Tiled-MapReduce: Optimizing resource usages of data-parallel applications on multicore with tiling

Abstract

The prevalence of chip multiprocessor opens opportunities of running data-parallel applications originally in clusters on a single machine with many cores. MapReduce, a simple and elegant programming model to program large scale clusters, has recently been shown to be a promising alternative to harness the multicore platform.