diff --git a/src/transformers/integrations/peft.py b/src/transformers/integrations/peft.py
index 432c0d3c2bb..0c743b9f9bd 100644
--- a/src/transformers/integrations/peft.py
+++ b/src/transformers/integrations/peft.py
@@ -346,7 +346,7 @@ class PeftAdapterMixin:
         offload_index: Optional[int] = None,
     ) -> None:
         """
-        Optionnal re-dispatch the model and attach new hooks to the model in case the model has been loaded with
+        Optional re-dispatch the model and attach new hooks to the model in case the model has been loaded with
         accelerate (i.e. with `device_map=xxx`)
 
         Args: