498
Publisher:
PMLR
Author(s):
Matthew Chantry; Sam Hatfield; Peter Dueben; Inna Polichtchouk; Tim Palmer
Published in:
Journal of advances in modeling earth systems, Issue 3, 2021, ISSN 1942-2466
Publisher:
American Geophysical Union
DOI:
10.1029/2021ms002477
Author(s):
Lessig, Christian; Luise, Ilaria; Gong, Bing; Langguth, Michael; Stadtler, Scarlet; Schultz, Martin
Published in:
arXiv, Issue 37, 2023, ISSN 2331-8422
Publisher:
USA
DOI:
10.48550/arxiv.2308.13280
Author(s):
Y. Ji; Y. Ji; B. Gong; M. Langguth; A. Mozaffari; X. Zhi
Published in:
Geoscientific Model Development, Vol 16, Pp 2737-2752 (2023), Issue 1, 2023, ISSN 1991-959X
Publisher:
Copernicus Gesellschaft mbH
DOI:
10.5194/gmd-16-2737-2023
Author(s):
Besta, Maciej; Catarino, Afonso Claudino; Gianinazzi, Lukas; Blach, Nils; Nyczyk, Piotr; Niewiadomski, Hubert; Hoefler, Torsten
Published in:
arXiv, Issue 34, 2023, ISSN 2331-8422
Publisher:
arXiv
DOI:
10.48550/arxiv.2311.18526
Author(s):
Patrick Laloyaux1, Thorsten Kurth2, Peter Dominik Dueben1, and David Hall
Published in:
Journal of Advances in Modeling Earth Systems, Issue 19422466, 2022, ISSN 1942-2466
Publisher:
American Geophysical Union
DOI:
10.1029/2022ms003016
Author(s):
Zied Ben Bouallègue; Jonathan A. Weyn; Mariana C. A. Clare; Jesper Dramsch; Peter Dueben; Matthew Chantry
Published in:
Artificial Intelligence for the Earth Systems, Issue 34, 2023, ISSN 2769-7525
Publisher:
Artificial Intelligence for the Earth Systems
DOI:
10.1175/aies-d-23-0027.1
Author(s):
Tom Kimpson; Margarita Choulga; Matthew Chantry; Gianpaolo Balsamo; Souhail Boussetta; Peter Dueben; Tim Palmer
Published in:
eISSN: 1607-7938, Issue 34, 2023, ISSN 1027-5606
Publisher:
European Geophysical Society
DOI:
10.5194/hess-27-4661-2023
Author(s):
Ben-Bouallegue, Zied; Cooper, Fenwick; Chantry, Matthew; Düben, Peter; Bechtold, Peter; Sandu, Irina
Published in:
Monthly Weather Review, Issue 1, 2023, ISSN 1520-0493
Publisher:
Monthly Weather Review
DOI:
10.1175/mwr-d-22-0107.1
Author(s):
David Meyer; Robin J. Hogan; Peter Dueben; Shannon Mason
Published in:
Machine Learning Emulation of 3D Cloud Radiative Effects, Issue 2, 2022, ISSN 1942-2466
Publisher:
American Geophysical Union
DOI:
10.1029/2021ms002550
Author(s):
Besta, Maciej; Iff, Patrick; Scheidl, Florian; Osawa, Kazuki; Dryden, Nikoli; Podstawski, Michal; Chen, Tiancheng; Hoefler, Torsten
Published in:
arXiv, Issue 1, 2022, ISSN 2331-8422
Publisher:
arXiv
DOI:
10.48550/arxiv.2209.09732
Author(s):
Osawa, Kazuki; Li, Shigang; Hoefler, Torsten
Published in:
arXiv, Issue 30, 2022, ISSN 2331-8422
Publisher:
arXiv
DOI:
10.48550/arxiv.2211.14133
Author(s):
Huang, Langwen; Hoefler, Torsten
Published in:
arXiv, Issue 4, 2023, ISSN 2331-8422
Publisher:
arXiv
DOI:
10.48550/arxiv.2210.12538
Author(s):
Milan Klöwer, Miha Razinger, Juan J. Dominguez, Peter D. Düben & Tim N. Palmer
Published in:
Nature Computational Science, Issue 26628457, 2021, Page(s) Nat Comput Sci 1, 713–724 (2021), ISSN 2662-8457
Publisher:
Nature Computational Science
DOI:
10.1038/s43588-021-00156-2
Author(s):
David Meyer1,2, Sue Grimmond1, Peter Dueben3, Robin Hogan1,3, and Maarten van Reeuwijk2
Published in:
Journal of Advances in Modeling Earth Systems, Issue 19422466, 2021, ISSN 1942-2466
Publisher:
American Geophysical Union
DOI:
10.1029/2021ms002744
Author(s):
Gong, Bing; Langguth, Michael; Ji, Yan; Mozaffari, Amirpasha; Stadtler, Scarlet; Mache, Karim; Schultz, Martin G.
