LightGBM/CMakeLists.txt

534 строки
18 KiB
CMake

OPTION(USE_MPI "Enable MPI-based distributed learning" OFF)
OPTION(USE_OPENMP "Enable OpenMP" ON)
OPTION(USE_GPU "Enable GPU-accelerated training" OFF)
OPTION(USE_SWIG "Enable SWIG to generate Java API" OFF)
OPTION(USE_HDFS "Enable HDFS support (EXPERIMENTAL)" OFF)
OPTION(USE_TIMETAG "Set to ON to output time costs" OFF)
OPTION(USE_CUDA "Enable CUDA-accelerated training (EXPERIMENTAL)" OFF)
OPTION(USE_DEBUG "Set to ON for Debug mode" OFF)
OPTION(USE_SANITIZER "Use santizer flags" OFF)
SET(ENABLED_SANITIZERS "address" "leak" "undefined" CACHE STRING
"Semicolon separated list of sanitizer names. E.g 'address;leak'. Supported sanitizers are
address, leak, undefined and thread.")
OPTION(BUILD_CPP_TEST "Build C++ tests with Google Test" OFF)
OPTION(BUILD_STATIC_LIB "Build static library" OFF)
OPTION(__BUILD_FOR_R "Set to ON if building lib_lightgbm for use with the R package" OFF)
OPTION(__INTEGRATE_OPENCL "Set to ON if building LightGBM with the OpenCL ICD Loader and its dependencies included" OFF)
if(APPLE)
OPTION(APPLE_OUTPUT_DYLIB "Output dylib shared library" OFF)
endif()
if(__INTEGRATE_OPENCL)
cmake_minimum_required(VERSION 3.11)
elseif(USE_GPU OR APPLE)
cmake_minimum_required(VERSION 3.2)
elseif(USE_CUDA)
cmake_minimum_required(VERSION 3.16)
else()
cmake_minimum_required(VERSION 3.0)
endif()
PROJECT(lightgbm LANGUAGES C CXX)
list(APPEND CMAKE_MODULE_PATH "${PROJECT_SOURCE_DIR}/cmake/modules")
#-- Sanitizer
if(USE_SANITIZER)
if(MSVC)
message(FATAL_ERROR "Sanitizers are not supported with MSVC.")
endif()
include(cmake/Sanitizer.cmake)
enable_sanitizers("${ENABLED_SANITIZERS}")
endif()
if(__INTEGRATE_OPENCL)
set(__INTEGRATE_OPENCL ON CACHE BOOL "" FORCE)
set(USE_GPU OFF CACHE BOOL "" FORCE)
message(STATUS "Building library with integrated OpenCL components")
endif()
if(CMAKE_CXX_COMPILER_ID STREQUAL "GNU")
if(CMAKE_CXX_COMPILER_VERSION VERSION_LESS "4.8.2")
message(FATAL_ERROR "Insufficient gcc version")
endif()
elseif(CMAKE_CXX_COMPILER_ID STREQUAL "Clang")
if(CMAKE_CXX_COMPILER_VERSION VERSION_LESS "3.8")
message(FATAL_ERROR "Insufficient Clang version")
endif()
elseif(CMAKE_CXX_COMPILER_ID STREQUAL "AppleClang")
if(CMAKE_CXX_COMPILER_VERSION VERSION_LESS "8.1.0")
message(FATAL_ERROR "Insufficient AppleClang version")
endif()
cmake_minimum_required(VERSION 3.16)
elseif(MSVC)
if(MSVC_VERSION LESS 1900)
message(FATAL_ERROR "The compiler ${CMAKE_CXX_COMPILER} doesn't support required C++11 features. Please use a newer MSVC.")
