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setup.py
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try:
import setuptools
from setuptools import setup, Extension
except ImportError:
from distutils.core import setup
from distutils.extension import Extension
import numpy as np
from Cython.Distutils import build_ext
import sys, os, subprocess, warnings, re
import tempfile
found_omp = True
def set_omp_false():
global found_omp
found_omp = False
## Modify this to pass your own BLAS/LAPACK linkage parameters:
custom_blas_link_args = []
custom_blas_compile_args = []
# example:
# custom_blas_link_args = ["-lopenblas"]
if len(custom_blas_link_args) or len(custom_blas_compile_args):
build_ext_with_blas = build_ext
use_findblas = False
if not (len(custom_blas_link_args) or len(custom_blas_compile_args)):
use_findblas = (("findblas" in sys.argv)
or ("-findblas" in sys.argv)
or ("--findblas" in sys.argv))
if os.environ.get('USE_FINDBLAS') is not None:
use_findblas = True
if use_findblas:
sys.argv = [a for a in sys.argv if a not in ("findblas", "-findblas", "--findblas")]
from findblas.distutils import build_ext_with_blas
else:
build_ext_with_blas = build_ext
## Modify this to make the output of the compilation tests more verbose
silent_tests = not (("verbose" in sys.argv)
or ("-verbose" in sys.argv)
or ("--verbose" in sys.argv))
## Workaround for python<=3.9 on windows
try:
EXIT_SUCCESS = os.EX_OK
except AttributeError:
EXIT_SUCCESS = 0
## For debugging
if "--asan" in sys.argv:
ADD_ASAN = True
sys.argv.remove("--asan")
else:
ADD_ASAN = False
if "--ggdb" in sys.argv:
ADD_GGDB = True
sys.argv.remove("--ggdb")
else:
ADD_GGDB = False
class build_ext_subclass( build_ext_with_blas ):
def build_extensions(self):
is_windows = sys.platform[:3].lower() == "win"
if self.compiler.compiler_type == 'msvc':
for e in self.extensions:
e.extra_compile_args += ['/O2', '/openmp', '/GL', '/fp:contract', '/fp:except-']
else:
if not self.check_for_variable_dont_set_march() and not self.check_cflags_contain_arch():
self.add_march_native()
self.add_openmp_linkage()
self.add_no_math_errno()
self.add_no_trapping_math()
self.add_ffp_contract_fast()
self.add_clang_fp_reassociate()
self.add_O3()
self.add_std_c99()
self.add_link_time_optimization()
### Now add arguments as appropriate for good performance
for e in self.extensions:
if is_windows:
e.define_macros += [("NO_LONG_DOUBLE", None)]
if ADD_ASAN:
for e in self.extensions:
if self.compiler.compiler_type != "clang":
e.extra_compile_args += ["-fsanitize=address", "-static-libasan", "-ggdb"]
else:
e.extra_compile_args += ["-fsanitize=address", "-static-libsan", "-ggdb"]
elif ADD_GGDB:
for e in self.extensions:
e.extra_compile_args += ["-ggdb"]
e.define_macros += [("DEBUG", 1)]
if self.compiler.compiler_type == "clang":
e.extra_compile_args += [
"-Wno-unknown-pragmas",
"-Wno-unknown-attributes",
"-Wno-pass-failed",
]
## If a custom BLAS/LAPACK is provided:
if len(custom_blas_link_args) or len(custom_blas_compile_args):
for e in self.extensions:
e.extra_compile_args += custom_blas_compile_args
e.extra_link_args += custom_blas_link_args
e.define_macros = [m for m in e.define_macros if m[0] != "USE_FINDBLAS"]
