namespace tensorflow {
namespace tf_mlrt {

REGISTER_OP("TestAsyncIdentity")
    .Input("in: T")
    .Output("out: T")
    .Attr(
        "T: {bfloat16, half, float, double, uint8, int8, int16, uint32, int32, "
        "int64, complex64, complex128}")
    .SetShapeFn(::tensorflow::shape_inference::UnchangedShape);

class TestAsyncIdentityKernel : public AsyncOpKernel {
 public:

	valueRewriter func(*Value) bool
)

type Types struct {
	Bool       *types.Type
	Int8       *types.Type
	Int16      *types.Type
	Int32      *types.Type
	Int64      *types.Type
	UInt8      *types.Type
	UInt16     *types.Type
	UInt32     *types.Type
	UInt64     *types.Type
	Int        *types.Type
	Float32    *types.Type
	Float64    *types.Type
	UInt       *types.Type
	Uintptr    *types.Type

	{"make", `var    c int; _ = make([]int, 0, c)`, `func([]int, int, int) []int`},
	{"make", `var l, c int; _ = make([]int, l, c)`, `func([]int, int, int) []int`},

	// go.dev/issue/37393
	{"make", `                _ = make([]int       , 0   )`, `func([]int, int) []int`},
	{"make", `var l    byte ; _ = make([]int8      , l   )`, `func([]int8, byte) []int8`},

// license that can be found in the LICENSE file.

package main

type MyBool bool
type MyComplex128 complex128
type MyComplex64 complex64
type MyFloat32 float32
type MyFloat64 float64
type MyInt int
type MyInt8 int8
type MyInt16 int16
type MyInt32 int32
type MyInt64 int64
type MyString string
type MyUint uint
type MyUint8 uint8
type MyUint16 uint16
type MyUint32 uint32
type MyUint64 uint64
type MyUintptr uintptr

Oliver Liu <******@****.***> 1520311744 -0800

			low = uint32(prod)
		}
	}
	return int32(prod >> 32)
}

// Intn returns, as an int, a non-negative pseudo-random number in the half-open interval [0,n).
// It panics if n <= 0.
func (r *Rand) Intn(n int) int {
	if n <= 0 {
		panic("invalid argument to Intn")
	}
	if n <= 1<<31-1 {
		return int(r.Int31n(int32(n)))
	}
	return int(r.Int63n(int64(n)))
}

	const _ int16 = 1e6464569   // ERROR "integer too large|floating-point constant truncated to integer|exponent too large|truncated"
	const _ int8 = 1e646456     // ERROR "integer too large|floating-point constant truncated to integer|exponent too large|truncated"

			}
		}
	case reflect.Int, reflect.Int8, reflect.Int16, reflect.Int32, reflect.Int64:
		field.DataType = Int
		if field.HasDefaultValue && !skipParseDefaultValue {
			if field.DefaultValueInterface, err = strconv.ParseInt(field.DefaultValue, 0, 64); err != nil {
				schema.err = fmt.Errorf("failed to parse %s as default value for int, got error: %v", field.DefaultValue, err)
			}
		}

//
// Specifically, it combines the following concerns, each of which would be
// independent variables in a more generic setup:
//   - numBits and isSigned imply storage data type (uint8, int8, int16)
//   - numBits < 8 is promoted to uint8 or int8
//   - "narrow_range" narrows the lower bound of the storage type's range by
//     1
//   - the specified min/max values are "nudged" so that the result has a zero

// license that can be found in the LICENSE file.

package types

// BasicKind describes the kind of basic type.
type BasicKind int

const (
	Invalid BasicKind = iota // type is invalid

	// predeclared types
	Bool
	Int
	Int8
	Int16
	Int32
	Int64
	Uint
	Uint8
	Uint16
	Uint32
	Uint64
	Uintptr
	Float32
	Float64
	Complex64
	Complex128
	String