endif()
cmake_minimum_required(VERSION 3.8)
endif()
if(USE_SWIG)
find_package(SWIG REQUIRED)
find_package(Java REQUIRED)
find_package(JNI REQUIRED)
include(UseJava)
include(UseSWIG)
set(SWIG_CXX_EXTENSION "cxx")
set(SWIG_EXTRA_LIBRARIES "")
set(SWIG_JAVA_EXTRA_FILE_EXTENSIONS ".java" "JNI.java")
set(SWIG_MODULE_JAVA_LANGUAGE "JAVA")
set(SWIG_MODULE_JAVA_SWIG_LANGUAGE_FLAG "java")
set(CMAKE_SWIG_OUTDIR "${CMAKE_CURRENT_BINARY_DIR}/java")
include_directories(Java_INCLUDE_DIRS)
include_directories(JNI_INCLUDE_DIRS)
include_directories($ENV{JAVA_HOME}/include)
if(WIN32)
FILE(MAKE_DIRECTORY "${CMAKE_CURRENT_BINARY_DIR}/com/microsoft/ml/lightgbm/windows/x86_64")
include_directories($ENV{JAVA_HOME}/include/win32)
elseif(APPLE)
FILE(MAKE_DIRECTORY "${CMAKE_CURRENT_BINARY_DIR}/com/microsoft/ml/lightgbm/osx/x86_64")
include_directories($ENV{JAVA_HOME}/include/darwin)
else()
FILE(MAKE_DIRECTORY "${CMAKE_CURRENT_BINARY_DIR}/com/microsoft/ml/lightgbm/linux/x86_64")
include_directories($ENV{JAVA_HOME}/include/linux)
endif()
endif()
SET(EIGEN_DIR "${PROJECT_SOURCE_DIR}/external_libs/eigen")
include_directories(${EIGEN_DIR})
# See https://gitlab.com/libeigen/eigen/-/blob/master/COPYING.README
ADD_DEFINITIONS(-DEIGEN_MPL2_ONLY)
if(__BUILD_FOR_R)
find_package(LibR REQUIRED)
message(STATUS "LIBR_EXECUTABLE: ${LIBR_EXECUTABLE}")
message(STATUS "LIBR_INCLUDE_DIRS: ${LIBR_INCLUDE_DIRS}")
message(STATUS "LIBR_CORE_LIBRARY: ${LIBR_CORE_LIBRARY}")
include_directories(${LIBR_INCLUDE_DIRS})
ADD_DEFINITIONS(-DLGB_R_BUILD)
endif()
if(USE_TIMETAG)
ADD_DEFINITIONS(-DTIMETAG)
endif()
if(USE_DEBUG)
ADD_DEFINITIONS(-DDEBUG)
endif()
if(USE_MPI)
find_package(MPI REQUIRED)
ADD_DEFINITIONS(-DUSE_MPI)
else()
ADD_DEFINITIONS(-DUSE_SOCKET)
endif()
if(USE_CUDA)
SET(CMAKE_CUDA_HOST_COMPILER "${CMAKE_CXX_COMPILER}")
enable_language(CUDA)
SET(USE_OPENMP ON CACHE BOOL "CUDA requires OpenMP" FORCE)
endif()
if(USE_OPENMP)
find_package(OpenMP REQUIRED)
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${OpenMP_CXX_FLAGS}")
endif()
if(USE_GPU)
SET(BOOST_COMPUTE_HEADER_DIR ${PROJECT_SOURCE_DIR}/external_libs/compute/include)
include_directories(${BOOST_COMPUTE_HEADER_DIR})
find_package(OpenCL REQUIRED)
include_directories(${OpenCL_INCLUDE_DIRS})
MESSAGE(STATUS "OpenCL include directory: " ${OpenCL_INCLUDE_DIRS})
if(WIN32)
set(Boost_USE_STATIC_LIBS ON)
endif()
find_package(Boost 1.56.0 COMPONENTS filesystem system REQUIRED)
if(WIN32)
# disable autolinking in boost
add_definitions(-DBOOST_ALL_NO_LIB)
endif()
include_directories(${Boost_INCLUDE_DIRS})
ADD_DEFINITIONS(-DUSE_GPU)
endif()
if(__INTEGRATE_OPENCL)
if(WIN32)
include(cmake/IntegratedOpenCL.cmake)
ADD_DEFINITIONS(-DUSE_GPU)
else()
message(FATAL_ERROR "Integrated OpenCL build is available only for Windows")
endif()
endif()
if(USE_CUDA)
find_package(CUDA 9.0 REQUIRED)
include_directories(${CUDA_INCLUDE_DIRS})
