// will be preserved since it has uses.
  %2 = "tf.MyCustomOp"(%1, %0) {fused_activation_function = "RELU", int_attr = 2 : i32}  : (tensor<4xf32>, tensor<4xf32>) -> tensor<4xf32>
  // will be preserved since it has side-effect.
  "tf.MyCustomOp"(%1, %0) {fused_activation_function = "RELU", int_attr = 2 : i32}  : (tensor<4xf32>, tensor<4xf32>) -> tensor<4xf32>
  func.return %2 : tensor<4xf32>

		inlineConds      []interface{}
	)

	if rel.JoinTable != nil {
		var (
			joinForeignFields    = make([]*schema.Field, 0, len(rel.References))
			joinRelForeignFields = make([]*schema.Field, 0, len(rel.References))
			joinForeignKeys      = make([]string, 0, len(rel.References))
		)

		for _, ref := range rel.References {
			if ref.OwnPrimaryKey {

// https://golang.org/cl/209597.
func parseRelease(rel string) (major, minor, patch int, ok bool) {
	// Strip anything after a dash or plus.
	for i := 0; i < len(rel); i++ {
		if rel[i] == '-' || rel[i] == '+' {
			rel = rel[:i]
			break
		}
	}

	next := func() (int, bool) {
		for i := 0; i < len(rel); i++ {
			if rel[i] == '.' {
				ver, err := strconv.Atoi(rel[:i])
				rel = rel[i+1:]
				return ver, err == nil
			}
		}

Rel(dev, gradle, "Uses", "Command Line")
Rel(dev, editor, "Uses", "GUI")

Rel(providerExecution, kotlinc, "Uses", "Embedded")

Rel(pluginPlugin, kgp, "Applies and configures")

Rel(scriptResolver, editorDependencies, "Provides")
Rel(scriptResolver, editorReportPanel, "Reports")
Rel(scriptResolver, editorHints, "Reports")
Rel(scriptResolver, tapiModels, "Requests", "TAPI")

  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


@tf.RegisterGradient('NewConv2D')
def _conv_add_relu_grad(op: ops.Operation, grad):
  act = op.get_attr('act')
  y = op.outputs[0]
  if act == 'RELU':
    grad = gen_nn_ops.relu_grad(grad, y)

        <link rel="shortcut icon" href="/favicons/favicon.ico" >
        <link rel="apple-touch-icon" href="/favicons/apple-touch-icon-180x180.png" sizes="180x180">
        <link rel="icon" type="image/png" href="/favicons/favicon-16x16.png" sizes="16x16">
        <link rel="icon" type="image/png" href="/favicons/favicon-32x32.png" sizes="32x32">

  %1 = "tfl.mul"(%0, %arg1) {fused_activation_function = "RELU", tac.device = "CPU"} : (tensor<10x10x10xf32>, tensor<10xf32>) -> tensor<10x10x10xf32>
  func.return %1 : tensor<10x10x10xf32>
}

// -----

// CHECK: tac.cost = 0x4B673001

func.func @main(%arg0: tensor<?xi32>) -> (tensor<?xi32>, tensor<?xi32>) {
    %0 = "tf.Relu"(%arg0) : (tensor<?xi32>) -> tensor<?xi32>
    %1 = "tf.Relu"(%0) {device = "tpu0"} : (tensor<?xi32>) -> tensor<?xi32>
    %2 = "tf.Add"(%0, %1) {device = "tpu0"} : (tensor<?xi32>, tensor<?xi32>) -> tensor<?xi32>
    %3 = "tf.Relu"(%2) : (tensor<?xi32>) -> tensor<?xi32>
    %4 = "tf.Relu"(%1) {device = "tpu0"} : (tensor<?xi32>) -> tensor<?xi32>

  %add = tfr.call @tf__add(%dot, %bias) : (!tfr.tensor, !tfr.tensor) -> !tfr.tensor

  %relu = tfr.constant "relu" -> !tfr.attr
  %relu6 = tfr.constant "relu6" -> !tfr.attr

  %is_relu = tfr.equal %act, %relu -> i1
  %res = scf.if %is_relu -> !tfr.tensor {
    %applied_relu = tfr.call @tf__relu(%add) : (!tfr.tensor) -> !tfr.tensor
    scf.yield %applied_relu : !tfr.tensor

  %cpu = corert.get_op_handler %ch "cpu"
  %0 = corert.executeop(%cpu) "tf.Relu"(%arg0) { T = f32 } : 1
  %arg1 = tfrt_fallback_async.corert_tensorhandle_to_fallback_tensor %arg1_th {_tfrt_cost = 1 : i64, device = "/CPU:0"} : (!corert.tensorhandle) -> (!tfrt_fallback.tf_tensor)
  %1 = tfrt_fallback_async.executeop key(0) cost(100) device("/CPU:0") "tf.Relu"(%arg1) { T = f32 } : 1
  tfrt.return