diff --git a/tests/unit/vertexai/test_generative_models.py b/tests/unit/vertexai/test_generative_models.py
index 29e717d065..d25d6318f5 100644
--- a/tests/unit/vertexai/test_generative_models.py
+++ b/tests/unit/vertexai/test_generative_models.py
@@ -259,3 +259,50 @@ def test_chat_function_calling(self):
             ),
         )
         assert response2.text == "The weather in Boston is super nice!"
+
+    @mock.patch.object(
+        target=prediction_service.PredictionServiceClient,
+        attribute="stream_generate_content",
+        new=mock_stream_generate_content,
+    )
+    def test_generate_with_function_calling(self):
+        get_current_weather_func = generative_models.FunctionDeclaration(
+            name="get_current_weather",
+            description="Get the current weather in a given location",
+            parameters=_REQUEST_FUNCTION_PARAMETER_SCHEMA_STRUCT,
+        )
+        weather_tool = generative_models.Tool(
+            function_declarations=[get_current_weather_func],
+        )
+
+        model = generative_models.GenerativeModel(
+            "gemini-pro",
+            # Specifying the tools once to avoid specifying them in every request
+            tools=[weather_tool],
+        )
+
+        messages = [
+            generative_models.Content(
+                role="user",
+                parts=[generative_models.Part.from_text("What is the weather like in Boston?")]
+            ),
+            generative_models.Content(
+                role="model",
+                parts=[generative_models.Part.from_function_call(
+                    function_name="get_current_weather",
+                    arguments={
+                        "location": "Boston"
+                    }
+                )]
+            ),
+            generative_models.Part.from_function_response(
+                name="get_current_weather",
+                response={
+                    "content": {"weather_there": "super nice"},
+                },
+            )
+        ]
+
+        response = model.generate_content(contents=messages)
+
+        assert response.text == "The weather in Boston is super nice!"
\ No newline at end of file
diff --git a/vertexai/generative_models/_generative_models.py b/vertexai/generative_models/_generative_models.py
index 4f6dddf2ca..7e1aa7f285 100644
--- a/vertexai/generative_models/_generative_models.py
+++ b/vertexai/generative_models/_generative_models.py
@@ -1502,6 +1502,15 @@ def from_function_response(name: str, response: Dict[str, Any]) -> "Part":
             )
         )
 
+    @staticmethod
+    def from_function_call(function_name: str, arguments: Dict):
+        return Part._from_gapic(
+            raw_part=gapic_tool_types.FunctionCall(
+                name=function_name,
+                argumnts=arguments
+            )
+        )
+
     def to_dict(self) -> Dict[str, Any]:
         return self._raw_part.to_dict()