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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 os
import struct
import subprocess
import sys
from platform import system
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 distutils.dir_util import copy_tree, create_tree, remove_tree
from distutils.file_util import copy_file
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'),
('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():
libpath_py = os.path.join(CURRENT_DIR, 'lightgbm', 'libpath.py')
libpath = {'__file__': libpath_py}
exec(compile(open(libpath_py, "rb").read(), libpath_py, 'exec'), libpath, libpath)
LIB_PATH = [os.path.relpath(path, CURRENT_DIR) for path in libpath['find_lib_path']()]
logger.info("Installing lib_lightgbm from: %s" % LIB_PATH)
return LIB_PATH
def copy_files(integrated_opencl=False, use_gpu=False):
def copy_files_helper(folder_name):
src = os.path.join(CURRENT_DIR, os.path.pardir, folder_name)
if os.path.exists(src):
dst = os.path.join(CURRENT_DIR, 'compile', folder_name)
if os.path.exists(dst):
if os.path.isdir:
# see https://github.com/pypa/distutils/pull/21
remove_tree(dst)
else:
os.remove(dst)
create_tree(src, dst, verbose=0)
copy_tree(src, dst, verbose=0)
else:
raise Exception('Cannot copy {0} folder'.format(src))
if not os.path.isfile(os.path.join(CURRENT_DIR, '_IS_SOURCE_PACKAGE.txt')):
copy_files_helper('include')
copy_files_helper('src')
copy_files_helper('eigen')
copy_files_helper('external_libs')
if not os.path.exists(os.path.join(CURRENT_DIR, "compile", "windows")):
os.makedirs(os.path.join(CURRENT_DIR, "compile", "windows"))
copy_file(os.path.join(CURRENT_DIR, os.path.pardir, "windows", "LightGBM.sln"),
os.path.join(CURRENT_DIR, "compile", "windows", "LightGBM.sln"),
verbose=0)
copy_file(os.path.join(CURRENT_DIR, os.path.pardir, "windows", "LightGBM.vcxproj"),
os.path.join(CURRENT_DIR, "compile", "windows", "LightGBM.vcxproj"),
verbose=0)
copy_file(os.path.join(CURRENT_DIR, os.path.pardir, "LICENSE"),
os.path.join(CURRENT_DIR, "LICENSE"),
verbose=0)
copy_file(os.path.join(CURRENT_DIR, os.path.pardir, "CMakeLists.txt"),
os.path.join(CURRENT_DIR, "compile", "CMakeLists.txt"),
verbose=0)
if integrated_opencl:
copy_file(os.path.join(CURRENT_DIR, os.path.pardir, "CMakeIntegratedOpenCL.cmake"),
os.path.join(CURRENT_DIR, "compile", "CMakeIntegratedOpenCL.cmake"),
verbose=0)
if use_gpu:
copy_files_helper('compute')
def clear_path(path):
if os.path.isdir(path):
contents = os.listdir(path)
for file_name in contents:
file_path = os.path.join(path, file_name)
if os.path.isfile(file_path):
os.remove(file_path)
else:
remove_tree(file_path)
def silent_call(cmd, raise_error=False, error_msg=''):
try:
with open(LOG_PATH, "ab") as log:
subprocess.check_call(cmd, stderr=log, stdout=log)
return 0
except Exception as err:
if raise_error:
raise Exception("\n".join((error_msg, LOG_NOTICE)))
return 1
def compile_cpp(use_mingw=False, use_gpu=False, use_cuda=False, use_mpi=False,
use_hdfs=False, boost_root=None, boost_dir=None,
boost_include_dir=None, boost_librarydir=None,
opencl_include_dir=None, opencl_library=None,
nomp=False, bit32=False, integrated_opencl=False):
if os.path.exists(os.path.join(CURRENT_DIR, "build_cpp")):
remove_tree(os.path.join(CURRENT_DIR, "build_cpp"))
os.makedirs(os.path.join(CURRENT_DIR, "build_cpp"))
os.chdir(os.path.join(CURRENT_DIR, "build_cpp"))
logger.info("Starting to compile the library.")
cmake_cmd = ["cmake", "../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("-DBOOST_ROOT={0}".format(boost_root))
if boost_dir:
cmake_cmd.append("-DBoost_DIR={0}".format(boost_dir))
if boost_include_dir:
cmake_cmd.append("-DBoost_INCLUDE_DIR={0}".format(boost_include_dir))
if boost_librarydir:
cmake_cmd.append("-DBOOST_LIBRARYDIR={0}".format(boost_librarydir))
if opencl_include_dir:
cmake_cmd.append("-DOpenCL_INCLUDE_DIR={0}".format(opencl_include_dir))
if opencl_library:
cmake_cmd.append("-DOpenCL_LIBRARY={0}".format(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 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"], raise_error=True,
error_msg='Please install MinGW first')
else:
status = 1
lib_path = os.path.join(CURRENT_DIR, "compile", "windows", "x64", "DLL", "lib_lightgbm.dll")
if not any((use_gpu, use_mpi, use_hdfs, nomp, bit32, integrated_opencl)):
logger.info("Starting to compile with MSBuild from existing solution file.")