## SYR in OpenBLAS is currently 10-15x slower than MKL, avoid it:
## https://github.com/xianyi/OpenBLAS/issues/3237
for e in self.extensions:
has_openblas_or_atlas = False
if not has_openblas_or_atlas:
for arg in e.extra_compile_args:
if (bool(re.search("openblas", str(arg).lower()))
or bool(re.search("atlas", str(arg).lower()))
):
has_openblas_or_atlas = True
break
if not has_openblas_or_atlas:
for arg in e.extra_link_args:
if (bool(re.search("openblas", str(arg).lower()))
or bool(re.search("atlas", str(arg).lower()))
):
has_openblas_or_atlas = True
break
if not has_openblas_or_atlas:
for arg in e.define_macros:
if (bool(re.search("openblas", str(arg[0]).lower()))
or bool(re.search("atlas", str(arg[0]).lower()))
):
has_openblas_or_atlas = True
break
if has_openblas_or_atlas:
if "AVOID_BLAS_SYR" not in [m[0] for m in e.define_macros]:
e.define_macros += [("AVOID_BLAS_SYR", None)]
e.define_macros = [macro for macro in e.define_macros if macro[0] != "USE_BLAS_SYR"]
build_ext_with_blas.build_extensions(self)
def check_cflags_contain_arch(self):
if "CFLAGS" in os.environ:
arch_list = [
"-march", "-mcpu", "-mtune", "-msse", "-msse2", "-msse3",
"-mssse3", "-msse4", "-msse4a", "-msse4.1", "-msse4.2",
"-mavx", "-mavx2", "-mavx512"
]
for flag in arch_list:
if flag in os.environ["CFLAGS"]:
return True
return False
def check_for_variable_dont_set_march(self):
return "DONT_SET_MARCH" in os.environ
def add_march_native(self):
args_march_native = ["-march=native", "-mcpu=native"]
for arg_march_native in args_march_native:
if self.test_supports_compile_arg(arg_march_native):
for e in self.extensions:
e.extra_compile_args.append(arg_march_native)
break
def add_link_time_optimization(self):
args_lto = ["-flto=auto", "-flto"]
for arg_lto in args_lto:
if self.test_supports_compile_arg(arg_lto):
for e in self.extensions:
e.extra_compile_args.append(arg_lto)
e.extra_link_args.append(arg_lto)
break
def add_no_math_errno(self):
arg_fnme = "-fno-math-errno"
if self.test_supports_compile_arg(arg_fnme):
for e in self.extensions:
e.extra_compile_args.append(arg_fnme)
e.extra_link_args.append(arg_fnme)
def add_no_trapping_math(self):
arg_fntm = "-fno-trapping-math"
if self.test_supports_compile_arg(arg_fntm):
for e in self.extensions:
e.extra_compile_args.append(arg_fntm)
e.extra_link_args.append(arg_fntm)
def add_O3(self):
arg_O3 = "-O3"
if self.test_supports_compile_arg(arg_O3):
for e in self.extensions:
e.extra_compile_args.append(arg_O3)
e.extra_link_args.append(arg_O3)
def add_std_c99(self):
arg_std_c99 = "-std=c99"
if self.test_supports_compile_arg(arg_std_c99):
for e in self.extensions:
e.extra_compile_args.append(arg_std_c99)
e.extra_link_args.append(arg_std_c99)
def add_ffp_contract_fast(self):
arg_ffpc = "-ffp-contract=fast"
if self.test_supports_compile_arg(arg_ffpc):
for e in self.extensions:
e.extra_compile_args.append(arg_ffpc)
e.extra_link_args.append(arg_ffpc)
def add_clang_fp_reassociate(self):
if self.test_supports_clang_reassociate():
for e in self.extensions:
e.define_macros.append(("CLANG_FP_REASSOCIATE", None))
def add_openmp_linkage(self):
arg_omp1 = "-fopenmp"
arg_omp2 = "-fopenmp=libomp"
args_omp3 = ["-fopenmp=libomp", "-lomp"]
arg_omp4 = "-qopenmp"
arg_omp5 = "-xopenmp"
is_apple = sys.platform[:3].lower() == "dar"
