pyproject.toml

[build-system]
requires = ["hatchling", "hatch-vcs"]
build-backend = "hatchling.build"

[project]
name = "mlops-drift-detection"
description = "Enterprise MLOps Platform with Advanced Drift Detection"
readme = "README.md"
license = {text = "MIT"}
authors = [
    {name = "ML Platform Team", email = "ml-platform@example.com"},
]
classifiers = [
    "Development Status :: 4 - Beta",
    "Intended Audience :: Developers",
    "Topic :: Scientific/Engineering :: Artificial Intelligence",
    "License :: OSI Approved :: MIT License",
    "Programming Language :: Python :: 3",
    "Programming Language :: Python :: 3.9",
    "Programming Language :: Python :: 3.10",
    "Programming Language :: Python :: 3.11",
    "Operating System :: OS Independent",
]
keywords = ["mlops", "drift-detection", "machine-learning", "mlflow", "prefect"]
requires-python = ">=3.9"
dependencies = [
    "prefect>=2.10.0",
    "mlflow>=2.7.0",
    "scikit-learn>=1.3.0",
    "pandas>=2.0.0",
    "numpy>=1.24.0",
    "fastapi>=0.104.0",
    "uvicorn[standard]>=0.24.0",
    "pydantic>=2.4.0",
    "evidently>=0.4.0",
    "streamlit>=1.28.0",
    "joblib>=1.3.0",
    "python-multipart>=0.0.6",
    "prometheus-client>=0.19.0",
    "plotly>=5.18.0",
    "seaborn>=0.13.0",
    "httpx>=0.25.0",
    "python-dotenv>=1.0.0",
    "python-jose[cryptography]>=3.3.0",
    "passlib[bcrypt]>=1.7.4",
    "sqlalchemy>=2.0.0",
    "alembic>=1.12.0",
    "psycopg2-binary>=2.9.0; platform_system != 'Windows'",
    "psycopg2>=2.9.0; platform_system == 'Windows'",
    "redis>=5.0.0",
]
dynamic = ["version"]

[project.urls]
Homepage = "https://github.com/your-org/mlops-drift-detection-platform"
Documentation = "https://your-org.github.io/mlops-drift-detection-platform"
Repository = "https://github.com/your-org/mlops-drift-detection-platform.git"
Issues = "https://github.com/your-org/mlops-drift-detection-platform/issues"
Changelog = "https://github.com/your-org/mlops-drift-detection-platform/releases"

[project.optional-dependencies]
dev = [
    "pytest>=7.4.0",
    "pytest-cov>=4.1.0",
    "pytest-mock>=3.12.0",
    "pytest-asyncio>=0.21.0",
    "pytest-xdist>=3.5.0",
    "pytest-html>=4.0.0",
    "black>=23.11.0",
    "ruff>=0.1.0",
    "mypy>=1.7.0",
    "pre-commit>=3.5.0",
    "jupyter>=1.0.0",
    "ipython>=8.17.0",
    "ipykernel>=6.25.0",
    "jupyterlab>=4.0.0",
    "pdoc>=13.1.0",
    "mkdocs>=1.5.0",
    "mkdocs-material>=9.4.0",
    "mkdocstrings[python]>=0.24.0",
]
docker = [
    "gunicorn>=21.2.0",
    "celery>=5.3.0",
    "flower>=2.0.0",
    "influxdb-client>=1.36.0",
    "grafana-client>=3.7.0",
]
security = [
    "bandit>=1.7.5",
    "safety>=2.3.0",
    "semgrep>=1.30.0",
]
monitoring = [
    "opentelemetry-api>=1.21.0",
    "opentelemetry-sdk>=1.21.0",
    "opentelemetry-instrumentation-fastapi>=0.42.0",
    "opentelemetry-exporter-prometheus>=0.42.0",
]

[project.scripts]
mlops-api = "src.api.main:main"
mlops-train = "src.pipelines.training_pipeline:main"
mlops-monitor = "src.monitoring.dashboard:main"
mlops-cli = "src.cli:app"

[tool.hatch.version]
source = "vcs"

[tool.hatch.build.targets.wheel]
packages = ["src"]

[tool.black]
line-length = 88
target-version = ['py39']
include = '\.pyi?$'
extend-exclude = '''
/(
    \.git
    | \.hg
    | \.mypy_cache
    | \.tox
    | \.venv
    | _build
    | buck-out
    | build
    | dist
    | \.ipynb_checkpoints
    | \.pytest_cache
    | \.ruff_cache
)/
'''

