auto tile_scaling = SafeDivHelper(scope, input_shape, output_shape_kept_dims);

  // grad = [[g1], [g2]]
  auto grad = Reshape(scope, grad_inputs[0], output_shape_kept_dims);

  // tile(grad, tile_scaling) = [[g1, g1, g1], [g2, g2, g2]]
  return Tile(scope, grad, tile_scaling);
}

Status SumGrad(const Scope& scope, const Operation& op,
               const std::vector<Output>& grad_inputs,

  "TFL::HasOneUseOrUsedByOnlyBinaryOps($0)">>;

// Pattern for skipping Tile if it is mainly for broadcasting and the
// Op is already supporting broadcasting.
multiclass FuseTileBroadcastIntoFollowingBinary<Op BinaryOp> {
  def FuseTileBroadcastToBinaryOp1#BinaryOp : Pat<
    (BinaryOp:$result (TFL_TileOp $input, (Arith_ConstantOp $tile)),
     $operand, $act_func),
    (BinaryOp $input, $operand, $act_func),

      "PadV2", "Reverse", "ReverseV2", "ReverseSequence", "Slice", "Split",
      "SplitV", "StridedSlice", "StridedSliceGrad",
      "ResourceStridedSliceAssign", "Tile", "Transpose", "InvertPermutation",
      "Unpack", "DeviceIndex", "TensorStridedSliceUpdate", "XlaConcatND",
      "XlaSplitND",
     }}};
  // clang-format on
  return result;
}

// that the methods [Time.GobDecode], [Time.UnmarshalBinary], [Time.UnmarshalJSON] and
// [Time.UnmarshalText] are not concurrency-safe.
//
// Time instants can be compared using the [Time.Before], [Time.After], and [Time.Equal] methods.
// The [Time.Sub] method subtracts two instants, producing a [Duration].
// The [Time.Add] method adds a Time and a Duration, producing a Time.
//

			// for more discussion.
			if err == nil {
				tick := time.NewTimer(time.Duration(tim) * time.Second)
				done := make(chan error)
				go func() {
					done <- cmd.Wait()
				}()
				select {
				case err = <-done:
					// ok
				case <-tick.C:
					cmd.Process.Signal(os.Interrupt)
					time.Sleep(1 * time.Second)
					cmd.Process.Kill()
					<-done
					err = errTimeout
				}

# Decodes the base64 $Data string and writes it as binary to $File. Does
# nothing if $File already exists and $REDO_STEPS is not set.
function Write_PkiData {
  param (
    [parameter(Mandatory=$true)] [string] $Data,
    [parameter(Mandatory=$true)] [string] $File
  )

  if (-not (ShouldWrite-File $File)) {
    return
  }

  # This command writes out a PEM certificate file, analogous to "base64

| `File`*
| A single output file (not directory)

| `@link:{javadocPath}/org/gradle/api/tasks/OutputDirectory.html[OutputDirectory]`
| `File`*
| A single output directory (not file)

| `@link:{javadocPath}/org/gradle/api/tasks/OutputFiles.html[OutputFiles]`
| `Map<String, File>`+++**+++ or `Iterable<File>`+++*+++
| An iterable or map of output files.

			expectTransportSocket:      true,
			expectTransportSocketMatch: false,
			validateTLSContext: func(t *testing.T, ctx *tls.UpstreamTlsContext) {
				rootName := "file-root:" + mutualTLSSettingsWithCerts.CaCertificates
				certName := fmt.Sprintf("file-cert:%s~%s", mutualTLSSettingsWithCerts.ClientCertificate, mutualTLSSettingsWithCerts.PrivateKey)

	return conf.writeAndUpdateWithLastCheckedTime(lines, time.Now().Add(time.Hour))
}

func (conf *resolvConfTest) writeAndUpdateWithLastCheckedTime(lines []string, lastChecked time.Time) error {
	if err := conf.write(lines); err != nil {
		return err
	}
	return conf.forceUpdate(conf.path, lastChecked)
}

func (conf *resolvConfTest) forceUpdate(name string, lastChecked time.Time) error {
	dnsConf := dnsReadConfig(name)

	for _, file := range files {
		if file.IsDir() {
			continue
		}
		matches := restartCountLogFileRegex.FindStringSubmatch(file.Name())
		if len(matches) == 0 {
			continue
		}
		count, err := strconv.Atoi(matches[1])
		if err != nil {
			// unlikely kubelet created this file,
			// likely custom file with random numbers as a name
			continue
		}
		count++