diff --git a/fastdeploy/utils.py b/fastdeploy/utils.py
index db2b560ca..1640fd23f 100644
--- a/fastdeploy/utils.py
+++ b/fastdeploy/utils.py
@@ -39,6 +39,10 @@ from fastdeploy import envs
 
 T = TypeVar("T")
 
+# [N,2] -> every line is [config_name, enable_xxx_name]
+# Make sure enable_xxx equal to config.enable_xxx
+ARGS_CORRECTION_LIST = [["early_stop_config", "enable_early_stop"], ["graph_optimization_config", "use_cudagraph"]]
+
 
 class EngineError(Exception):
     """Base exception class for engine errors"""
@@ -361,8 +365,16 @@ class FlexibleArgumentParser(argparse.ArgumentParser):
             namespace = argparse.Namespace()
         for key, value in filtered_config.items():
             setattr(namespace, key, value)
+        args = super().parse_args(args=remaining_args, namespace=namespace)
 
-        return super().parse_args(args=remaining_args, namespace=namespace)
+        # Args correction
+        for config_name, flag_name in ARGS_CORRECTION_LIST:
+            if hasattr(args, config_name) and hasattr(args, flag_name):
+                # config is a dict
+                config = getattr(args, config_name, None)
+                if config is not None and flag_name in config.keys():
+                    setattr(args, flag_name, config[flag_name])
+        return args
 
 
 def resolve_obj_from_strname(strname: str):