[tool.ruff]
target-version = "py39"
line-length = 88
select = [
    "E",   # pycodestyle errors
    "W",   # pycodestyle warnings
    "F",   # pyflakes
    "I",   # isort
    "B",   # flake8-bugbear
    "C4",  # flake8-comprehensions
    "UP",  # pyupgrade
    "S",   # flake8-bandit (security)
    "ARG", # flake8-unused-arguments
    "ASYNC", # flake8-async
    "DTZ", # flake8-datetimez
    "EM",  # flake8-errmsg
    "FIX", # flake8-fixme
    "ICN", # flake8-import-conventions
    "ISC", # flake8-implicit-str-concat
    "N",   # pep8-naming
    "PD",  # pandas-vet
    "PGH", # pygrep-hooks
    "PIE", # flake8-pie
    "PL",  # pylint
    "PT",  # flake8-pytest-style
    "Q",   # flake8-quotes
    "RUF", # ruff-specific
    "SIM", # flake8-simplify
    "T20", # flake8-print
    "TID", # flake8-tidy-imports
    "TRY", # tryceratops
]
ignore = [
    "E501",  # line too long, handled by black
    "B008",  # do not perform function calls in argument defaults
    "S101",  # use of assert detected
    "PLR2004", # magic value used in comparison
    "PLW0603", # using the global statement
    "TRY003", # avoid specifying long messages outside the exception class
]
unfixable = [
    "F401",  # unused import
    "F841",  # unused variable
]
exclude = [
    ".git",
    ".venv",
    "__pycache__",
    ".pytest_cache",
    ".mypy_cache",
    ".ruff_cache",
    "build",
    "dist",
    "node_modules",
    "*.pyi",
]
isort = {known-first-party = ["src"]}

[tool.mypy]
python_version = "3.9"
warn_return_any = true
warn_unused_configs = true
disallow_untyped_defs = true
disallow_incomplete_defs = true
check_untyped_defs = true
disallow_untyped_decorators = true
no_implicit_optional = true
warn_redundant_casts = true
warn_unused_ignores = true
warn_no_return = true
warn_unreachable = true
strict_equality = true
show_error_codes = true
enable_error_code = [
    "ignore-without-code",
    "redundant-expr",
    "truthy-bool",
    "truthy-iterable",
]
plugins = [
    "pydantic.mypy"
]

[[tool.mypy.overrides]]
module = [
    "pandas.*",
    "numpy.*",
    "sklearn.*",
    "mlflow.*",
]
ignore_missing_imports = true

[tool.pytest.ini_options]
minversion = "7.0"
addopts = """
    -v
    --strict-markers
    --strict-config
    --durations=10
    --cov=src
    --cov-report=html
    --cov-report=term-missing:skip-covered
    --cov-fail-under=80
    --failed-first
    --new-first
"""
testpaths = ["tests"]
python_files = ["test_*.py", "*_test.py"]
python_classes = ["Test*"]
python_functions = ["test_*"]
markers = [
    "unit: unit tests",
    "integration: integration tests",
    "slow: slow running tests",
    "docker: tests requiring docker",
    "e2e: end-to-end tests",
]
filterwarnings = [
    "error",
    "ignore::DeprecationWarning",
    "ignore::PendingDeprecationWarning",
    "ignore::FutureWarning",
]
asyncio_mode = "auto"

[tool.coverage.run]
source = ["src"]
omit = [
    "*/__pycache__/*",
    "*/tests/*",
    "*/test_*.py",
    "*/__init__.py",
    "src/__version__.py",
]

[tool.coverage.report]
exclude_lines = [
    "pragma: no cover",
    "def __repr__",
    "if self.debug:",
    "if settings.DEBUG",
    "raise AssertionError",
    "raise NotImplementedError",
    "if 0:",
    "if __name__ == .__main__.:",
    "class .*\\bProtocol\\):",
    "@(abc\\.)?abstractmethod",
]
fail_under = 80

[tool.mkdocs]
site_name = "MLOps Drift Detection Platform"
site_description = "Enterprise MLOps Platform Documentation"
site_url = "https://your-org.github.io/mlops-drift-detection-platform/"
repo_url = "https://github.com/your-org/mlops-drift-detection-platform/"
repo_name = "mlops-drift-detection-platform"

theme = {name = "material"}
plugins = ["mkdocstrings", "search"]
extra_css = ["stylesheets/extra.css"]

[tool.setuptools.packages.find]
where = ["src"]

[tool.setuptools.package-dir]
"" = "src"

[tool.poetry]
name = "mlops-drift-detection"
version = "0.1.0"
description = "Enterprise MLOps Platform with Advanced Drift Detection"
authors = ["ML Platform Team <ml-platform@example.com>"]
readme = "README.md"
license = "MIT"
packages = [{include = "src", from = "."}]
classifiers = [
    "Development Status :: 4 - Beta",
    "Intended Audience :: Developers",
    "Topic :: Scientific/Engineering :: Artificial Intelligence",
    "License :: OSI Approved :: MIT License",
    "Programming Language :: Python :: 3",
    "Programming Language :: Python :: 3.9",
    "Programming Language :: Python :: 3.10",
    "Programming Language :: Python :: 3.11",
]

[tool.poetry.dependencies]
python = "^3.9"

[tool.poetry.group.dev.dependencies]
# Same as [project.optional-dependencies.dev]