diff --git a/fastdeploy/utils.py b/fastdeploy/utils.py
index 668073298..0eed87c55 100644
--- a/fastdeploy/utils.py
+++ b/fastdeploy/utils.py
@@ -531,16 +531,16 @@ def retrive_model_from_server(model_name_or_path, revision="master"):
             local_path = f"{local_path}/{repo_id}"
             aistudio_download(repo_id=repo_id, revision=revision, local_dir=local_path)
             model_name_or_path = local_path
-        except Exception:
+        except requests.exceptions.ConnectTimeout:
             if os.path.exists(local_path):
                 llm_logger.error(
                     f"Failed to connect to aistudio, but detected that the model directory {local_path} exists. Attempting to start."
                 )
                 return local_path
-            else:
-                raise Exception(
-                    f"The {revision} of {model_name_or_path} is not exist. Please check the model name or revision."
-                )
+        except Exception:
+            raise Exception(
+                f"The {revision} of {model_name_or_path} is not exist. Please check the model name or revision."
+            )
     elif model_source == "MODELSCOPE":
         try:
             from modelscope.hub.snapshot_download import (
@@ -554,6 +554,12 @@ def retrive_model_from_server(model_name_or_path, revision="master"):
             local_path = f"{local_path}/{repo_id}"
             modelscope_download(repo_id=repo_id, revision=revision, local_dir=local_path)
             model_name_or_path = local_path
+        except requests.exceptions.ConnectTimeout:
+            if os.path.exists(local_path):
+                llm_logger.error(
+                    f"Failed to connect to modelscope, but detected that the model directory {local_path} exists. Attempting to start."
+                )
+                return local_path
         except Exception:
             raise Exception(
                 f"The {revision} of {model_name_or_path} is not exist. Please check the model name or revision."
diff --git a/test/utils/test_download.py b/test/utils/test_download.py
index 44be39cd5..19949f8ac 100644
--- a/test/utils/test_download.py
+++ b/test/utils/test_download.py
@@ -50,21 +50,6 @@ class TestAistudioDownload(unittest.TestCase):
 
         os.environ.clear()
 
-    def test_retrive_model_from_aistudio_server_(self):
-        """
-        Test case for retrieving a model from AI Studio server.
-        """
-        os.environ["FD_MODEL_SOURCE"] = "AISTUDIO"
-        os.environ["FD_MODEL_CACHE"] = "./models"
-
-        model_name_or_path = "baidu/ERNIE-4.5-0.3B-PT"
-        revision = "aaa"
-        expected_path = "./models/PaddlePaddle/ERNIE-4.5-0.3B-PT"
-        result = retrive_model_from_server(model_name_or_path, revision)
-        self.assertEqual(expected_path, result)
-
-        os.environ.clear()
-
 
 if __name__ == "__main__":
     unittest.main()