if FLAGS.gen_register_op:
    assert FLAGS.output.endswith('.cc')
    generated_code = gen_register_op(sys.modules[__name__], '_composite_')
  else:
    assert FLAGS.output.endswith('.mlir')
    generated_code = tfr_gen_from_module(sys.modules[__name__], '_composite_')

  dirname = os.path.dirname(FLAGS.output)
  if not os.path.exists(dirname):
    os.makedirs(dirname)
  with open(FLAGS.output, 'w') as f:
    f.write(generated_code)

            logger3.log(it, "Test");
        }
        redirector.stop()

        then:
        0 * _

        System.out == outputs.stdOutPrintStream
        System.err == outputs.stdErrPrintStream
    }

    def "start and stop output with redirection and default logging"() {
        when:
        redirector.redirectStandardOutputTo(stdOutListener)

                def outputFile = new File(buildDir, "output")
                inputs.file("input")
                outputs.file(outputFile)
                outputs.cacheIf { true }

                doLast {
                    outputFile.parentFile.mkdirs()
                    outputFile.text = "done"
                }
            }
"""
        def cacheDir = file("task-output-cache")
        settingsFile << """

        result.assertTaskSkipped(":createEmpty")
    }

    @Issue("https://github.com/gradle/gradle/issues/13554")
    def "removing an empty output directory is detected even when it existed before the first task execution"() {
        buildFile """
            task createEmptyDir {
                outputs.dir("empty")
                doLast {
                    // do nothing, since Gradle does create the empty directory for us.
                }

        TaskWithOutputFile  | 'outputs' | [null] as Object[]
        TaskWithOutputFiles | 'outputs' | [null] as Object[]
        TaskWithOutputFiles | 'outputs' | [] as List
        TaskWithInputFiles  | 'inputs'  | [null] as Object[]
        TaskWithOutputDir   | 'outputs' | [null] as Object[]
        TaskWithOutputDirs  | 'outputs' | [null] as Object[]
        TaskWithOutputDirs  | 'outputs' | [] as List

namespace tensorflow {

// Returns a frozen GraphDef, input tensors, and output tensors from the loaded
// SavedModelBundle.
// `inputs` and `outputs` consist of the union of all inputs and outputs in the
// SignatureDefs in the SavedModelBundle.
// FreezeSavedModel sets `frozen_graph_def` to a GraphDef of all nodes needed by
// `outputs`. All variables in the supplied SavedModelBundle are converted to

     * as this does not include overlapping outputs not produced by the work.
     */
    ImmutableSortedMap<String, FileSystemSnapshot> getOutputFilesProducedByWork();

    /**
     * The origin metadata of the outputs captured.
     */
    OriginMetadata getOriginMetadata();

    /**
     * Whether the outputs come from a previous execution.
     */
    boolean isReused();

            32,
            16
          ],
          "name": "output",
          "quantization": {
          }
        }
      ],
      "inputs": [
        0,
        1
      ],
      "outputs": [
        2
      ],
      "operators": [
        {
          "inputs": [
            0,
            1
          ],
          "outputs": [
            2
          ],

  //    operators. We also convert the XlaClusterOutput output nodes of the
  //    function call into the outputs of the XlaLaunch operator.
  static Status BuildXlaLaunchOps(Graph* graph);

  struct XlaFunctionInfo {
    int variable_start_index = -1;
    std::string function_name;
  };

  // We need to introduce this version to adapt to the output of gpu inference

    @get:InputArtifact
    @get:Classpath
    abstract val inputArtifact: Provider<FileSystemLocation>

    override fun transform(outputs: TransformOutputs) {
        val jarFile = inputArtifact.get().asFile
        val zipFile = ZipFile(jarFile)
        val outputRoot = outputs.dir("public-api")
        zipFile.stream().forEach { entry ->
            if (entry.shouldInclude()) {