--- a/src/models/qwen3_vl_embedding.py
+++ b/src/models/qwen3_vl_embedding.py
@@ -189,7 +189,6 @@
         )
         self.model.eval()
 
-    @torch.no_grad()
     def forward(self, inputs: Dict[str, Any]) -> Dict[str, torch.Tensor]:
         outputs = self.model(**inputs)
         return {