Automatic Performance Prediction of Parallel Programs

Name: Automatic Performance Prediction of Parallel Programs
Brand: Springer-Verlag New York Inc.
SKU: 9781461285922
Price: 553.38 RON
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Autor: Thomas Fahringer

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Editura: Springer-Verlag New York Inc.

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Automatic Performance Prediction of Parallel Programs presents a unified approach to the problem of...

Informații despre carte

Autor

Thomas Fahringer

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2011

Pagini

272

EAN

9781461285922

ISBN

1461285925

Enbook ID

06795753

Editura

Springer-Verlag New York Inc.

Greutate

452

Dimensiuni

155 x 235 x 17

Descriere completă

Automatic Performance Prediction of Parallel Programs presents a unified approach to the problem of automatically estimating the performance of parallel computer programs. The author focuses primarily on distributed memory multiprocessor systems, although large portions of the analysis can be applied to shared memory architectures as well. §The author introduces a novel and very practical approach for predicting some of the most important performance parameters of parallel programs, including work distribution, number of transfers, amount of data transferred, network contention, transfer time, computation time and number of cache misses. This approach is based on advanced compiler analysis that carefully examines loop iteration spaces, procedure calls, array subscript expressions, communication patterns, data distributions and optimizing code transformations at the program level; and the most important machine specific parameters including cache characteristics, communication network indices, and benchmark data for computational operations at the machine level. §The material has been fully implemented as part of P 3 T, which is an integrated automatic performance estimator of the Vienna Fortran Compilation System (VFCS), a state-of-the-art parallelizing compiler for Fortran77, Vienna Fortran and a subset of High Performance Fortran (HPF) programs. §A large number of experiments using realistic HPF and Vienna Fortran code examples demonstrate highly accurate performance estimates, and the ability of the described performance prediction approach to successfully guide both programmer and compiler in parallelizing and optimizing parallel programs. §A graphical user interface is described and displayed that visualizes each program source line together with the corresponding parameter values. P 3 T uses color-coded performance visualization to immediately identify hot spots in the parallel program. Performance data can be filtered and displayed at various levels of detail. Colors displayed by the graphical user interface are visualized in greyscale. §Automatic Performance Prediction of Parallel Programs also includes coverage of fundamental problems of automatic parallelization for distributed memory multicomputers, a description of the basic parallelization strategy and a large variety of optimizing code transformations as included under VFCS.

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