diff --git a/treetensor/torch/stream.py b/treetensor/torch/stream.py
new file mode 100644
index 0000000000000000000000000000000000000000..b7ebf4f46d3bf4c74dac888c9736fda1b1ef9caf
--- /dev/null
+++ b/treetensor/torch/stream.py
@@ -0,0 +1,35 @@
+import random
+from typing import Optional, List
+
+import torch
+
+_stream_pool: Optional[List[torch.cuda.Stream]] = None
+_global_streams: Optional[List[torch.cuda.Stream]] = None
+
+__all__ = [
+    'stream',
+]
+
+
+def stream(cnt):
+    assert torch.cuda.is_available(), "CUDA is not supported."
+
+    global _stream_pool, _global_streams
+    if _stream_pool is None:
+        _stream_pool = [torch.cuda.current_stream()]
+
+    if cnt is None:  # close stream support by
+        _global_streams = None
+    else:  # use the given number of streams
+        while len(_stream_pool) < cnt:
+            _stream_pool.append(torch.cuda.Stream())
+
+        _global_streams = _stream_pool[:cnt]
+
+
+def stream_call(func, *args, **kwargs):
+    if _global_streams is not None:
+        with torch.cuda.stream(random.choice(_global_streams)):
+            return func(*args, **kwargs)
+    else:
+        return func(*args, **kwargs)