effective_maxs.push_back(std::max(max, kSmallestHalfRange));
    }
  }
}

// Sets the min / max, scale and zero_points from the fake quant num_bits
// attribute from QAT.
QuantizedType ResetMinMaxFromNumBits(const QuantizedType type,
                                     const int num_bits,
                                     const bool narrow_range,