An Evaluation Model and Benchmark for Parallel Computing Frameworks

<table class="table-group" id="tab8"><tr><td><table class="table"><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr class="thead"><td class="align_left">Input</td><td class="align_center">10G</td><td class="align_center">20G</td><td class="align_center">30G</td><td class="align_center">40G</td><td class="align_center">50G</td></tr><tr><td class="thead-hr" colspan="6"><hr/></td></tr><tr><td class="align_left">Spark</td><td class="align_center">210</td><td class="align_center">231</td><td class="align_center">252</td><td class="align_center">273</td><td class="align_center">72.9</td></tr><tr><td class="align_left">MARS</td><td class="align_center">84.1</td><td class="align_center">85.6</td><td class="align_center">84.9</td><td class="align_center">178</td><td class="align_center">210</td></tr><tr><td class="align_left">Speedup</td><td class="align_center">0.54</td><td class="align_center">0.49</td><td class="align_center">0.41</td><td class="align_center">0.39</td><td class="align_center">3.09</td></tr><tr class="table-tr"><td colspan="6"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Spark’s speedup over MARS on running HiveQL queries.</div>

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Table 8

Table 8: An Evaluation Model and Benchmark for Parallel Computing Frameworks 