diff --git a/src/diffusers/models/attention_dispatch.py b/src/diffusers/models/attention_dispatch.py
index 6a05aac215c6..e123f4c19398 100644
--- a/src/diffusers/models/attention_dispatch.py
+++ b/src/diffusers/models/attention_dispatch.py
@@ -955,12 +955,13 @@ def _native_npu_attention(
     dropout_p: float = 0.0,
     scale: Optional[float] = None,
 ) -> torch.Tensor:
-    return npu_fusion_attention(
+    query, key, value = (x.transpose(1, 2).contiguous() for x in (query, key, value))
+    out = npu_fusion_attention(
         query,
         key,
         value,
-        query.size(2),  # num_heads
-        input_layout="BSND",
+        query.size(1),  # num_heads
+        input_layout="BNSD",
         pse=None,
         scale=1.0 / math.sqrt(query.shape[-1]) if scale is None else scale,
         pre_tockens=65536,
@@ -969,6 +970,8 @@ def _native_npu_attention(
         sync=False,
         inner_precise=0,
     )[0]
+    out = out.transpose(1, 2).contiguous()
+    return out
 
 
 # Reference: https://github.com/pytorch/xla/blob/06c5533de6588f6b90aa1655d9850bcf733b90b4/torch_xla/experimental/custom_kernel.py#L853