diff --git a/vllm/model_executor/models/registry.py b/vllm/model_executor/models/registry.py
index c43964285..d119c161f 100644
--- a/vllm/model_executor/models/registry.py
+++ b/vllm/model_executor/models/registry.py
@@ -581,7 +581,7 @@ class _LazyRegisteredModel(_BaseRegisteredModel):
             # file not changed, use cached _ModelInfo properties
             return _ModelInfo(**mi_dict["modelinfo"])
         except Exception:
-            logger.exception(
+            logger.debug(
                 ("Cached model info for class %s.%s error. "),
                 self.module_name,
                 self.class_name,