Efficient Selection Algorithm for Fast k-NN Search on GPUs

Proceedings - 2015 IEEE 29th International Parallel and Distributed Processing Symposium, IPDPS 2015

Volumn , Issue , 2015, Pages 397-406

  Tang, Xiaoxin ^a   Huang, Zhiyi ^b   Eyers, David ^b   Mills, Steven ^b   Guo, Minyi ^a  

^a SHANGHAI JIAO TONG UNIVERSITY   (China)

^b UNIVERSITY OF OTAGO   (New Zealand)

Author keywords

Buffered Search; GPUs; Hierarchical Partition; k NN; k selection; Merge Queue

Indexed keywords

ALGORITHMS; ARTIFICIAL INTELLIGENCE; COMPUTER GRAPHICS; COMPUTER GRAPHICS EQUIPMENT; COMPUTER VISION; LEARNING SYSTEMS; OPTIMIZATION; PROGRAM PROCESSORS; STRUCTURAL OPTIMIZATION;

BUFFERED SEARCH; GPUS; GRAPHICS PROCESSING UNIT; K NEAREST NEIGHBOURS (K-NN); K-SELECTION; OPTIMIZATION TECHNIQUES; SELECTION PROCEDURES; STATE-OF-THE-ART METHODS;

NEAREST NEIGHBOR SEARCH;

EID: 84971420393     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IPDPS.2015.115     Document Type: Conference Paper

References (20)

1. J. Manyika, M. Chui, B. Brown, J. Bughin, R. Dobbs, C. Roxburgh, A. H. Byers, "Big data: The next frontier for innovation, competition, productivity," McKinsey Global Institute, Tech. Rep., 2011.
2. S. Agarwal, Y. Furukawa, N. Snavely, I. Simon, B. Curless, S. M. Seitz, R. Szeliski, "Building Rome in a day," Communications of the ACM, vol. 54, no. 10, pp. 105-112, 2011.
3. V. Garcia, E. Debreuve, F. Nielsen, M. Barlaud, "Knearest neighbor search: Fast GPU-based implementations and application to high-dimensional feature matching," in Image Processing (ICIP), 2010 17th IEEE International Conference on, 2010, pp. 3757-3760.
4. Q. Kuang and L. Zhao, "A practical GPU based kNN algorithm," in International symposium on computer science and computational technology (ISCSCT), 2009, pp. 151-155.
5. S. Li, L. Simons, J. B. Pakaravoor, F. Abbasinejad, J. D. Owens, N. Amenta, "kANN on the GPU with shifted sorting," in Proceedings of the Fourth ACM SIGGRAPH/Eurographics Conference on High-Performance Graphics, ser. EGGH-HPG'12. Aire-la-Ville, Switzerland, Switzerland: Eurographics Association, 2012, pp. 39-47.
6. J. Pan and D. Manocha, "Fast GPU-based locality sensitive hashing for k-nearest neighbor computation," in Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, ser. GIS '11. New York, NY, USA: ACM, 2011, pp. 211-220.
7. R. Barrientos, J. Gmez, C. Tenllado, M. Matias, M. Marin, "kNN query processing in metric spaces using GPUs," in Euro-Par 2011 Parallel Processing, ser. Lecture Notes in Computer Science, E. Jeannot, R. Namyst, J. Roman, Eds. Springer Berlin Heidelberg, 2011, vol. 6852, pp. 380-392.
8. L. Cayton, "Accelerating nearest neighbour search on manycore systems," in IEEE Int. Parallel and Distributed Processing Symposium (IPDPS), 2012.
9. I. Komarov, A. Dashti, R. D'Souza, "Fast k-NNG construction with GPU-based quick multi-select," PLoS ONE 9(5): e92409, 2014.
10. T. H. Cormen, C. E. Leiserson, R. L. Rivest, C. Stein, Introduction to algorithms. MIT press Cambridge, 2001.
11. L. Monroe, J. Wendelberger, S. Michalak, "Randomized selection on the GPU," in Proceedings of the ACM SIGGRAPH Symposium on High Performance Graphics, ser. HPG '11. New York, NY, USA: ACM, 2011, pp. 89-98.
12. T. Alabi, J. D. Blanchard, B. Gordon, R. Steinbach, "Fast k-selection algorithms for graphics processing units," J. Exp. Algorithmics, vol. 17, pp. 4.2:4.1-4.2:4.29, Oct. 2012.
13. N. Sismanis, N. Pitsianis, X. Sun, "Parallel search of k-nearest neighbors with synchronous operations," in High Performance Extreme Computing (HPEC), 2012 IEEE Conference on, Sept 2012, pp. 1-6.
14. L. Jian, C. Wang, Y. Liu, S. Liang, W. Yi, Y. Shi, "Parallel data mining techniques on graphics processing unit with compute unified device architecture (CUDA)," The Journal of Supercomputing, vol. 64, no. 3, pp. 942-967, 2013.
15. N. Satish, M. Harris, M. Garland, "Designing efficient sorting algorithms for manycore GPUs," in Parallel Distributed Processing, 2009. IPDPS 2009. IEEE International Symposium on, May 2009, pp. 1-10.
16. N. Leischner, V. Osipov, P. Sanders, "GPU sample sort," in Parallel Distributed Processing (IPDPS), 2010 IEEE International Symposium on, April 2010, pp. 1-10.
17. H. Peters, O. Schulz-Hildebrandt, N. Luttenberger, "A novel sorting algorithm for many-core architectures based on adaptive bitonic sort," in Proceedings of the 2012 IEEE 26th International Parallel and Distributed Processing Symposium, ser. IPDPS '12. Washington, DC, USA: IEEE Computer Society, 2012, pp. 227-237.
18. A. S. Arefin, C. Riveros, R. Berretta, P. Moscato, "Gpufs-knn: A software tool for fast and scalable knn computation using gpus," PloS one, vol. 7, no. 8, p. e44000, 2012.
19. X. Tang, S. Mills, D. Eyers, K.-C. Leung, Z. Huang, M. Guo, "Data filtering for scalable high-dimensional k-nn search on multicore systems," in Proceedings of the 23rd International Symposium on High-performance Parallel and Distributed Computing, ser. HPDC '14. New York, NY, USA: ACM, 2014, pp. 305-310.
20. O. Green, R. McColl, D. A. Bader, "GPU merge path: a GPU merging algorithm," in Proceedings of the 26th ACM international conference on Supercomputing, ser. ICS '12. New York, NY, USA: ACM, 2012, pp. 331-340.