A Strategy for Automatic Performance Tuning of Stencil Computations on GPUs

We propose and evaluate a novel strategy for tuning the performance of a class of stencil computations on Graphics Processing Units. The strategy uses a machine learning model to predict the optimal way to load data from memory followed by a heuristic that divides other optimizations into groups and...

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Bibliographic Details
Main Authors: Joseph D. Garvey, Tarek S. Abdelrahman
Format: Article
Language:English
Published: Hindawi Limited 2018-01-01
Series:Scientific Programming
Online Access:http://dx.doi.org/10.1155/2018/6093054