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Algorithmic Differentiation of Pragma-Defined Parallel Regions

Differentiating Computer Programs Containing OpenMP

Michael Förster (Autor)

Buch | Softcover

XI, 405 Seiten

2014
Springer Fachmedien Wiesbaden GmbH (Verlag)
978-3-658-07596-5 (ISBN)

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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.

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

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.

Erscheint lt. Verlag	23.10.2014
Zusatzinfo	XI, 405 p. 41 illus.
Verlagsort	Wiesbaden
Sprache	englisch
Maße	148 x 210 mm
Gewicht	549 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Themenwelt	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
Schlagworte	automatic differentiation • Continuous Optimization • Intel Phi • Numerical programs • OpenACC • static program analysis
ISBN-10	3-658-07596-1 / 3658075961
ISBN-13	978-3-658-07596-5 / 9783658075965
Zustand	Neuware