Performance Optimization using Multimodal Modeling and Heterogeneous GNN

Author:

Dutta Akash1ORCID,Alcaraz Jordi2ORCID,TehraniJamsaz Ali1ORCID,Cesar Eduardo3ORCID,Sikora Anna3ORCID,Jannesari Ali1ORCID

Affiliation:

1. Iowa State University, Ames, IA, USA

2. University of Oregon, Eugene, OR, USA

3. Universitat Autònoma de Barcelona, Barcelona, Spain

Funder

Ministerio de Ciencia e Innovación

NSF (National Science Foundation)

Publisher

ACM

Reference87 articles.

1. Hardware Counters’ Space Reduction for Code Region Characterization

2. Building representative and balanced datasets of OpenMP parallel regions

3. Jordi Alcaraz , Ali TehraniJamsaz , Akash Dutta , Anna Sikora , Ali Jannesari , Joan Sorribes , and Eduardo Cesar . 2022. Predicting number of threads using balanced datasets for openMP regions. Computing ( 2022 ), 1--19. Jordi Alcaraz, Ali TehraniJamsaz, Akash Dutta, Anna Sikora, Ali Jannesari, Joan Sorribes, and Eduardo Cesar. 2022. Predicting number of threads using balanced datasets for openMP regions. Computing (2022), 1--19.

4. A Survey of Machine Learning for Big Code and Naturalness

5. Miltiadis Allamanis , Marc Brockschmidt , and Mahmoud Khademi . 2017. Learning to represent programs with graphs. arXiv preprint arXiv:1711.00740 ( 2017 ). Miltiadis Allamanis, Marc Brockschmidt, and Mahmoud Khademi. 2017. Learning to represent programs with graphs. arXiv preprint arXiv:1711.00740 (2017).

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1. An automated OpenMP mutation testing framework for performance optimization;Parallel Computing;2024-09

2. An Exploration of Global Optimization Strategies for Autotuning OpenMP-based Codes;2024 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW);2024-05-27

3. MUPPET;Proceedings of the 15th International Workshop on Programming Models and Applications for Multicores and Manycores;2024-03-03

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