}

}  // namespace

GraphDef DeviceCompilerSerializeTest::GetTestGraph(
    const PartialTensorShape& input_shape) {
  FunctionDef make_test_fn = FunctionDefHelper::Define(
      "TestFn", {"a:float", "b:float", "c:float"}, {"m:float"}, {},
      {{{"d"}, "Add", {"a", "b"}, {{"T", DT_FLOAT}}},
       {{"e"}, "Mul", {"d", "c"}, {{"T", DT_FLOAT}}},
       {{"f"}, "Add", {"e", "a"}, {{"T", DT_FLOAT}}},

  }
  return builder->CreateVector(floatVec);
}

// F32Attr already returns a float as required by flatbuffer builders.
static float ConvertF32AttrForOptionWriter(
    llvm::APFloat f, flatbuffers::FlatBufferBuilder* builder) {
  return f.convertToFloat();
}

// BoolAttr already returns a bool as required by flatbuffer builders.
static bool ConvertBoolAttrForOptionWriter(

    public val KaType.isByte: Boolean get() = withValidityAssertion { isClassTypeWithClassId(DefaultTypeClassIds.BYTE) }
    public val KaType.isFloat: Boolean get() = withValidityAssertion { isClassTypeWithClassId(DefaultTypeClassIds.FLOAT) }
    public val KaType.isDouble: Boolean get() = withValidityAssertion { isClassTypeWithClassId(DefaultTypeClassIds.DOUBLE) }

  FunctionDefLibrary library;

  FunctionDef called_func =
      FunctionDefHelper::Create("TransposeCall",
                                /*in_def=*/{"a:float", "b:int32"},
                                /*out_def=*/{"c:float"}, {},
                                {{{"t0"},
                                  "Transpose",
                                  {"a", "b"},
                                  {

// the number +0.0 exactly, with precision 0 and rounding mode [ToNearestEven].
//
// Operations always take pointer arguments (*Float) rather
// than Float values, and each unique Float value requires
// its own unique *Float pointer. To "copy" a Float value,
// an existing (or newly allocated) Float must be set to
// a new value using the [Float.Set] method; shallow copies

type BasicInfo int

// Properties of basic types.
const (
	IsBoolean BasicInfo = 1 << iota
	IsInteger
	IsUnsigned
	IsFloat
	IsComplex
	IsString
	IsUntyped

	IsOrdered   = IsInteger | IsFloat | IsString
	IsNumeric   = IsInteger | IsFloat | IsComplex
	IsConstType = IsBoolean | IsNumeric | IsString
)

// A Basic represents a basic type.
type Basic struct {
	kind BasicKind

    }
    return APInt(storage_bit_width_, signless_result);
  }

  // Keep both APFloat and double versions of the quantization parameters
  // around since they will be used in generic and specialized arithmetic,
  // respectively.
  const APFloat scale_;
  const APFloat zero_point_;
  const APFloat clamp_min_;
  const APFloat clamp_max_;

  const double scale_double_;
  const double zero_point_double_;

		if isNumeric(x.typ) && isNumeric(typ) {
			// numeric conversion : error msg
			//
			// integer -> integer : overflows
			// integer -> float   : overflows (actually not possible)
			// float   -> integer : truncated
			// float   -> float   : overflows
			//
			if !isInteger(x.typ) && isInteger(typ) {
				return nil, TruncatedFloat
			} else {
				return nil, NumericOverflow
			}
		}

  uint16_t raw_data = val.bitcastToAPInt().getZExtValue();
  return Eigen::numext::bit_cast<Eigen::half>(raw_data);
}

APFloat EigenHalfToAPFloat(const Eigen::half& val) {
  uint16_t raw_data = Eigen::numext::bit_cast<uint16_t>(val);
  return APFloat(APFloat::IEEEhalf(), APInt(16, raw_data));
}

void PopulateEncodingParams(const std::vector<int>& block_size,
                            std::vector<int>* traversal_order,

		val = constant.MakeString(r.string())

	case types.IsInteger:
		var x big.Int
		r.mpint(&x, b)
		val = constant.Make(&x)

	case types.IsFloat:
		val = r.mpfloat(b)

	case types.IsComplex:
		re := r.mpfloat(b)
		im := r.mpfloat(b)
		val = constant.BinaryOp(re, token.ADD, constant.MakeImag(im))

	default:
		errorf("unexpected type %v", typ) // panics
		panic("unreachable")
	}