supported by the National Key R&D Program of China(Nos.2017YFB0202104 and 2017YFB0202003)
MapReduce is currently the most popular programming model for big data processing, and Hadoop is a weU-known MapReduce implementation platform. However, Hadoop jobs suffer from imbalanced workloads during the reduce p...
National Science Foundation of USA(Nos.CCF-0833122,CCF-0925863,CCF-0937907,CNS-0720531,and OCI-0904534);supported by the Department of Energy(National Nuclear Security Administration)under the Award Number DE-SC0008717.Moreover;partly supported by European FP7 project TERAFLUX,id.249013
In the upcoming exa-scale era, the exploitation of data locality in parallel programs is very important because it benefits both program performance and energy efficiency. However, this is a hard topic for graph algor...
Existing methods of obtaining runtime feedback for structure data-layout optimization have several drawbacks, such as large overhead and difficulty composing training sets. As a result, structure data-layout optimizat...