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Programming parallel dense matrix factorizations with look-ahead and OpenMP

Authors: Sandra Catalán; Adrián Castelló 0001; Francisco D. Igual; Rafael Rodríguez-Sánchez 0001; Enrique S. Quintana-Ortí;

Programming parallel dense matrix factorizations with look-ahead and OpenMP

Abstract

We investigate a parallelization strategy for dense matrix factorization (DMF) algorithms, using OpenMP, that departs from the legacy (or conventional) solution, which simply extracts concurrency from a multithreaded version of BLAS. This approach is also different from the more sophisticated runtime-assisted implementations, which decompose the operation into tasks and identify dependencies via directives and runtime support. Instead, our strategy attains high performance by explicitly embedding a static look-ahead technique into the DMF code, in order to overcome the performance bottleneck of the panel factorization, and realizing the trailing update via a cache-aware multi-threaded implementation of the BLAS. Although the parallel algorithms are specified with a highlevel of abstraction, the actual implementation can be easily derived from them, paving the road to deriving a high performance implementation of a considerable fraction of LAPACK functionality on any multicore platform with an OpenMP-like runtime.

28 pages

Country
Spain
Keywords

FOS: Computer and information sciences, Matrix factorizations, matrix factorizations, lightweight threads, OpenMP, multi-threading, openMP, look-ahead, high performance computing, ARQUITECTURA Y TECNOLOGIA DE COMPUTADORES, Multi-threading, Computer Science - Distributed, Parallel, and Cluster Computing, Lightweight threads, Look-ahead, Computer Science - Mathematical Software, High performance computing, Distributed, Parallel, and Cluster Computing (cs.DC), Mathematical Software (cs.MS)

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
downloads
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6
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83
140
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