diff --git a/optimum/habana/accelerate/utils/dataclasses.py b/optimum/habana/accelerate/utils/dataclasses.py
index 07e256372f..c0484e2243 100644
--- a/optimum/habana/accelerate/utils/dataclasses.py
+++ b/optimum/habana/accelerate/utils/dataclasses.py
@@ -73,7 +73,8 @@ class GaudiDynamoBackend(str, BaseEnum):
         - **IPEX** -- Uses IPEX for inference on CPU. Inference only. [Read
           more](https://github.com/intel/intel-extension-for-pytorch).
         - **TVM** -- Uses Apach TVM for inference optimizations. [Read more](https://tvm.apache.org/)
-        - **AOT_HPU_TRAINING_BACKEND** -- Uses Habana Gaudi.
+        - **AOT_HPU_TRAINING_BACKEND** -- Uses Habana Gaudi - depracated - will be removed.
+        - **HPU_BACKEND** -- Uses Habana Gaudi.
 
     """
 
@@ -92,6 +93,7 @@ class GaudiDynamoBackend(str, BaseEnum):
     IPEX = "IPEX"
     TVM = "TVM"
     AOT_HPU_TRAINING_BACKEND = "AOT_HPU_TRAINING_BACKEND"
+    HPU_BACKEND = "HPU_BACKEND"
 
 
 @dataclass