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# https://docs.astral.sh/uv/reference/settings/
# https://packaging.python.org/en/latest/guides/writing-pyproject-toml/
# PROJECT
[project]
name = "bikes"
version = "6.0.0"
description = "Predict the number of bikes available."
authors = [{ name = "Médéric HURIER", email = "github@fmind.dev" }]
readme = "README.md"
license = "MIT"
license-files = ["LICENSE.txt"]
keywords = ["mlops", "python", "package"]
requires-python = ">=3.14"
dependencies = [
"loguru>=0.7.3",
"matplotlib>=3.11.0",
"mlflow>=3.14.0",
# numba/numpy/pyarrow/shap are ABI-coupled: keep permissive floors so uv's universal
# (all-platform) resolution stays satisfiable; the lockfile pins the latest tested versions.
"numba>=0.61.0",
"numpy>=2.1.3",
"omegaconf>=2.3.1",
"pandas>=2.3.3", # MLflow 3.x pins pandas<3; pandas 3.0 is held back by MLflow compat
"pandera>=0.32.1",
"plotly>=6.8.0",
"plyer>=2.1.0",
"psutil>=7.2.2",
"pyarrow>=19.0.1",
"pydantic-settings>=2.14.2",
"pydantic>=2.13.4",
"pynvml>=13.0.1",
"scikit-learn>=1.9.0",
"setuptools>=83.0.0",
"shap>=0.46.0",
]
# LINKS
[project.urls]
Homepage = "https://github.com/fmind/mlops-python-package"
Documentation = "https://fmind.github.io/mlops-python-package/bikes.html"
Repository = "https://github.com/fmind/mlops-python-package"
"Bug Tracker" = "https://github.com/fmind/mlops-python-package/issues"
Changelog = "https://github.com/fmind/mlops-python-package/blob/main/CHANGELOG.md"
# SCRIPTS
[project.scripts]
bikes = 'bikes.scripts:main'
# DEPENDENCIES
[dependency-groups]
dev = [
"lefthook>=2.1.10",
"pdoc>=16.0.0",
"pip-audit>=2.10.1",
"pytest>=9.1.1",
"pytest-cov>=7.1.0",
"pytest-mock>=3.15.1",
"pytest-xdist>=3.8.0",
# Ruff 0.16 formats Python inside Markdown and rewrote the default rule set:
# an older Ruff would disagree with this repository's formatting, so floor it.
"ruff>=0.16.2",
"ty>=0.0.69,<0.1", # pre-1.0: pin a compatible range until it stabilizes
"validate-pyproject>=0.25",
]
notebook = ["ipykernel>=6.29.5", "nbformat>=5.10.4"]
# OVERRIDES
[tool.uv]
# MLflow 3.15 still declares `cryptography<50`, but the fix for PYSEC-2026-3552
# (PKCS#7 Bleichenbacher oracle) only ships in 50.0.0. Overriding the stale upper
# bound installs the patched library; the test suite is what proves MLflow still
# works with it. Drop this override once MLflow relaxes the constraint upstream.
override-dependencies = ["cryptography>=50"]
# TOOLS
[tool.ruff]
line-length = 120
target-version = "py314"
[tool.ruff.format]
docstring-code-format = true
line-ending = "lf"
quote-style = "double"
[tool.ruff.lint]
select = [
"A", # flake8-builtins
"ARG", # flake8-unused-arguments
"B", # flake8-bugbear
"C4", # flake8-comprehensions
"D", # pydocstyle (documented public API)
"E", # pycodestyle errors
"ERA", # eradicate (no commented-out code)
"F", # pyflakes
"FA", # flake8-future-annotations
"FURB", # refurb (modern constructs)
"I", # isort (import sorting)
"ISC", # flake8-implicit-str-concat
"LOG", # flake8-logging
"N", # pep8-naming
"PERF", # Perflint
"PGH", # pygrep-hooks
"PIE", # flake8-pie
"PT", # flake8-pytest-style
"PTH", # flake8-use-pathlib
"Q", # flake8-quotes
"RET", # flake8-return
"RSE", # flake8-raise
"RUF", # ruff-specific rules
"S", # flake8-bandit (security; replaces bandit)
"SIM", # flake8-simplify
"SLF", # flake8-self
"T10", # flake8-debugger
"T20", # flake8-print
"TID", # flake8-tidy-imports
"UP", # pyupgrade
"W", # pycodestyle warnings
]
ignore = [
"E501", # line length handled by the formatter
"N812", # project convention: `import typing as T`
"UP040", # some aliases double as runtime constructors (PEP 695 `type` would break them)
"RUF012", # Pydantic copies mutable field defaults per-instance (rule false-positive here)
]
[tool.ruff.lint.pydocstyle]
convention = "google"
[tool.ruff.lint.per-file-ignores]
"tests/**" = [
"D100", # missing docstring in public module
"D103", # missing docstring in public function
"S101", # asserts allowed in tests
"T201", # prints allowed in tests
"PTH", # os.path allowed in test helpers
"PT003", # explicit scope="function" kept for teaching clarity
"ARG002", # fixtures requested for their side effects
"SLF001", # tests may access internals
]
"notebooks/**" = [
"S101", # asserts allowed in exploratory notebooks
"T201", # prints allowed in exploratory notebooks
]
[tool.ty.environment]
python-version = "3.14"
# `ty` (pre-1.0) does not model Pydantic/pandera/MLflow dynamic typing yet; relax the
# categories they trigger so `ty` still gates real errors (undefined names, bad calls).
[tool.ty.rules]
invalid-argument-type = "ignore" # dynamic ML/MLflow call sites
invalid-frozen-dataclass-subclass = "ignore" # ty reads frozen Pydantic models as frozen dataclasses
invalid-type-form = "ignore" # pandera typed Series / dynamic type forms
not-subscriptable = "ignore" # optional dynamic MLflow attributes
possibly-missing-submodule = "ignore" # lazily-loaded mlflow.* submodules
unresolved-attribute = "ignore" # dynamic attributes on MLflow/pandera objects
[tool.pytest.ini_options]
addopts = [
"-ra",
"--strict-config",
"--strict-markers",
"--cov=src",
"--cov-report=term-missing",
# The suite actually covers every line and branch, so the gate says so: a drop is a
# regression to fix, not a threshold to lower.
"--cov-fail-under=100",
]
pythonpath = ["src"]
testpaths = ["tests"]
xfail_strict = true
[tool.coverage.run]
branch = true
source = ["src"]
omit = ["__main__.py"]
[tool.coverage.report]
show_missing = true
skip_covered = true
# SYSTEMS
[build-system]
# Keep the upper bound at least one minor ahead of the pinned `uv` tool: without it
# `uv build` warns, and a future breaking `uv_build` would silently break the sdist.
requires = ["uv_build>=0.9,<0.13"]
build-backend = "uv_build"