Merge pull request #7061 from ales-erjavec/tests-mds-tolerance

[MNT] tests/mds: Fix tests w.r.t. current dev scikit-learn

Author: janezd

Orange/tests/test_manifold.py

@@ -57,26 +57,26 @@ def test_mds_pca_init(self):
             n_components=2, dissimilarity=Euclidean, init_type='PCA',
             n_init=1)
         X = projector(self.iris).embedding_
-        np.testing.assert_array_almost_equal(X[0], result)
+        np.testing.assert_allclose(X[0], result, rtol=1e-3)
 
         projector = MDS(
             n_components=2, dissimilarity='precomputed', init_type='PCA',
             n_init=1)
         X = projector(Euclidean(self.iris)).embedding_
-        np.testing.assert_array_almost_equal(X[0], result)
+        np.testing.assert_allclose(X[0], result,  rtol=1e-3)
 
         projector = MDS(
             n_components=2, dissimilarity='euclidean', init_type='PCA',
             n_init=1)
         X = projector(self.iris).embedding_
-        np.testing.assert_array_almost_equal(X[0], result)
+        np.testing.assert_allclose(X[0], result, rtol=1e-3)
 
         projector = MDS(
             n_components=6, dissimilarity='euclidean', init_type='PCA',
             n_init=1)
         X = projector(self.iris[:5]).embedding_
-        result = np.array([-0.31871, -0.064644, 0.015653, -1.5e-08, -4.3e-11, 0])
-        np.testing.assert_array_almost_equal(np.abs(X[0]), np.abs(result))
+        result = np.array([-0.31871, -0.064644, 0.015653, 0, 0, 0])
+        np.testing.assert_allclose(np.abs(X[0]), np.abs(result), rtol=1e-3)
 
     def test_isomap(self):
         for i in range(1, 4):

Orange/widgets/unsupervised/tests/test_owmds.py

@@ -364,7 +364,7 @@ def test_run_mds(self):
                           [-2.9022707, -0.13465859],
                           [-2.75267253, -0.33899134],
                           [-2.74108069, 0.35393209]])
-        np.testing.assert_almost_equal(array, result.embedding[:5])
+        np.testing.assert_allclose(array, result.embedding[:5], rtol=1e-2, atol=1e-4)
         state.set_status.assert_called_once_with("Running...")
         self.assertGreater(state.set_partial_result.call_count, 2)
         self.assertGreater(state.set_progress_value.call_count, 2)