Automatic aggregation of subtask accesses for nested OpenMP-style tasks

Autor: Ali, Omar Shaaban Ibrahim, Aguilar Mena, Jimmy, Beltran Querol, Vicenç, Carpenter, Paul Matthew, Ayguadé Parra, Eduard, Labarta Mancho, Jesús José

Publikováno v: 2022 IEEE 34th International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD).

Task-based programming is a high performance and productive model to express parallelism. Tasks encapsulate work to be executed across multiple cores or offloaded to GPUs, FPGAs, other accelerators or other nodes. In order to maintain parallelism and

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::dd232db6bcdc58f97165b4ca87314b1c
https://doi.org/10.1109/sbac-pad55451.2022.00042

MetH: A family of high-resolution and variable-shape image challenges

Autor: Parés Pont, Ferran, Garcia Gasulla, Dario|||0000-0001-6732-5641, Servat, Harald, Labarta Mancho, Jesús José|||0000-0002-7489-4727, Ayguadé Parra, Eduard|||0000-0002-5146-103X

Publikováno v: UPCommons. Portal del coneixement obert de la UPC
Universitat Politècnica de Catalunya (UPC)

High-resolution and variable-shape images have not yet been properly addressed by the AI community. The approach of down-sampling data often used with convolutional neural networks is sub-optimal for many tasks, and has too many drawbacks to be consi

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::69697628f7574305d23d07d3b6255e34
http://hdl.handle.net/2117/193028

MPI+OpenMP tasking scalability for the simulation of the human brain

Autor: Valero-Lara, Pedro, Sirvent, Raul, Pena, A. J., Martorell Bofill, Xavier, Labarta Mancho, Jesús José

Publikováno v: UPCommons. Portal del coneixement obert de la UPC
Universitat Politècnica de Catalunya (UPC)
Recercat. Dipósit de la Recerca de Catalunya
instname

The simulation of the behavior of the Human Brain is one of the most ambitious challenges today with a non-end of important applications. We can find many different initiatives in the USA, Europe and Japan which attempt to achieve such a challenging

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::0c02f99e3e41f8aaf53e89e1d66368ae

cuHinesBatch: solving multiple hines systems on GPUs Human Brain Project

Autor: Valero-Lara, Pedro, Martinez-Perez, Ivan, Peña, Antonio J., Martorell Bofill, Xavier, Sirvent, Raul, Labarta Mancho, Jesús José

Publikováno v: UPCommons. Portal del coneixement obert de la UPC
Universitat Politècnica de Catalunya (UPC)
Recercat. Dipósit de la Recerca de Catalunya
instname

The simulation of the behavior of the Human Brain is one of the most important challenges today in computing. The main problem consists of finding efficient ways to manipulate and compute the huge volume of data that this kind of simulations need, us

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::28bebf030be43bef170ad8d0696ffe3a

On the representativeness of convolutional neural networks layers

Autor: García Gasulla, Darío, Moreno, Jonatan, Ramos-Pollan, Raúl, Casadiegos Barrios, Romel, Béjar Alonso, Javier, Cortés García, Claudio Ulises, Ayguadé Parra, Eduard, Labarta Mancho, Jesús José, Suzumura, Toyotaro

Publikováno v: UPCommons. Portal del coneixement obert de la UPC
Universitat Politècnica de Catalunya (UPC)
Recercat. Dipósit de la Recerca de Catalunya
instname

Convolutional Neural Networks (CNN) are the most popular of deep network models due to their applicability and success in image processing. Although plenty of effort has been made in designing and training better discriminative CNNs, little is yet kn

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::76b4e33495bee5ac3b3175c5ecbc10d2