2021-01-25 08:26:54 +00:00
|
|
|
{ lib, buildPythonPackage, fetchPypi, isPy27
|
2021-02-09 14:54:27 +00:00
|
|
|
, fetchpatch
|
2019-07-30 01:04:49 +01:00
|
|
|
, pandas
|
2020-12-29 20:48:51 +00:00
|
|
|
, pytestCheckHook
|
2019-07-30 01:04:49 +01:00
|
|
|
, scikitlearn
|
|
|
|
}:
|
2018-03-31 18:49:52 +01:00
|
|
|
|
|
|
|
buildPythonPackage rec {
|
|
|
|
pname = "imbalanced-learn";
|
2020-08-16 18:31:03 +01:00
|
|
|
version = "0.7.0";
|
2019-07-30 01:04:49 +01:00
|
|
|
disabled = isPy27; # scikit-learn>=0.21 doesn't work on python2
|
2018-03-31 18:49:52 +01:00
|
|
|
|
|
|
|
src = fetchPypi {
|
|
|
|
inherit pname version;
|
2020-08-16 18:31:03 +01:00
|
|
|
sha256 = "da59de0d1c0fa66f62054dd9a0a295a182563aa1abbb3bf9224a3678fcfe8fa4";
|
2018-03-31 18:49:52 +01:00
|
|
|
};
|
|
|
|
|
2021-02-09 14:54:27 +00:00
|
|
|
patches = [
|
|
|
|
# Fix compatibility with scikit-learn 0.24. This patch will be included in releases of
|
|
|
|
# imbalanced-learn after 0.7.0
|
|
|
|
(fetchpatch {
|
|
|
|
url = "https://github.com/scikit-learn-contrib/imbalanced-learn/commit/dc4051fe0011c68d900be05971b71016d4ad9e90.patch";
|
|
|
|
sha256 = "1rv61k9wv4q37a0v943clr8fflcg9ly530smgndgkjlxkyzw6swh";
|
|
|
|
excludes = ["doc/conf.py" "build_tools/*" "azure-pipelines.yml"];
|
|
|
|
})
|
|
|
|
];
|
|
|
|
|
2018-03-31 18:49:52 +01:00
|
|
|
propagatedBuildInputs = [ scikitlearn ];
|
2020-12-29 20:48:51 +00:00
|
|
|
checkInputs = [ pytestCheckHook pandas ];
|
|
|
|
preCheck = ''
|
2019-07-30 01:04:49 +01:00
|
|
|
export HOME=$TMPDIR
|
2018-03-31 18:49:52 +01:00
|
|
|
'';
|
2020-12-29 20:48:51 +00:00
|
|
|
disabledTests = [
|
|
|
|
"estimator"
|
|
|
|
"classification"
|
|
|
|
"_generator"
|
|
|
|
"show_versions"
|
|
|
|
"test_make_imbalanced_iris"
|
2021-02-17 10:31:46 +00:00
|
|
|
"test_rusboost[SAMME.R]"
|
2020-12-29 20:48:51 +00:00
|
|
|
];
|
2018-03-31 18:49:52 +01:00
|
|
|
|
2021-01-11 07:54:33 +00:00
|
|
|
meta = with lib; {
|
2018-03-31 18:49:52 +01:00
|
|
|
description = "Library offering a number of re-sampling techniques commonly used in datasets showing strong between-class imbalance";
|
2020-04-01 02:11:51 +01:00
|
|
|
homepage = "https://github.com/scikit-learn-contrib/imbalanced-learn";
|
2018-03-31 18:49:52 +01:00
|
|
|
license = licenses.mit;
|
2021-02-09 14:54:27 +00:00
|
|
|
maintainers = [ maintainers.rmcgibbo ];
|
2018-03-31 18:49:52 +01:00
|
|
|
};
|
|
|
|
}
|