Algorithmic Differentiation of Pragma-Defined Parallel Regions: Differentiating Computer Programs Containing OpenMP - Brossura

Förster, Michael

Brossura

ISBN 10: 3658075961 ISBN 13: 9783658075965

Casa editrice: Springer Vieweg, 2014

Riassunto

Numerical programs often use parallel programming techniques such as OpenMP to compute the program's output values as efficient as possible. In addition, derivative values of these output values with respect to certain input values play a crucial role. To achieve code that computes not only the output values simultaneously but also the derivative values, this work introduces several source-to-source transformation rules. These rules are based on a technique called algorithmic differentiation. The main focus of this work lies on the important reverse mode of algorithmic differentiation. The inherent data-flow reversal of the reverse mode must be handled properly during the transformation. The first part of the work examines the transformations in a very general way since pragma-based parallel regions occur in many different kinds such as OpenMP, OpenACC, and Intel Phi. The second part describes the transformation rules of the most important OpenMP constructs.

Su questo libro

Informazioni sull?autore

Michael Förster is currently Research Associate of the Institute Software and Tools for Computational Engineering, RWTH Aachen University.

Dalla quarta di copertina

Numerical programs often use parallel programming techniques such as OpenMP to compute the program's output values as efficient as possible. In addition, derivative values of these output values with respect to certain input values play a crucial role. To achieve code that computes not only the output values simultaneously but also the derivative values, this work introduces several source-to-source transformation rules. These rules are based on a technique called algorithmic differentiation. The main focus of this work lies on the important reverse mode of algorithmic differentiation. The inherent data-flow reversal of the reverse mode must be handled properly during the transformation. The first part of the work examines the transformations in a very general way since pragma-based parallel regions occur in many different kinds such as OpenMP, OpenACC, and Intel Phi. The second part describes the transformation rules of the most important OpenMP constructs.

Contents

• Introduction with Examples from Numerical Optimization
• Algorithmic Differentiation by Source Transformation
• Transformation rules for Parallel Code Regions (e.g. OpenMP 3.1)
• Static Program Analysis

Target Groups

• Lecturers and students of computer science
• Computer scientists, engineers, mathematicians and numerical analysts

The Author

Michael Förster is currently Research Associate of the Institute Software and Tools for Computational Engineering, RWTH Aachen University.

Dettagli dell'edizione

• Editore: Springer Vieweg
• Data di pubblicazione: 2014
• Lingua: Inglese
• ISBN 10: 3658075961
• ISBN 13: 9783658075965
• Rilegatura: Copertina flessibile
• Numero di pagine: 420
• Contatto del produttore: non disponibile
• Persona responsabile: CMN Printpool Inh. Mathis Neumann; https://www.also.com/ec/cms5/en_6000/6000/index.jsp; ; Friedrich-Karl-Str. 9; Hamburg; Germania