LIST(APPEND CMAKE_CUDA_FLAGS -Xcompiler=${OpenMP_CXX_FLAGS} -Xcompiler=-fPIC -Xcompiler=-Wall)
set(CUDA_ARCHS "6.0" "6.1" "6.2" "7.0")
if(CUDA_VERSION VERSION_GREATER_EQUAL "10.0")
list(APPEND CUDA_ARCHS "7.5")
endif()
if(CUDA_VERSION VERSION_GREATER_EQUAL "11.0")
list(APPEND CUDA_ARCHS "8.0")
endif()
if(CUDA_VERSION VERSION_GREATER_EQUAL "11.1")
list(APPEND CUDA_ARCHS "8.6")
endif()
list(POP_BACK CUDA_ARCHS CUDA_LAST_SUPPORTED_ARCH)
list(APPEND CUDA_ARCHS "${CUDA_LAST_SUPPORTED_ARCH}+PTX")
CUDA_SELECT_NVCC_ARCH_FLAGS(CUDA_ARCH_FLAGS ${CUDA_ARCHS})
LIST(APPEND CMAKE_CUDA_FLAGS ${CUDA_ARCH_FLAGS})
if(USE_DEBUG)
SET(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -g")
else()
SET(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -O3 -lineinfo")
endif()
string(REPLACE ";" " " CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS}")
message(STATUS "CMAKE_CUDA_FLAGS: ${CMAKE_CUDA_FLAGS}")
ADD_DEFINITIONS(-DUSE_CUDA)
if(NOT DEFINED CMAKE_CUDA_STANDARD)
set(CMAKE_CUDA_STANDARD 11)
set(CMAKE_CUDA_STANDARD_REQUIRED ON)
endif()
set(BASE_DEFINES
-DPOWER_FEATURE_WORKGROUPS=12
-DUSE_CONSTANT_BUF=0
)
set(ALLFEATS_DEFINES
${BASE_DEFINES}
-DENABLE_ALL_FEATURES
)
set(FULLDATA_DEFINES
${ALLFEATS_DEFINES}
-DIGNORE_INDICES
)
message(STATUS "ALLFEATS_DEFINES: ${ALLFEATS_DEFINES}")
message(STATUS "FULLDATA_DEFINES: ${FULLDATA_DEFINES}")
function(add_histogram hsize hname hadd hconst hdir)
add_library(histo${hsize}${hname} OBJECT src/treelearner/kernels/histogram${hsize}.cu)
set_target_properties(histo${hsize}${hname} PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
set_target_properties(histo${hsize}${hname} PROPERTIES CUDA_ARCHITECTURES OFF)
if(hadd)
list(APPEND histograms histo${hsize}${hname})
set(histograms ${histograms} PARENT_SCOPE)
endif()
target_compile_definitions(
histo${hsize}${hname} PRIVATE
-DCONST_HESSIAN=${hconst}
${hdir}
)
endfunction()
foreach(hsize _16_64_256)
add_histogram("${hsize}" "_sp_const" "True" "1" "${BASE_DEFINES}")
add_histogram("${hsize}" "_sp" "True" "0" "${BASE_DEFINES}")
add_histogram("${hsize}" "-allfeats_sp_const" "False" "1" "${ALLFEATS_DEFINES}")
add_histogram("${hsize}" "-allfeats_sp" "False" "0" "${ALLFEATS_DEFINES}")
add_histogram("${hsize}" "-fulldata_sp_const" "True" "1" "${FULLDATA_DEFINES}")
add_histogram("${hsize}" "-fulldata_sp" "True" "0" "${FULLDATA_DEFINES}")
endforeach()
endif()
if(USE_HDFS)
find_package(JNI REQUIRED)
find_path(HDFS_INCLUDE_DIR hdfs.h REQUIRED)
find_library(HDFS_LIB NAMES hdfs REQUIRED)
include_directories(${HDFS_INCLUDE_DIR})
ADD_DEFINITIONS(-DUSE_HDFS)
SET(HDFS_CXX_LIBRARIES ${HDFS_LIB} ${JAVA_JVM_LIBRARY})
endif()
include(CheckCXXSourceCompiles)
check_cxx_source_compiles("
#include <xmmintrin.h>
int main() {
int a = 0;
_mm_prefetch(&a, _MM_HINT_NTA);
return 0;
}
" MM_PREFETCH)
if(${MM_PREFETCH})
message(STATUS "Using _mm_prefetch")