platform_toolsets = ("v142", "v141", "v140")
for pt in platform_toolsets:
status = silent_call(["MSBuild",
os.path.join(CURRENT_DIR, "compile", "windows", "LightGBM.sln"),
"/p:Configuration=DLL",
"/p:Platform=x64",
"/p:PlatformToolset={0}".format(pt)])
if status == 0 and os.path.exists(lib_path):
break
else:
clear_path(os.path.join(CURRENT_DIR, "compile", "windows", "x64"))
if status != 0 or not os.path.exists(lib_path):
logger.warning("Compilation with MSBuild from existing solution file failed.")
if status != 0 or not os.path.exists(lib_path):
arch = "Win32" if bit32 else "x64"
vs_versions = ("Visual Studio 16 2019", "Visual Studio 15 2017", "Visual Studio 14 2015")
for vs in vs_versions:
logger.info("Starting to compile with %s (%s).", vs, arch)
status = silent_call(cmake_cmd + ["-G", vs, "-A", arch])
if status == 0:
break
else:
clear_path(os.path.join(CURRENT_DIR, "build_cpp"))
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", ".", "--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", "-j4"], raise_error=True,
error_msg='An error has occurred while building lightgbm library file')
os.chdir(CURRENT_DIR)
class CustomInstallLib(install_lib):
def install(self):
outfiles = install_lib.install(self)
src = find_lib()[0]
dst = os.path.join(self.install_dir, 'lightgbm')
dst, _ = self.copy_file(src, dst)
outfiles.append(dst)
return outfiles
class CustomInstall(install):
user_options = install.user_options + LIGHTGBM_OPTIONS
def initialize_options(self):
install.initialize_options(self)
self.mingw = 0
self.integrated_opencl = 0
self.gpu = 0
self.cuda = 0
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 = 0
self.hdfs = 0
self.precompile = 0
self.nomp = 0
self.bit32 = 0
def run(self):
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.")
open(LOG_PATH, 'wb').close()
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)
install.run(self)
if os.path.isfile(LOG_PATH):
os.remove(LOG_PATH)
class CustomBdistWheel(bdist_wheel):
user_options = bdist_wheel.user_options + LIGHTGBM_OPTIONS
def initialize_options(self):
bdist_wheel.initialize_options(self)
self.mingw = 0
self.integrated_opencl = 0
self.gpu = 0
self.cuda = 0
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 = 0
self.hdfs = 0
self.precompile = 0
self.nomp = 0
self.bit32 = 0
def finalize_options(self):
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.nomp = self.nomp
install.bit32 = self.bit32
class CustomSdist(sdist):
def run(self):
copy_files(integrated_opencl=True, use_gpu=True)
open(os.path.join(CURRENT_DIR, '_IS_SOURCE_PACKAGE.txt'), 'w').close()
if os.path.exists(os.path.join(CURRENT_DIR, 'lightgbm', 'Release')):
remove_tree(os.path.join(CURRENT_DIR, 'lightgbm', 'Release'))
if os.path.exists(os.path.join(CURRENT_DIR, 'lightgbm', 'windows', 'x64')):
remove_tree(os.path.join(CURRENT_DIR, 'lightgbm', 'windows', 'x64'))
if os.path.isfile(os.path.join(CURRENT_DIR, 'lightgbm', 'lib_lightgbm.so')):
os.remove(os.path.join(CURRENT_DIR, 'lightgbm', 'lib_lightgbm.so'))
sdist.run(self)
if os.path.isfile(os.path.join(CURRENT_DIR, '_IS_SOURCE_PACKAGE.txt')):
os.remove(os.path.join(CURRENT_DIR, '_IS_SOURCE_PACKAGE.txt'))
if __name__ == "__main__":
CURRENT_DIR = os.path.abspath(os.path.dirname(__file__))
LOG_PATH = os.path.join(os.path.expanduser('~'), 'LightGBM_compilation.log')
LOG_NOTICE = "The full version of error log was saved into {0}".format(LOG_PATH)
if os.path.isfile(os.path.join(CURRENT_DIR, os.path.pardir, 'VERSION.txt')):
copy_file(os.path.join(CURRENT_DIR, os.path.pardir, 'VERSION.txt'),
os.path.join(CURRENT_DIR, 'lightgbm', 'VERSION.txt'),
verbose=0)
version = open(os.path.join(CURRENT_DIR, 'lightgbm', 'VERSION.txt'), encoding='utf-8').read().strip()
readme = open(os.path.join(CURRENT_DIR, 'README.rst'), encoding='utf-8').read()
sys.path.insert(0, CURRENT_DIR)
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger('LightGBM')
setup(name='lightgbm',
version=version,
description='LightGBM Python Package',
long_description=readme,
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='Guolin Ke',
maintainer_email='guolin.ke@microsoft.com',
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 :: 3.6',
'Programming Language :: Python :: 3.7',
'Programming Language :: Python :: 3.8',
'Topic :: Scientific/Engineering :: Artificial Intelligence'])