# Tensorflow SavedModel to StableHLO (tf-to-stablehlo-translate)

Converts TensorFlow models (SavedModel or MLIR module) to StableHLO MLIR
modules, preserving model structure and signatures. It enables seamless
integration of TensorFlow models into MLIR-based compiler frameworks for further
optimization and deployment.

## C++ APIs

```bash
tf-to-stablehlo-translate \
    --input-path=/path/to/model \

)

var (
	uploadKubeadmConfigLongDesc = fmt.Sprintf(cmdutil.LongDesc(`
		Upload the kubeadm ClusterConfiguration to a ConfigMap called %s in the %s namespace.
		This enables correct configuration of system components and a seamless user experience when upgrading.

		Alternatively, you can use kubeadm config.
		`), kubeadmconstants.KubeadmConfigConfigMap, metav1.NamespaceSystem)

	uploadKubeadmConfigExample = cmdutil.Examples(`

oor.io/series/fastapi-react-poll-app title: Building the Poll App From Django Tutorial With FastAPI And React - author: Silvan Melchior author_link: https://github.com/silvanmelchior link: https://blog.devgenius.io/seamless-fastapi-configuration-with-confz-90949c14ea12 title: Seamless FastAPI Configuration with ConfZ - author: Kaustubh Gupta author_link: https://medium.com/@kaustubhgupta1828/ link: https://levelup.gitconnected.com/5-advance-features-of-fastapi-you-should-try-7c0ac7eebb3e title: 5...

// If the cluster is removed, the T.Close() method will be called.
// Constructors MUST not do blocking IO; they will block other operations.
// During a cluster update, a new component is constructed before the old one is removed for seamless migration.
func BuildMultiClusterComponent[T ComponentConstraint](c ComponentBuilder, constructor func(cluster *Cluster) T) *Component[T] {
	comp := &Component[T]{
		constructor: constructor,

}

func (i *informerHandler[T]) Close() {
	i.client.ShutdownHandlers()
}

func (i *informerHandler[T]) HasSynced() bool {
	return i.client.HasSynced()
}

// Test our (lack of) ability to do seamless updates of a cluster.
// Tracking improvements in https://github.com/istio/istio/issues/49349
func TestSeamlessMigration(t *testing.T) {
	stop := make(chan struct{})
	c := buildTestController(t, true)

John Howard <******@****.***> 1708755516 -0800

						Ips:       []string{"19.6.7.8"},
						Registry:  "Kubernetes",
						Shortname: "pod3.headless-svc",
						Namespace: "testns",
					},
					"pod4.headless-svc.testns.svc.cluster.local": {
						Ips:       []string{"9.16.7.8"},
						Registry:  "Kubernetes",
						Shortname: "pod4.headless-svc",
						Namespace: "testns",
					},
					"headless-svc.testns.svc.cluster.local": {

}

// NotNaked is equivalent to Not(Naked)
var NotNaked = Not(Naked)

// Headless matches instances that are backed by headless services.
var Headless Matcher = func(i echo.Instance) bool {
	return i.Config().Headless
}

// NotHeadless is equivalent to Not(Headless)
var NotHeadless = Not(Headless)

// ProxylessGRPC matches instances that are Pods with a SidecarInjectTemplate annotation equal to grpc.

	}
	return match.NotWaypoint
}

// reachableHeadlessDestinations filters out headless services that aren't in the same cluster
// TODO(stevenctl): headless across-networks https://github.com/istio/istio/issues/38327
func reachableHeadlessDestinations(from echo.Instance) match.Matcher {
	excluded := match.And(
		match.Headless,
		match.Not(match.Network(from.Config().Cluster.NetworkName())))
	return match.Not(excluded)
}

				"headless.default",
				"*.headless.default.svc.cluster.local",
				"*.headless",
				"*.headless.default.svc",
				"*.headless.default",
			},
		},
		{
			name: "dual stack k8s service with default domain",
			service: &model.Service{
				Hostname:       "echo.default.svc.cluster.local",
				MeshExternal:   false,
				DefaultAddress: "1.2.3.4",
				ClusterVIPs: model.AddressMap{