[project]
name = "payshield-ml"
version = "0.1.0"
description = "Real-Time Financial Fraud Detection System with sub-50ms latency"
readme = "README.md"
requires-python = ">=3.12"
dependencies = [
    # ML Stack
    "xgboost>=2.0.0",
    "scikit-learn>=1.4.0",
    "shap>=0.50.0",  # Use latest stable version compatible with Python 3.12
    "mlflow>=2.10.0",
    # API Framework
    "fastapi>=0.109.0",
    "uvicorn[standard]>=0.27.0",
    "pydantic>=2.5.0",
    # Data Processing
    "pandas>=2.2.0",
    "numpy>=2.0.0",
    "pyarrow>=15.0.0",
    # Feature Store
    "redis>=5.0.0",
    "hiredis>=2.3.0",
    # Utilities
    "python-dotenv>=1.0.0",
    "pyyaml>=6.0.1",
    "joblib>=1.5.0",
    "category-encoders>=2.6.0",
    "seaborn>=0.13.2",
    "matplotlib>=3.10.8",
    "pydantic-settings>=2.12.0",
    "streamlit>=1.53.0",
    "plotly>=6.5.2",
    "requests>=2.32.5",
    "typing-extensions>=4.15.0",
]

[project.optional-dependencies]
dev = [
    # Testing
    "pytest>=8.0.0",
    "pytest-asyncio>=0.23.0",
    "pytest-cov>=4.1.0",
    
    # Type Checking & Linting
    "mypy>=1.8.0",
    "ruff>=0.1.0",
    
    # Notebook Support
    "jupyter>=1.0.0",
    "ipykernel>=6.29.0",
]

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

[tool.pytest.ini_options]
testpaths = ["tests"]
python_files = "test_*.py"
python_classes = "Test*"
python_functions = "test_*"
addopts = "-v --cov=src --cov-report=term-missing"

[tool.mypy]
python_version = "3.12"
warn_return_any = true
warn_unused_configs = true
disallow_untyped_defs = true

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

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

[dependency-groups]
dev = [
    "ruff>=0.14.13",
]