forked from mirrors/nixpkgs
71 lines
1.6 KiB
Nix
71 lines
1.6 KiB
Nix
{ stdenv
|
|
, buildPythonPackage
|
|
, fetchFromGitHub
|
|
, isPy27
|
|
, pytestCheckHook
|
|
, numpy
|
|
, scipy
|
|
, scikitlearn
|
|
, pandas
|
|
, tqdm
|
|
, slicer
|
|
, numba
|
|
, matplotlib
|
|
, nose
|
|
, ipython
|
|
}:
|
|
|
|
buildPythonPackage rec {
|
|
pname = "shap";
|
|
version = "0.36.0";
|
|
disabled = isPy27;
|
|
|
|
src = fetchFromGitHub {
|
|
owner = "slundberg";
|
|
repo = pname;
|
|
rev = "v${version}";
|
|
sha256 = "1wxnxvbz6avzzfqjfbcqd4v879hvpq4021v31fhdpccr2q317rr9";
|
|
};
|
|
|
|
propagatedBuildInputs = [
|
|
numpy
|
|
scipy
|
|
scikitlearn
|
|
pandas
|
|
tqdm
|
|
slicer
|
|
numba
|
|
];
|
|
|
|
preCheck = ''
|
|
export HOME=$TMPDIR
|
|
# when importing the local copy the extension is not found
|
|
rm -r shap
|
|
'';
|
|
checkInputs = [ pytestCheckHook matplotlib nose ipython ];
|
|
# Those tests access the network
|
|
disabledTests = [
|
|
"test_kernel_shap_with_a1a_sparse_zero_background"
|
|
"test_kernel_shap_with_a1a_sparse_nonzero_background"
|
|
"test_kernel_shap_with_high_dim_sparse"
|
|
"test_sklearn_random_forest_newsgroups"
|
|
"test_sum_match_random_forest"
|
|
"test_sum_match_extra_trees"
|
|
"test_single_row_random_forest"
|
|
"test_sum_match_gradient_boosting_classifier"
|
|
"test_single_row_gradient_boosting_classifier"
|
|
"test_HistGradientBoostingClassifier_proba"
|
|
"test_HistGradientBoostingClassifier_multidim"
|
|
"test_sum_match_gradient_boosting_regressor"
|
|
"test_single_row_gradient_boosting_regressor"
|
|
];
|
|
|
|
meta = with stdenv.lib; {
|
|
description = "A unified approach to explain the output of any machine learning model";
|
|
homepage = "https://github.com/slundberg/shap";
|
|
license = licenses.mit;
|
|
maintainers = with maintainers; [ evax ];
|
|
platforms = platforms.unix;
|
|
};
|
|
}
|