Automatic Tuning of Compilers Using Machine Learning
tarafından
Ashouri, Amir H. author.
Başlık
:
Automatic Tuning of Compilers Using Machine Learning
Yazar
:
Ashouri, Amir H. author.
ISBN
:
9783319714899
Yazar
:
Ashouri, Amir H. author.
Edisyon
:
1st ed. 2018.
Fiziksel Niteleme
:
XVII, 118 p. 23 illus., 6 illus. in color. online resource.
Seri
:
PoliMI SpringerBriefs,
İçindekiler
:
Background -- DSE Approach for Compiler Passes -- Addressing the Selection Problem of Passes using ML -- Intermediate Speedup Prediction for the Phase-ordering Problem -- Full-sequence Speedup Prediction for the Phase-ordering Problem -- Concluding Remarks. .
Özet
:
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.
Konu Başlığı
:
Engineering.
Computer science.
Computer simulation.
Artificial intelligence.
Computational Intelligence. http://scigraph.springernature.com/things/product-market-codes/T11014
Programming Languages, Compilers, Interpreters. http://scigraph.springernature.com/things/product-market-codes/I14037
Simulation and Modeling. http://scigraph.springernature.com/things/product-market-codes/I19000
Artificial Intelligence. http://scigraph.springernature.com/things/product-market-codes/I21000
Yazar Ek Girişi
:
Palermo, Gianluca.
Cavazos, John.
Silvano, Cristina.
Ek Kurum Yazar
:
SpringerLink (Online service)
Elektronik Erişim
:
Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
---|
Electronic Book | 225788-1001 | Q342 | Springer E-Book Collection |