args_apple_omp = ["-Xclang", "-fopenmp", "-lomp"]
args_apple_omp2 = ["-Xclang", "-fopenmp", "-L/usr/local/lib", "-lomp", "-I/usr/local/include"]
has_brew_omp = False
if is_apple:
try:
res_brew_pref = subprocess.run(["brew", "--prefix", "libomp"], capture_output=True)
if res_brew_pref.returncode == EXIT_SUCCESS:
brew_omp_prefix = res_brew_pref.stdout.decode().strip()
args_apple_omp3 = ["-Xclang", "-fopenmp", f"-L{brew_omp_prefix}/lib", "-lomp", f"-I{brew_omp_prefix}/include"]
has_brew_omp = True
except Exception as e:
pass
if self.test_supports_compile_arg(arg_omp1, with_omp=True):
for e in self.extensions:
e.extra_compile_args.append(arg_omp1)
e.extra_link_args.append(arg_omp1)
elif is_apple and self.test_supports_compile_arg(args_apple_omp, with_omp=True):
for e in self.extensions:
e.extra_compile_args += ["-Xclang", "-fopenmp"]
e.extra_link_args += ["-lomp"]
elif is_apple and self.test_supports_compile_arg(args_apple_omp2, with_omp=True):
for e in self.extensions:
e.extra_compile_args += ["-Xclang", "-fopenmp"]
e.extra_link_args += ["-L/usr/local/lib", "-lomp"]
e.include_dirs += ["/usr/local/include"]
elif is_apple and has_brew_omp and self.test_supports_compile_arg(args_apple_omp3, with_omp=True):
for e in self.extensions:
e.extra_compile_args += ["-Xclang", "-fopenmp"]
e.extra_link_args += [f"-L{brew_omp_prefix}/lib", "-lomp"]
e.include_dirs += [f"{brew_omp_prefix}/include"]
elif self.test_supports_compile_arg(arg_omp2, with_omp=True):
for e in self.extensions:
e.extra_compile_args += ["-fopenmp=libomp"]
e.extra_link_args += ["-fopenmp"]
elif self.test_supports_compile_arg(args_omp3, with_omp=True):
for e in self.extensions:
e.extra_compile_args += ["-fopenmp=libomp"]
e.extra_link_args += ["-fopenmp", "-lomp"]
elif self.test_supports_compile_arg(arg_omp4, with_omp=True):
for e in self.extensions:
e.extra_compile_args.append(arg_omp4)
e.extra_link_args.append(arg_omp4)
elif self.test_supports_compile_arg(arg_omp5, with_omp=True):
for e in self.extensions:
e.extra_compile_args.append(arg_omp5)
e.extra_link_args.append(arg_omp5)
else:
set_omp_false()
def test_supports_compile_arg(self, comm, with_omp=False):
is_supported = False
try:
if not hasattr(self.compiler, "compiler"):
return False
if not isinstance(comm, list):
comm = [comm]
print("--- Checking compiler support for option '%s'" % " ".join(comm))
fname = os.path.join(tempfile.gettempdir(), "cmfrec_compiler_testing.c")
with open(fname, "w") as ftest:
ftest.write(u"int main(int argc, char**argv) {return 0;}\n")
try:
if not isinstance(self.compiler.compiler, list):
cmd = list(self.compiler.compiler)
else:
cmd = self.compiler.compiler
except Exception:
cmd = self.compiler.compiler
if with_omp:
with open(fname, "w") as ftest:
ftest.write(u"#include <omp.h>\nint main(int argc, char**argv) {return 0;}\n")
try:
val = subprocess.run(cmd + comm + [fname], capture_output=silent_tests).returncode
is_supported = (val == EXIT_SUCCESS)
except Exception:
is_supported = False
except Exception:
pass
try:
os.remove(fname)
except Exception:
pass
return is_supported
def test_supports_clang_reassociate(self):
is_supported = False
try:
if not hasattr(self.compiler, "compiler"):
return False
