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ROCm version

ROCm 5.5 and newer

Code

Clone the code from our repo

1. git clone https://github.com/ROCmSoftwarePlatform/xgboost
2. cd xgboost
3. git checkout master-rocm

or a tag/branch with rocm suffix, such as v2.0.1-rocm

Submodules

XGBoost ROCm support requires a few modules, which can be initialized as,

git submodule update --init --recursive

Configure

The following export may be required for some systems, and the ROCm path depends on installation,

1. export CMAKE_PREFIX_PATH=$CMAKE_PREFIX_PATH:/opt/rocm/lib/cmake:/opt/rocm/lib/cmake/AMDDeviceLibs/
2. mkdir build
3. cd build
4. cmake -DUSE_HIP=ON ../
5. or cmake -DUSE_HIP=1 ../
6. or cmake -DUSE_HIP=1 -DUSE_RCCL=1 ../
7. or cmake -DUSE_HIP=1 -DGOOGLE_TEST=1 ../

The first command may be optional depending on system configure.

The USE_HIP macro enables HIP/ROCm support. USE_RCCL enables RCCL. GOOGLE_TEST enables Google test.

apt-get install libgtest-dev libgmock-dev

Compile

To compile, run command,

make -j

Python Support

After compilation, XGBoost can be installed as a Python package and supports a wide range of applications,

1. cd python-package/
2. pip3 install .

Use AMD GPUs

When calling XGBoost, set the parameter device to gpu or cuda. Python sample,

params = dict()
params["device"] = "gpu"
params["tree_method"] = "hist"
...

or

params = dict()
params["device"] = "cuda"
params["tree_method"] = "hist"
...