t.Errorf("%s (order=%d litWidth=%d): %v", fn, order, litWidth, err0)
		return
	}
	if err1 != nil {
		t.Errorf("%s (order=%d litWidth=%d): %v", fn, order, litWidth, err1)
		return
	}
	if len(b1) != len(b0) {
		t.Errorf("%s (order=%d litWidth=%d): length mismatch %d != %d", fn, order, litWidth, len(b1), len(b0))
		return
	}
	for i := 0; i < len(b0); i++ {
		if b1[i] != b0[i] {

	switch order {
	case LSB:
		w.write = (*Writer).writeLSB
	case MSB:
		w.write = (*Writer).writeMSB
	default:
		w.err = errors.New("lzw: unknown order")
		return
	}
	if litWidth < 2 || 8 < litWidth {
		w.err = fmt.Errorf("lzw: litWidth %d out of range", litWidth)
		return
	}
	bw, ok := dst.(writer)
	if !ok && dst != nil {
		bw = bufio.NewWriter(dst)
	}
	w.w = bw
	lw := uint(litWidth)

	r.init(src, order, litWidth)
	return r
}

func (r *Reader) init(src io.Reader, order Order, litWidth int) {
	switch order {
	case LSB:
		r.read = (*Reader).readLSB
	case MSB:
		r.read = (*Reader).readMSB
	default:
		r.err = errors.New("lzw: unknown order")
		return
	}
	if litWidth < 2 || 8 < litWidth {
		r.err = fmt.Errorf("lzw: litWidth %d out of range", litWidth)
		return
	}

		var order Order
		switch d[1] {
		case "LSB":
			order = LSB
		case "MSB":
			order = MSB
		default:
			t.Errorf("%s: bad order %q", tt.desc, d[1])
		}
		litWidth, _ := strconv.Atoi(d[2])
		rc := NewReader(strings.NewReader(tt.compressed), order, litWidth)
		defer rc.Close()
		b.Reset()
		n, err := io.Copy(&b, rc)
		s := b.String()
		if err != nil {
			if err != tt.err {

			e.writeByte(fColorTable | uint8(paddedSize))
			e.write(e.localColorTable[:ct])
		}
	}

	litWidth := paddedSize + 1
	if litWidth < 2 {
		litWidth = 2
	}
	e.writeByte(uint8(litWidth)) // LZW Minimum Code Size.

	bw := blockWriter{e: e}
	bw.setup()
	lzww := lzw.NewWriter(bw, lzw.LSB, litWidth)
	if dx := b.Dx(); dx == pm.Stride {
		_, e.err = lzww.Write(pm.Pix[:dx*b.Dy()])
		if e.err != nil {

			}
			m.Palette = p
		}
	}
	litWidth, err := readByte(d.r)
	if err != nil {
		return fmt.Errorf("gif: reading image data: %v", err)
	}
	if litWidth < 2 || litWidth > 8 {
		return fmt.Errorf("gif: pixel size in decode out of range: %d", litWidth)
	}
	// A wonderfully Go-like piece of magic.
	br := &blockReader{d: d}
	lzwr := lzw.NewReader(br, lzw.LSB, int(litWidth))
	defer lzwr.Close()

  // type.
  const int bitwidth = storage_type.getIntOrFloatBitWidth();
  const bool is_weight_buffer = is_constant && (bitwidth == 8);

  int64_t storage_min =
      QuantizedType::getDefaultMinimumForInteger(is_signed, bitwidth) +
      static_cast<int>(is_weight_buffer);
  int64_t storage_max =
      QuantizedType::getDefaultMaximumForInteger(is_signed, bitwidth);
  uint32_t flags =

// template argument list.
template <unsigned BitWidth, int ZeroPoint, int ScaleMantissa, int ScaleExp,
          int64_t StorageTypeMin, int64_t StorageTypeMax, bool Sign>
class FixedResultUniformScale {
 public:
  template <typename ConcreteType>
  class Impl
      : public QuantizationSpecTraitBase<
            ConcreteType, FixedResultUniformScale<
                              BitWidth, ZeroPoint, ScaleMantissa, ScaleExp,

using QuantizationComponent =
    ::stablehlo::quantization::QuantizationComponentSpec_QuantizationComponent;
using BitType = ::stablehlo::quantization::QuantizationComponentSpec_BitType;
using BitWidth = ::stablehlo::quantization::QuantizationComponentSpec_BitWidth;

// Sets component, bit type and bit width information to the given spec
// instance.
void SetQuantizationComponentSpec(QuantizationComponentSpec* spec,

  // NEXT ID: 4
  enum QuantizationComponent {
    COMPONENT_UNSPECIFIED = 0;
    COMPONENT_ACTIVATION = 1;
    COMPONENT_WEIGHT = 2;
    COMPONENT_BIAS = 3;
  }

  // NEXT ID: 5
  enum BitWidth {
    BIT_WIDTH_UNSPECIFIED = 0;
    BIT_WIDTH_4 = 1;
    BIT_WIDTH_8 = 2;
    BIT_WIDTH_16 = 3;
    BIT_WIDTH_32 = 4;
  }

  // NEXT ID: 4
  enum BitType {
    BIT_TYPE_UNSPECIFIED = 0;