diff --git a/source/tests/pt/model/test_autodiff.py b/source/tests/pt/model/test_autodiff.py
index b1745b384e..c32f202625 100644
--- a/source/tests/pt/model/test_autodiff.py
+++ b/source/tests/pt/model/test_autodiff.py
@@ -19,6 +19,7 @@
     eval_model,
     model_dpa1,
     model_dpa2,
+    model_hybrid,
     model_se_e2_a,
     model_zbl,
 )
@@ -192,6 +193,20 @@ def setUp(self):
         self.model = get_model(model_params).to(env.DEVICE)
 
 
+class TestEnergyModelHybridForce(unittest.TestCase, ForceTest):
+    def setUp(self):
+        model_params = copy.deepcopy(model_hybrid)
+        self.type_split = True
+        self.model = get_model(model_params).to(env.DEVICE)
+
+
+class TestEnergyModelHybridVirial(unittest.TestCase, VirialTest):
+    def setUp(self):
+        model_params = copy.deepcopy(model_hybrid)
+        self.type_split = True
+        self.model = get_model(model_params).to(env.DEVICE)
+
+
 class TestEnergyModelZBLForce(unittest.TestCase, ForceTest):
     def setUp(self):
         model_params = copy.deepcopy(model_zbl)
diff --git a/source/tests/pt/model/test_jit.py b/source/tests/pt/model/test_jit.py
index a1aa9658fc..fc07267b88 100644
--- a/source/tests/pt/model/test_jit.py
+++ b/source/tests/pt/model/test_jit.py
@@ -101,7 +101,6 @@ def tearDown(self):
         JITTest.tearDown(self)
 
 
-@unittest.skip("hybrid not supported at the moment")
 class TestEnergyModelHybrid(unittest.TestCase, JITTest):
     def setUp(self):
         input_json = str(Path(__file__).parent / "water/se_atten.json")
@@ -118,7 +117,6 @@ def tearDown(self):
         JITTest.tearDown(self)
 
 
-@unittest.skip("hybrid not supported at the moment")
 class TestEnergyModelHybrid2(unittest.TestCase, JITTest):
     def setUp(self):
         input_json = str(Path(__file__).parent / "water/se_atten.json")
@@ -128,7 +126,7 @@ def setUp(self):
         self.config["training"]["training_data"]["systems"] = data_file
         self.config["training"]["validation_data"]["systems"] = data_file
         self.config["model"] = deepcopy(model_hybrid)
-        self.config["model"]["descriptor"]["hybrid_mode"] = "sequential"
+        # self.config["model"]["descriptor"]["hybrid_mode"] = "sequential"
         self.config["training"]["numb_steps"] = 10
         self.config["training"]["save_freq"] = 10
 
diff --git a/source/tests/pt/model/test_null_input.py b/source/tests/pt/model/test_null_input.py
index 93a3ff8511..eb8ff714e8 100644
--- a/source/tests/pt/model/test_null_input.py
+++ b/source/tests/pt/model/test_null_input.py
@@ -119,7 +119,6 @@ def setUp(self):
         self.model = get_model(model_params).to(env.DEVICE)
 
 
-@unittest.skip("hybrid not supported at the moment")
 class TestEnergyModelHybrid(unittest.TestCase, NullTest):
     def setUp(self):
         model_params = copy.deepcopy(model_hybrid)
@@ -127,7 +126,6 @@ def setUp(self):
         self.model = get_model(model_params).to(env.DEVICE)
 
 
-@unittest.skip("hybrid not supported at the moment")
 class TestForceModelHybrid(unittest.TestCase, NullTest):
     def setUp(self):
         model_params = copy.deepcopy(model_hybrid)
diff --git a/source/tests/pt/model/test_permutation.py b/source/tests/pt/model/test_permutation.py
index 45790bf43d..fa97281718 100644
--- a/source/tests/pt/model/test_permutation.py
+++ b/source/tests/pt/model/test_permutation.py
@@ -279,7 +279,6 @@ def setUp(self):
         self.model = get_model(model_params).to(env.DEVICE)
 
 
-@unittest.skip("hybrid not supported at the moment")
 class TestEnergyModelHybrid(unittest.TestCase, PermutationTest):
     def setUp(self):
         model_params = copy.deepcopy(model_hybrid)
@@ -287,7 +286,6 @@ def setUp(self):
         self.model = get_model(model_params).to(env.DEVICE)
 
 
-@unittest.skip("hybrid not supported at the moment")
 class TestForceModelHybrid(unittest.TestCase, PermutationTest):
     def setUp(self):
         model_params = copy.deepcopy(model_hybrid)
diff --git a/source/tests/pt/model/test_rot.py b/source/tests/pt/model/test_rot.py
index 0c3a34e2d5..19f671e619 100644
--- a/source/tests/pt/model/test_rot.py
+++ b/source/tests/pt/model/test_rot.py
@@ -154,7 +154,6 @@ def setUp(self):
         self.model = get_model(model_params).to(env.DEVICE)
 
 
-@unittest.skip("hybrid not supported at the moment")
 class TestEnergyModelHybrid(unittest.TestCase, RotTest):
     def setUp(self):
         model_params = copy.deepcopy(model_hybrid)
@@ -162,7 +161,6 @@ def setUp(self):
         self.model = get_model(model_params).to(env.DEVICE)
 
 
-@unittest.skip("hybrid not supported at the moment")
 class TestForceModelHybrid(unittest.TestCase, RotTest):
     def setUp(self):
         model_params = copy.deepcopy(model_hybrid)
diff --git a/source/tests/pt/model/test_smooth.py b/source/tests/pt/model/test_smooth.py
index 88d75a040c..bc1d26bffa 100644
--- a/source/tests/pt/model/test_smooth.py
+++ b/source/tests/pt/model/test_smooth.py
@@ -195,7 +195,6 @@ def setUp(self):
         self.epsilon, self.aprec = None, None
 
 
-@unittest.skip("hybrid not supported at the moment")
 class TestEnergyModelHybrid(unittest.TestCase, SmoothTest):
     def setUp(self):
         model_params = copy.deepcopy(model_hybrid)
diff --git a/source/tests/pt/model/test_trans.py b/source/tests/pt/model/test_trans.py
index 23365f3c9a..b9affac3aa 100644
--- a/source/tests/pt/model/test_trans.py
+++ b/source/tests/pt/model/test_trans.py
@@ -110,7 +110,6 @@ def setUp(self):
         self.model = get_model(model_params).to(env.DEVICE)
 
 
-@unittest.skip("hybrid not supported at the moment")
 class TestEnergyModelHybrid(unittest.TestCase, TransTest):
     def setUp(self):
         model_params = copy.deepcopy(model_hybrid)
@@ -118,7 +117,6 @@ def setUp(self):
         self.model = get_model(model_params).to(env.DEVICE)
 
 
-@unittest.skip("hybrid not supported at the moment")
 class TestForceModelHybrid(unittest.TestCase, TransTest):
     def setUp(self):
         model_params = copy.deepcopy(model_hybrid)