0) {
    // TF_STRING and TF_RESOURCE tensors have a different representation in
    // TF_Tensor than they do in tensorflow::Tensor. So a copy here is a waste
    // (any alignment requirements will be taken care of by TF_TensorToTensor
    // and TF_TensorFromTensor).
    //
    // Other types have the same representation, so copy only if it is safe to
    // do so.

	globalBatchJobsMetrics.save(job.ID, ri)

	delay := job.Replicate.Flags.Retry.Delay
	if delay == 0 {
		delay = batchReplJobDefaultRetryDelay
	}
	rnd := rand.New(rand.NewSource(time.Now().UnixNano()))

	hasTags := len(r.Flags.Filter.Tags) != 0
	isMetadata := len(r.Flags.Filter.Metadata) != 0
	isStorageClassOnly := len(r.Flags.Filter.Metadata) == 1 && strings.EqualFold(r.Flags.Filter.Metadata[0].Key, xhttp.AmzStorageClass)

      match: 'default-go-version\: \d+.\d+(alpha|beta|rc)?\.?(\d+)?'
    - path: test/images/Makefile
      match: GOLANG_VERSION=\d+.\d+(alpha|beta|rc)?\.?\d+

  # Golang pre-releases are denoted as `1.y<pre-release stage>`
  # Example: go1.16rc1
  #
  # This entry is a stub of the major version to allow dependency checks to
  # pass when building Kubernetes using a pre-release of Golang.
  - name: "golang: 1.<major>"

		if memoryRequest != memoryLimit {
			// The formula for memory.high for container cgroup is modified in Alpha stage of the feature in K8s v1.27.
			// It will be set based on formula:
			// `memory.high=floor[(requests.memory + memory throttling factor * (limits.memory or node allocatable memory - requests.memory))/pageSize] * pageSize`

		b, cfg.Namespace = b.getOrCreateNamespace(cfg.Namespace.Prefix())
		// register the extra config
		b = b.WithConfig(cfg).(*builder)
	}

	// bail early if there were issues during the configuration stage
	if b.errs != nil {
		return nil, b.errs
	}

	if err = b.deployServices(); err != nil {
		return
	}
	if out, err = b.deployInstances(); err != nil {
		return
	}
	return
}

# (1)
FROM python:3.9 as requirements-stage

# (2)
WORKDIR /tmp

# (3)
RUN pip install poetry

# (4)
COPY ./pyproject.toml ./poetry.lock* /tmp/

# (5)
RUN poetry export -f requirements.txt --output requirements.txt --without-hashes

# (6)
FROM python:3.9

# (7)
WORKDIR /code

# (8)
COPY --from=requirements-stage /tmp/requirements.txt /code/requirements.txt

                   FlatSymbolRefAttr::get(builder.getStringAttr(func_name)));
  // Store the custom attribute to restore the function name when loading it
  // back in the post calibration stage. As mentioned above, the above entry
  // function attribute is not reliable.
  call_op->setAttr(kOriginalStablehloEntryFunctionAttrName,
                   builder.getStringAttr(func_name));

	snapshot := internalcache.NewEmptySnapshot()
	metricsRecorder := metrics.NewMetricsAsyncRecorder(1000, time.Second, stopEverything)
	// waitingPods holds all the pods that are in the scheduler and waiting in the permit stage
	waitingPods := frameworkruntime.NewWaitingPodsMap()

	profiles, err := profile.NewMap(ctx, options.profiles, registry, recorderFactory,
		frameworkruntime.WithComponentConfigVersion(options.componentConfigVersion),

				for client to later in the step 2 verify the apiserver certificate during the handshake
				when making a request

			normal args related to this stage:
				--tls-cert-file string  File containing the default x509 Certificate for HTTPS.
					(CA cert, if any, concatenated after server cert). If HTTPS serving is enabled, and

###############################################################################

# This is where the final release artifacts are created locally
readonly RELEASE_STAGE="${LOCAL_OUTPUT_ROOT}/release-stage"
readonly RELEASE_TARS="${LOCAL_OUTPUT_ROOT}/release-tars"
readonly RELEASE_IMAGES="${LOCAL_OUTPUT_ROOT}/release-images"

KUBE_BUILD_CONFORMANCE=${KUBE_BUILD_CONFORMANCE:-n}