diff --git a/fedlab/core/model_maintainer.py b/fedlab/core/model_maintainer.py
index 89d1e8b0..836e3c1f 100644
--- a/fedlab/core/model_maintainer.py
+++ b/fedlab/core/model_maintainer.py
@@ -60,6 +60,20 @@ def model_parameters(self) -> torch.Tensor:
         """Return serialized model parameters."""
         return SerializationTool.serialize_model(self._model)
 
+    @property
+    def model_grads(self) -> torch.Tensor: 
+        """Return serialized model gradients(base on model.state_dict(), Shape is the same as model_parameters)."""
+        params = self._model.state_dict()
+        for name, p in self._model.named_parameters():
+            params[name].grad = p.grad
+        for key in params:
+            if params[key].grad is None:
+                params[key].grad = torch.zeros_like(params[key])
+        gradients = [param.grad.data.view(-1) for param in params.values()]
+        m_gradients = torch.cat(gradients)
+        m_gradients = m_gradients.cpu()
+        return m_gradients
+
     @property
     def model_gradients(self) -> torch.Tensor:
         """Return serialized model gradients."""
@@ -117,4 +131,4 @@ def set_model(self, parameters: torch.Tensor = None, id: int = None):
         if id is None:
             super().set_model(parameters)
         else:
-            super().set_model(self.parameters[id])
\ No newline at end of file
+            super().set_model(self.parameters[id])