Automatic Tuning of Compilers Using Machine Learning

Author:   Amir H. Ashouri ,  Gianluca Palermo ,  John Cavazos ,  Cristina Silvano
Publisher:   Springer International Publishing AG
Edition:   1st ed. 2018
ISBN:  

9783319714882


Pages:   118
Publication Date:   19 January 2018
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Automatic Tuning of Compilers Using Machine Learning


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Overview

This book explores break-through approaches to tackling and mitigating the well-known problems of compiler optimization using design space exploration and machine learning techniques. It demonstrates that not all the optimization passes are suitable for use within an optimization sequence and that, in fact, many of the available passes tend to counteract one another. After providing a comprehensive survey of currently available methodologies, including many experimental comparisons with state-of-the-art compiler frameworks, the book describes new approaches to solving the problem of selecting the best compiler optimizations and the phase-ordering problem, allowing readers to overcome the enormous complexity of choosing the right order of optimizations for each code segment in an application. As such, the book offers a valuable resource for a broad readership, including researchers interested in Computer Architecture, Electronic Design Automation and Machine Learning, as well as computer architects and compiler developers.

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Author:   Amir H. Ashouri ,  Gianluca Palermo ,  John Cavazos ,  Cristina Silvano
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   1st ed. 2018
Weight:   0.454kg
ISBN:  

9783319714882


ISBN 10:   3319714880
Pages:   118
Publication Date:   19 January 2018
Audience:   College/higher education ,  Professional and scholarly ,  Postgraduate, Research & Scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

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