diff --git a/python/sglang/srt/model_executor/model_runner.py b/python/sglang/srt/model_executor/model_runner.py
index 26fa77b88..a100e2785 100644
--- a/python/sglang/srt/model_executor/model_runner.py
+++ b/python/sglang/srt/model_executor/model_runner.py
@@ -895,8 +895,12 @@ class ModelRunner:
         named_tensors: List[Tuple[str, Union[torch.Tensor, "LocalSerializedTensor"]]],
         load_format: Optional[str] = None,
     ):
+        monkey_patch_torch_reductions()
+        # We need to get device after patch otherwise the device would be wrong
+        infered_device = torch.cuda.current_device()
+
         named_tensors = [
-            (name, _unwrap_tensor(tensor, tp_rank=self.tp_rank))
+            (name, _unwrap_tensor(tensor, tp_rank=self.tp_rank, device=infered_device))
             for name, tensor in named_tensors
         ]
         if load_format == "direct":
@@ -1809,11 +1813,10 @@ def _model_load_weights_direct(model, named_tensors: List[Tuple[str, torch.Tenso
         default_weight_loader(params_dict[name], tensor)
 
 
-def _unwrap_tensor(tensor, tp_rank):
+def _unwrap_tensor(tensor, tp_rank, device):
     if isinstance(tensor, LocalSerializedTensor):
-        monkey_patch_torch_reductions()
         tensor = tensor.get(tp_rank)
-    return tensor.to(torch.cuda.current_device())
+    return tensor.to(device)
 
 
 @dataclass