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PERFORMANCE_BENCHMARK.md

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Benchmark

  • DataSet: 4290169 rows and 135 features, among which 97 are encoded in shorts and 48 are encoded in bytes.
  • Machine: It was tested in m3.2xlarge amazon instance on 01/18/2016.
  • Parameters: 10 threads, 200 trees, 14 leaves, 0.5 example sampling rate, 0.9 feature sampling rate. MSE is the loss function.
  • Memory footprint: 1.085G
  • Running time: 10m44s

In terms of memory footprint, the performance is close to theoretically optimal.