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Impact of Memory System on Manycore Node
With expansion from multi-core to 'manycore,'' including hundreds of cores per chip many HPC systems are beginning to include additional layers of memory between the main memory and the top of the cache hierarchy. These changes to hardware force us to reconsider how to design multithreaded codes so that we maximize the benefit of a complex memory system.
This thesis investigates various algorithmic strategies and implements the strategies on applications such as sort, matrix multiply, and Fast Fourier Transforms FFT. These results indicate that the placement of data onto physical memory channels can have a significant impact on performance. The key strategy developed in this work uses a library that allows the user to explicitly manage the relationship between memory channels, directories, and cores. This library is shown to improve performance of memory-sensitive codes on a A64FX node by up to a 1.1x speedup.
History
Date Modified
2022-12-06Defense Date
2022-08-11CIP Code
- 40.0501
Research Director(s)
Peter M. KoggeDegree
- Doctor of Philosophy
Degree Level
- Doctoral Dissertation
Language
- English
Alternate Identifier
1353293079Library Record
6304877OCLC Number
1353293079Program Name
- Computer Science and Engineering