[project]
name = "oc-p6"
version = "1.1.0"
description = "Projet Credit Scoring - Home Credit Default Risk"
readme = "README.md"
requires-python = ">=3.11"
dependencies = [
    # Core data science libraries
    "pandas>=2.0.0",
    "numpy>=2",
    "scikit-learn>=1.3.0",
    # Visualization
    "matplotlib>=3.7.0",
    "seaborn>=0.12.0",
    "plotly>=5.14.0",
    # Machine Learning
    "lightgbm>=4.0.0",
    # MLflow for tracking
    "mlflow>=2.10.0",
    # Hyperparameter optimization
    "hyperopt>=0.2.7",
    "optuna>=3.5.0",
    "lime>=0.2.0",
    "numba>=0.59.0",
    # Data quality
    "imbalanced-learn>=0.11.0",
    # Utilities
    "tqdm>=4.65.0",
    "joblib>=1.3.0",
    # Jupyter
    "jupyter>=1.0.0",
    "ipykernel>=6.25.0",
    "ipywidgets>=8.1.0",
    # Flask for serving
    "flask>=3.0.0",
    "gradio==6.6.0",
    "evidently>=0.7.20",
]

[project.optional-dependencies]
dev = [
    # Testing
    "pytest>=7.4.0",
    "pytest-cov>=4.1.0",
    
    # Machine Learning (for notebooks only)
    "xgboost>=2.0.0",
    "catboost>=1.2.0",
    
    # Code quality
    "black>=23.0.0",
    "flake8>=6.0.0",
    "mypy>=1.5.0",
    "ruff>=0.1.0",
]

[build-system]
requires = ["hatchling"]
build-backend = "hatchling.build"

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

[tool.black]
line-length = 100
target-version = ['py312']

[tool.ruff]
line-length = 100
target-version = "py312"

[tool.pytest.ini_options]
testpaths = ["tests"]
python_files = "test_*.py"
python_functions = "test_*"
addopts = "-v"

[dependency-groups]
dev = [
    "pytest>=9.0.2",
    "pytest-cov>=7.0.0",
]