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setup.py
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setup.py
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# coding: utf-8
"""Setup lightgbm package."""
import logging
import struct
import subprocess
import sys
from os import chdir
from pathlib import Path
from platform import system
from shutil import copyfile, copytree, rmtree
from typing import List, Optional, Union
from setuptools import find_packages, setup
from setuptools.command.install import install
from setuptools.command.install_lib import install_lib
from setuptools.command.sdist import sdist
from wheel.bdist_wheel import bdist_wheel
LIGHTGBM_OPTIONS = [
('mingw', 'm', 'Compile with MinGW'),
('integrated-opencl', None, 'Compile integrated OpenCL version'),
('gpu', 'g', 'Compile GPU version'),
('cuda', None, 'Compile CUDA version'),
('mpi', None, 'Compile MPI version'),
('nomp', None, 'Compile version without OpenMP support'),
('hdfs', 'h', 'Compile HDFS version'),
('bit32', None, 'Compile 32-bit version'),
('precompile', 'p', 'Use precompiled library'),
('time-costs', None, 'Output time costs for different internal routines'),
('boost-root=', None, 'Boost preferred installation prefix'),
('boost-dir=', None, 'Directory with Boost package configuration file'),
('boost-include-dir=', None, 'Directory containing Boost headers'),
('boost-librarydir=', None, 'Preferred Boost library directory'),
('opencl-include-dir=', None, 'OpenCL include directory'),
('opencl-library=', None, 'Path to OpenCL library')
]
def find_lib() -> List[str]:
libpath_py = CURRENT_DIR / 'lightgbm' / 'libpath.py'
libpath = {'__file__': libpath_py}
exec(compile(libpath_py.read_bytes(), libpath_py, 'exec'), libpath, libpath)
LIB_PATH = libpath['find_lib_path']() # type: ignore
logger.info(f"Installing lib_lightgbm from: {LIB_PATH}")
return LIB_PATH
def copy_files(integrated_opencl: bool = False, use_gpu: bool = False) -> None:
def copy_files_helper(folder_name: Union[str, Path]) -> None:
src = CURRENT_DIR.parent / folder_name
if src.is_dir():
dst = CURRENT_DIR / 'compile' / folder_name
if dst.is_dir():
rmtree(dst)
copytree(src, dst)
else:
raise Exception(f'Cannot copy {src} folder')
if not IS_SOURCE_FLAG_PATH.is_file():
copy_files_helper('include')
copy_files_helper('src')
for submodule in (CURRENT_DIR.parent / 'external_libs').iterdir():
submodule_stem = submodule.stem
if submodule_stem == 'compute' and not use_gpu:
continue
copy_files_helper(Path('external_libs') / submodule_stem)
(CURRENT_DIR / "compile" / "windows").mkdir(parents=True, exist_ok=True)
copyfile(CURRENT_DIR.parent / "windows" / "LightGBM.sln",
CURRENT_DIR / "compile" / "windows" / "LightGBM.sln")
copyfile(CURRENT_DIR.parent / "windows" / "LightGBM.vcxproj",
CURRENT_DIR / "compile" / "windows" / "LightGBM.vcxproj")
copyfile(CURRENT_DIR.parent / "LICENSE",
CURRENT_DIR / "LICENSE")
copyfile(CURRENT_DIR.parent / "CMakeLists.txt",
CURRENT_DIR / "compile" / "CMakeLists.txt")
if integrated_opencl:
(CURRENT_DIR / "compile" / "cmake").mkdir(parents=True, exist_ok=True)
copyfile(CURRENT_DIR.parent / "cmake" / "IntegratedOpenCL.cmake",
CURRENT_DIR / "compile" / "cmake" / "IntegratedOpenCL.cmake")
def clear_path(path: Path) -> None:
if path.is_dir():
for file_name in path.iterdir():
if file_name.is_dir():
rmtree(file_name)
else:
file_name.unlink()
def silent_call(cmd: List[str], raise_error: bool = False, error_msg: str = '') -> int:
try:
with open(LOG_PATH, "ab") as log:
subprocess.check_call(cmd, stderr=log, stdout=log)
return 0
except Exception:
if raise_error:
raise Exception("\n".join((error_msg, LOG_NOTICE)))
return 1
def compile_cpp(
use_mingw: bool = False,
use_gpu: bool = False,
use_cuda: bool = False,
use_mpi: bool = False,
use_hdfs: bool = False,
boost_root: Optional[str] = None,
boost_dir: Optional[str] = None,
boost_include_dir: Optional[str] = None,
boost_librarydir: Optional[str] = None,
opencl_include_dir: Optional[str] = None,
opencl_library: Optional[str] = None,
nomp: bool = False,
bit32: bool = False,
integrated_opencl: bool = False,
time_costs: bool = False
) -> None:
build_dir = CURRENT_DIR / "build_cpp"
rmtree(build_dir, ignore_errors=True)
build_dir.mkdir(parents=True)
original_dir = Path.cwd()
chdir(build_dir)
logger.info("Starting to compile the library.")
