ThunderGBM How To¶
This page is for key instructions of intalling, using and contributing to ThunderGBM. Everyone in the community can contribute to ThunderGBM to make it better.
How to install ThunderGBM¶
First of all, you need to install the prerequisite libraries and tools. Then you can download and install ThunderGBM.
Prerequisites¶
- cmake 2.8 or above
- gcc 4.8 or above for Linux | CUDA 8 or above
- Visual C++ for Windows | CUDA 10
Download¶
git clone https://github.com/zeyiwen/thundergbm.git
cd thundergbm
#under the directory of thundergbm
git submodule init cub && git submodule update
Build on Linux¶
cd thundergbm
mkdir build && cd build && cmake .. && make -j
Quick Start¶
./bin/thundergbm-train ../dataset/machine.conf
./bin/thundergbm-predict ../dataset/machine.conf
You will see RMSE = 0.489562
after successful running.
Build on Windows¶
You can build the ThunderGBM library as follows:
cd thundergbm
mkdir build
cd build
cmake .. -DCMAKE_WINDOWS_EXPORT_ALL_SYMBOLS=TRUE -DBUILD_SHARED_LIBS=TRUE -G "Visual Studio 15 2017 Win64"
You need to change the Visual Studio version if you are using a different version of Visual Studio. Visual Studio can be downloaded from this link. The above commands generate some Visual Studio project files, open the Visual Studio project to build ThunderGBM. Please note that CMake should be 3.4 or above for Windows.
How to improve documentations¶
Most of the documents can be viewed on GitHub. The documents can also be viewed in Read the Doc. The HTML files of our documents are generated by Sphinx, and the source files of the documents are written using Markdown. In the following, we describe how to setup the Sphinx environment.
- Install sphinx
pip install sphinx
- Install Makedown Parser
pip install recommonmark
Note that recommonmark
has a bug when working with Sphinx in some platforms, so you may need to hack into transform.py to fix the problem by yourself. You can find the instruction of hacking in this link.
- Install Sphinx theme
pip install sphinx_rtd_theme
Generate HTML
Go to the “docs“ directory of ThunderGBM and run:
make html
At this point, make sure you have generated the documents of ThunderGBM. You can build the documents in your machine to see the outcome.
Contribute to ThunderGBM¶
You need to fetch the latest version of ThunderGBM before submitting a pull request.
git remote add upstream https://github.com/Xtra-Computing/thundergbm.git
git fetch upstream
git rebase upstream/master
How to build test for ThunderGBM¶
For building test cases, you also need to obtain googletest
using the following command.
#under the thundergbm directory
git submodule update --init src/test/googletest
After obtaining the googletest
submodule, you can build the test cases by the following commands.
cd thundergbm
mkdir build && cd build && cmake -DBUILD_TETS=ON .. && make -j
How to use ThunderGBM for ranking¶
There are two key steps to use ThunderGBM for ranking.
- First, you need to choose
rank:pairwise
orrank:ndcg
to set theobjective
of ThunderGBM. - Second, you need to have a file called
[train_file_name].group
to specify the number of instances in each query.
The remaining part is the same as classification and regression. Please refer to Parameters for more information about setting the parameters.
How to build the Python wheel file¶
You have to ensure the repository is identical to the latest one.
- Clone ThunderGBM repository
git clone https://github.com/zeyiwen/thundergbm.git
cd thundergbm
#under the directory of thundergbm
git submodule init cub && git submodule update
- Build the binary
mkdir build && cd build && cmake .. && make -j
- Build the python wheel file
- change directory to python by
cd ../python
- update the version you are going to release in setup.py
- you may need to install the
wheel
dependency bypip3 install wheel
- change directory to python by
python3 setup.py bdist_wheel
- Upload the wheel file to Pypi.org
- you may need to install the
twine
dependency bypip3 install twine
- you need to use
python3 -m twine upload dist/*
iftwine
is not included inPATH
- you may need to install the
twine upload dist/* --verbose
- [Recommended] Draw a new release on Release
- state the bug fixed or new functions.