Automatic Tuning Of Compilers Using Machine Learning

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Automatic Tuning Of Compilers Using Machine Learning
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Author : Amir H. Ashouri
language : en
Publisher: Springer
Release Date : 2017-12-22
Automatic Tuning Of Compilers Using Machine Learning written by Amir H. Ashouri and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-12-22 with Technology & Engineering categories.
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.
Artificial Intelligence Applications And Innovations
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Author : Ilias Maglogiannis
language : en
Publisher: Springer Nature
Release Date : 2025-06-21
Artificial Intelligence Applications And Innovations written by Ilias Maglogiannis and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-21 with Computers categories.
This four-volume set constitutes the proceedings of the 21st IFIP WG 12.5 International Conference on Artificial Intelligence Applications and Innovations, AIAI 2025, which was held in Limassol, Cyprus, during June 2025. The 123 full papers and 7 short papers were presented in this volume were carefully reviewed and selected from 303 submissions. They focus on ethical-moral AI aspects related to its Environmental impact, Privacy, Transparency, Bias, Discrimination and Fairness.
Software Automatic Tuning
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Author : Ken Naono
language : en
Publisher: Springer Science & Business Media
Release Date : 2010-09-09
Software Automatic Tuning written by Ken Naono 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 2010-09-09 with Technology & Engineering categories.
Automatic Performance Tuning is a new software paradigm which enables software to be high performance in any computing environment. Its methodologies have been developed over the past decade, and it is now rapidly growing in terms of its scope and applicability, as well as in its scientific knowledge and technological methods. Software developers and researchers in the area of scientific and technical computing, high performance database systems, optimized compilers, high performance systems software, and low-power computing will find this book to be an invaluable reference to this powerful new paradigm.
Network And Parallel Computing
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Author : Xu Chen
language : en
Publisher: Springer Nature
Release Date : 2025-03-28
Network And Parallel Computing written by Xu Chen and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-28 with Computers categories.
This two part LNCS 15227 and 15528 volumes constitutes the proceedings of the 20th IFIP WG 10.3 International Conference on Network and Parallel Computing, NPC 2024, which was held in Haikou, China, during December 7–8, 2024. The 76 full papers presented in this volume were carefully reviewed and selected from 200 submissions. They are organized according to the following topics: Part-I : High-performance and Parallel Computing; Novel Memory and Storage Systems; and Emerging Architectures and Systems. Part-II : Edge Computing and Intelligence; Federated Learning Algorithms and Systems; Emerging Networks; and In-network Computing and Processing.
Information Processing And Management Of Uncertainty In Knowledge Based Systems Applications
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Author : Jesús Medina
language : en
Publisher: Springer
Release Date : 2018-05-29
Information Processing And Management Of Uncertainty In Knowledge Based Systems Applications written by Jesús Medina and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-05-29 with Computers categories.
This three volume set (CCIS 853-855) constitutes the proceedings of the 17th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2017, held in Cádiz, Spain, in June 2018. The 193 revised full papers were carefully reviewed and selected from 383 submissions. The papers are organized in topical sections on advances on explainable artificial intelligence; aggregation operators, fuzzy metrics and applications; belief function theory and its applications; current techniques to model, process and describe time series; discrete models and computational intelligence; formal concept analysis and uncertainty; fuzzy implication functions; fuzzy logic and artificial intelligence problems; fuzzy mathematical analysis and applications; fuzzy methods in data mining and knowledge discovery; fuzzy transforms: theory and applications to data analysis and image processing; imprecise probabilities: foundations and applications; mathematical fuzzy logic, mathematical morphology; measures of comparison and entropies for fuzzy sets and their extensions; new trends in data aggregation; pre-aggregation functions and generalized forms of monotonicity; rough and fuzzy similarity modelling tools; soft computing for decision making in uncertainty; soft computing in information retrieval and sentiment analysis; tri-partitions and uncertainty; decision making modeling and applications; logical methods in mining knowledge from big data; metaheuristics and machine learning; optimization models for modern analytics; uncertainty in medicine; uncertainty in Video/Image Processing (UVIP).
Compiler Construction
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Author : Albert Cohen
language : en
Publisher: Springer
Release Date : 2014-03-21
Compiler Construction written by Albert Cohen and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-03-21 with Computers categories.
This book constitutes the proceedings of the 23rd International Conference on Compiler Construction, CC 2014, which was held as part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2014, which took place in Grenoble, France, in April 2014. The 10 full papers and 4 tool papers included in this volume were carefully reviewed and selected from 47 submissions; the book also contains one invited talk. The papers are organized in topical sections named: program analysis and optimization; parallelism and parsing and new trends in compilation.
Information And Communication Technologies In Education Research And Industrial Applications
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Author : Vadim Ermolayev
language : en
Publisher: Springer
Release Date : 2019-02-13
Information And Communication Technologies In Education Research And Industrial Applications written by Vadim Ermolayev and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-02-13 with Education categories.
This book contains extended versions of the best papers presented at the 14th International Conference on Information and Communication Technologies in Education, Research, and Industrial Applications, ICTERI 2018, held in Kyiv, Ukraine, in May 2018. The 14 revised full papers included in this volume along with one invited full paper were carefully reviewed and selected from 257 initial submissions. The papers are organized in the following topical sections: advances in ICT research, ICT in education and education management, ICT solutions for industrial applications.
