The International Conference for High Performance Computing, Networking, Storage, and Analysis
The International Conference for High Performance Computing, Networking, Storage, and Analysis
Workshop:IA^3 2021: 11th Workshops on Irregular Applications: Architectures and Algorithms
Authors: Antonino Tumeo, Marco Minutoli, Vito Giovanni Castellana, and John Feo (Pacific Northwest National Laboratory (PNNL))
Abstract: Due to the heterogeneous data sets they process, data-intensive applications employ a diverse set of methods and data structures, exhibiting irregular memory accesses, control flows and communication patterns. Current supercomputing systems are organized around components optimized for data locality and bulk synchronous computations. Managing any form of irregularity on them demands a substantial programming effort, and often leads to poor performance. Holistic solutions to these challenges emerge only by considering the problem from multiple perspectives: from micro- to system-architectures, from compilers to languages, from libraries to runtimes, and from algorithm design to data characteristics. Only collaborative efforts among researchers with different expertise, including domain experts and end users, can lead to significant breakthroughs. This workshop brings together scientists with different backgrounds to discuss methods and technologies for efficiently supporting irregular applications on current and future architectures.