diff --git a/src/transformers/models/vilt/modeling_vilt.py b/src/transformers/models/vilt/modeling_vilt.py
index 36c5d38710ef10..364bc15b905fcf 100755
--- a/src/transformers/models/vilt/modeling_vilt.py
+++ b/src/transformers/models/vilt/modeling_vilt.py
@@ -1260,6 +1260,8 @@ def forward(
 
         loss = None
         if labels is not None:
+            # move labels to correct device to enable PP
+            labels = labels.to(logits.device)
             raise NotImplementedError("Training is not yet supported.")
 
         if not return_dict: