// storage type. The available values use the full range of the storage value,
// i.e. [-128, 127]. Assumes asymmetric quantization, meaning the zero point
// value can be a non-zero value.
// If `narrow_range` is set true (ex: for weights), a restricted range of
// integers will be used for symmetric mapping, i.e. [-127, 127].
UniformQuantizedType CreateI8F32UniformQuantizedType(Location loc,

    there's any, and set it to True. The reason behind this decision is that
    generally activations of these ops show better accuracy with asymmetric
    input quantization so we want to deprecate symmetric activation quantization
    for those ops eventually.
    - Unlike to the old quantizer, per-channel quantization is supported for
    weight-only TransposeConvOp.
  }];

      attr_map = "strides:0,use_cudnn_on_gpu:1,padding:2,explicit_paddings:3,dilations:4"
    } : (tensor<*xf32>, tensor<*xf32>) -> tensor<*xf32>
    func.return %3 : tensor<*xf32>
  }

  // TODO(b/269387785): Support asymmetric quantization for weight with weight-only scheme.
  parameters[
    {"quantized_ops": ["MatMul"], "internal_func_name": "internal_matmul_fn"},
    {"quantized_ops": ["Conv2D"], "internal_func_name": "internal_conv2d_fn"},

	// the message passed to Signer.Sign, or else zero to indicate that no
	// hashing was done.
	HashFunc() Hash
}

// Decrypter is an interface for an opaque private key that can be used for
// asymmetric decryption operations. An example would be an RSA key
// kept in a hardware module.
type Decrypter interface {
	// Public returns the public key corresponding to the opaque,
	// private key.
	Public() PublicKey

			arg := a
			testFunVV(t, "addVV_novec", addVV_novec, arg)

			arg = argVV{a.z, a.y, a.x, a.c}
			testFunVV(t, "addVV_novec symmetric", addVV_novec, arg)

			arg = argVV{a.x, a.z, a.y, a.c}
			testFunVV(t, "subVV_novec", subVV_novec, arg)

			arg = argVV{a.y, a.z, a.x, a.c}
			testFunVV(t, "subVV_novec symmetric", subVV_novec, arg)
		}
	}

		"int ~int ~int ∅",
		"int string int string",
		"int ~string int ~string",
		"int myInt int myInt",
		"~int ~string ~int ~string",
		"~int myInt ~int ∅",

		// union is symmetric, but the result order isn't - repeat symmetric cases explicitly
		"𝓤 ∅ 𝓤 ∅",
		"int ∅ int ∅",
		"~int ∅ ~int ∅",
		"myInt ∅ myInt ∅",
		"int 𝓤 𝓤 ∅",
		"~int 𝓤 𝓤 ∅",
		"myInt 𝓤 𝓤 ∅",
		"~int int ~int ∅",

		"int ~int ~int ∅",
		"int string int string",
		"int ~string int ~string",
		"int myInt int myInt",
		"~int ~string ~int ~string",
		"~int myInt ~int ∅",

		// union is symmetric, but the result order isn't - repeat symmetric cases explicitly
		"𝓤 ∅ 𝓤 ∅",
		"int ∅ int ∅",
		"~int ∅ ~int ∅",
		"myInt ∅ myInt ∅",
		"int 𝓤 𝓤 ∅",
		"~int 𝓤 𝓤 ∅",
		"myInt 𝓤 𝓤 ∅",
		"~int int ~int ∅",

class PadOpsDefsTest(test_utils.OpsDefsTest, parameterized.TestCase):

  @parameterized.named_parameters(('ReflectMode', 'REFLECT'),
                                  ('SymmetricMode', 'SYMMETRIC'))
  def test_mirror_pad(self, mode):
    input_ = tf.constant([[1, 2, 3], [4, 5, 6]], dtype=tf.float32)
    paddings = tf.constant([[
        1,
        1,
    ], [2, 2]])
    kwargs = {
        'input': input_,

// DecryptPKCS1v15SessionKey is designed for this situation and copies
// the decrypted, symmetric key (if well-formed) in constant-time over
// a buffer that contains a random key. Thus, if the RSA result isn't
// well-formed, the implementation uses a random key in constant time.
func ExampleDecryptPKCS1v15SessionKey() {
	// The hybrid scheme should use at least a 16-byte symmetric key. Here
	// we read the random key that will be used if the RSA decryption isn't

flags.DEFINE_bool('gen_register_op', True,
                  'Generate register op cc file or tfr mlir file.')


@Composite(
    'NewMirrorPad',
    inputs=['input_: T', 'paddings: Tpaddings'],
    attrs=['mode: {"REFLECT", "SYMMETRIC"}'],
    derived_attrs=['T: type', 'Tpaddings: {int32, int64} = DT_INT32'],
    outputs=['output: T'])
def _composite_mirror_pad(input_, paddings, mode):
  shape = input_.shape.as_list()
  for i in range(len(shape)):