{ lib
, alembic
, buildPythonPackage
, click
, cloudpickle
, databricks-cli
, docker
, entrypoints
, fetchPypi
, flask
, gitpython
, gorilla
, graphene
, gunicorn
, importlib-metadata
, markdown
, matplotlib
, numpy
, packaging
, pandas
, prometheus-flask-exporter
, protobuf
, python-dateutil
, pythonOlder
, pythonRelaxDepsHook
, pyarrow
, pytz
, pyyaml
, querystring-parser
, requests
, setuptools
, scikit-learn
, scipy
, simplejson
, sqlalchemy
, sqlparse
}:

buildPythonPackage rec {
  pname = "mlflow";
  version = "2.11.1";
  pyproject = true;

  disabled = pythonOlder "3.8";

  src = fetchPypi {
    inherit pname version;
    hash = "sha256-ouwp7oYvGZVSCPuOBeUeXp0u3HF143zxNtlDuYGoJOk=";
  };

  # Remove currently broken dependency `shap`, a model explainability package.
  # This seems quite unprincipled especially with tests not being enabled,
  # but not mlflow has a 'skinny' install option which does not require `shap`.
  nativeBuildInputs = [
    pythonRelaxDepsHook
    setuptools
  ];
  pythonRemoveDeps = [ "shap" ];
  pythonRelaxDeps = [ "pytz" "pyarrow" ];

  propagatedBuildInputs = [
    alembic
    click
    cloudpickle
    databricks-cli
    docker
    entrypoints
    flask
    gitpython
    gorilla
    graphene
    gunicorn
    importlib-metadata
    markdown
    matplotlib
    numpy
    packaging
    pandas
    prometheus-flask-exporter
    protobuf
    python-dateutil
    pyarrow
    pytz
    pyyaml
    querystring-parser
    requests
    scikit-learn
    scipy
    #shap
    simplejson
    sqlalchemy
    sqlparse
  ];

  pythonImportsCheck = [
    "mlflow"
  ];

  # no tests in PyPI dist
  # run into https://stackoverflow.com/questions/51203641/attributeerror-module-alembic-context-has-no-attribute-config
  # also, tests use conda so can't run on NixOS without buildFHSEnv
  doCheck = false;

  meta = with lib; {
    description = "Open source platform for the machine learning lifecycle";
    homepage = "https://github.com/mlflow/mlflow";
    changelog = "https://github.com/mlflow/mlflow/blob/v${version}/CHANGELOG.md";
    license = licenses.asl20;
    maintainers = with maintainers; [ tbenst ];
  };
}