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This repository was archived by the owner on Jan 13, 2024. It is now read-only.
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# -*- coding: utf-8 -*-
import
sys
import
os
import
platform
import
warnings
from
setuptools
import
setup
,
Extension
,
find_packages
from
pyquicksetup
import
read_version
,
read_readme
,
default_cmdclass
#########
# settings
#########
project_var_name
=
"mlprodict"
versionPython
=
f"
{
sys
.
version_info
.
major
}
.
{
sys
.
version_info
.
minor
}
"
path
=
"Lib/site-packages/"
+
project_var_name
readme
=
'README.rst'
history
=
"HISTORY.rst"
requirements
=
None
KEYWORDS
=
[
project_var_name
,
'Xavier Dupré'
,
'onnx'
,
'scikit-learn'
,
'production'
,
'machine learning'
]
DESCRIPTION
=
(
"Python Runtime for ONNX models, other helpers to convert "
"machine learned models in C++."
)
CLASSIFIERS
=
[
'Programming Language :: Python :: 3'
,
'Intended Audience :: Developers'
,
'Intended Audience :: Science/Research'
,
'License :: OSI Approved :: MIT License'
,
"Operating System :: Microsoft :: Windows"
,
"Operating System :: Unix"
,
"Operating System :: MacOS"
,
'Topic :: Software Development'
,
'Topic :: Scientific/Engineering'
,
'Topic :: Education'
,
'Development Status :: 5 - Production/Stable'
,
]
#######
# data
#######
packages
=
find_packages
()
package_dir
=
{
k
:
os
.
path
.
join
(
'.'
,
k
.
replace
(
"."
,
"/"
))
for
k
in
packages
}
package_data
=
{
project_var_name
+
".asv_benchmark"
: [
"*.json"
],
project_var_name
+
".npy"
: [
"ort_get_all_operator_schema.txt"
,
"ort_get_all_operator_schema.tmpl"
],
project_var_name
+
".onnxrt.ops_cpu"
: [
"*.cpp"
,
"*.hpp"
],
project_var_name
+
".onnxrt.validate.data"
: [
"*.csv"
],
project_var_name
+
".onnx_tools"
: [
"*.tmpl"
],
project_var_name
+
".testing"
: [
"*.cpp"
,
"*.hpp"
],
}
class
get_pybind_include
(
object
):
"""
Helper class to determine the pybind11 include path
The purpose of this class is to postpone importing pybind11
until it is actually installed, so that the ``get_include()``
method can be invoked.
`Source <https://github.com/pybind/python_example/blob/master/setup.py>`_.
"""
def
__init__
(
self
,
user
=
False
):
self
.
user
=
user
def
__str__
(
self
):
import
pybind11
return
pybind11
.
get_include
(
self
.
user
)
def
get_compile_args
():
if
sys
.
platform
.
startswith
(
"win"
):
libraries_thread
=
[
'kernel32'
]
extra_compile_args
=
[
'/EHsc'
,
'/O2'
,
'/Gy'
,
'/openmp'
]
extra_link_args
=
None
define_macros
=
[(
'USE_OPENMP'
,
None
)]
elif
sys
.
platform
.
startswith
(
"darwin"
):
libraries_thread
=
None
extra_compile_args
=
[
'-stdlib=libc++'
,
'-mmacosx-version-min=10.7'
,
'-fpermissive'
,
'-std=c++11'
,
'-Xpreprocessor'
,
'-fopenmp'
]
extra_link_args
=
[
'-lomp'
]
define_macros
=
[(
'USE_OPENMP'
,
None
)]
else
:
libraries_thread
=
None
# , '-o2', '-mavx512f']
extra_compile_args
=
[
'-fopenmp'
]
extra_link_args
=
[
'-lgomp'
]
define_macros
=
[(
'USE_OPENMP'
,
None
)]
if
"Ubuntu"
in
platform
.
version
()
and
"16.04"
in
platform
.
version
():
extra_compile_args
.
append
(
'-std=c++11'
)
return
(
libraries_thread
,
extra_compile_args
,
extra_link_args
,
define_macros
)
def
get_extensions
():
import
numpy
root
=
os
.
path
.
abspath
(
os
.
path
.
dirname
(
__file__
))
(
libraries_thread
,
extra_compile_args
,
extra_link_args
,
define_macros
)
=
get_compile_args
()
ext_roi_align
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_roi_align_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_roi_align_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_conv_matrices_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_num_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_grid_sample
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_grid_sample_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_grid_sample_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_conv_matrices_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_num_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_max_pool
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_max_pool_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_max_pool_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_conv_matrices_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_num_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_gather
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_gather_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_gather_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_num_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_tree_ensemble_classifier
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_tree_ensemble_classifier_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_tree_ensemble_classifier_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_num_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_tree_ensemble_regressor
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_tree_ensemble_regressor_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_tree_ensemble_regressor_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_num_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_tree_ensemble_regressor_p
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_tree_ensemble_regressor_p_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_tree_ensemble_regressor_p_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_num_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_svm_regressor
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_svm_regressor_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_svm_regressor_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_num_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_tfidfvectorizer
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_tfidfvectorizer_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_tfidfvectorizer_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_num_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_tree_ensemble_classifier_p
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_tree_ensemble_classifier_p_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_tree_ensemble_classifier_p_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_num_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_svm_classifier
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_svm_classifier_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_svm_classifier_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_num_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
op_onnx_numpy
=
Extension
(
'mlprodict.onnxrt.ops_cpu._op_onnx_numpy'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/_op_onnx_numpy.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_num_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_conv
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_conv_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_conv_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_conv_matrices_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_qlinearconv
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_qlinear_conv_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_qlinear_conv_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_conv_matrices_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_qlinear_cpp_qgemm_tester_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
)
],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_conv_helper
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_conv_helper_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_conv_helper_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_conv_matrices_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_conv_transpose
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_conv_transpose_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_conv_transpose_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_conv_matrices_.cpp'
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_common_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_experimental_c
=
Extension
(
'mlprodict.testing.experimental_c_impl.experimental_c'
,
[
os
.
