// Constructor used by manually creating the pass.
  explicit QuantizePass(const quant::QuantizationSpecs& quant_specs)
      : quant_specs(quant_specs) {
    enable_numeric_verify_ = quant_specs.verify_numeric;
    enable_whole_model_verify_ = quant_specs.whole_model_verify;
    enable_legacy_quantize_ = quant_specs.legacy_float_scale;

  let dependentDialects = ["TFL::TensorFlowLiteDialect",
    "mlir::quant::QuantizationDialect",
    "mlir::quantfork::QuantizationForkDialect"
  ];

  let options = [
      Option<"enable_numeric_verify_", "numeric-verify",
             "bool", "false",
             "Whether verify numericals at runtime.">,
      Option<"error_tolerance_", "error-tolerance",
             "float", "5.0f",

      "ExperimentalMlirQuantizeModel",
      [](py::object input_contents_txt_raw, bool disable_per_channel,
         bool fully_quantize, int inference_type, int input_data_type,
         int output_data_type, bool enable_numeric_verify,
         bool enable_whole_model_verify, py::object op_blocklist,
         py::object node_blocklist, bool enable_variable_quantization,
         bool disable_per_channel_for_dense_layers,

  )


def wrapped_experimental_mlir_quantize(
    input_data_str,
    disable_per_channel,
    fully_quantize,
    inference_type,
    input_data_type,
    output_data_type,
    enable_numeric_verify,
    enable_whole_model_verify,
    denylisted_ops,
    denylisted_nodes,
    enable_variable_quantization,
    disable_per_channel_for_dense_layers,
    debug_options_str,
):

def ExperimentalMlirQuantizeModel(input_contents_txt_raw: object, disable_per_channel: bool = ..., fully_quantize: bool = ..., inference_type: int = ..., input_data_type: int = ..., output_data_type: int = ..., enable_numeric_verify: bool = ..., enable_whole_model_verify: bool = ..., op_blocklist: object = ..., node_blocklist: object = ..., enable_variable_quantization: bool = ..., disable_per_channel_for_dense_layers: bool = ..., debug_options_proto_txt_raw: object =...

                            bool fully_quantize, int inference_type,
                            int input_data_type, int output_data_type,
                            bool enable_numeric_verify = false,
                            bool enable_whole_model_verify = false,
                            PyObject* op_denylist = nullptr,
                            PyObject* node_denylist = nullptr,

                            bool fully_quantize, int inference_type,
                            int input_data_type, int output_data_type,
                            bool enable_numeric_verify,
                            bool enable_whole_model_verify,
                            PyObject* op_denylist, PyObject* node_denylist,
                            bool enable_variable_quantization,