starting on app domain with new dataset #120

tests/test_model.py

@@ -62,6 +62,37 @@ class ModelTest(TestCase):
                 # from pprint import pprint
                 # pprint(mod.eval_results)
 
+    def test_applicability(self):
+        with TemporaryDirectory() as tmpdir:
+            with self.settings(MODEL_DIR=tmpdir):
+                threshold = float(0.5)
+
+                rule_package_objs = [self.BBD_SUBSET]
+                data_package_objs = [self.BBD_SUBSET]
+                eval_packages_objs = [self.BBD_SUBSET]
+
+                mod = MLRelativeReasoning.create(
+                    self.package,
+                    rule_package_objs,
+                    data_package_objs,
+                    eval_packages_objs,
+                    threshold=threshold,
+                    name="ECC - BBD - 0.5",
+                    description="Created MLRelativeReasoning in Testcase",
+                    build_app_domain=True,  # To test the applicability domain this must be True
+                    app_domain_num_neighbours=5,
+                    app_domain_local_compatibility_threshold=0.5,
+                    app_domain_reliability_threshold=0.5,
+                )
+
+                mod.build_dataset()
+                mod.build_model()
+                mod.multigen_eval = True
+                mod.save()
+                mod.evaluate_model(n_splits=2)
+
+                results = mod.predict("CCN(CC)C(=O)C1=CC(=CC=C1)C")
+
     def test_rbrr(self):
         with TemporaryDirectory() as tmpdir:
             with self.settings(MODEL_DIR=tmpdir):