LightGBM Transformation Installation Guide ========================================== Currently, the transform supported LightGBM can be built with gcc/g++ on linux platform. The following dependencies should be installed before compilation: - `CMake`_ 3.15 or later. - gcc/g++ 8 or later. - libboost 1.58 or later. - `llvm`_ 3.5.1 (exact match) with cmake parameter ``-DLLVM_REQUIRES_RTTI=1``. - `bond`_ with cmake parameter ``-DBOND_ENABLE_GRPC=FALSE``. See below docker file as an example for required dependencies installation. .. code:: FROM ubuntu:20.04 # Install CMake, gcc, g++, boost. RUN apt-get update && apt-get -y upgrade && DEBIAN_FRONTEND="noninteractive" apt-get install -y libboost-all-dev gcc g++ wget cmake git curl libtinfo5 # Install LLVM with RTTI feature. WORKDIR /root RUN wget https://github.com/llvm/llvm-project/archive/refs/tags/llvmorg-3.5.1.tar.gz && tar zxvf llvmorg-3.5.1.tar.gz WORKDIR /root/llvm-project-llvmorg-3.5.1/llvm RUN mkdir build && cd build && cmake -DLLVM_REQUIRES_RTTI=1 .. && make -j4 && make install # Install bond. WORKDIR /root RUN git clone --recursive https://github.com/microsoft/bond.git RUN DEBIAN_FRONTEND="noninteractive" apt-get install -y clang zlib1g-dev RUN curl -sSL https://get.haskellstack.org/ | sh WORKDIR /root/bond RUN mkdir build && cd build && cmake -DBOND_ENABLE_GRPC=FALSE .. && make -j4 && make install ... To install LightGBM transform version, you could simply run following command: .. code:: pip install lightgbm-transform Alternatively, you could publish your own package with following commands: .. code:: git clone --recursive https://github.com/microsoft/lightgbm-transform/ cd lightgbm-transform # install twine first sh ./scripts/publish_python_package.sh .. _CMake: https://cmake.org/ .. _llvm: https://github.com/llvm/llvm-project/archive/refs/tags/llvmorg-3.5.1.tar.gz .. _bond: https://github.com/microsoft/bond.git