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author | Romain Tavenard <romain.tavenard@univ-rennes2.fr> | 2019-06-27 10:23:32 +0200 |
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committer | Romain Tavenard <romain.tavenard@univ-rennes2.fr> | 2019-06-27 10:23:32 +0200 |
commit | 0d333e004636f5d25edea6bb195e8e4d9a95ba98 (patch) | |
tree | 75b40d64101c0f503e6ed8d3101db1c095ffbd72 /test/test_ot.py | |
parent | 1140141938c678d267f688dbb9106d3422d633c5 (diff) |
Improved tests and docs for wasserstein_1d
Diffstat (limited to 'test/test_ot.py')
-rw-r--r-- | test/test_ot.py | 23 |
1 files changed, 23 insertions, 0 deletions
diff --git a/test/test_ot.py b/test/test_ot.py index 6d6ea26..48423e7 100644 --- a/test/test_ot.py +++ b/test/test_ot.py @@ -85,6 +85,29 @@ def test_emd_1d_emd2_1d(): np.testing.assert_raises(AssertionError, ot.emd_1d, u, v, [], []) +def test_wass_1d(): + # test emd1d gives similar results as emd + n = 20 + m = 30 + rng = np.random.RandomState(0) + u = rng.randn(n, 1) + v = rng.randn(m, 1) + + M = ot.dist(u, v, metric='sqeuclidean') + + G, log = ot.emd([], [], M, log=True) + wass = log["cost"] + + G_1d, log = ot.wasserstein_1d(u, v, [], [], p=2., log=True) + wass1d = log["cost"] + + # check loss is similar + np.testing.assert_allclose(np.sqrt(wass), wass1d) + + # check G is similar + np.testing.assert_allclose(G, G_1d) + + def test_emd_empty(): # test emd and emd2 for simple identity n = 100 |