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{ lib
, buildPythonPackage
, pythonOlder
, fetchFromGitHub
, hatch-vcs
, hatchling
, setuptools-scm
, dask
, dask-expr
, dask-glm
, distributed
, multipledispatch
, numba
, numpy
, packaging
, pandas
, scikit-learn
, scipy
, pytest-mock
, pytestCheckHook
}:

buildPythonPackage rec {
  pname = "dask-ml";
  version = "2024.4.4";
  pyproject = true;

  disabled = pythonOlder "3.6";

  src = fetchFromGitHub {
    owner = "dask";
    repo = "dask-ml";
    rev = "refs/tags/v${version}";
    hash = "sha256-ZiBpCk3b4Tk0Hwb4uapJLEx+Nb/qHFROCnkBTNGDzoU=";
  };

  build-system = [
    hatch-vcs
    hatchling
    setuptools-scm
  ];

  dependencies = [
    dask-expr
    dask-glm
    distributed
    multipledispatch
    numba
    numpy
    packaging
    pandas
    scikit-learn
    scipy
  ] ++ dask.optional-dependencies.array
    ++ dask.optional-dependencies.dataframe;

  pythonImportsCheck = [
    "dask_ml"
    "dask_ml.naive_bayes"
    "dask_ml.wrappers"
    "dask_ml.utils"
  ];

  nativeCheckInputs = [
    pytest-mock
    pytestCheckHook
  ];

  __darwinAllowLocalNetworking = true;

  meta = with lib; {
    description = "Scalable Machine Learn with Dask";
    homepage = "https://github.com/dask/dask-ml";
    license = licenses.bsd3;
    maintainers = with maintainers; [ GaetanLepage ];
  };
}