// extra pad op will allow us to always set the `padding` attribute of
      // the newly created tfl.conv_2d op as "VALID".
      TFL::PadOp pad_op =
          CreateTflPadOp(op.getLoc(), padding_attr, input_value, rewriter);
      input_value = pad_op.getResult();
    }

    const Type output_type = GetQuantizedOutputType(
        op, rewriter, has_i32_output, fuse_bias_constant);