diff --git a/modelscope/pipelines/builder.py b/modelscope/pipelines/builder.py
index 7e5cc6b5..5fb66178 100644
--- a/modelscope/pipelines/builder.py
+++ b/modelscope/pipelines/builder.py
@@ -263,13 +263,14 @@ def external_engine_for_llm_checker(model: Union[str, List[str], Model,
                                     kwargs: Dict[str, Any]) -> Optional[str]:
     from .nlp.llm_pipeline import ModelTypeHelper, LLMAdapterRegistry
     from ..hub.check_model import get_model_id_from_cache
-    from swift.llm import get_model_info_meta
     if isinstance(model, list):
         model = model[0]
     if not isinstance(model, str):
         model = model.model_dir
 
-    if kwargs.get('llm_framework') == 'swift':
+    llm_framework = kwargs.get('llm_framework', '')
+    if llm_framework == 'swift':
+        from swift.llm import get_model_info_meta
         # check if swift supports
         if os.path.exists(model):
             model_id = get_model_id_from_cache(model)
@@ -280,9 +281,8 @@ def external_engine_for_llm_checker(model: Union[str, List[str], Model,
             info = get_model_info_meta(model_id)
             model_type = info[0].model_type
         except Exception as e:
-            logger.warning(
-                f'Cannot using llm_framework with {model_id}, '
-                f'ignoring llm_framework={self.llm_framework} : {e}')
+            logger.warning(f'Cannot using llm_framework with {model_id}, '
+                           f'ignoring llm_framework={llm_framework} : {e}')
             model_type = None
         if model_type:
             return 'llm'
diff --git a/modelscope/utils/hf_util/patcher.py b/modelscope/utils/hf_util/patcher.py
index b31b6e1d..6a41a5ce 100644
--- a/modelscope/utils/hf_util/patcher.py
+++ b/modelscope/utils/hf_util/patcher.py
@@ -345,7 +345,7 @@ def _patch_pretrained_class(all_imported_modules, wrap=False):
                 else:
                     all_available_modules.append(
                         get_wrapped_class(var, **ignore_file_pattern_kwargs))
-            except Exception:
+            except:  # noqa
                 all_available_modules.append(var)
         else:
             if has_from_pretrained and not hasattr(var,
@@ -370,10 +370,9 @@ def _patch_pretrained_class(all_imported_modules, wrap=False):
             if has_get_config_dict and not hasattr(var,
                                                    '_get_config_dict_origin'):
                 var._get_config_dict_origin = var.get_config_dict
-                var.get_config_dict = partial(
-                    patch_pretrained_model_name_or_path,
-                    ori_func=var._get_config_dict_origin,
-                    **ignore_file_pattern_kwargs)
+                var.get_config_dict = classmethod(
+                    partial(patch_get_config_dict,
+                            **ignore_file_pattern_kwargs))
 
             all_available_modules.append(var)
     return all_available_modules
@@ -619,11 +618,6 @@ def _patch_hub():
     # Patch repocard.validate
     from huggingface_hub import repocard
     if not hasattr(repocard.RepoCard, '_validate_origin'):
-
-        def load(*args, **kwargs):  # noqa
-            from huggingface_hub.errors import EntryNotFoundError
-            raise EntryNotFoundError(message='API not supported.')
-
         repocard.RepoCard._validate_origin = repocard.RepoCard.validate
         repocard.RepoCard.validate = lambda *args, **kwargs: None
         repocard.RepoCard._load_origin = repocard.RepoCard.load
diff --git a/modelscope/utils/hf_util/pipeline_builder.py b/modelscope/utils/hf_util/pipeline_builder.py
index 20ae0535..82fe7fbf 100644
--- a/modelscope/utils/hf_util/pipeline_builder.py
+++ b/modelscope/utils/hf_util/pipeline_builder.py
@@ -33,7 +33,6 @@ def hf_pipeline(
     **kwargs,
 ) -> 'transformers.Pipeline':
     from transformers import pipeline
-
     if isinstance(model, str):
         if not os.path.exists(model):
             model = snapshot_download(model)