cmake_cmd = ["cmake", str(CURRENT_DIR / "compile")]
if integrated_opencl:
use_gpu = False
cmake_cmd.append("-D__INTEGRATE_OPENCL=ON")
if use_gpu:
cmake_cmd.append("-DUSE_GPU=ON")
if boost_root:
cmake_cmd.append(f"-DBOOST_ROOT={boost_root}")
if boost_dir:
cmake_cmd.append(f"-DBoost_DIR={boost_dir}")
if boost_include_dir:
cmake_cmd.append(f"-DBoost_INCLUDE_DIR={boost_include_dir}")
if boost_librarydir:
cmake_cmd.append(f"-DBOOST_LIBRARYDIR={boost_librarydir}")
if opencl_include_dir:
cmake_cmd.append(f"-DOpenCL_INCLUDE_DIR={opencl_include_dir}")
if opencl_library:
cmake_cmd.append(f"-DOpenCL_LIBRARY={opencl_library}")
elif use_cuda:
cmake_cmd.append("-DUSE_CUDA=ON")
if use_mpi:
cmake_cmd.append("-DUSE_MPI=ON")
if nomp:
cmake_cmd.append("-DUSE_OPENMP=OFF")
if use_hdfs:
cmake_cmd.append("-DUSE_HDFS=ON")
if time_costs:
cmake_cmd.append("-DUSE_TIMETAG=ON")
if system() in {'Windows', 'Microsoft'}:
if use_mingw:
if use_mpi:
raise Exception('MPI version cannot be compiled by MinGW due to the miss of MPI library in it')
logger.info("Starting to compile with CMake and MinGW.")
silent_call(cmake_cmd + ["-G", "MinGW Makefiles"], raise_error=True,
error_msg='Please install CMake and all required dependencies first')
silent_call(["mingw32-make.exe", "_lightgbm", f"-I{build_dir}", "-j4"], raise_error=True,
error_msg='Please install MinGW first')
else:
status = 1
lib_path = CURRENT_DIR / "compile" / "windows" / "x64" / "DLL" / "lib_lightgbm.dll"
if not any((use_gpu, use_cuda, use_mpi, use_hdfs, nomp, bit32, integrated_opencl)):
logger.info("Starting to compile with MSBuild from existing solution file.")
platform_toolsets = ("v143", "v142", "v141", "v140")
for pt in platform_toolsets:
status = silent_call(["MSBuild",
str(CURRENT_DIR / "compile" / "windows" / "LightGBM.sln"),
"/p:Configuration=DLL",
"/p:Platform=x64",
f"/p:PlatformToolset={pt}"])
if status == 0 and lib_path.is_file():
break
else:
clear_path(CURRENT_DIR / "compile" / "windows" / "x64")
if status != 0 or not lib_path.is_file():
logger.warning("Compilation with MSBuild from existing solution file failed.")
if status != 0 or not lib_path.is_file():
arch = "Win32" if bit32 else "x64"
vs_versions = (
"Visual Studio 17 2022",
"Visual Studio 16 2019",
"Visual Studio 15 2017",
"Visual Studio 14 2015"
)
for vs in vs_versions:
logger.info(f"Starting to compile with {vs} ({arch}).")
status = silent_call(cmake_cmd + ["-G", vs, "-A", arch])
if status == 0:
break
else:
clear_path(build_dir)
if status != 0:
raise Exception("\n".join(('Please install Visual Studio or MS Build and all required dependencies first',
LOG_NOTICE)))
silent_call(["cmake", "--build", str(build_dir), "--target", "_lightgbm", "--config", "Release"], raise_error=True,
error_msg='Please install CMake first')
else: # Linux, Darwin (macOS), etc.
logger.info("Starting to compile with CMake.")
silent_call(cmake_cmd, raise_error=True, error_msg='Please install CMake and all required dependencies first')
silent_call(["make", "_lightgbm", f"-I{build_dir}", "-j4"], raise_error=True,
error_msg='An error has occurred while building lightgbm library file')
chdir(original_dir)
class CustomInstallLib(install_lib):
def install(self) -> List[str]:
outfiles = install_lib.install(self)
src = find_lib()[0]
dst = Path(self.install_dir) / 'lightgbm'
dst, _ = self.copy_file(src, str(dst))
outfiles.append(dst)
return outfiles
class CustomInstall(install):
user_options = install.user_options + LIGHTGBM_OPTIONS
def initialize_options(self) -> None:
install.initialize_options(self)
self.mingw = False
self.integrated_opencl = False
self.gpu = False
self.cuda = False
self.boost_root = None
self.boost_dir = None
self.boost_include_dir = None
self.boost_librarydir = None
self.opencl_include_dir = None
self.opencl_library = None
self.mpi = False
self.hdfs = False
self.precompile = False
self.time_costs = False
self.nomp = False
self.bit32 = False
def run(self) -> None:
if (8 * struct.calcsize("P")) != 64:
if self.bit32:
logger.warning("You're installing 32-bit version. "
"This version is slow and untested, so use it on your own risk.")
else:
raise Exception("Cannot install LightGBM in 32-bit Python, "
"please use 64-bit Python instead.")
