diff --git a/src/huggingface_hub/serialization/_torch.py b/src/huggingface_hub/serialization/_torch.py
index ccb9c42b..3afd0613 100644
--- a/src/huggingface_hub/serialization/_torch.py
+++ b/src/huggingface_hub/serialization/_torch.py
@@ -765,7 +765,7 @@ def get_torch_storage_size(tensor: "torch.Tensor") -> int:
         pass
 
     try:
-        return tensor.untyped_storage().nbytes()
+        return tensor.nbytes
     except AttributeError:
         # Fallback for torch==1.10
         try:
@@ -816,7 +816,7 @@ def storage_ptr(tensor: "torch.Tensor") -> Union[int, Tuple[Any, ...]]:
     except Exception:
         # Fallback for torch==1.10
         try:
-            return tensor.storage().data_ptr()
+            return tensor
         except NotImplementedError:
             # Fallback for meta storage
             return 0