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Heterogeneous Computing with OpenCL, 2nd Edition by Dana Schaa, Perhaad Mistry, David R. Kaeli, Lee Howes, Benedict Gaster

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Chapter 1

Introduction to Parallel Programming

Introduction

Today’s computing environments are becoming more multifaceted, exploiting the capabilities of a range of multi-core microprocessors, central processing units (CPUs), digital signal processors, reconfigurable hardware (FPGAs), and graphics processing units (GPUs). Presented with so much heterogeneity, the process of developing efficient software for such a wide array of architectures poses a number of challenges to the programming community.

Applications possess a number of workload behaviors, ranging from control intensive (e.g., searching, sorting, and parsing) to data intensive (e.g., image processing, simulation and modeling, and data mining). Applications can also be characterized ...

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