Research Article
An Evaluation Model and Benchmark for Parallel Computing Frameworks
Table 10
Spark’s speedup over MARS on running PageRank
| | Input | 10G | 20G | 30G | 40G | 50G |
| | Spark | 16.2 | 24.1 | 39.6 | 71.1 | 111.9 | | MARS | 13.2 | 32.6 | 41.5 | 91.5 | 287.1 | | Speedup | 0.81 | 1.35 | 1.05 | 1.28 | 2.56 |
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