bo := rgba.Bounds()
	rnd := rand.New(rand.NewSource(123))
	for y := bo.Min.Y; y < bo.Max.Y; y++ {
		for x := bo.Min.X; x < bo.Max.X; x++ {
			rgba.SetRGBA(x, y, color.RGBA{
				uint8(rnd.Intn(256)),
				uint8(rnd.Intn(256)),
				uint8(rnd.Intn(256)),
				255,
			})
		}
	}

	b.SetBytes(640 * 480 * 4)
	b.ReportAllocs()
	b.ResetTimer()
	for i := 0; i < b.N; i++ {
		Encode(io.Discard, rgba, nil)

		var eqtype ir.Node
		tab := ir.NewUnaryExpr(base.Pos, ir.OITAB, l)
		rtyp := reflectdata.CompareRType(base.Pos, n)
		if l.Type().IsEmptyInterface() {
			tab.SetType(types.NewPtr(types.Types[types.TUINT8]))
			tab.SetTypecheck(1)
			eqtype = ir.NewBinaryExpr(base.Pos, eq, tab, rtyp)
		} else {
			nonnil := ir.NewBinaryExpr(base.Pos, brcom(eq), typecheck.NodNil(), tab)

// Reverse returns the value of x with its bits in reversed order.
func Reverse(x uint) uint {
	if UintSize == 32 {
		return uint(Reverse32(uint32(x)))
	}
	return uint(Reverse64(uint64(x)))
}

// Reverse8 returns the value of x with its bits in reversed order.
func Reverse8(x uint8) uint8 {
	return rev8tab[x]
}

// Reverse16 returns the value of x with its bits in reversed order.

		print(typestring, "(", *(*int)(eface.data), ")")
	case abi.Int8:
		print(typestring, "(", *(*int8)(eface.data), ")")
	case abi.Int16:
		print(typestring, "(", *(*int16)(eface.data), ")")
	case abi.Int32:
		print(typestring, "(", *(*int32)(eface.data), ")")
	case abi.Int64:
		print(typestring, "(", *(*int64)(eface.data), ")")
	case abi.Uint:
		print(typestring, "(", *(*uint)(eface.data), ")")
	case abi.Uint8:

      )mlir";

  Block block{};
  TF::UniformRequantizeOp op =
      ParseUniformRequantizedOp(kRequantOpExpr, block, ctx_);

  llvm::StringMap<Attribute> identifier_to_attr;

func (b *Builder) BytesOrPanic() []byte {
	if b.err != nil {
		panic(b.err)
	}
	return b.result[b.offset:]
}

// AddUint8 appends an 8-bit value to the byte string.
func (b *Builder) AddUint8(v uint8) {
	b.add(byte(v))
}

// AddUint16 appends a big-endian, 16-bit value to the byte string.
func (b *Builder) AddUint16(v uint16) {
	b.add(byte(v>>8), byte(v))
}

		case Bool, Int, Uint, Float, String, Time, Bytes:
			field.DataType = DataType(strings.ToLower(val))
		default:
			field.DataType = DataType(val)
		}
	}

	if field.Size == 0 {
		switch reflect.Indirect(fieldValue).Kind() {
		case reflect.Int, reflect.Int64, reflect.Uint, reflect.Uint64, reflect.Float64:
			field.Size = 64
		case reflect.Int8, reflect.Uint8:
			field.Size = 8

	if rowSize != int64(int(rowSize)) {
		return nil, UnsupportedError("dimension overflow")
	}
	// cr and pr are the bytes for the current and previous row.
	cr := make([]uint8, rowSize)
	pr := make([]uint8, rowSize)

	for y := 0; y < height; y++ {
		// Read the decompressed bytes.
		_, err := io.ReadFull(r, cr)
		if err != nil {
			if err == io.EOF || err == io.ErrUnexpectedEOF {

	// amd64:"ROLW" 386:"ROLW"
	// arm64:"RORW",-"CSEL"
	return bits.RotateLeft16(n, s)
}

func RotateLeft8(n uint8, s int) uint8 {
	// amd64:"ROLB" 386:"ROLB"
	// arm64:"LSL","LSR",-"CSEL"
	return bits.RotateLeft8(n, s)
}

func RotateLeftVariable(n uint, m int) uint {
	// amd64:"ROLQ"
	// arm64:"ROR"
	// ppc64x:"ROTL"
	// s390x:"RLLG"
	// wasm:"I64Rotl"
	return bits.RotateLeft(n, m)
}

		}

		for ; length > 0; length-- {
			i := v >> uint((length-1)*8) & 0xff
			c.AddUint8(uint8(i))
		}
	})
}

// AddASN1Uint64 appends a DER-encoded ASN.1 INTEGER.
func (b *Builder) AddASN1Uint64(v uint64) {
	b.AddASN1(asn1.INTEGER, func(c *Builder) {
		length := 1
		for i := v; i >= 0x80; i >>= 8 {
			length++
		}

		for ; length > 0; length-- {
			i := v >> uint((length-1)*8) & 0xff
			c.AddUint8(uint8(i))
		}