ADD_DEFINITIONS(-DMM_PREFETCH)
endif()
include(CheckCXXSourceCompiles)
check_cxx_source_compiles("
#include <mm_malloc.h>
int main() {
char *a = (char*)_mm_malloc(8, 16);
_mm_free(a);
return 0;
}
" MM_MALLOC)
if(${MM_MALLOC})
message(STATUS "Using _mm_malloc")
ADD_DEFINITIONS(-DMM_MALLOC)
endif()
if(UNIX OR MINGW OR CYGWIN)
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -std=c++11 -pthread -Wextra -Wall -Wno-ignored-attributes -Wno-unknown-pragmas -Wno-return-type")
if(USE_DEBUG)
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -g -O0")
else()
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -O3")
endif()
if(USE_SWIG)
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -fno-strict-aliasing")
endif()
if(NOT USE_OPENMP)
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-unknown-pragmas -Wno-unused-private-field")
endif()
if(__BUILD_FOR_R AND CMAKE_CXX_COMPILER_ID STREQUAL "GNU")
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wno-cast-function-type")
endif()
endif()
if(WIN32 AND MINGW)
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -static-libstdc++")
endif()
if(MSVC)
SET(variables
CMAKE_C_FLAGS_DEBUG
CMAKE_C_FLAGS_MINSIZEREL
CMAKE_C_FLAGS_RELEASE
CMAKE_C_FLAGS_RELWITHDEBINFO
CMAKE_CXX_FLAGS_DEBUG
CMAKE_CXX_FLAGS_MINSIZEREL
CMAKE_CXX_FLAGS_RELEASE
CMAKE_CXX_FLAGS_RELWITHDEBINFO
)
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} /W4 /MP")
if(USE_DEBUG)
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} /Od")
else()
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} /O2 /Ob2 /Oi /Ot /Oy")
endif()
else()
if(NOT BUILD_STATIC_LIB)
set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -fPIC")
endif()
if(NOT USE_DEBUG)
SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -funroll-loops")
endif()
endif()
SET(LightGBM_HEADER_DIR ${PROJECT_SOURCE_DIR}/include)
SET(EXECUTABLE_OUTPUT_PATH ${PROJECT_SOURCE_DIR})
SET(LIBRARY_OUTPUT_PATH ${PROJECT_SOURCE_DIR})
include_directories(${LightGBM_HEADER_DIR})
if(APPLE)
if(APPLE_OUTPUT_DYLIB)
SET(CMAKE_SHARED_LIBRARY_SUFFIX ".dylib")
else()
SET(CMAKE_SHARED_LIBRARY_SUFFIX ".so")
endif()
endif()
if(USE_MPI)
include_directories(${MPI_CXX_INCLUDE_PATH})
endif()
file(GLOB SOURCES
src/boosting/*.cpp
src/io/*.cpp
src/metric/*.cpp
src/objective/*.cpp
src/network/*.cpp
src/treelearner/*.cpp
if(USE_CUDA)
src/treelearner/*.cu
endif()
)
add_library(lightgbm_objs OBJECT ${SOURCES})
add_executable(lightgbm src/main.cpp src/application/application.cpp)
target_link_libraries(lightgbm PRIVATE lightgbm_objs)
set(API_SOURCES "src/c_api.cpp")
# Only build the R part of the library if building for
# use with the R package
if(__BUILD_FOR_R)
list(APPEND API_SOURCES "src/lightgbm_R.cpp")
endif()
add_library(lightgbm_capi_objs OBJECT ${API_SOURCES})
if(BUILD_STATIC_LIB)
add_library(_lightgbm STATIC)
else()
add_library(_lightgbm SHARED)
endif()
