diff --git a/onnxscript/function_libs/torch_lib/ops/nn.py b/onnxscript/function_libs/torch_lib/ops/nn.py
index 2f29aab9cd..ac95ecd1ed 100644
--- a/onnxscript/function_libs/torch_lib/ops/nn.py
+++ b/onnxscript/function_libs/torch_lib/ops/nn.py
@@ -690,6 +690,7 @@ def _get_im2col_indices_along_dim(
 
     return block_mask
 
+
 def _get_im2col_padded_input(input, padding_h, padding_w):
     # Input is always 4-D tensor (N, C, H, W)
     # Padding tensor has the following format: (padding_h, padding_w)
@@ -1520,7 +1521,6 @@ def aten_one_hot(self: TensorType, num_classes: int = -1) -> TensorType:
     raise NotImplementedError()
 
 
-@torch_op("aten::pad", trace_only=True)
 def aten_pad(
     self: TensorType, pad: INT64, mode: str = "constant", value: Optional[float] = None
 ) -> TensorType: