December 2012
Intermediate to advanced
514 pages
13h 6m
English
Content preview from Programming Massively Parallel Processors, 2nd Edition
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Chapter 8
Parallel Patterns: ConvolutionWith an Introduction to Constant Memory and Caches
Chapter Outline
8.1 Background
8.2 1D Parallel Convolution—A Basic Algorithm
8.3 Constant Memory and Caching
8.4 Tiled 1D Convolution with Halo Elements
8.5 A Simpler Tiled 1D Convolution—General Caching
8.6 Summary
8.7 Exercises
In the next several chapters, we will discuss a set of important parallel computation patterns. These patterns are the basis of many parallel algorithms that appear in applications. We will start with convolution, which is a popular array operation that is used in various forms in signal processing, digital recording, image processing, video processing, and computer vision. In these application areas, convolution is often performed ...
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