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[project]
authors = [{name="Xavier Dupré", email="[email protected]"}]
classifiers = [
"Intended Audience :: Science/Research",
"Intended Audience :: Developers",
"License :: OSI Approved :: MIT License",
"Programming Language :: C",
"Programming Language :: Python",
"Topic :: Software Development",
"Topic :: Scientific/Engineering",
"Development Status :: 5 - Production/Stable",
"Operating System :: Microsoft :: Windows",
"Operating System :: POSIX",
"Operating System :: Unix",
"Operating System :: MacOS",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
]
dependencies = ["numpy", "onnx>=1.14.0", "scipy"]
description = "Extends the list of supported operators in onnx reference implementation and onnxruntime, or implements faster versions in C++."
keywords = ["onnx", "cython", "scikit-learn", "machine-learning"]
license = {file = "LICENSE.txt"}
name = "mlinsights"
readme = "README.rst"
requires-python = ">=3.10"
version = "0.5.4"
[project.urls]
homepage = "https://sdpython.github.io/doc/mlinsights/dev/"
documentation = "https://sdpython.github.io/doc/mlinsights/dev/"
repository = "https://github.com/sdpython/mlinsights/"
changelog = "https://sdpython.github.io/doc/mlinsights/dev/CHANGELOGS.html"
[project.optional-dependencies]
dev = [
"black",
"clang-format",
"cmakelang",
"coverage",
"cython>=3.0.10",
"cython-lint",
"furo",
"isort",
"joblib",
"lightgbm",
"matplotlib",
"numpy>=2.0",
"onnx-array-api",
"onnxruntime",
"pandas",
"psutil",
"pybind11>=3",
"pytest",
"pytest-cov",
"ruff",
"scikit-learn>=1.3.0",
"skl2onnx>=1.14.1",
"sphinx",
"sphinx-gallery",
"sphinx-issues",
"sphinx-runpython",
"tqdm",
"wheel",
]
[build-system]
requires = [
"abi3audit; sys_platform == 'linux'",
"auditwheel-symbols; sys_platform == 'linux'",
"Cython>=3.0.10",
"cmake",
"numpy>=2.0",
"pybind11>=3",
"scikit-learn>=1.3.0",
"scipy",
"setuptools",
"wheel",
]
[tool.rstcheck]
report_level = "INFO"
ignore_directives = [
"autoclass",
"autofunction",
"exreflist",
"faqreflist",
"gdot",
"ifconfig",
"image-sg",
"plot",
"runpython",
]
ignore_roles = ["epkg", "pr"]
ignore_messages = "Hyperlink target \"blog-internal-api-impurity-improvement\" is not referenced"
[tool.setuptools.packages.find]
namespaces = false
[tool.setuptools.package-data]
"*" = ["*.cc", "*.cpp", "*.cu", "*.cuh", "*.dll", "*.dylib", "*.h", "*.hpp", "*.pyd", "*.so*"]
[tool.cibuildwheel]
build = "*"
manylinux-x86_64-image = "manylinux_2_28" # "manylinux2014"
[tool.cibuildwheel.linux]
archs = ["x86_64"]
build = "cp*"
skip = "cp36-* cp37-* cp38-* cp39-* cp314-* cp314t-* cp315-* pypy* *musllinux*"
manylinux-x86_64-image = "manylinux_2_28" # "manylinux2014"
before-build = "pip install auditwheel-symbols abi3audit"
build-verbosity = 1
repair-wheel-command = "auditwheel-symbols --manylinux 2_28 {wheel} ; abi3audit {wheel} ; auditwheel repair -w {dest_dir} {wheel} || exit 0"
[tool.cibuildwheel.macos]
archs = "arm64" # or "universal2" for a single universal wheel
environment = """
MACOSX_DEPLOYMENT_TARGET=15.0
LDFLAGS='-L$(brew --prefix libomp)/lib'
CPPFLAGS='-I$(brew --prefix libomp)/include'
CFLAGS='-I$(brew --prefix libomp)/include -arch x86_64 -arch arm64'
CXXFLAGS='-I$(brew --prefix libomp)/include -arch x86_64 -arch arm64'
DYLD_LIBRARY_PATH='$(brew --prefix libomp)/lib:$DYLD_LIBRARY_PATH'
"""
build = "cp*"
skip = "cp36-* cp37-* cp38-* cp39-* cp314-* cp314t-* cp315-* pypy* pp*"
before-build = "brew install libomp llvm&&echo 'export PATH=\"/opt/homebrew/opt/llvm/bin:$PATH\"' >> /Users/runner/.bash_profile"
[tool.cibuildwheel.windows]
archs = ["AMD64"]
build = "cp*"
skip = "cp36-* cp37-* cp38-* cp39-* cp314-* cp314t-* cp315-* pypy*"
[tool.cython-lint]
max-line-length = 88
[tool.mypy]
ignore_missing_imports = true
packages = ["mlinsights"]
exclude = [
"^_doc/examples", # skips examples in the documentation
"^_unittests", # skips unit tests
"^build", # skips build
"^dist", # skips dist
]
[[tool.mypy.overrides]]
module = ["mlinsights.ext_test_case"]
disable_error_code = ["override", "index"]
[tool.ruff]
exclude = [".eggs", ".git", "build", "dist"]
line-length = 88
[tool.ruff.lint]
select = [
"B", # flake8-bugbear
"C4", # flake8-comprehensions
#"D", # pydocstyle
"E", # pycodestyle
"F", # Pyflakes
"G", # flake8-logging-format
#"I", # isort
"ISC", # flake8-implicit-str-concat
"LOG", # flake8-logging
#"N", # pep8-naming
#"NPY", # modern numpy
#"PERF", # Perflint
"PIE", # flake8-pie
"PYI", # flake8-pyi
"RUF", # Ruff-specific rules
"SIM", # flake8-simplify
"SLOT", # flake8-slot
"T10", # flake8-debugger
#"TID", # Disallow relative imports
#"TRY", # flake8-try-except-raise
"UP", # pyupgrade
"W", # pycodestyle
"YTT", # flake8-2020
]
[tool.ruff.lint.per-file-ignores]
"**" = [
"B905",
"C401", "C408", "C413",
"RUF012", "RUF100", "RUF010",
"SIM108", "SIM910", "SIM110", "SIM102", "SIM114", "SIM103", "UP015",
"UP027", "UP031", "UP034", "UP032", "UP006", "UP035", "UP007", "UP038", "UP045"
]
"**/plot*.py" = ["B018"]
"_unittests/**.py" = ["B904", "RUF015", "C400"]
"_unittests/ut_plotting/test_dot.py" = ["E501"]
"mlinsights/mlbatch/__init__.py" = ["F401"]
"mlinsights/metrics/__init__.py" = ["F401"]
"mlinsights/mlmodel/kmeans_l1.py" = ["E731"]
"mlinsights/mlmodel/__init__.py" = ["F401"]
"mlinsights/mltree/__init__.py" = ["F401"]
"mlinsights/plotting/__init__.py" = ["F401"]
"mlinsights/search_rank/__init__.py" = ["F401"]
"mlinsights/sklapi/__init__.py" = ["F401"]
"mlinsights/timeseries/__init__.py" = ["F401"]
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