diff --git a/python/sglang/srt/managers/schedule_batch.py b/python/sglang/srt/managers/schedule_batch.py
index 736df1a7b..337bcdb06 100644
--- a/python/sglang/srt/managers/schedule_batch.py
+++ b/python/sglang/srt/managers/schedule_batch.py
@@ -200,6 +200,7 @@ class MultimodalDataItem:
 
         def tensor_hash(f):
             f_list = flatten_nested_list(f)
+            f_list = [x.flatten() if isinstance(x, torch.Tensor) else x for x in f_list]
             f_cat = torch.concat(f_list).contiguous().numpy().tobytes()
             return hash(f_cat)