< Benchmarks | BID Data Project

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Benchmarks

PageRank

Graph V × E Times(sec) Gflops Machines × Cores
Hadoop ? × 1.1B 198 0.015 50 × 8
Spark 40M × 1.5B 97.4 0.03 50 × 2
Twister 40M × 1.4B 36 0.09 60 × 4
PowerGraph 60M × 1.4B 3.6 0.8 64 × 8
BIDMat (memory) 60M × 1.4B 6 0.5 1 × 8
BIDMat (disk) 60M × 1.4B 24 0.16 1 × 8


Alternative Least Squre: (Synthetic Netflix Data)

System \ Dimension 20 100 1000 Machines × Cores
PowerGraph 1000 sec ** ** 64 × 8
BIDMach (CG) 150 sec 500 sec 4000 sec 1 × 8C × 1G


Latent Dirichlet Allocation

Docs/Hour Gflops Machines × Cores
Smola 1.6M 0.5 100 × 8
PowerGraph 1.1M 0.3 64 × 16
BIDMach 3.6M 30 1 × (8C+1G)