llvm::SmallVector<int64_t, 4> resource_subtype_shape(
          resource_shape.begin(), resource_shape.end());
      auto resource_subtype =
          GetTypeFromTFTensorShape(resource_subtype_shape, element_type);
      auto resource_type =
          mlir::TF::ResourceType::get({resource_subtype}, builder.getContext());

      auto tensor_type = mlir::cast<mlir::TensorType>(mlir_arg.getType());
      if (tensor_type.hasRank()) {