Published in:
Geoscientific Model Development, Vol 15, Pp 8931-8956 (2022), Issue 1, 2022, ISSN 1991-959X
Publisher:
Copernicus Gesellschaft mbH
DOI:
10.5194/gmd-2021-430
Author(s):
Bazinska, Julia; Ivanov, Andrei; Ben-Nun, Tal; Dryden, Nikoli; Besta, Maciej; Shen, Siyuan; Hoefler, Torsten
Published in:
arXiv, Issue 35, 2023, ISSN 2331-8422
Publisher:
arXiv
DOI:
10.48550/arxiv.2308.12093
Author(s):
Dryden, Nikoli; Hoefler, Torsten
Published in:
Advances in Neural Information Processing Systems 35, Issue 1, 2022, ISSN 2331-8422
Publisher:
arXiv
DOI:
10.48550/arxiv.2211.13491
Author(s):
Frantar, Elias; Ashkboos, Saleh; Hoefler, Torsten; Alistarh, Dan
Published in:
arXiv, Issue 1, 2022, ISSN 2331-8422
Publisher:
arXiv
DOI:
10.48550/arxiv.2210.17323
Author(s):
Peter D. Dueben1, Martin G. Schultz2, Matthew Chantry1, David John Gagne II3, David Matthew Hall4, and Amy McGovern5
Published in:
Artificial Intelligence for the Earth Systems, Issue 27697525, 2022, ISSN 2769-7525
Publisher:
American Meteorological Society
DOI:
10.1175/aies-d-21-0002.1
Author(s):
Ivanov, Andrei; Dryden, Nikoli; Ben-Nun, Tal; Ashkboos, Saleh; Hoefler, Torsten
Published in:
arXiv, Issue 40, 2023, ISSN 2331-8422
Publisher:
arXiv
DOI:
10.48550/arxiv.2304.07613
Author(s):
Harris, Lucy; McRae, Andrew T. T.; Chantry, Matthew; Dueben, Peter D.; Palmer, Tim N.
Published in:
Crossref, Issue 33, 2022, ISSN 1942-2466
Publisher:
American Geophysical Union
DOI:
10.1029/2022ms003120
Author(s):
Blach, Nils; Besta, Maciej; De Sensi, Daniele; Domke, Jens; Harake, Hussein; Li, Shigang; Iff, Patrick; Konieczny, Marek; Lakhotia, Kartik; Kubicek, Ales; Ferrari, Marcel; Petrini, Fabrizio; Hoefler, Torsten
Published in:
arXiv, Issue 32, 2023, ISSN 2331-8422
Publisher:
arXiv
DOI:
10.48550/arxiv.2310.03742
Author(s):
Sam Hatfield; Matthew Chantry; Peter Dueben; Philippe Lopez; Alan J. Geer; Tim Palmer
Published in:
journal of advances in modeling earth systems, Issue 2, 2021, ISSN 1942-2466
Publisher:
American Geophysical Union
DOI:
10.1029/2021ms002521
Author(s):
Niraj Agarwal; Dmitri Kondrashov; Dmitri Kondrashov; Peter Dueben; E. A. Ryzhov; Pavel Berloff; Pavel Berloff
Published in:
journal of advances in modeling earth systmes, Issue 3, 2021, ISSN 1942-2466
Publisher:
American Geophysical Union
DOI:
10.1029/2021ms002537
Author(s):
Cooper, Fenwick C.; McRae, Andrew T. T.; Chantry, Matthew; Antonio, Bobby; Palmer, Tim N.
Published in:
Further analysis of cGAN: A system for Generative Deep Learning Post-processing of Precipitation, Issue 1, 2023, ISSN 1520-0493
Publisher:
arXiv
DOI:
10.48550/arxiv.2309.15689
Author(s):
Maike Sonnewald; Maike Sonnewald; Maike Sonnewald; Redouane Lguensat; Daniel C. Jones; Peter Dueben; Julien Brajard; Venkatramani Balaji; Venkatramani Balaji
Published in:
Environmental Research Letters, Issue 3, 2021, ISSN 1748-9326
Publisher:
Institute of Physics Publishing
DOI:
10.1088/1748-9326/ac0eb0
Author(s):
Dueben
Published in:
2022
Publisher:
Zenodo
DOI:
10.5281/zenodo.7081735
Author(s):
Ashkboos, Saleh and Huang, Langwen and Dryden, Nikoli and Ben-Nun, Tal and Dueben, Peter and Gianinazzi, Lukas and Kummer, Luca and Hoefler, Torsten
Published in:
2022
Publisher:
arXiv
DOI:
10.48550/arxiv.2206.14786
Author(s):
Pacchiardi, Lorenzo and Adewoyin, Rilwan and Dueben, Peter and Dutta, Ritabrata
Published in:
2021
Publisher:
arXiv
DOI:
10.48550/arxiv.2112.08217
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