November 2017
Intermediate to advanced
416 pages
14h 8m
English
book
Parallel Programming
by Bertil Schmidt, Jorge Álvaro Gonzalez-Martinez, Christian Hundt, Moritz Schlarb
Content preview from Parallel Programming
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Chapter 8
Advanced CUDA Programming
Abstract
In the recent past, CUDA has become the major framework for the programming of massively parallel accelerators. NVIDIA estimates the number of CUDA installations in the year 2016 to exceed one million. Moreover, with the rise of Deep Learning this number is expected to grow at an exponential rate in the foreseeing future. Hence, extensive CUDA knowledge is a fundamental pursuit for every programmer in the field of High Performance Computing. The previous chapter focused on the basic programming model and the memory hierarchy of modern GPUs. We have seen that proper memory utilization is key to obtain efficient code. While our examples from the previous chapter focused on thread-level implementations, ...
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