outConvertedType = quantizedElementType.getStorageType();
    return IntegerAttr::get(quantizedElementType.getStorageType(),
                            converter.quantizeFloatToInt(floatAttr.getValue()));
  }

  return nullptr;
}

/// Converts a real expressed DenseFPElementsAttr to a corresponding
/// DenseElementsAttr (typically DenseIntElementsAttr) containing quantized

        clamp_max_double_(clamp_max.convertToDouble()),
        storage_bit_width_(storage_bit_width),
        is_signed_(is_signed),
        round_mode_(APFloat::rmNearestTiesToAway) {}

  virtual APInt quantizeFloatToInt(APFloat expressed_value) const {
    // This function is a performance critical code path in quantization
    // since it runs for each single float parameter value.

  return attr.mapValues(new_element_type, [&](const APFloat &old) {
    int chunk_index = flatten_index / chunk_size;
    flatten_index++;
    return converters[chunk_index % dim_size].quantizeFloatToInt(old);
  });
}