Person: Clark, Michael A.
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Clark
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Michael A.
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Clark, Michael A.
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Publication Enabling a High Throughput Real Time Data Pipeline for a Large Radio Telescope Array with GPUs(Elsevier, 2010) Pfister, Hanspeter; Edgar, Richard G; Mitchell, Daniel; Ord, Stephen; Greenhill, Lincoln; Clark, Michael A.; Dale, Kevin; Wayth, Randall B.The Murchison Widefield Array (MWA) is a next-generation radio telescope currently under construction in the remote Western Australia Outback. Raw data will be generated continuously at 5 GiB s\(^{−1}\), grouped into 8 s cadences. This high throughput motivates the development of on-site, real time processing and reduction in preference to archiving, transport and off-line processing. Each batch of 8 s data must be completely reduced before the next batch arrives. Maintaining real time operation will require a sustained performance of around 2.5 TFLOP s\(^{−1}\) (including convolutions, FFTs, interpolations and matrix multiplications). We describe a scalable heterogeneous computing pipeline implementation, exploiting both the high computing density and FLOP-per-Watt ratio of modern GPUs. The architecture is highly parallel within and across nodes, with all major processing elements performed by GPUs. Necessary scatter-gather operations along the pipeline are loosely synchronized between the nodes hosting the GPUs. The MWA will be a frontier scientific instrument and a pathfinder for planned peta- and exascale facilities.