# LightGBM headers include openmp, cuda, R etc. headers,
# thus PUBLIC is required for building _lightgbm_swig target.
target_link_libraries(_lightgbm PUBLIC lightgbm_capi_objs lightgbm_objs)
if(MSVC)
set_target_properties(_lightgbm PROPERTIES OUTPUT_NAME "lib_lightgbm")
endif()
if(USE_SWIG)
set_property(SOURCE swig/lightgbmlib.i PROPERTY CPLUSPLUS ON)
LIST(APPEND swig_options -package com.microsoft.ml.lightgbm)
set_property(SOURCE swig/lightgbmlib.i PROPERTY SWIG_FLAGS "${swig_options}")
swig_add_module(_lightgbm_swig java swig/lightgbmlib.i)
swig_link_libraries(_lightgbm_swig _lightgbm)
# needed to ensure Linux build does not have lib prefix specified twice, e.g. liblib_lightgbm_swig
set_target_properties(_lightgbm_swig PROPERTIES PREFIX "")
# needed in some versions of CMake for VS and MinGW builds to ensure output dll has lib prefix
set_target_properties(_lightgbm_swig PROPERTIES OUTPUT_NAME "lib_lightgbm_swig")
if(WIN32)
if(MINGW OR CYGWIN)
add_custom_command(TARGET _lightgbm_swig POST_BUILD
COMMAND "${Java_JAVAC_EXECUTABLE}" -d . java/*.java
COMMAND "${CMAKE_COMMAND}" -E copy_if_different "${PROJECT_SOURCE_DIR}/lib_lightgbm.dll" com/microsoft/ml/lightgbm/windows/x86_64
COMMAND "${CMAKE_COMMAND}" -E copy_if_different "${PROJECT_SOURCE_DIR}/lib_lightgbm_swig.dll" com/microsoft/ml/lightgbm/windows/x86_64
COMMAND "${Java_JAR_EXECUTABLE}" -cf lightgbmlib.jar com)
else()
add_custom_command(TARGET _lightgbm_swig POST_BUILD
COMMAND "${Java_JAVAC_EXECUTABLE}" -d . java/*.java
COMMAND cp "${PROJECT_SOURCE_DIR}/Release/*.dll" com/microsoft/ml/lightgbm/windows/x86_64
COMMAND "${Java_JAR_EXECUTABLE}" -cf lightgbmlib.jar com)
endif()
elseif(APPLE)
add_custom_command(TARGET _lightgbm_swig POST_BUILD
COMMAND "${Java_JAVAC_EXECUTABLE}" -d . java/*.java
COMMAND cp "${PROJECT_SOURCE_DIR}/*.dylib" com/microsoft/ml/lightgbm/osx/x86_64
COMMAND cp "${PROJECT_SOURCE_DIR}/lib_lightgbm_swig.jnilib" com/microsoft/ml/lightgbm/osx/x86_64/lib_lightgbm_swig.dylib
COMMAND "${Java_JAR_EXECUTABLE}" -cf lightgbmlib.jar com)
else()
add_custom_command(TARGET _lightgbm_swig POST_BUILD
COMMAND "${Java_JAVAC_EXECUTABLE}" -d . java/*.java
COMMAND cp "${PROJECT_SOURCE_DIR}/*.so" com/microsoft/ml/lightgbm/linux/x86_64
COMMAND "${Java_JAR_EXECUTABLE}" -cf lightgbmlib.jar com)
endif()
endif()
if(USE_MPI)
target_link_libraries(lightgbm_objs PUBLIC ${MPI_CXX_LIBRARIES})
endif()
if(USE_OPENMP)
if(CMAKE_CXX_COMPILER_ID STREQUAL "AppleClang")
target_link_libraries(lightgbm_objs PUBLIC OpenMP::OpenMP_CXX)
# c_api headers also includes OpenMP headers, thus compiling
# lightgbm_capi_objs needs include directory for OpenMP.
# Specifying OpenMP in target_link_libraries will get include directory
# requirements for compilation.
# This uses CMake's Transitive Usage Requirements. Refer to CMake doc:
# https://cmake.org/cmake/help/v3.16/manual/cmake-buildsystem.7.html#transitive-usage-requirements
target_link_libraries(lightgbm_capi_objs PUBLIC OpenMP::OpenMP_CXX)
endif()
endif()
if(USE_GPU)
target_link_libraries(lightgbm_objs PUBLIC ${OpenCL_LIBRARY} ${Boost_LIBRARIES})
endif()
if(__INTEGRATE_OPENCL)
# targets OpenCL and Boost are added in IntegratedOpenCL.cmake
add_dependencies(lightgbm_objs OpenCL Boost)
# variables INTEGRATED_OPENCL_* are set in IntegratedOpenCL.cmake
target_include_directories(lightgbm_objs PRIVATE ${INTEGRATED_OPENCL_INCLUDES})
target_compile_definitions(lightgbm_objs PRIVATE ${INTEGRATED_OPENCL_DEFINITIONS})
target_link_libraries(lightgbm_objs PUBLIC ${INTEGRATED_OPENCL_LIBRARIES})
endif()
if(USE_CUDA)
