if (mlir::isa<FloatAttr>(origRealValue)) {
    FloatAttr floatAttr = mlir::cast<FloatAttr>(origRealValue);
    outConvertedType = quantizedElementType.getStorageType();
    return IntegerAttr::get(quantizedElementType.getStorageType(),
                            converter.quantizeFloatToInt(floatAttr.getValue()));
  }

  return nullptr;
}

/// Converts a real expressed DenseFPElementsAttr to a corresponding

                                      /*scale=*/1.0, /*zero_point=*/0);
  // Storage type of `i8` is currently verifiable as `unsigned` in `Types.cpp`.
  EXPECT_TRUE(quantized_type.getStorageType().isSignlessInteger(8));
}

TEST_F(CreateI8F32UniformQuantizedTypeTest, F32ExpressedTypeSucceeds) {
  const UniformQuantizedType quantized_type =
      CreateI8F32UniformQuantizedType(UnknownLoc::get(&ctx_), ctx_,

    if (multiplier_attr.isSplat()) {
      double new_scale = multiplier_array.front() * uniform_type.getScale();
      new_qtype = UniformQuantizedType::get(
          uniform_type.getFlags(), uniform_type.getStorageType(),
          uniform_type.getExpressedType(), new_scale,
          uniform_type.getZeroPoint(), uniform_type.getStorageTypeMin(),
          uniform_type.getStorageTypeMax());
    } else {
      auto new_scales =

          llvm::equal(expected_per_axis_qtype.getZeroPoints(),
                      compared_per_axis_qtype.getZeroPoints()) &&
          expected_params.getStorageType() ==
              compared_params.getStorageType() &&
          expected_params.getExpressedType() ==
              compared_params.getExpressedType()) {
        continue;
      }
    }

}

bool IsStorageTypeI8(const QuantizedType quantized_type) {
  const Type storage_type = quantized_type.getStorageType();
  return storage_type.isInteger(/*width=*/8);
}

bool IsStorageTypeI32(const QuantizedType quantized_type) {
  const Type storage_type = quantized_type.getStorageType();
  return storage_type.isInteger(/*width=*/32);
}

bool IsExpressedTypeF32(const QuantizedType quantized_type) {

            uniform_type.getStorageTypeIntegralWidth(),
            uniform_type.isSigned()) {
    assert(isa<FloatType>(uniform_type.getExpressedType()));
    assert(uniform_type.getStorageType().isSignlessInteger());
  }

  UniformQuantizedValueConverter(double scale, double zero_point,
                                 double clamp_min, double clamp_max,

    rewriter.replaceOpWithNewOp<mhlo::BitcastConvertOp>(
        op,
        output_type->clone(
            mlir::dyn_cast<quant::QuantizedType>(output_type->getElementType())
                .getStorageType()),
        result);

    return success();
  }
};

// UniformDequantizeOp takes TF quantized types as input which would have been

              auto uniform_quantized_dtype =
                  mlir::dyn_cast_or_null<UniformQuantizedType>(
                      operand_or_result)
                      .getStorageType();
              dtype = absl::StrCat(
                  "uq_", uniform_quantized_dtype.getIntOrFloatBitWidth());
            })
            .Case<quant::UniformQuantizedPerAxisType>([&](Type) {

      auto quantize_output = quantize_op.getOutput();
      auto current_type = quant::QuantizedType::getQuantizedElementType(
                              quantize_output.getType())
                              .getStorageType();
      if (current_type == input_type) {  // int8 == int8
        arg_type = quantize_output.getType();
        new_arg = block.addArgument(arg_type, loc);
        quantize_output.replaceAllUsesWith(new_arg);

  if (auto qtype = mlir::dyn_cast<QuantizedType>(element_ty)) {
    mlir::RankedTensorType new_type = tensorflow::GetTypeFromTFTensorShape(
        type.getShape(), qtype.getStorageType());
    return DenseElementsAttr::get(
        new_type, builder.getIntegerAttr(qtype.getStorageType(), unique_index));
  }
  llvm_unreachable("unhandled element type");
}

StatusOr<mlir::ElementsAttr> ConvertIntBuffer(