SPADE: A Flexible and Scalable Accelerator for SpMM and SDDMM

Author:

Gerogiannis Gerasimos1ORCID,Yesil Serif1ORCID,Lenadora Damitha1ORCID,Cao Dingyuan1ORCID,Mendis Charith1ORCID,Torrellas Josep1ORCID

Affiliation:

1. University of Illinois at Urbana-Champaign, Urbana, IL, USA

Funder

DARPA

NSF (National Science Foundation)

Publisher

ACM

Reference81 articles.

1. Sriram Aananthakrishnan Nesreen K. Ahmed Vincent Cave Marcelo Cintra Yigit Demir Kristof Du Bois Stijn Eyerman Joshua B. Fryman Ivan Ganev Wim Heirman Hans-Christian Hoppe Jason Howard Ibrahim Hur MidhunChandra Kodiyath Samkit Jain Daniel S. Klowden Marek M. Landowski Laurent Montigny Ankit More Przemyslaw Ossowski Robert Pawlowski Nick Pepperling Fabrizio Petrini Mariusz Sikora Balasubramanian Seshasayee Shaden Smith Sebastian Szkoda Sanjaya Tayal Jesmin Jahan Tithi Yves Vandriessche and Izajasz P. Wrosz. 2020. PIUMA: Programmable Integrated Unified Memory Architecture. arXiv:2010.06277 [cs.AR] Sriram Aananthakrishnan Nesreen K. Ahmed Vincent Cave Marcelo Cintra Yigit Demir Kristof Du Bois Stijn Eyerman Joshua B. Fryman Ivan Ganev Wim Heirman Hans-Christian Hoppe Jason Howard Ibrahim Hur MidhunChandra Kodiyath Samkit Jain Daniel S. Klowden Marek M. Landowski Laurent Montigny Ankit More Przemyslaw Ossowski Robert Pawlowski Nick Pepperling Fabrizio Petrini Mariusz Sikora Balasubramanian Seshasayee Shaden Smith Sebastian Szkoda Sanjaya Tayal Jesmin Jahan Tithi Yves Vandriessche and Izajasz P. Wrosz. 2020. PIUMA: Programmable Integrated Unified Memory Architecture. arXiv:2010.06277 [cs.AR]

2. Matthew Adiletta , Jesmin Jahan Tithi , Emmanouil-Ioannis Farsarakis , Gerasimos Gerogiannis , Robert Adolf , Robert Benke , Sidharth Kashyap , Samuel Hsia , Kartik Lakhotia , Fabrizio Petrini , Gu-Yeon Wei , and David Brooks . 2023 . Characterizing the Scalability of Graph Convolutional Networks on Intel® PIUMA. In IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) . Raleigh, North Carolina. Matthew Adiletta, Jesmin Jahan Tithi, Emmanouil-Ioannis Farsarakis, Gerasimos Gerogiannis, Robert Adolf, Robert Benke, Sidharth Kashyap, Samuel Hsia, Kartik Lakhotia, Fabrizio Petrini, Gu-Yeon Wei, and David Brooks. 2023. Characterizing the Scalability of Graph Convolutional Networks on Intel® PIUMA. In IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS). Raleigh, North Carolina.

3. Hasan Metin Aktulga , Aydin Buluç , Samuel Williams , and Chao Yang . 2014 . Optimizing sparse matrix-multiple vectors multiplication for nuclear configuration interaction calculations . In 2014 IEEE 28th International Parallel and Distributed Processing Symposium. IEEE, 1213--1222 . Hasan Metin Aktulga, Aydin Buluç, Samuel Williams, and Chao Yang. 2014. Optimizing sparse matrix-multiple vectors multiplication for nuclear configuration interaction calculations. In 2014 IEEE 28th International Parallel and Distributed Processing Symposium. IEEE, 1213--1222.

4. In-depth analyses of unified virtual memory system for GPU accelerated computing

5. Hartwig Anzt Stanimire Tomov and Jack J Dongarra. 2015. Accelerating the LOBPCG method on GPUs using a blocked sparse matrix vector product. In SpringSim (HPS). 75--82. Hartwig Anzt Stanimire Tomov and Jack J Dongarra. 2015. Accelerating the LOBPCG method on GPUs using a blocked sparse matrix vector product. In SpringSim (HPS). 75--82.

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