const ArrayRef<int64_t> zero_points, const int quantization_dimension,
    const bool narrow_range) {
  return UniformQuantizedPerAxisType::getChecked(
      loc, /*flags=*/QuantizationFlags::Signed,
      /*storageType=*/IntegerType::get(&context, /*width=*/8),
      /*expressedType=*/FloatType::getF32(&context),
      SmallVector<double>(scales), SmallVector<int64_t>(zero_points),
      quantization_dimension,

UniformQuantizedPerAxisType CreateI8F32UniformQuantizedPerAxisType(
    Location loc, MLIRContext& context, ArrayRef<double> scales,
    ArrayRef<int64_t> zero_points, int quantization_dimension,
    bool narrow_range = false);

// Creates a `UniformQuantizedPerAxisType` with the given `scales` and
// `zero_points` values. The produced type has f32 as its expressed type and

  //   - size(rhs_contracting_dimensions) = 1
  //   - lhs_contracting_dimension = last dimension of lhs.
  //   - `stablehlo.dot_general` should not have `lhs_batching_dim`.
  //   - quantization_dimension(rhs) should not be in
  //     `rhs_contracting_dimensions`.
  // https://github.com/openxla/stablehlo/blob/main/docs/spec.md#dot_general
  const bool has_proper_rank =