A portable benchmark suite for highly parallel data intensive query processing

2nd Workshop on Parallel Programming for Analytics Applications, PPAA 2015 - Proceedings

Volumn , Issue , 2015, Pages 31-38

  Saeed, Ifrah ^a   Young, Jeffrey ^a   Yalamanchili, Sudhakar ^a  

^a GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

Benchmarking; Heterogeneous computing; OpenCL; Relational databases; SHOC; TPC H

Indexed keywords

ACCELERATION; ALGEBRA; DATA HANDLING; DATA WAREHOUSES; PARALLEL PROGRAMMING; WAREHOUSES;

HETEROGENEOUS COMPUTING; OPENCL; RELATIONAL DATABASE; SHOC; TPC-H;

BENCHMARKING;

EID: 84942543488     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2726935.2726943     Document Type: Conference Paper

References (17)

1. D. Broneske, S. Breß, M. Heimel, and G. Saake. Toward hardwaresensitive database operations.
2. S. Che, M. Boyer, J. Meng, D. Tarjan, J. Sheaffer, S.-H. Lee, and K. Skadron. Rodinia: A benchmark suite for heterogeneous computing. In Workload Characterization, 2009. IISWC 2009. IEEE International Symposium on, pages 44-54, Oct 2009.
3. T. P. P. Council. TPC Benchmark H (Decision Support) Standard Specification, Revision 2.17.0 . http://www.tpc.org/tpch/spec/tpch2.17.0.pdf, 2013.
4. T. S. Czajkowski, U. Aydonat, D. Denisenko, J. Freeman, M. Kinsner, D. Neto, J. Wong, P. Yiannacouras, and D. P. Singh. From opencl to high-performance hardware on fpgas. In Field Programmable Logic and Applications (FPL), 2012 22nd International Conference on, pages 531-534. IEEE, 2012.
5. A. Danalis, G. Marin, C. McCurdy, J. S. Meredith, P. C. Roth, K. Spafford, V. Tipparaju, and J. S. Vetter. The scalable heterogeneous computing (shoc) benchmark suite. In Proceedings of the 3rd Workshop on General-Purpose Computation on Graphics Processing Units, pages 63-74. ACM, 2010.
6. B. Devlin and L. D. Cote. Data warehouse: from architecture to implementation. Addison-Wesley Longman Publishing Co., Inc., 1996.
7. G. Diamos, H. Wu, A. Lele, J. Wang, and S. Yalamanchili. Efficient relational algebra algorithms and data structures for GPU. CERCS, Georgia Institute of Technology, Tech. Rep. GIT-CERCS-12-01, 2012.
8. J. Han, M. Kamber, and J. Pei. Data mining: concepts and techniques. Morgan kaufmann, 2006.
9. Intel. Intel beignet opencl implementation. http://www.freedesktop.org/wiki/Software/Beignet/, 2014.
10. A. Malony, S. Biersdorff, S. Shende, H. Jagode, S. Tomov, G. Juckeland, R. Dietrich, D. Poole, and C. Lamb. Parallel performance measurement of heterogeneous parallel systems with GPUs. In Parallel Processing (ICPP), 2011 International Conference on, pages 176- 185, Sept 2011.
11. A. Owen O'Malley. Terabyte sort on apache hadoop. http://sortbenchmark.org.3s3s.org/YahooHadoop.pdf, 2008.
12. I. Saeed. A portable relational algebra library for high performance data-intensive query processing (MS thesis). https://smartech.gatech.edu/handle/1853/51967, 2014.
13. J. A. Stratton, C. Rodrigues, I.-J. Sung, N. Obeid, L.-W. Chang, N. Anssari, G. D. Liu, and W.-m. W. Hwu. Parboil: A revised benchmark suite for scientific and commercial throughput computing. Center for Reliable and High-Performance Computing, 2012.
14. L. Wang, J. Zhan, C. Luo, Y. Zhu, Q. Yang, Y. He, W. Gao, Z. Jia, Y. Shi, S. Zhang, C. Zheng, G. Lu, K. Zhan, X. Li, and B. Qiu. Bigdatabench: A big data benchmark suite from internet services. In High Performance Computer Architecture (HPCA), 2014 IEEE 20th International Symposium on, pages 488-499, Feb 2014.
15. H. Wu, G. Diamos, S. Cadambi, and S. Yalamanchili. Kernel weaver: Automatically fusing database primitives for efficient GPU computation. In Proceedings of the 2012 45th Annual IEEE/ACM International Symposium on Microarchitecture, pages 107-118. IEEE Computer Society, 2012.
16. H. Wu, G. Diamos, T. Sheard, M. Aref, S. Baxter, M. Garland, and S. Yalamanchili. Red Fox: An execution environment for relational query processing on GPUs. 2014.
17. S. Zhang, J. He, B. He, and M. Lu. Omnidb: Towards portable and efficient query processing on parallel cpu/gpu architectures. Proceedings of the VLDB Endowment, 6(12):1374-1377, 2013.