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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Davidson, A. Tarjan, D. Garland, M. Owens, J.D. |
| Copyright Year | 2012 |
| Description | Author affiliation: NVIDIA Corporation, USA (Tarjan, D.; Garland, M.) || University of California, Davis, USA (Davidson, A.; Owens, J.D.) |
| Abstract | We design a high-performance parallel merge sort for highly parallel systems. Our merge sort is designed to use more register communication (not shared memory), and does not suffer from over-segmentation as opposed to previous comparison based sorts. Using these techniques we are able to achieve a sorting rate of 250 MKeys/sec, which is about 2.5 times faster than Thrust merge sort performance, and 70% faster than non-stable state-of-the-art GPU merge sorts. Building on this sorting algorithm, we develop a scheme for sorting variable-length key/value pairs, with a special emphasis on string keys. Sorting non-uniform, unaligned data such as strings is a fundamental step in a variety of algorithms, yet it has received comparatively little attention. To our knowledge, our system is the first published description of an efficient string sort for GPUs. We are able to sort strings at a rate of 70 MStrings/s on an NVidia GTX 580 on one dataset, and up to 1.25 GB/s on another dataset. |
| Starting Page | 1 |
| Ending Page | 9 |
| File Size | 1512071 |
| Page Count | 9 |
| File Format | |
| ISBN | 9781467326322 |
| e-ISBN | 9781467326339 |
| e-ISBN | 9781467326315 |
| DOI | 10.1109/InPar.2012.6339592 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2012-05-13 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Abstracts Registers |
| Content Type | Text |
| Resource Type | Article |
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