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setup.py
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setup.py
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import glob
import io
import logging
import os.path
import platform
import sys
from setuptools import Extension, setup, find_packages
from cuda_setup import CUDA, build_ext
NAME = 'implicit'
VERSION = "0.4.0"
try:
from Cython.Build import cythonize
use_cython = True
except ImportError:
use_cython = False
is_dev = 'dev' in VERSION
if is_dev and not use_cython:
raise RuntimeError('Cython required to build dev version of %s.' % NAME)
use_openmp = True
def define_extensions(use_cython=False):
if sys.platform.startswith("win"):
# compile args from
# https://msdn.microsoft.com/en-us/library/fwkeyyhe.aspx
compile_args = ['/O2', '/openmp']
link_args = []
else:
gcc = extract_gcc_binaries()
if gcc is not None:
rpath = '/usr/local/opt/gcc/lib/gcc/' + gcc[-1] + '/'
link_args = ['-Wl,-rpath,' + rpath]
else:
link_args = []
compile_args = ['-Wno-unused-function', '-Wno-maybe-uninitialized', '-O3', '-ffast-math']
if use_openmp:
compile_args.append("-fopenmp")
link_args.append("-fopenmp")
compile_args.append("-std=c++11")
link_args.append("-std=c++11")
src_ext = '.pyx' if use_cython else '.cpp'
modules = [Extension("implicit." + name,
[os.path.join("implicit", name + src_ext)],
language='c++',
extra_compile_args=compile_args, extra_link_args=link_args)
for name in ['_als', '_nearest_neighbours', 'bpr', 'lmf', 'evaluation']]
modules.append(Extension("implicit." + 'recommender_base',
[os.path.join("implicit", 'recommender_base' + src_ext),
os.path.join("implicit", 'topnc.cpp')],
language='c++',
extra_compile_args=compile_args, extra_link_args=link_args))
if CUDA:
modules.append(Extension("implicit.cuda._cuda",
[os.path.join("implicit", "cuda", "_cuda" + src_ext),
os.path.join("implicit", "cuda", "als.cu"),
os.path.join("implicit", "cuda", "bpr.cu"),
os.path.join("implicit", "cuda", "matrix.cu")],
language="c++",
extra_compile_args=compile_args,
extra_link_args=link_args,
library_dirs=[CUDA['lib64']],
libraries=['cudart', 'cublas', 'curand'],
include_dirs=[CUDA['include'], '.']))
else:
print("Failed to find CUDA toolkit. Building without GPU acceleration.")
if use_cython:
return cythonize(modules)
else:
return modules
# set_gcc copied from glove-python project
# https://github.com/maciejkula/glove-python
def extract_gcc_binaries():
"""Try to find GCC on OSX for OpenMP support."""
patterns = ['/opt/local/bin/g++-mp-[0-9].[0-9]',
'/opt/local/bin/g++-mp-[0-9]',
'/usr/local/bin/g++-[0-9].[0-9]',
'/usr/local/bin/g++-[0-9]']
if 'darwin' in platform.platform().lower():
gcc_binaries = []
for pattern in patterns:
gcc_binaries += glob.glob(pattern)
gcc_binaries.sort()
if gcc_binaries:
_, gcc = os.path.split(gcc_binaries[-1])
return gcc
else:
return None
else:
return None
def set_gcc():
"""Try to use GCC on OSX for OpenMP support."""
# For macports and homebrew
if 'darwin' in platform.platform().lower():
gcc = extract_gcc_binaries()
if gcc is not None:
os.environ["CC"] = gcc
os.environ["CXX"] = gcc
else:
global use_openmp
use_openmp = False
logging.warning('No GCC available. Install gcc from Homebrew '
'using brew install gcc.')
set_gcc()
def read(file_name):
"""Read a text file and return the content as a string."""
file_path = os.path.join(os.path.dirname(__file__), file_name)
with io.open(file_path, encoding="utf-8") as f:
return f.read()
setup(
name=NAME,
version=VERSION,
description='Collaborative Filtering for Implicit Datasets',
long_description=read("README.md"),
long_description_content_type="text/markdown",
url='http://github.com/benfred/implicit/',
author='Ben Frederickson',
author_email='[email protected]',
license='MIT',
classifiers=[
'Development Status :: 4 - Beta',
'Natural Language :: English',
'Intended Audience :: Science/Research',
'License :: OSI Approved :: MIT License',
'Programming Language :: Python',
'Programming Language :: Python :: 2',
'Programming Language :: Python :: 3',
'Programming Language :: Cython',
'Operating System :: OS Independent',
'Topic :: Software Development :: Libraries :: Python Modules'],
keywords='Matrix Factorization, Implicit Alternating Least Squares, '
'Collaborative Filtering, Recommender Systems',
packages=find_packages(),
install_requires=['numpy', 'scipy>=0.16', 'tqdm>=4.27'],
setup_requires=["Cython>=0.24"],
ext_modules=define_extensions(use_cython),
cmdclass={'build_ext': build_ext},
test_suite="tests",
)