Languages And Compilers For Parallel Computing
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Author : Santosh Pande
language : en
Publisher: Springer Nature
Release Date : 2021-03-25
Languages And Compilers For Parallel Computing written by Santosh Pande and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-03-25 with Computers categories.
This book constitutes the thoroughly refereed post-conference proceedings of the 32nd International Workshop on Languages and Compilers for Parallel Computing, LCPC 2019, held in Atlanta, GA, USA, in October 2019. The 8 revised full papers and 3 revised short papers were carefully reviewed and selected from 17 submissions. The scope of the workshop includes advances in programming systems for current domains and platforms, e.g., scientific computing, batch/ streaming/ real-time data analytics, machine learning, cognitive computing, heterogeneous/ reconfigurable computing, mobile computing, cloud computing, IoT, as well as forward-looking computing domains such as analog and quantum computing.
Kickstart Compiler Design Fundamentals
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Author : Sandeep Telkar R
language : en
Publisher: Orange Education Pvt Ltd
Release Date : 2025-06-18
Kickstart Compiler Design Fundamentals written by Sandeep Telkar R and has been published by Orange Education Pvt Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-18 with Computers categories.
TAGLINE Unveiling Compiler Secrets from Source to Execution. KEY FEATURES ● Master compiler fundamentals, from lexical analysis to advanced optimization techniques. ● Reinforce concepts with practical exercises, projects, and real-world case studies. ● Explore LLVM, GCC, and industry-standard optimization methods for efficient code generation. DESCRIPTION Compilers are the backbone of modern computing, enabling programming languages to power everything from web applications to high-performance systems. Kickstart Compiler Design Fundamentals is the perfect starting point for anyone eager to explore the world of compiler construction. This book takes a structured, beginner-friendly approach to demystifying core topics such as lexical analysis, syntax parsing, semantic analysis, and code optimization. The chapters follow a progressive learning path, beginning with the basics of function calls, memory management, and instruction selection. As you advance, you’ll dive into machine-independent optimizations, register allocation, instruction-level parallelism, and data flow analysis. You’ll also explore loop transformations, peephole optimization, and cutting-edge compiler techniques used in real-world frameworks like LLVM and GCC. Each concept is reinforced with hands-on exercises, practical examples, and real-world applications. More than just theory, this book equips you with the skills to design, implement, and optimize compilers efficiently. By the end, you'll have built mini compilers, explored optimization techniques, and gained a deep understanding of code transformation. Don’t miss out on this essential knowledge—kickstart your compiler journey today! WHAT WILL YOU LEARN ● Understand core compiler design principles and their real-world applications. ● Master lexical analysis, syntax parsing, and semantic processing techniques. ● Optimize code using advanced loop transformations and peephole strategies. ● Implement efficient instruction selection, scheduling, and register allocation. ● Apply data flow analysis to improve program performance and efficiency. ● Build practical compilers using LLVM, GCC, and real-world coding projects. WHO IS THIS BOOK FOR? This book is ideal for students of BE, BTech, BCA, MCA, BS, MS and other undergraduate computer science courses, as well as software engineers, system programmers, and compiler enthusiasts looking to grasp the fundamentals of compiler design. Beginners will find easy-to-follow explanations, while experienced developers can explore advanced topics such as optimization and code generation. A basic understanding of programming, data structures, and algorithms is recommended. TABLE OF CONTENTS 1. Introduction to Compilers 2. Lexical Analysis and Regular Expressions 3. Lexical Analyzer Generators and Error Handling 4. Syntax Analysis Context-Free Grammars 5. Parsing Techniques 6. Semantic Analysis Attribute Grammars 7. Intermediate Code Generation 8. Control Flow 9. Run-Time Environment and Memory Management 10. Function Calls and Exception Handling 11. Code Generation and Instruction Selection 12. Register Allocation and Scheduling 13. Machine-Independent Optimizations and Local and Global Techniques 14. Loop and Peephole Optimization 15. Instruction-Level Parallelism and Pipelining 16. Optimizing for Parallelism and Locality 17. Inter Procedural Analysis and Optimization 18. Case Studies and Real-World Examples 19. Hands-on Exercises and Projects Index
Languages And Compilers For Parallel Computing
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Author : Hironori Kasahara
language : en
Publisher: Springer
Release Date : 2013-04-05
Languages And Compilers For Parallel Computing written by Hironori Kasahara and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-04-05 with Computers categories.
This book constitutes the thoroughly refereed post-conference proceedings of the 25th International Workshop on Languages and Compilers for Parallel Computing, LCPC 2012, held in Tokyo, Japan, in September 2012. The 16 revised full papers, 5 poster papers presented with 1 invited talk were carefully reviewed and selected from 39 submissions. The focus of the papers is on following topics: compiling for parallelism, automatic parallelization, optimization of parallel programs, formal analysis and verification of parallel programs, parallel runtime systems, task-parallel libraries, parallel application frameworks, performance analysis tools, debugging tools for parallel programs, parallel algorithms and applications.