Data Parallel C++
Data parallelism in C++ enables access to parallel resources in a modern heterogeneous system, freeing you from being locked into any particular computing device. Now a single C++ application can use any combination of devices - including GPUs, CPUs, FPGAs and AI ASICs - that are suitable to the problems at hand.
This book teaches data-parallel programming using C++ and the SYCL standard from the Khronos Group and walks through everything needed to use SYCL for programming heterogeneous systems. The book begins by introducing data parallelism and foundational topics for effective use of SYCL and Data Parallel C++ (DPC++), the open source compiler used in this book. Later chapters cover advanced topics including error handling, hardware-specific programming, communication and synchronization, and memory model considerations.
You will learn:
- How to accelerate C++ programs using data-parallel programming;
- How to target multiple device types (e.g. CPU, GPU, FPGA);
- How to use SYCL and SYCL compilers;
- How to connect with computing's heterogeneous future via Intel's oneAPI initiative.
Table of contents
- Introduction
- Where Code Executes
- Data Management
- Expressing Parallelism
- Error Handling
- Unified Shared Memory
- Buffers
- Scheduling Kernels and Data Movement
- Communication and Synchronization
- Defining Kernels
- Vectors
- Device Information
- Practical Tips
- Common Parallel Patterns
- Programming for GPUs
- Programming for CPUs
- Programming for FPGAs
- Libraries
- Memory Model and Atomics
- Future Direction of DPC++
| Pages : | 565 |
| Size : | 15.8 MB |
| File type : | |
| Downloads: | 78 |
| Created: | 2022-02-02 |
| License: | CC BY |
| Author(s): | James Reinders, Ben Ashbaugh, James Brodman, Michael Kinsner, John Pennycook, Xinmin Tian |
Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233
Others c++ Tutorials
Others related eBooks about Data Parallel C++
Bash programming ebook for professionalsDownload free bash tutorial course in PDF, training file in 67 chapters and 204 pages. Free unaffiliated ebook created from Stack OverFlow contributor....
Classic Computer Science Problems in PythonThis book deepens your knowledge of problem-solving techniques from the realm of computer science by challenging you with time-tested scenarios, exercises, and algorithms. As you work through examples in search, clustering, graphs, and more, you'll remember important things you've forgotten and disc...
Introduction to Programming with FortranDownload free course Introduction to Programming with Fortran, pdf file on 963 pages by Ian Chivers, Jane Sleightholme....
Think Java, 2nd EditionThink Java is a hands-on introduction to computer science and programming used by many uni..., download free Java tutorial in PDF (326 pages) created by ....
Introduction to language RThis pdf tutorial is an introduction to language R, free training document under 10 pages for beginners....
Javafx PDF TutorialDownload free Javafx tutorial course in PDF, training file in 21 chapters and 120 pages. Free unaffiliated ebook created from Stack OverFlow contributor....
Modeling and Simulation in PythonModeling and Simulation in Python is an introduction to physical modeling using a computat..., download free Python tutorial in PDF (245 pages) created by ....
UNIX Programmer's manualDownload UNIX Programmer's manual in PDF, free training course in 300 pages intended to beginners....
Delphi Advanced Programming TechnologyDownload Delphi Advanced Programming Technology PDF tutorial intended to advanced level users, free training document on 163 pages by Sun Zhao-yun....
Fundamentals of C++ ProgrammingDownload free course Fundamentals of C++ Programming, pdf file on 766 pages by Richard L. Halterman....