# Disable cmake warning about policy CMP0104. Refer to issue #3754 and PR #4268.
# Custom target properties does not propagate, thus we need to specify for
# each target that contains or depends on cuda source.
set_target_properties(lightgbm_objs PROPERTIES CUDA_ARCHITECTURES OFF)
set_target_properties(_lightgbm PROPERTIES CUDA_ARCHITECTURES OFF)
set_target_properties(lightgbm PROPERTIES CUDA_ARCHITECTURES OFF)
# Device linking is not supported for object libraries.
# Thus we have to specify them on final targets.
set_target_properties(lightgbm PROPERTIES CUDA_RESOLVE_DEVICE_SYMBOLS ON)
set_target_properties(_lightgbm PROPERTIES CUDA_RESOLVE_DEVICE_SYMBOLS ON)
# histograms are list of object libraries. Linking object library to other
# object libraries only gets usage requirements, the linked objects won't be
# used. Thus we have to call target_link_libraries on final targets here.
target_link_libraries(lightgbm PRIVATE ${histograms})
target_link_libraries(_lightgbm PRIVATE ${histograms})
endif()
if(USE_HDFS)
target_link_libraries(lightgbm_objs PUBLIC ${HDFS_CXX_LIBRARIES})
endif()
if(WIN32)
if(MINGW OR CYGWIN)
target_link_libraries(lightgbm_objs PUBLIC Ws2_32 IPHLPAPI)
endif()
endif()
if(__BUILD_FOR_R)
# utils/log.h and capi uses R headers, thus both object libraries need to link
# with R lib.
if(MSVC)
set(R_LIB ${LIBR_MSVC_CORE_LIBRARY})
else()
set(R_LIB ${LIBR_CORE_LIBRARY})
endif()
target_link_libraries(lightgbm_objs PUBLIC ${R_LIB})
target_link_libraries(lightgbm_capi_objs PUBLIC ${R_LIB})
endif()
#-- Google C++ tests
if(BUILD_CPP_TEST)
find_package(GTest CONFIG)
if(NOT GTEST_FOUND)
message(STATUS "Did not find Google Test in the system root. Fetching Google Test now...")
include(FetchContent)
FetchContent_Declare(
googletest
GIT_REPOSITORY https://github.com/google/googletest.git
GIT_TAG release-1.11.0
)
FetchContent_MakeAvailable(googletest)
add_library(GTest::GTest ALIAS gtest)
endif()
file(GLOB CPP_TEST_SOURCES tests/cpp_tests/*.cpp)
if(MSVC)
set(
CompilerFlags
CMAKE_CXX_FLAGS
CMAKE_CXX_FLAGS_DEBUG
CMAKE_CXX_FLAGS_RELEASE
CMAKE_C_FLAGS
CMAKE_C_FLAGS_DEBUG
CMAKE_C_FLAGS_RELEASE
)
foreach(CompilerFlag ${CompilerFlags})
string(REPLACE "/MD" "/MT" ${CompilerFlag} "${${CompilerFlag}}")
endforeach()
endif()
add_executable(testlightgbm ${CPP_TEST_SOURCES})
target_link_libraries(testlightgbm PRIVATE lightgbm_objs GTest::GTest)
endif()
install(TARGETS lightgbm _lightgbm
RUNTIME DESTINATION ${CMAKE_INSTALL_PREFIX}/bin
LIBRARY DESTINATION ${CMAKE_INSTALL_PREFIX}/lib
ARCHIVE DESTINATION ${CMAKE_INSTALL_PREFIX}/lib)
install(DIRECTORY ${LightGBM_HEADER_DIR}/LightGBM DESTINATION ${CMAKE_INSTALL_PREFIX}/include)