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

[project]
name = "mlops-pipeline"
version = "0.1.0"
description = "End-to-end MLOps pipeline: Dagster + MLflow + Evidently + FastAPI + Gradio"
requires-python = ">=3.12,<3.13"
dependencies = [
    # Orchestration
    "dagster>=1.9.0",
    "dagster-webserver>=1.9.0",
    # ML
    "scikit-learn>=1.5.0",
    "xgboost>=2.1.0",
    "optuna>=3.6.0",
    "imbalanced-learn>=0.12.0",
    # Experiment tracking
    "mlflow>=2.15.0",
    # Monitoring / drift
    "evidently>=0.4.33",
    # Serving
    "fastapi>=0.112.0",
    "uvicorn[standard]>=0.30.0",
    "pydantic>=2.8.0",
    # Frontend
    "gradio==4.42.0",
    "huggingface-hub<1.0",
    "requests>=2.32.0",
    # Data
    "pandas>=2.2.0",
    "numpy>=1.26.0",
    "scipy>=1.14.0",
]

[project.optional-dependencies]
dev = [
    "pytest>=8.0.0",
    "ipykernel>=6.29.0",
    "jupyter>=1.0.0",
]

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

[tool.dagster]
module_name = "mlops_pipeline.definitions"