Pro TBB: C++ Parallel Programming with Threading Building Blocks
Autor Michael Voss, Rafael Asenjo, James Reindersen Limba Engleză Paperback – 10 iul 2019
Pro TBB starts with the basics, explaining parallel algorithms and C++'s built-in standard template library for parallelism. You'll learn the key concepts of managing memory, working with data structures and how to handle typical issues with synchronization. Later chapters apply these ideas to complex systems to explain performance tradeoffs, mapping common parallel patterns, controlling threads and overhead, and extending TBB to program heterogeneous systems or system-on-chips.
What You'll Learn
C++ programmers learning to run applications on multicore systems, as well as C or C++ programmers without much experience with templates. No previous experience with parallel programming or multicore processors is required.
- Use Threading Building Blocks to produce code that is portable, simple, scalable, and more understandable
- Review best practices for parallelizing computationally intensive tasks in your applications
- Integrate TBB with other threading packages
- Create scalable, high performance data-parallel programs
- Work with generic programming to write efficient algorithms
C++ programmers learning to run applications on multicore systems, as well as C or C++ programmers without much experience with templates. No previous experience with parallel programming or multicore processors is required.
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Specificații
ISBN-13: 9781484243978
ISBN-10: 1484243978
Pagini: 530
Ilustrații: LXVI, 754 p. 614 illus., 460 illus. in color.
Dimensiuni: 178 x 254 mm
Greutate: 1.4 kg
Ediția:1st ed.
Editura: Apress
Colecția Apress
Locul publicării:Berkeley, CA, United States
ISBN-10: 1484243978
Pagini: 530
Ilustrații: LXVI, 754 p. 614 illus., 460 illus. in color.
Dimensiuni: 178 x 254 mm
Greutate: 1.4 kg
Ediția:1st ed.
Editura: Apress
Colecția Apress
Locul publicării:Berkeley, CA, United States
Cuprins
Part I.- Chapter 1: Jumping Right In – “Hello, TBB!”.- Chapter 2: Generic Parallel Algorithms.- Chapter 3: Flow Graphs.- Chapter 4: TBB and the C++ Parallel Standard Template Library.- Chapter 5: Synchronization: why and how to avoid it.- Chapter 6: Data Structures for Concurrency.- Chapter 7: Scalable Memory Allocation.- Chapter 8: Mapping Parallel Patterns to TBB.- Part II.- Chapter 9: The Pillars of Composability.- Chapter 10: Using tasks to create your own algorithms.- Chapter 11: Controlling the Number of Threads Used for Execution.-
Chapter 12: Using Work Isolation for Correctness and Performance.- Chapter 13: Creating Thread-to-core and Task-to-thread Affinity.- Chapter 14: Using Task Priorities.- Chapter 15: Cancellation and Exception Handling.- Chapter 16: Tuning TBB Algorithms: Granularity, Locality, Parallelism and Determinism.- Chapter 17: Flow Graphs: Beyond the Basics.-
Chapter 18: Beef up Flow Graphs with Async Nodes.- Chapter 19: Flow Graphs on steroids: OpenCL Nodes.- Chapter 20: TBB on NUMA architectures.- Appendix A: History and Inspiration.- Appendix B: TBB Précis.- Glossary.
Recenzii
“Pro TBB … is an invaluable book … . The book provides comprehensive coverage of a full-fledged model of parallelism. Besides the TBB constructs, various mechanisms that address issues of exception handling, task partitioning, concurrent data structures, mutual exclusion, granularity, and task-thread affinity are elaborated and evaluated in great detail. The first part of the book is a light introduction to TBB, and the second part provides an in-depth presentation with examples and a performance analysis of TBB constructs.” (B. Belkhouche, Computing Reviews, July 29, 2021)
Notă biografică
Michael Voss is a Principal Engineer in the Intel Architecture, Graphics and Software Group at Intel. He has been a member of the TBB development team since before the 1.0 release in 2006 and was the initial architect of the TBB flow graph API. He is also one of the lead developers of Flow Graph Analyzer, a graphical tool for analyzing data flow applications targeted at both homogeneous and heterogeneous platforms. He has co-authored over 40 published papers and articles on topics related to parallel programming and frequently consults with customers across a wide range of domains to help them effectively use the threading libraries provided by Intel. Prior to joining Intel in 2006, he was an Assistant Professor in the Edward S. Rogers Department of Electrical and Computer Engineering at the University of Toronto. He received his Ph.D. from the School of Electrical and Computer Engineering at Purdue University in 2001.
Rafael Asenjo, Professor of Computer Architecture at the University of Malaga, Spain, obtained a PhD in Telecommunication Engineering in 1997 and was an Associate Professor at the Computer Architecture Department from 2001 to 2017. He was a Visiting Scholar at the University of Illinois in Urbana-Champaign (UIUC) in 1996 and 1997 and Visiting Research Associate in the same University in 1998. He was also a Research Visitor at IBM T.J. Watson in 2008 and at Cray Inc. in 2011. He has been using TBB since 2008 and over the last five years, he has focused on productively exploiting heterogeneous chips leveraging TBB as the orchestrating framework. In 2013 and 2014 he visited UIUC to work on CPU+GPU chips. In 2015 and 2016 he also started to research into CPU+FPGA chips while visiting U. of Bristol. He served as General Chair for ACM PPoPP'16 and as an Organization Committee member as well as a Program Committee member for several HPC related conferences (PPoPP, SC, PACT, IPDPS, HPCA, EuroPar, and SBAC-PAD). His research interests include heterogeneous programming models and architectures, parallelization of irregular codes and energy consumption.
James Reinders is a consultant with more than three decades experience in Parallel Computing, and is an author/co-author/editor of nine technical books related to parallel programming. He has had the great fortune to help make key contributions to two of the world's fastest computers (#1 on Top500 list) as well as many other supercomputers, and software developer tools. James finished 10,001 days (over 27 years) at Intel in mid-2016, and now continues to write, teach, program, and do consulting in areas related to parallel computing (HPC and AI).
Textul de pe ultima copertă
This open access book is a modern guide for all C++ programmers to learn Intel Threading Building Blocks (TBB). Written by TBB and parallel programming experts, this book reflects their collective decades of experience in developing and teaching parallel programming with TBB, offering their insights in an approachable manner. Throughout the book the authors present numerous examples and best practices to help you become an effective TBB programmer and leverage the power of parallel systems.
Pro Intel Threading Building Blocks starts with the basics, explaining parallel algorithms and C++'s built-in standard template library for parallelism. You'll learn the key concepts of managing memory, working with data structures and how to handle typical issues with synchronization. Later chapters apply these ideas to complex systems to explain performance tradeoffs, mapping common parallel patterns, controlling threads and overhead, and extending TBB to program heterogeneous systems or system-on-chips.
Pro Intel Threading Building Blocks starts with the basics, explaining parallel algorithms and C++'s built-in standard template library for parallelism. You'll learn the key concepts of managing memory, working with data structures and how to handle typical issues with synchronization. Later chapters apply these ideas to complex systems to explain performance tradeoffs, mapping common parallel patterns, controlling threads and overhead, and extending TBB to program heterogeneous systems or system-on-chips.
Caracteristici
An open access modern guide to Threading Building Blocks, written by leading engineers and keynote presenters on parallel computing Designed for C++ programmers at all levels of parallel programming experience Understand key concepts in concurrency and how to use TBB to leverage the power of parallel systems