Zobrazeno 1 - 10
of 339
pro vyhledávání: '"Dubois Lionel"'
Publikováno v:
MATEC Web of Conferences, Vol 379, p 04002 (2023)
Several industrial sectors, such as for example cement manufacturers and lime producers, produce so-called “unavoidable” CO2 emissions because these ones are intrinsically linked to the industrial process itself (decarbonation of calcium carbonat
Externí odkaz:
https://doaj.org/article/e445ec9448d0418daddf517a73bf2f75
Publikováno v:
36th ACM Symposium on Parallelism in Algorithms and Architectures (SPAA '24), Jun 2024, Nantes, France
When designing an algorithm, one cares about arithmetic/computational complexity, but data movement (I/O) complexity plays an increasingly important role that highly impacts performance and energy consumption. For a given algorithm and a given I/O mo
Externí odkaz:
http://arxiv.org/abs/2404.16443
Autor:
Gusak, Julia, Cherniuk, Daria, Shilova, Alena, Katrutsa, Alexander, Bershatsky, Daniel, Zhao, Xunyi, Eyraud-Dubois, Lionel, Shlyazhko, Oleg, Dimitrov, Denis, Oseledets, Ivan, Beaumont, Olivier
Modern Deep Neural Networks (DNNs) require significant memory to store weight, activations, and other intermediate tensors during training. Hence, many models do not fit one GPU device or can be trained using only a small per-GPU batch size. This sur
Externí odkaz:
http://arxiv.org/abs/2202.10435
In this paper, we consider two fundamental symmetric kernels in linear algebra: the Cholesky factorization and the symmetric rank-$k$ update (SYRK), with the classical three nested loops algorithms for these kernels. In addition, we consider a machin
Externí odkaz:
http://arxiv.org/abs/2202.10217
Autor:
Costa, Alexis a, Henrotin, Arnaud a, Heymans, Nicolas a, Dubois, Lionel b, Thomas, Diane b, De Weireld, Guy a, ⁎
Publikováno v:
In Chemical Engineering Journal 1 August 2024 493
Autor:
Djettene, Rania a, b, Dubois, Lionel a, Duprez, Marie-Eve b, De Weireld, Guy b, Thomas, Diane a, ⁎
Publikováno v:
In Journal of CO2 Utilization July 2024 85
Autor:
Costa, Alexis a, Coppitters, Diederik b, Dubois, Lionel c, Contino, Francesco b, Thomas, Diane c, De Weireld, Guy a, ⁎
Publikováno v:
In Applied Energy 1 March 2024 357
Autor:
Grunwald, Liam, Clémancey, Martin, Klose, Daniel, Dubois, Lionel, Gambarelli, Serge, Jeschke, Gunnar, Wörle, Michael, Blondin, Geneviève, Mougel, Victor
Publikováno v:
Proceedings of the National Academy of Sciences of the United States of America, 2022 Aug 01. 119(31), 1-9.
Externí odkaz:
https://www.jstor.org/stable/27172103
Autor:
Herrmann, Julien, Beaumont, Olivier, Eyraud-Dubois, Lionel, Hermann, Julien, Joly, Alexis, Shilova, Alena
This paper introduces a new activation checkpointing method which allows to significantly decrease memory usage when training Deep Neural Networks with the back-propagation algorithm. Similarly to checkpoint-ing techniques coming from the literature
Externí odkaz:
http://arxiv.org/abs/1911.13214
Autor:
Beaumont, Olivier, Canon, Louis-claude, Eyraud-Dubois, Lionel, Lucarelli, Giorgio, Marchal, Loris, Mommessin, Clément, Simon, Bertrand, Trystram, Denis
Publikováno v:
ACM Computing Survey, Vol. 53, No. 3, 2020
The evolution in the design of modern parallel platforms leads to revisit the scheduling jobs on distributed heterogeneous resources. The goal of this survey is to present the main existing algorithms, to classify them based on their underlying princ
Externí odkaz:
http://arxiv.org/abs/1909.11365