break;
      }
    }
    if (new_out_quant_dim == -1) {
      return transpose_op.emitOpError(
          "new quantization dimension not found in perm");
    }

    // Insert a QDQ pair with the new quantized dimension after TransposeOp
    auto new_qtype = quant::CreateI8F32UniformQuantizedPerAxisType(
        transpose_op.getLoc(), *rewriter.getContext(), aqtype.getScales(),

      // or results. Skip this node for now.
      if (!params) {
        quantized_.erase(op);
        continue;
      }

      // If this is a QDQ conversion only, the op could have a same-scale
      // requirement for the floating point kernel but allow per-axis
      // quantization for the quantized kernel. If the quantized dimension