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 |
Downloads: | 77 |
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/amp/article-amp.php on line 263
Others related eBooks about Data Parallel C++
Download free C++ language tutorial course in PDF, training file in 146 chapters and 708 pages. Free unaffiliated ebook created from Stack OverFlow contributor.
This book is an introduction to the Boost C++ Libraries. The Boost C++ Libraries complement the C++ standard and add many practical tools that can be of use to any C++ developer and in any C++ project. Because the Boost C++ Libraries are based on the C++ standard, they are implemented using state-
Download free course C++ Hacker's Guide, pdf file on 231 pages by Steve Oualine.
Download free course C++ Notes for Professionals, pdf file on 707 pages by Stack Overflow Community.
This book written to provide clear and concise explanation of topics for programmers both starting to learn the C++ programming language as well as those diving in more complex topics. Most examples are linked to online playground that allows you to change the code and re-run it.