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Performance Prediction And Tuning Of Parallel Programs


Performance Prediction And Tuning Of Parallel Programs
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Performance Prediction And Tuning Of Parallel Programs


Performance Prediction And Tuning Of Parallel Programs
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Author : Mark Edward Crovella
language : en
Publisher:
Release Date : 1994

Performance Prediction And Tuning Of Parallel Programs written by Mark Edward Crovella and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with categories.




Performance Prediction And Tuning Of Parallel Programs


Performance Prediction And Tuning Of Parallel Programs
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Author : Mark Edward Crovella
language : en
Publisher:
Release Date : 1994

Performance Prediction And Tuning Of Parallel Programs written by Mark Edward Crovella and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with categories.




Automatic Performance Prediction Of Parallel Programs


Automatic Performance Prediction Of Parallel Programs
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Author : Thomas Fahringer
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-12-06

Automatic Performance Prediction Of Parallel Programs written by Thomas Fahringer and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Computers categories.


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 P3T, 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. P3T 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.



Performance Evaluation Prediction And Visualization Of Parallel Systems


Performance Evaluation Prediction And Visualization Of Parallel Systems
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Author : Xingfu Wu
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-12-06

Performance Evaluation Prediction And Visualization Of Parallel Systems written by Xingfu Wu and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Computers categories.


Performance Evaluation, Prediction and Visualization in Parallel Systems presents a comprehensive and systematic discussion of theoretics, methods, techniques and tools for performance evaluation, prediction and visualization of parallel systems. Chapter 1 gives a short overview of performance degradation of parallel systems, and presents a general discussion on the importance of performance evaluation, prediction and visualization of parallel systems. Chapter 2 analyzes and defines several kinds of serial and parallel runtime, points out some of the weaknesses of parallel speedup metrics, and discusses how to improve and generalize them. Chapter 3 describes formal definitions of scalability, addresses the basic metrics affecting the scalability of parallel systems, discusses scalability of parallel systems from three aspects: parallel architecture, parallel algorithm and parallel algorithm-architecture combinations, and analyzes the relations of scalability and speedup. Chapter 4 discusses the methodology of performance measurement, describes the benchmark- oriented performance test and analysis and how to measure speedup and scalability in practice. Chapter 5 analyzes the difficulties in performance prediction, discusses application-oriented and architecture-oriented performance prediction and how to predict speedup and scalability in practice. Chapter 6 discusses performance visualization techniques and tools for parallel systems from three stages: performance data collection, performance data filtering and performance data visualization, and classifies the existing performance visualization tools. Chapter 7 describes parallel compiling-based, search-based and knowledge-based performance debugging, which assists programmers to optimize the strategy or algorithm in their parallel programs, and presents visual programming-based performance debugging to help programmers identify the location and cause of the performance problem. It also provides concrete suggestions on how to modify their parallel program to improve the performance. Chapter 8 gives an overview of current interconnection networks for parallel systems, analyzes the scalability of interconnection networks, and discusses how to measure and improve network performances. Performance Evaluation, Prediction and Visualization in Parallel Systems serves as an excellent reference for researchers, and may be used as a text for advanced courses on the topic.



Performance Prediction Of Parallel Programs


Performance Prediction Of Parallel Programs
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Author : Sundeep Prakash
language : en
Publisher:
Release Date : 1996

Performance Prediction Of Parallel Programs written by Sundeep Prakash and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996 with categories.




Efficient Performance Prediction For Parallel Programs


Efficient Performance Prediction For Parallel Programs
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Author : Matthias Schumann
language : de
Publisher:
Release Date : 1996

Efficient Performance Prediction For Parallel Programs written by Matthias Schumann and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996 with Parallel processing (Electronic computers) categories.




Performance Prediction And Modeling Of Parallel Programs


Performance Prediction And Modeling Of Parallel Programs
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Author : Shashi Mazumdar
language : en
Publisher:
Release Date : 1997

Performance Prediction And Modeling Of Parallel Programs written by Shashi Mazumdar and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with categories.




Performance Prediction For Mapped Parallel Programs


Performance Prediction For Mapped Parallel Programs
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Author : Bernd Heinrich Stramm
language : en
Publisher: Ann Arbor, Mich. : University Microfilms International
Release Date : 1993

Performance Prediction For Mapped Parallel Programs written by Bernd Heinrich Stramm and has been published by Ann Arbor, Mich. : University Microfilms International this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with categories.




Analytical Performance Prediction Of Data Parallel Programs


Analytical Performance Prediction Of Data Parallel Programs
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Author : Mark J. Clement
language : en
Publisher:
Release Date : 1994

Analytical Performance Prediction Of Data Parallel Programs written by Mark J. Clement and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1994 with Parallel programming (Computer science) categories.




Automatic Performance Prediction For Parallel Programs On Massively Parallel Computers


Automatic Performance Prediction For Parallel Programs On Massively Parallel Computers
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Author : Thomas Fahringer
language : en
Publisher:
Release Date : 1993

Automatic Performance Prediction For Parallel Programs On Massively Parallel Computers written by Thomas Fahringer and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with categories.