bias_component;
  weight_component.set_quantization_component(
      QuantizationComponentSpec::COMPONENT_WEIGHT);
  weight_component.set_bit_width(QuantizationComponentSpec::BIT_WIDTH_16);
  weight_component.set_bit_type(QuantizationComponentSpec::BIT_TYPE_FLOAT);
  bias_component.set_quantization_component(
      QuantizationComponentSpec::COMPONENT_BIAS);

    tensorflow::quantization::QuantizationComponentSpec;

TEST(TfOpQuantSpecTest, WeightComponentSpecExist) {
  QuantizationOptions quant_options;
  QuantizationComponentSpec quant_spec;
  quant_spec.set_quantization_component(
      QuantizationComponentSpec::COMPONENT_WEIGHT);
  quant_spec.set_tensor_type(QuantizationComponentSpec::TENSORTYPE_INT_8);
  auto mutable_quant_method = quant_options.mutable_quantization_method();

                                  const QuantizationComponent& component,
                                  const BitType bit_type,
                                  const BitWidth bit_width) {
  spec->set_quantization_component(component);
  spec->set_bit_type(bit_type);
  spec->set_bit_width(bit_width);
}

::stablehlo::quantization::QuantizationOptions FillPresetQuantizationOptions(

  Value value = CreateConstValue<float>(builder, module->getLoc(), {1024, 2},
                                        SmallVector<float>(2048, 0));

  QuantizationComponentSpec quant_spec;
  quant_spec.set_quantization_component(
      QuantizationComponentSpec::COMPONENT_WEIGHT);
  quant_spec.set_tensor_type(QuantizationComponentSpec::TENSORTYPE_INT_8);

  std::optional<TF::PartitionedCallOp> dequantize_op = ApplyUniformQuantization(

  // Initialize for tests.
  void initializeForTest() {
    if (!test_mode_) return;

    tensorflow::quantization::QuantizationComponentSpec quant_spec;
    quant_spec.set_quantization_component(
        tensorflow::quantization::QuantizationComponentSpec::COMPONENT_WEIGHT);
    quant_spec.set_tensor_type(
        tensorflow::quantization::QuantizationComponentSpec::TENSORTYPE_INT_8);

            QuantizationComponentSpec* new_spec =
                quant_options_.mutable_quantization_method()
                    ->add_quantization_component_specs();
            new_spec->set_quantization_component(component);
            new_spec->set_tensor_type(type);
          };

      add_new_spec(QuantizationComponentSpec::COMPONENT_ACTIVATION,
                   QuantizationComponentSpec::TENSORTYPE_INT_8);