May 2022
Intermediate to advanced
580 pages
18h 32m
English
book
Programming Massively Parallel Processors, 4th Edition
by Wen-mei W. Hwu, David B. Kirk, Izzat El Hajj
Content preview from Programming Massively Parallel Processors, 4th Edition
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Chapter 11
Prefix sum (scan)
An introduction to work efficiency in parallel algorithms
With special contributions from Li-Wen Chang, Juan Gómez-Luna and John Owens
Abstract
This chapter introduces parallel scan (prefix sum), an important parallel computation pattern and the concept of work efficiency for parallel algorithms. It introduces three styles of kernels: Kogge-Stone, Brent-Kung, and two-phase hybrid. These kernels each present a different tradeoff in terms of work efficiency, speed, and complexity. The chapter then introduces two hierarchical parallel scan algorithms that are designed to process arbitrarily long input lists while maintaining work efficiency.
Keywords
Scan; prefix sum; reduction; linear recursion; resource allocation; work ...
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