diff --git a/python/vineyard/contrib/ml/torch.py b/python/vineyard/contrib/ml/torch.py
index 74c27dd9..2161028d 100644
--- a/python/vineyard/contrib/ml/torch.py
+++ b/python/vineyard/contrib/ml/torch.py
@@ -215,7 +215,17 @@ def put_torch_tensors(client, tensors) -> List[Union[ObjectID, ObjectMeta]]:
         blobs = client.create_remote_blob(blob_writers)
 
     metadatas = []
+    found_bfloat16 = False
     for tensor, size, blob in zip(tensors, sizes, blobs):
+        if tensor.dtype == torch.bfloat16:
+            if not found_bfloat16:
+                warnings.warn(
+                    "Important, bfloat16 is not supported by vineyard, "
+                    "converting to float16 instead, which may cause precision loss."
+                )
+                found_bfloat16 = True
+            tensor = tensor.to(torch.float16)
+
         value = tensor.numpy()
         meta = ObjectMeta()
         meta['typename'] = 'vineyard::Tensor<%s>' % normalize_cpptype(value.dtype)