DataType type) {
  // Only qint8 and quint8 are considered here.
  double qmin, qmax;
  if (type == DT_QUINT8) {
    qmin = 0.0;
    qmax = 255.0;
  } else if (type == DT_QINT8) {
    qmin = -128.0;
    qmax = 127.0;
  } else {
    return absl::InvalidArgumentError("Only int8 and uint8 are considered.");
  }

      elemType.isInteger(64))
    return true;

  // Complex<F<32>> is allowed.
  if (mlir::isa<ComplexType>(elemType) &&
      mlir::cast<ComplexType>(elemType).getElementType().isF32())
    return true;

  // QUINT8 and UI8 are allowed.
  if (mlir::isa<TF::Quint8Type>(elemType) ||
      (elemType.isInteger(8) && mlir::cast<IntegerType>(elemType).isUnsigned()))
    return true;

  return false;
}

    %check = "tf.Equal"(%arg1, %one) : (tensor<i32>, tensor<i32>) -> tensor<i1>
    "tf.Yield"(%check) : (tensor<i1>) -> ()
    }, {
  ^bb0(%barg0: tensor<2x?x!tf_type.qint8>, %barg1: tensor<?x2x!tf_type.qint8>):
    %id = "tf.Identity"(%barg0) : (tensor<2x?x!tf_type.qint8>) -> tensor<2x?x!tf_type.qint8>

}

func (v *Value) AuxInt8() int8 {
	if opcodeTable[v.Op].auxType != auxInt8 && opcodeTable[v.Op].auxType != auxNameOffsetInt8 {
		v.Fatalf("op %s doesn't have an int8 aux field", v.Op)
	}
	return int8(v.AuxInt)
}

func (v *Value) AuxUInt8() uint8 {
	if opcodeTable[v.Op].auxType != auxUInt8 {
		v.Fatalf("op %s doesn't have a uint8 aux field", v.Op)
	}
	return uint8(v.AuxInt)
}

}

type CryptoReportLarval struct {
	Type [64]uint8
}

type CryptoReportHash struct {
	Type       [64]uint8
	Blocksize  uint32
	Digestsize uint32
}

type CryptoReportCipher struct {
	Type        [64]uint8
	Blocksize   uint32
	Min_keysize uint32
	Max_keysize uint32
}

type CryptoReportBlkCipher struct {
	Type        [64]uint8
	Geniv       [64]uint8
	Blocksize   uint32

}

type CryptoReportLarval struct {
	Type [64]uint8
}

type CryptoReportHash struct {
	Type       [64]uint8
	Blocksize  uint32
	Digestsize uint32
}

type CryptoReportCipher struct {
	Type        [64]uint8
	Blocksize   uint32
	Min_keysize uint32
	Max_keysize uint32
}

type CryptoReportBlkCipher struct {
	Type        [64]uint8
	Geniv       [64]uint8
	Blocksize   uint32

}

type CryptoReportLarval struct {
	Type [64]uint8
}

type CryptoReportHash struct {
	Type       [64]uint8
	Blocksize  uint32
	Digestsize uint32
}

type CryptoReportCipher struct {
	Type        [64]uint8
	Blocksize   uint32
	Min_keysize uint32
	Max_keysize uint32
}

type CryptoReportBlkCipher struct {
	Type        [64]uint8
	Geniv       [64]uint8
	Blocksize   uint32

}

type CryptoReportLarval struct {
	Type [64]uint8
}

type CryptoReportHash struct {
	Type       [64]uint8
	Blocksize  uint32
	Digestsize uint32
}

type CryptoReportCipher struct {
	Type        [64]uint8
	Blocksize   uint32
	Min_keysize uint32
	Max_keysize uint32
}

type CryptoReportBlkCipher struct {
	Type        [64]uint8
	Geniv       [64]uint8
	Blocksize   uint32

}

type CryptoReportLarval struct {
	Type [64]uint8
}

type CryptoReportHash struct {
	Type       [64]uint8
	Blocksize  uint32
	Digestsize uint32
}

type CryptoReportCipher struct {
	Type        [64]uint8
	Blocksize   uint32
	Min_keysize uint32
	Max_keysize uint32
}

type CryptoReportBlkCipher struct {
	Type        [64]uint8
	Geniv       [64]uint8
	Blocksize   uint32

  %1 = "tfl.quantize"(%0) {qtype = tensor<8x!quant.uniform<u8:f32, 1.000000e+00>>} : (tensor<8xf32>) -> tensor<8x!quant.uniform<u8:f32, 1.000000e+00>>
  func.return %1 : tensor<8x!quant.uniform<u8:f32, 1.000000e+00>>

// CHECK:  %0 = "tf.FakeQuantWithMinMaxVars"(%arg0, %cst, %cst_0) <{narrow_range = false, num_bits = 5 : i64}>
// CHECK:  %1 = "tfl.quantize"(%0) <{qtype = tensor<8x!quant.uniform<u8:f32, 1.000000e+00>>}>
// CHECK:  return %1
}