Add unit test test for separate_mtmvn (#2577)

Summary:
Get test coverage back up.


Reviewed By: esantorella

Differential Revision: D64448451

Pulled By: Balandat

test/utils/test_multitask.py

@@ -0,0 +1,50 @@
+#!/usr/bin/env python3
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+#
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+
+
+import torch
+from botorch.utils.multitask import separate_mtmvn
+
+from botorch.utils.testing import BotorchTestCase
+from gpytorch.distributions import MultitaskMultivariateNormal
+from gpytorch.distributions.multivariate_normal import MultivariateNormal
+
+
+class TestSeparateMTMVN(BotorchTestCase):
+
+    def _test_separate_mtmvn(self, interleaved=False):
+        for dtype in (torch.float, torch.double):
+            tkwargs = {"device": self.device, "dtype": dtype}
+            mean = torch.rand(2, 2, **tkwargs)
+            a = torch.rand(4, 4, **tkwargs)
+            covar = a @ a.transpose(-1, -2) + torch.eye(4, **tkwargs)
+            mvn = MultitaskMultivariateNormal(
+                mean=mean, covariance_matrix=covar, interleaved=interleaved
+            )
+            mtmvn_list = separate_mtmvn(mvn)
+
+            mean_1 = mean[..., 0]
+            mean_2 = mean[..., 1]
+            if interleaved:
+                covar_1 = covar[::2, ::2]
+                covar_2 = covar[1::2, 1::2]
+            else:
+                covar_1 = covar[:2, :2]
+                covar_2 = covar[2:, 2:]
+
+            self.assertEqual(len(mtmvn_list), 2)
+            for mvn_i, mean_i, covar_i in zip(
+                mtmvn_list, (mean_1, mean_2), (covar_1, covar_2)
+            ):
+                self.assertIsInstance(mvn_i, MultivariateNormal)
+                self.assertTrue(torch.equal(mvn_i.mean, mean_i))
+                self.assertAllClose(mvn_i.covariance_matrix, covar_i)
+
+    def test_separate_mtmvn_interleaved(self) -> None:
+        self._test_separate_mtmvn(interleaved=True)
+
+    def test_separate_mtmvn_not_interleaved(self) -> None:
+        self._test_separate_mtmvn(interleaved=False)