1 files changed, 70 insertions, 0 deletions
diff --git a/nixpkgs/pkgs/development/python-modules/shap/default.nix b/nixpkgs/pkgs/development/python-modules/shap/default.nix
new file mode 100644
index 000000000000..deb6dcf2a21a
--- /dev/null
+++ b/nixpkgs/pkgs/development/python-modules/shap/default.nix
@@ -0,0 +1,70 @@
+{ 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;
+  };
+}