{"id":157449,"date":"2009-04-01T00:00:00","date_gmt":"2009-04-01T00:00:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/msr-research-item\/wave-computing-in-the-cloud\/"},"modified":"2018-10-16T22:11:20","modified_gmt":"2018-10-17T05:11:20","slug":"wave-computing-in-the-cloud","status":"publish","type":"msr-research-item","link":"https:\/\/www.microsoft.com\/en-us\/research\/publication\/wave-computing-in-the-cloud\/","title":{"rendered":"Wave Computing in the Cloud"},"content":{"rendered":"<div class=\"asset-content\">\n<p>We introduce the new Wave model for exposing the temporal relationship among the queries  in  data-intensive distributed computing. The model de\ufb01nes the notion of query series to capture the recurrent nature of batched computation on periodically updated input streams. This seemingly simple concept captures a signi\ufb01cant portion of the queries we observed in a production system. The recurring nature of the computation on the same steam opens up surprisingly signi\ufb01cant opportunities for achieving better performance and higher resource utilization.<\/p>\n<\/div>\n<p><!-- .asset-content --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>We introduce the new Wave model for exposing the temporal relationship among the queries in data-intensive distributed computing. The model de\ufb01nes the notion of query series to capture the recurrent nature of batched computation on periodically updated input streams. This seemingly simple concept captures a signi\ufb01cant portion of the queries we observed in a production 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