LOG_PATH.touch()
if not self.precompile:
copy_files(integrated_opencl=self.integrated_opencl, use_gpu=self.gpu)
compile_cpp(use_mingw=self.mingw, use_gpu=self.gpu, use_cuda=self.cuda, use_mpi=self.mpi,
use_hdfs=self.hdfs, boost_root=self.boost_root, boost_dir=self.boost_dir,
boost_include_dir=self.boost_include_dir, boost_librarydir=self.boost_librarydir,
opencl_include_dir=self.opencl_include_dir, opencl_library=self.opencl_library,
nomp=self.nomp, bit32=self.bit32, integrated_opencl=self.integrated_opencl,
time_costs=self.time_costs)
install.run(self)
if LOG_PATH.is_file():
LOG_PATH.unlink()
class CustomBdistWheel(bdist_wheel):
user_options = bdist_wheel.user_options + LIGHTGBM_OPTIONS
def initialize_options(self) -> None:
bdist_wheel.initialize_options(self)
self.mingw = False
self.integrated_opencl = False
self.gpu = False
self.cuda = False
self.boost_root = None
self.boost_dir = None
self.boost_include_dir = None
self.boost_librarydir = None
self.opencl_include_dir = None
self.opencl_library = None
self.mpi = False
self.hdfs = False
self.precompile = False
self.time_costs = False
self.nomp = False
self.bit32 = False
def finalize_options(self) -> None:
bdist_wheel.finalize_options(self)
install = self.reinitialize_command('install')
install.mingw = self.mingw
install.integrated_opencl = self.integrated_opencl
install.gpu = self.gpu
install.cuda = self.cuda
install.boost_root = self.boost_root
install.boost_dir = self.boost_dir
install.boost_include_dir = self.boost_include_dir
install.boost_librarydir = self.boost_librarydir
install.opencl_include_dir = self.opencl_include_dir
install.opencl_library = self.opencl_library
install.mpi = self.mpi
install.hdfs = self.hdfs
install.precompile = self.precompile
install.time_costs = self.time_costs
install.nomp = self.nomp
install.bit32 = self.bit32
class CustomSdist(sdist):
def run(self) -> None:
copy_files(integrated_opencl=True, use_gpu=True)
IS_SOURCE_FLAG_PATH.touch()
rmtree(CURRENT_DIR / 'lightgbm' / 'Release', ignore_errors=True)
rmtree(CURRENT_DIR / 'lightgbm' / 'windows' / 'x64', ignore_errors=True)
lib_file = CURRENT_DIR / 'lightgbm' / 'lib_lightgbm.so'
if lib_file.is_file():
lib_file.unlink()
sdist.run(self)
if IS_SOURCE_FLAG_PATH.is_file():
IS_SOURCE_FLAG_PATH.unlink()
if __name__ == "__main__":
CURRENT_DIR = Path(__file__).absolute().parent
LOG_PATH = Path.home() / 'LightGBM_compilation.log'
LOG_NOTICE = f"The full version of error log was saved into {LOG_PATH}"
IS_SOURCE_FLAG_PATH = CURRENT_DIR / '_IS_SOURCE_PACKAGE.txt'
_version_src = CURRENT_DIR.parent / 'VERSION.txt'
_version_dst = CURRENT_DIR / 'lightgbm' / 'VERSION.txt'
if _version_src.is_file():
copyfile(_version_src, _version_dst)
version = _version_dst.read_text(encoding='utf-8').strip()
readme = (CURRENT_DIR / 'README.rst').read_text(encoding='utf-8')
sys.path.insert(0, str(CURRENT_DIR))
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger('LightGBM')
setup(name='lightgbm',
version=version,
description='LightGBM Python Package',
long_description=readme,
long_description_content_type='text/x-rst',
python_requires='>=3.6',
install_requires=[
'wheel',
'numpy',
'scipy',
'scikit-learn!=0.22.0'
],
extras_require={
'dask': [
'dask[array]>=2.0.0',
'dask[dataframe]>=2.0.0',
'dask[distributed]>=2.0.0',
'pandas',
],
},
maintainer='Yu Shi',
maintainer_email='[email protected]',
zip_safe=False,
cmdclass={
'install': CustomInstall,
'install_lib': CustomInstallLib,
'bdist_wheel': CustomBdistWheel,
'sdist': CustomSdist,
},
packages=find_packages(),
include_package_data=True,
license='The MIT License (Microsoft)',
url='https://github.com/microsoft/LightGBM',
classifiers=['Development Status :: 5 - Production/Stable',
'Intended Audience :: Science/Research',
'License :: OSI Approved :: MIT License',
'Natural Language :: English',
'Operating System :: MacOS',
'Operating System :: Microsoft :: Windows',
'Operating System :: POSIX',
'Operating System :: Unix',
'Programming Language :: Python :: 3',
'Programming Language :: Python :: 3.7',
'Programming Language :: Python :: 3.8',
'Programming Language :: Python :: 3.9',
'Programming Language :: Python :: 3.10',
'Topic :: Scientific/Engineering :: Artificial Intelligence',
'Typing :: Typed'])