diff --git a/modelscope/utils/hf_util.py b/modelscope/utils/hf_util.py
index 01aeebef..f5fb8d33 100644
--- a/modelscope/utils/hf_util.py
+++ b/modelscope/utils/hf_util.py
@@ -127,7 +127,9 @@ def _patch_pretrained_class():
         @classmethod
         def from_pretrained(cls, pretrained_model_name_or_path, *model_args,
                             **kwargs):
-            ignore_file_pattern = [r'\w+\.bin', r'\w+\.safetensors']
+            ignore_file_pattern = [
+                r'\w+\.bin', r'\w+\.safetensors', r'\w+\.pth', r'\w+\.pt'
+            ]
             model_dir = get_model_dir(pretrained_model_name_or_path,
                                       ignore_file_pattern, **kwargs)
             return ori_from_pretrained(cls, model_dir, *model_args, **kwargs)
@@ -143,14 +145,18 @@ def _patch_pretrained_class():
         @classmethod
         def from_pretrained(cls, pretrained_model_name_or_path, *model_args,
                             **kwargs):
-            ignore_file_pattern = [r'\w+\.bin', r'\w+\.safetensors']
+            ignore_file_pattern = [
+                r'\w+\.bin', r'\w+\.safetensors', r'\w+\.pth', r'\w+\.pt'
+            ]
             model_dir = get_model_dir(pretrained_model_name_or_path,
                                       ignore_file_pattern, **kwargs)
             return ori_from_pretrained(cls, model_dir, *model_args, **kwargs)
 
         @classmethod
         def get_config_dict(cls, pretrained_model_name_or_path, **kwargs):
-            ignore_file_pattern = [r'\w+\.bin', r'\w+\.safetensors']
+            ignore_file_pattern = [
+                r'\w+\.bin', r'\w+\.safetensors', r'\w+\.pth', r'\w+\.pt'
+            ]
             model_dir = get_model_dir(pretrained_model_name_or_path,
                                       ignore_file_pattern, **kwargs)
             return ori_get_config_dict(cls, model_dir, **kwargs)
@@ -242,11 +248,20 @@ AutoModelForTokenClassification = get_wrapped_class(
     AutoModelForTokenClassificationHF)
 
 AutoTokenizer = get_wrapped_class(
-    AutoTokenizerHF, ignore_file_pattern=[r'\w+\.bin', r'\w+\.safetensors'])
+    AutoTokenizerHF,
+    ignore_file_pattern=[
+        r'\w+\.bin', r'\w+\.safetensors', r'\w+\.pth', r'\w+\.pt'
+    ])
 AutoConfig = get_wrapped_class(
-    AutoConfigHF, ignore_file_pattern=[r'\w+\.bin', r'\w+\.safetensors'])
+    AutoConfigHF,
+    ignore_file_pattern=[
+        r'\w+\.bin', r'\w+\.safetensors', r'\w+\.pth', r'\w+\.pt'
+    ])
 GenerationConfig = get_wrapped_class(
-    GenerationConfigHF, ignore_file_pattern=[r'\w+\.bin', r'\w+\.safetensors'])
+    GenerationConfigHF,
+    ignore_file_pattern=[
+        r'\w+\.bin', r'\w+\.safetensors', r'\w+\.pth', r'\w+\.pt'
+    ])
 GPTQConfig = GPTQConfigHF
 AwqConfig = AwqConfigHF
 BitsAndBytesConfig = BitsAndBytesConfigHF