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arboretum - Gradient Boosting on GPU

Dependencies

  • Python 2.7
  • Cuda toolkit 8(there's no cuda 8 sprecifiec features are used so it should also work with cuda 7, but it has never been tested).
  • Cuda thrust - it's a part of cuda toolkit so it should work out of box.
  • Cuda cub https://github.com/NVlabs/cub as submodule.

Linux

  • gcc-5

MacOS

  • clang-omp++ can be install by brew

Installation process is similar to xgboost

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Gradient Boosting powered by GPU

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  • Cuda 59.9%
  • Python 18.5%
  • C++ 18.2%
  • C 1.9%
  • Makefile 1.5%