Data Parallel C++

Download free course Data Parallel C++, pdf file on 565 pages by James Reinders, Ben Ashbaugh, James Brodman, Michael Kinsner, John Pennycook, Xinmin Tian.

Learn how to accelerate C++ programs using data parallelism. This open book enables C++ programmers to be at the forefront of this exciting and important new development that is helping to push computing to new levels. It is full of practical advice, detailed explanations, and code examples to illustrate key topics.

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 :	PDF
Downloads:	84
Created:	2022-02-02
License:	CC BY
Author(s):	James Reinders, Ben Ashbaugh, James Brodman, Michael Kinsner, John Pennycook, Xinmin Tian

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