diff --git a/vllm/v1/worker/xpu_model_runner.py b/vllm/v1/worker/xpu_model_runner.py
index fb892211f..7becdd392 100644
--- a/vllm/v1/worker/xpu_model_runner.py
+++ b/vllm/v1/worker/xpu_model_runner.py
@@ -45,8 +45,12 @@ def _torch_cuda_wrapper():
             self.synchronize = lambda: None
 
     try:
-        # replace cuda Event with xpu Event, this should work by default
+        # replace cuda APIs with xpu APIs, this should work by default
         torch.cuda.Event = torch.xpu.Event
+        torch.cuda.Stream = torch.xpu.Stream
+        torch.cuda.default_stream = torch.xpu.current_stream
+        torch.cuda.current_stream = torch.xpu.current_stream
+        torch.cuda.stream = torch.xpu.stream
         yield
     finally:
         # if anything goes wrong, just patch it with a placeholder