diff --git a/extensions_built_in/diffusion_models/wan22/wan22_14b_model.py b/extensions_built_in/diffusion_models/wan22/wan22_14b_model.py
index 3266d320..79886ea4 100644
--- a/extensions_built_in/diffusion_models/wan22/wan22_14b_model.py
+++ b/extensions_built_in/diffusion_models/wan22/wan22_14b_model.py
@@ -134,10 +134,14 @@ class DualWanTransformer3DModel(torch.nn.Module):
                     getattr(self, t_name).to(self.device_torch)
                     torch.cuda.empty_cache()
                 self._active_transformer_name = t_name
+            
         if self.transformer.device != hidden_states.device:
-            raise ValueError(
-                f"Transformer device {self.transformer.device} does not match hidden states device {hidden_states.device}"
-            )
+            if self.low_vram:
+                # move other transformer to cpu
+                other_tname = 'transformer_1' if t_name == 'transformer_2' else 'transformer_2'
+                getattr(self, other_tname).to("cpu")
+            
+            self.transformer.to(hidden_states.device)
 
         return self.transformer(
             hidden_states=hidden_states,