# ROCm version ROCm 5.5 and newer # Code Clone the code from our repo 1. `git clone https://github.com/ROCmSoftwarePlatform/xgboost` 1. `cd xgboost` 1. `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/` 1. `mkdir build` 1. `cd build` 1. `cmake -DUSE_HIP=ON ../` 1. or `cmake -DUSE_HIP=1 ../` 1. or `cmake -DUSE_HIP=1 -DUSE_RCCL=1 ../` 1. 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/` 1. `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" ... ```