Title :
Automatic efficient data layout for multithreaded stencil codes on CPU sand GPUs
Author :
Jaeger, Johann ; Barthou, D.
Author_Institution :
Univ. of Versailles, St. Quentin, France
Abstract :
Stencil based computation on structured grids is a kernel at the heart of a large number of scientific applications. The variety of stencil kernels used in practice make this computation pattern difficult to assemble into a high performance computing library. With the multiplication of cores on a single chip, answering architectural alignment requirements became an even more important key to high performance. Along with vector accesses, data layout optimization must also consider concurrent parallel accesses. In this paper, we develop a strategy to automatically generate stencil codes for multicore vector architectures, searching for the best data layout possible to answer architectural alignment problems. We introduce a new method for aligning multidimensional data structures, called multipadding, that can be adapted to specificities of multicores and GPUs architectures. We present multiple methods with different level of complexity. We show on different stencil patterns that generated codes with multipadding display better performance than existing optimizations.
Keywords :
data structures; graphics processing units; grid computing; multi-threading; parallel processing; software libraries; CPU; GPU architectures; architectural alignment problems; architectural alignment requirements; automatic efficient data layout; computation pattern; concurrent parallel accesses; core multiplication; data layout optimization; high performance computing library; multicore vector architectures; multicores; multidimensional data structures; multipadding; multithreaded stencil codes; scientific applications; single chip; stencil based computation; stencil kernels; structured grids;
Conference_Titel :
High Performance Computing (HiPC), 2012 19th International Conference on
Conference_Location :
Pune
Print_ISBN :
978-1-4673-2372-7
Electronic_ISBN :
978-1-4673-2370-3
DOI :
10.1109/HiPC.2012.6507504