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The high cost associated with powering servers has introduced new challenges in improving the energy efficiency of clusters running data processing jobs. Traditional high-performance servers are largely energy inefficient due to various factors such as the over-provisioning of resources. The increasing trend to replace traditional high-performance server nodes with low-power low-end nodes in clusters has recently been touted as a solution to the cluster energy problem. However, the key tacitdoi:10.1145/1869389.1869396 dblp:conf/damon/LangPS10 fatcat:4bfpi6l2s5fr5e3dmxs53v3cwm