// at a cost of 8 bytes.
//
// A miniNode is NOT a valid Node by itself: the embedding struct
// must at the least provide:
//
//	func (n *MyNode) String() string { return fmt.Sprint(n) }
//	func (n *MyNode) rawCopy() Node { c := *n; return &c }
//	func (n *MyNode) Format(s fmt.State, verb rune) { FmtNode(n, s, verb) }
//
// The embedding struct should also fill in n.op in its constructor,

def _composite_fully_connected(input_, filter_, bias, act):
  res = tf.raw_ops.MatMul(
      a=input_, b=filter_, transpose_a=False, transpose_b=True)
  res = tf.raw_ops.Add(x=res, y=bias)
  if act == 'RELU':
    return tf.raw_ops.Relu(features=res)
  elif act == 'RELU6':
    return tf.raw_ops.Relu6(features=res)
  elif act == 'TANH':
    return tf.raw_ops.Tanh(x=res)
  else:
    return res

  shape = input_.shape.as_list()
  for i in range(len(shape)):
    rdims = tf.raw_ops.OneHot(
        indices=i, depth=len(shape), on_value=True, off_value=False, axis=-1)
    rarray = tf.raw_ops.Reverse(tensor=input_, dims=rdims)

    left_padding_size = tf.raw_ops.GatherNd(params=paddings, indices=[i, 0])
    right_padding_size = tf.raw_ops.GatherNd(params=paddings, indices=[i, 1])

    if mode == 'REFLECT':

	// The cluster where the server is deployed.
	Cluster string
	// IstioVersion for the Istio sidecar.
	IstioVersion string
	// IP is the requester's ip address
	IP string
	// rawBody gives a map of all key/values in the body of the response.
	rawBody         map[string]string
	RequestHeaders  http.Header
	ResponseHeaders http.Header
}

// Count occurrences of the given text within the body of this response.

def _composite_fully_connected(input_, filter_, bias, act):
  res = tf.raw_ops.MatMul(
      a=input_, b=filter_, transpose_a=False, transpose_b=True)
  res = tf.raw_ops.Add(x=res, y=bias)
  if act == 'RELU':
    return tf.raw_ops.Relu(features=res)
  elif act == 'RELU6':
    return tf.raw_ops.Relu6(features=res)
  elif act == 'TANH':
    return tf.raw_ops.Tanh(x=res)
  else:
    return res

```

    }
    kwargs_ = {
        'input_': input_,
        'paddings': paddings,
        'mode': mode,
    }
    # Make sure the composition python function is correct
    self._assertOpAndComposite([input_], tf.raw_ops.MirrorPad,
                               ops_defs._composite_mirror_pad, kwargs_, kwargs)
    # Make sure the translation and decomposition is correct
    self._assertOpAndComposite([input_],

	if match != nil {
		out.IstioVersion = match[1]
	}

	match = IPFieldRegex.FindStringSubmatch(output)
	if match != nil {
		out.IP = match[1]
	}

	out.rawBody = map[string]string{}

	matches := requestHeaderFieldRegex.FindAllStringSubmatch(output, -1)
	for _, kv := range matches {
		sl := strings.SplitN(kv[1], ":", 2)
		if len(sl) != 2 {
			continue
		}

	// Make sure an ignored field does not interfere with another field's custom
	// column name that matches the ignored field.
	type CustomColumnAndIgnoredFieldClash struct {
		Body    string `gorm:"-"`
		RawBody string `gorm:"column:body"`
	}

	DB.Migrator().DropTable(&CustomColumnAndIgnoredFieldClash{})

	if err := DB.AutoMigrate(&CustomColumnAndIgnoredFieldClash{}); err != nil {
		t.Errorf("Should not raise error: %v", err)

*   Fixes a security vulnerability caused by lack of validation in
    `tf.raw_ops.DataFormatVecPermute` and `tf.raw_ops.DataFormatDimMap`
    ([CVE-2020-26267](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26267))
*   Fixes a vulnerability caused by attempting to write to immutable memory
    region in `tf.raw_ops.ImmutableConst`
    ([CVE-2020-26268](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26268)

    // safe.
    if (auto tensor_array_v3_op = dyn_cast<TF::TensorArrayV3Op>(tf_op)) {
      // The "flow" in TensorArrayV3 is always a scalar float tensor.
      // https://www.tensorflow.org/api_docs/python/tf/raw_ops/TensorArrayWriteV3
      Value flow = tensor_array_v3_op.getFlow();
      Type scalar_f32_tensor_type =
          RankedTensorType::get(/*shape=*/{}, rewriter.getF32Type());
      flow.setType(scalar_f32_tensor_type);