print("--- Checking compiler support for option '%s'" % "#pragma clang fp reassociate(on)")
fname = os.path.join(tempfile.gettempdir(), "cmfrec_compiler_testing.c")
with open(fname, "w") as ftest:
ftest.write(u"int main(int argc, char**argv) {return 0;}\n")
try:
if not isinstance(self.compiler.compiler, list):
cmd = list(self.compiler.compiler)
else:
cmd = self.compiler.compiler
except Exception:
cmd = self.compiler.compiler
with open(fname, "w") as ftest:
ftest.write(u"""
void fma_extra(double *a, double w, double *b, int n)
{
#pragma clang fp reassociate(on)
for (int ix = 0; ix < n; ix++)
a[ix] += w * b[ix] * b[ix];
}
int main(int argc, char **argv)
{
double a[] = {1.,2.,3.};
double b[] = {4.,5.,6.};
double w = 2.;
int n = 3;
fma_extra(a, w, b, n);
return 0;
}\n
""")
try:
val = subprocess.run(cmd + [fname], capture_output=silent_tests).returncode
is_supported = (val == EXIT_SUCCESS)
except Exception:
is_supported = False
except Exception:
pass
try:
os.remove(fname)
except Exception:
pass
return is_supported
force_openblas = (("openblas" in sys.argv)
or ("-openblas" in sys.argv)
or ("--openblas" in sys.argv))
if force_openblas:
sys.argv = [a for a in sys.argv if a not in ("openblas", "-openblas", "--openblas")]
if os.environ.get('USE_OPENBLAS') is not None:
force_openblas = True
if (force_openblas):
custom_blas_link_args = ["-lopenblas"]
from Cython.Distutils import build_ext
build_ext_with_blas = build_ext
setup(
name = "cmfrec",
packages = ["cmfrec"],
version = '3.5.1-11',
description = 'Collective matrix factorization',
author = 'David Cortes',
url = 'https://github.com/david-cortes/cmfrec',
keywords = ['collaborative filtering', 'collective matrix factorization',
'relational learning'],
install_requires=[
'cython',
'numpy>=1.25',
'scipy',
'pandas',
'findblas'
],
cmdclass = {'build_ext': build_ext_subclass},
ext_modules = [
Extension("cmfrec.wrapper_double",
sources=["cmfrec/cfuns_double.pyx" if use_findblas else "cmfrec/cfuns_double_plusblas.pyx",
"src/collective.c", "src/common.c",
"src/offsets.c", "src/helpers.c", "src/lbfgs.c",
"src/cblas_wrappers.c"],
include_dirs=[np.get_include(), "src"],
define_macros = [("_FOR_PYTHON", None),
("USE_DOUBLE", None),
("NDEBUG", None),
("USE_FINDBLAS" if use_findblas else "NO_FINDBLAS", None),
("USE_BLAS_SYR" if use_findblas else "AVOID_BLAS_SYR", None)]
),
Extension("cmfrec.wrapper_float",
sources=["cmfrec/cfuns_float.pyx" if use_findblas else "cmfrec/cfuns_float_plusblas.pyx",
"src/collective.c", "src/common.c",
"src/offsets.c", "src/helpers.c", "src/lbfgs.c",
"src/cblas_wrappers.c"],
include_dirs=[np.get_include(), "src"],
define_macros = [("_FOR_PYTHON", None),
("USE_FLOAT", None),
("NDEBUG", None),
("USE_FINDBLAS" if use_findblas else "NO_FINDBLAS", None),
("USE_BLAS_SYR" if use_findblas else "AVOID_BLAS_SYR", None)]
),
]
)
if not found_omp:
omp_msg = "\n\n\nCould not detect OpenMP. Package will be built without multi-threading capabilities. "
omp_msg += " To enable multi-threading, first install OpenMP"
if (sys.platform[:3] == "dar"):
omp_msg += " - for macOS: 'brew install libomp'\n"
else:
omp_msg += " modules for your compiler. "
omp_msg += "Then reinstall this package from scratch: 'pip install --upgrade --no-deps --force-reinstall cmfrec'.\n"
warnings.warn(omp_msg)