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Memory hierarchies in modern computing systems work well for workloads that exhibit temporal data locality. Data that is accessed frequently is brought closer to the computing cores, allowing faster access times, higher bandwidth, and reduced transmission energy. Many applications that work on big data, however, read data only once. When running these applications on modern computing systems, data...
A new generation of high-performance engines now combine graphics-oriented parallel processors with a cache architecture. In order to meet this new trend, new highly-parallel workloads are being developed. However, it is often difficult to predict how a given application would perform on a given architecture. This paper provides a new model capturing the behavior of such parallel workloads on different...
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