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nixpkgs/pkgs/development/python-modules/xgboost/default.nix

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Nix

{ lib
, buildPythonPackage
, pytestCheckHook
, cmake
, scipy
, scikit-learn
, stdenv
, xgboost
, pandas
, matplotlib
, graphviz
, datatable
, hypothesis
}:
buildPythonPackage {
pname = "xgboost";
inherit (xgboost) version src meta;
nativeBuildInputs = [ cmake ];
buildInputs = [ xgboost ];
propagatedBuildInputs = [ scipy ];
checkInputs = [
pytestCheckHook
scikit-learn
pandas
matplotlib
graphviz
datatable
hypothesis
];
# Override existing logic for locating libxgboost.so which is not appropriate for Nix
prePatch = let
libPath = "${xgboost}/lib/libxgboost${stdenv.hostPlatform.extensions.sharedLibrary}";
in ''
echo 'find_lib_path = lambda: ["${libPath}"]' > python-package/xgboost/libpath.py
'';
dontUseCmakeConfigure = true;
postPatch = ''
cd python-package
'';
preCheck = ''
ln -sf ../demo .
ln -s ${xgboost}/bin/xgboost ../xgboost
'';
# tests are extremely cpu intensive, only run basic tests to ensure package is working
pytestFlagsArray = ["../tests/python/test_basic.py"];
disabledTestPaths = [
# Requires internet access: https://github.com/dmlc/xgboost/blob/03cd087da180b7dff21bd8ef34997bf747016025/tests/python/test_ranking.py#L81
"../tests/python/test_ranking.py"
];
disabledTests = [
"test_cli_binary_classification"
"test_model_compatibility"
] ++ lib.optionals stdenv.isDarwin [
# fails to connect to the com.apple.fonts daemon in sandboxed mode
"test_plotting"
"test_sklearn_plotting"
];
__darwinAllowLocalNetworking = true;
}