diff --git a/src/transformers/utils/auto_docstring.py b/src/transformers/utils/auto_docstring.py
index c259d2035573..a9d9a8cba788 100644
--- a/src/transformers/utils/auto_docstring.py
+++ b/src/transformers/utils/auto_docstring.py
@@ -1098,7 +1098,7 @@ def contains_type(type_hint, target_type) -> tuple[bool, Optional[object]]:
     if args == ():
         try:
             return issubclass(type_hint, target_type), type_hint
-        except Exception as _:
+        except Exception:
             return issubclass(type(type_hint), target_type), type_hint
     found_type_tuple = [contains_type(arg, target_type)[0] for arg in args]
     found_type = any(found_type_tuple)
@@ -1112,6 +1112,8 @@ def get_model_name(obj):
     Get the model name from the file path of the object.
     """
     path = inspect.getsourcefile(obj)
+    if path is None:
+        return None
     if path.split(os.path.sep)[-3] != "models":
         return None
     file_name = path.split(os.path.sep)[-1]
@@ -1783,9 +1785,10 @@ def auto_class_docstring(cls, custom_intro=None, custom_args=None, checkpoint=No
 
     is_dataclass = False
     docstring_init = ""
+    docstring_args = ""
     if "PreTrainedModel" in (x.__name__ for x in cls.__mro__):
         docstring_init = auto_method_docstring(
-            cls.__init__, parent_class=cls, custom_args=custom_args
+            cls.__init__, parent_class=cls, custom_args=custom_args, checkpoint=checkpoint
         ).__doc__.replace("Args:", "Parameters:")
     elif "ModelOutput" in (x.__name__ for x in cls.__mro__):
         # We have a data class
@@ -1797,6 +1800,7 @@ def auto_class_docstring(cls, custom_intro=None, custom_args=None, checkpoint=No
             cls.__init__,
             parent_class=cls,
             custom_args=custom_args,
+            checkpoint=checkpoint,
             source_args_dict=get_args_doc_from_source(ModelOutputArgs),
         ).__doc__
     indent_level = get_indent_level(cls)
@@ -1836,7 +1840,7 @@ def auto_class_docstring(cls, custom_intro=None, custom_args=None, checkpoint=No
             docstring += docstring_args if docstring_args else "\nArgs:\n"
             source_args_dict = get_args_doc_from_source(ModelOutputArgs)
             doc_class = cls.__doc__ if cls.__doc__ else ""
-            documented_kwargs, _ = parse_docstring(doc_class)
+            documented_kwargs = parse_docstring(doc_class)[0]
             for param_name, param_type_annotation in cls.__annotations__.items():
                 param_type = str(param_type_annotation)
                 optional = False