path
.
join
(
root
,
'mlprodict/testing/experimental_c_impl/experimental_c.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/testing/experimental_c_impl'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
ext_non_max_suppression
=
Extension
(
'mlprodict.onnxrt.ops_cpu.op_non_max_suppression_'
,
[
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu/op_non_max_suppression_.cpp'
)],
extra_compile_args
=
extra_compile_args
,
extra_link_args
=
extra_link_args
,
include_dirs
=
[
# Path to pybind11 headers
get_pybind_include
(),
get_pybind_include
(
user
=
True
),
os
.
path
.
join
(
root
,
'mlprodict/onnxrt/ops_cpu'
)
],
define_macros
=
define_macros
,
language
=
'c++'
)
cython_ext
=
[
Extension
(
"mlprodict.testing.einsum.direct_blas_lapack"
,
[
'mlprodict/testing/einsum/direct_blas_lapack.pyx'
],
include_dirs
=
[
numpy
.
get_include
()],
language
=
'c'
)
]
from
Cython
.
Build
import
cythonize
opts
=
dict
(
boundscheck
=
False
,
cdivision
=
True
,
wraparound
=
False
,
language_level
=
3
,
cdivision_warnings
=
False
,
embedsignature
=
True
,
initializedcheck
=
False
)
cy_ext_blas
=
cythonize
(
cython_ext
,
compiler_directives
=
opts
)
ext_modules
=
[
ext_conv
,
ext_conv_helper
,
ext_conv_transpose
,
ext_experimental_c
,
ext_gather
,
ext_grid_sample
,
ext_max_pool
,
ext_non_max_suppression
,
ext_qlinearconv
,
ext_roi_align
,
ext_svm_classifier
,
ext_svm_regressor
,
ext_tfidfvectorizer
,
ext_tree_ensemble_classifier
,
ext_tree_ensemble_classifier_p
,
ext_tree_ensemble_regressor
,
ext_tree_ensemble_regressor_p
,
op_onnx_numpy
,
]
ext_modules
.
extend
(
cy_ext_blas
)
return
ext_modules
try
:
ext_modules
=
get_extensions
()
except
ImportError
as
e
:
warnings
.
warn
(
f"Unable to build C++ extension with missing dependencies
{
e
!r
}
."
)
ext_modules
=
None
# setup
setup
(
name
=
project_var_name
,
ext_modules
=
ext_modules
,
version
=
read_version
(
__file__
,
project_var_name
),
author
=
'Xavier Dupré'
,
author_email
=
'xavier.dupre@gmail.com'
,
license
=
"MIT"
,
url
=
f"http://www.xavierdupre.fr/app/
{
project_var_name
}
/helpsphinx/index.html"
,
download_url
=
f"https://github.com/sdpython/
{
project_var_name
}
/"
,
description
=
DESCRIPTION
,
long_description
=
read_readme
(
__file__
),
cmdclass
=
default_cmdclass
(),
keywords
=
KEYWORDS
,
classifiers
=
CLASSIFIERS
,
packages
=
packages
,
package_dir
=
package_dir
,
package_data
=
package_data
,
setup_requires
=
[
"pybind11"
,
"numpy>=1.21.5"
,
"onnx>=1.12.0"
,
"scikit-learn>=1.0"
,
'cython'
,
'pyquicksetup'
],
install_requires
=
[
"pybind11"
,
"numpy>=1.21.5"
,
"onnx>=1.12.0"
,
'scipy>=1.0.0'
,
'cython'
],
extras_require
=
{
'npy'
: [
'scikit-learn>=1.0'
,
'skl2onnx>=1.12'
],
'onnx_conv'
: [
'scikit-learn>=1.0'
,
'skl2onnx>=1.12'
,
'lightgbm'
,
'mlinsights>=0.3'
,
'xgboost'
],
'onnx_val'
: [
'scikit-learn>=1.0'
,
'skl2onnx>=1.12'
,
'onnxruntime>=1.12.1'
],
'sklapi'
: [
'scikit-learn>=1.0'
,
'onnxruntime>=1.12.1'
,
'onnxruntime-extensions'
],
'all'
: [
'jinja2'
,
'scikit-learn>=1.0'
,
'skl2onnx>=1.12'
,
'onnxruntime>=1.12.1'
,
'scipy'
,
'pandas'
,
'mlinsights>=0.3'
,
'lightgbm'
,
'xgboost'
,
'mlstatpy>=0.3.593'
,
'onnxruntime-extensions'
],
},
)
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