Use pytest conventions consistently (#6337)

* Do not derive from unittest.TestCase (not needed for pytest)

* assertRaises -> pytest.raises

* Simplify test_empty_dmatrix with test parametrization

* setUpClass -> setup_class, tearDownClass -> teardown_class

* Don't import unittest; import pytest

* Use plain assert

* Use parametrized tests in more places

* Fix test_gpu_with_sklearn.py

* Put back run_empty_dmatrix_reg / run_empty_dmatrix_cls

* Fix test_eta_decay_gpu_hist

* Add parametrized tests for monotone constraints

* Fix test names

* Remove test parametrization

* Revise test_slice to be not flaky

tests/python/test_interaction_constraints.py

@@ -1,7 +1,6 @@
 # -*- coding: utf-8 -*-
 import numpy as np
 import xgboost
-import unittest
 import testing as tm
 import pytest
 
@@ -9,7 +8,7 @@ dpath = 'demo/data/'
 rng = np.random.RandomState(1994)
 
 
-class TestInteractionConstraints(unittest.TestCase):
+class TestInteractionConstraints:
     def run_interaction_constraints(self, tree_method):
         x1 = np.random.normal(loc=1.0, scale=1.0, size=1000)
         x2 = np.random.normal(loc=1.0, scale=1.0, size=1000)