Heterogeneous Computing with OpenCL (Paperback)

Benedict Gaster, Lee Howes, David R. Kaeli, Perhaad Mistry, Dana Schaa

Heterogeneous Computing with OpenCL (Paperback)

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商品描述

Heterogeneous Computing with OpenCL teaches OpenCL and parallel programming for complex systems that may include a variety of device architectures: multi-core CPUs, GPUs, and fully-integrated Accelerated Processing Units (APUs) such as AMD Fusion technology. Designed to work on multiple platforms and with wide industry support, OpenCL will help you more effectively program for a heterogeneous future.

Written by leaders in the parallel computing and OpenCL communities, this book will give you hands-on OpenCL experience to address a range of fundamental parallel algorithms. The authors explore memory spaces, optimization techniques, graphics interoperability, extensions, and debugging and profiling. Intended to support a parallel programming course, Heterogeneous Computing with OpenCL includes detailed examples throughout, plus additional online exercises and other supporting materials.


  • Explains principles and strategies to learn parallel programming with OpenCL, from understanding the four abstraction models to thoroughly testing and debugging complete applications.

  • Covers image processing, web plugins, particle simulations, video editing, performance optimization, and more.

  • Shows how OpenCL maps to an example target architecture and explains some of the tradeoffs associated with mapping to various architectures

  • Addresses a range of fundamental programming techniques, with multiple examples and case studies that demonstrate OpenCL extensions for a variety of hardware platforms

商品描述(中文翻譯)

《使用 OpenCL 进行异构计算》教授了 OpenCL 和并行编程，這些编程技术可用于包含多种设备架构的复杂系统，例如多核 CPU、GPU 和完全集成的加速处理单元（APU），如 AMD Fusion 技术。OpenCL 被设计为在多个平台上工作，并得到广泛的行业支持，将帮助您更有效地为异构计算的未来进行编程。

本书由并行计算和 OpenCL 社区的领导者撰写，将为您提供实践经验，以解决一系列基本的并行算法。作者们探讨了内存空间、优化技术、图形互操作性、扩展以及调试和性能分析。《使用 OpenCL 进行异构计算》旨在支持并行编程课程，全书中包含了详细的示例，以及在线练习和其他支持材料。


  • 解释了使用 OpenCL 学习并行编程的原则和策略，从理解四种抽象模型到彻底测试和调试完整的应用程序。

  • 涵盖了图像处理、Web 插件、粒子模拟、视频编辑、性能优化等内容。

  • 展示了 OpenCL 如何映射到一个示例目标架构，并解释了与映射到不同架构相关的一些权衡。

  • 涉及了一系列基本的编程技术，并提供了多个示例和案例研究，演示了针对各种硬件平台的 OpenCL 扩展。

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