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Installation-Guide.rst

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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.

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:

pip install lightgbm-transform

Alternatively, you could publish your own package with following commands:

git clone --recursive https://github.com/microsoft/lightgbm-transform/
cd lightgbm-transform
# install twine first
sh ./scripts/publish_python_package.sh