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authorRémi Flamary <remi.flamary@gmail.com>2018-05-11 17:24:09 +0200
committerRémi Flamary <remi.flamary@gmail.com>2018-05-11 17:24:09 +0200
commitfdb2f3af19d04872bafa0d9ec5563732e1d6209b (patch)
treebc9d94d0d83126e68e633ce3030f801007426fe5 /test/test_ot.py
parent36f4f7ed2116841d7fe9514ee250bbf16e77b72d (diff)
add test for barycenter
Diffstat (limited to 'test/test_ot.py')
-rw-r--r--test/test_ot.py35
1 files changed, 34 insertions, 1 deletions
diff --git a/test/test_ot.py b/test/test_ot.py
index ea6d9dc..bf23e8c 100644
--- a/test/test_ot.py
+++ b/test/test_ot.py
@@ -10,7 +10,7 @@ import numpy as np
import ot
from ot.datasets import get_1D_gauss as gauss
-
+import pytest
def test_doctest():
import doctest
@@ -117,6 +117,39 @@ def test_emd2_multi():
np.testing.assert_allclose(emd1, emdn)
+def test_lp_barycenter():
+
+ a1 = np.array([1.0, 0, 0])[:, None]
+ a2 = np.array([0, 0, 1.0])[:, None]
+
+ A = np.hstack((a1, a2))
+ M = np.array([[0, 1.0, 4.0], [1.0, 0, 1.0], [4.0, 1.0, 0]])
+
+ # obvious barycenter between two diracs
+ bary0 = np.array([0, 1.0, 0])
+
+ bary = ot.lp.barycenter(A, M, [.5, .5])
+
+ np.testing.assert_allclose(bary, bary0, rtol=1e-5, atol=1e-7)
+ np.testing.assert_allclose(bary.sum(), 1)
+
+@pytest.mark.skipif(not ot.lp.cvx.cvxopt, reason="No cvxopt available")
+def test_lp_barycenter_cvxopt():
+
+ a1 = np.array([1.0, 0, 0])[:, None]
+ a2 = np.array([0, 0, 1.0])[:, None]
+
+ A = np.hstack((a1, a2))
+ M = np.array([[0, 1.0, 4.0], [1.0, 0, 1.0], [4.0, 1.0, 0]])
+
+ # obvious barycenter between two diracs
+ bary0 = np.array([0, 1.0, 0])
+
+ bary = ot.lp.barycenter(A, M, [.5, .5],solver=None)
+
+ np.testing.assert_allclose(bary, bary0, rtol=1e-5, atol=1e-7)
+ np.testing.assert_allclose(bary.sum(), 1)
+
def test_warnings():
n = 100 # nb bins
m = 100 # nb bins