DocumentCode :
2406007
Title :
Improving the performance of MPI derived datatypes by optimizing memory-access cost
Author :
Byna, Surendra ; Gropp, William ; Sun, Xian-He ; Thakur, Rajeev
Author_Institution :
Dept. of Comput. Sci., Illinois Inst. of Technol., Chicago, IL, USA
fYear :
2003
fDate :
1-4 Dec. 2003
Firstpage :
412
Lastpage :
419
Abstract :
The MPI Standard supports derived datatypes, which allow users to describe noncontiguous memory layout and communicate noncontiguous data with a single communication function. This feature enables an MPI implementation to optimize the transfer of noncontiguous data. In practice, however, few MPI implementations implement derived datatypes in a way that performs better than what the user can achieve by manually packing data into a contiguous buffer and then calling an MPI function. In this paper, we present a technique for improving the performance of derived datatypes by automatically using packing algorithms that are optimized for memory-access cost. The packing algorithms use memory-optimization techniques that the user cannot apply easily without advanced knowledge of the memory architecture. We present performance results for a matrix-transpose example that demonstrate that our implementation of derived datatypes significantly outperforms both manual packing by the user and the existing derived-datatype code in the MPI implementation (MPICH).
Keywords :
application program interfaces; data structures; memory architecture; message passing; optimisation; MPI derived datatypes; contiguous buffer; derived-datatype code; matrix transposition; memory architecture; memory optimization; memory-access cost; noncontiguous data; noncontiguous memory layout; packing algorithms; packing data; performance improvement; Communication standards; Computer science; Cost function; Data structures; Laboratories; Memory architecture; Message passing; Optimization methods; Parallel processing; Sun; Writing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cluster Computing, 2003. Proceedings. 2003 IEEE International Conference on
Print_ISBN :
0-7695-2066-9
Type :
conf
DOI :
10.1109/CLUSTR.2003.1253341
Filename :
1253341
Link To Document :
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