{
			ResourceName: "resource",
			DeviceIds:    []string{"dev0", "dev1"},
			Topology:     &podresourcesapi.TopologyInfo{Nodes: []*podresourcesapi.NUMANode{{ID: numaID}}},
		},
	}

	cpus := []int64{12, 23, 30}

	memory := []*podresourcesapi.ContainerMemory{
		{
			MemoryType: "memory",
			Size_:      1073741824,
			Topology:   &podresourcesapi.TopologyInfo{Nodes: []*podresourcesapi.NUMANode{{ID: numaID}}},
		},
		{

      "tf.A"(%arg0) {_xla_outside_compilation = "cluster1"} : (tensor<i32>) -> ()
      "tf.B"() : () -> ()
      "tf.C"() : () -> ()
      tf_device.return
    }) {num_cores_per_replica = 1, step_marker_location = "", topology = "", device_assignment = []} : () -> ()
    func.return
  }

  // CHECK-LABEL: func @head_single_outside_compiled_op_no_operands
  func.func @head_single_outside_compiled_op_no_operands() {

	if err != nil {
		return nil, err
	}

	klog.InfoS("Creating topology manager with policy per scope", "topologyPolicyName", topologyPolicyName, "topologyScopeName", topologyScopeName, "topologyPolicyOptions", opts)

	numaInfo, err := NewNUMAInfo(topology, opts)
	if err != nil {
		return nil, fmt.Errorf("cannot discover NUMA topology: %w", err)
	}

  Before, when you set `topology.istio.io/network` on your Istio root namespace, you need to manually rollout the Ambient workloads to make the network change take effect. 
  Now, the network of Ambient workloads will be automatically updated even if they do not have a network label.

	"istio.io/istio/pkg/test/util/file"
)

const (
	kubeconfigMetaKey = "kubeconfig"
	vmSupportMetaKey  = "fakeVM"
)

func BuildKube(origCfg cluster.Config, topology cluster.Topology) (cluster.Cluster, error) {
	cfg, err := validConfig(origCfg)
	if err != nil {
		return nil, err
	}

	kubeconfigPath := cfg.Meta.String(kubeconfigMetaKey)

	// pursue configuration for topology via specification). When both
	// `service.kubernetes.io/topology-aware-hints` and
	// `service.kubernetes.io/topology-mode` annotations are set, the value of
	// `service.kubernetes.io/topology-aware-hints` has precedence.
	DeprecatedAnnotationTopologyAwareHints = "service.kubernetes.io/topology-aware-hints"

	// AnnotationTopologyMode can be used to enable or disable Topology Aware

			return cmp < 0
		}

		if cmp := strings.Compare(a.topology, b.topology); cmp != 0 {
			return cmp < 0
		}

		// Sort algorithm in descending order so "round robin" is first
		return strings.Compare(a.algorithm, b.algorithm) > 0
	})

				},
				{
					Id: 6,
				},
				{
					Id: 7,
				},
				{
					Id: 8,
				},
			},
		},
	}

	for _, tc := range tcases {
		topology := tc.topology

		mngr, err := NewManager(topology, tc.policyName, "container", tc.policyOptions)
		if tc.expectedError != nil {
			if !strings.Contains(err.Error(), tc.expectedError.Error()) {

	return &fakeManager{}
}

// NewFakeManagerWithHint returns an instance of fake topology manager with specified topology hints
func NewFakeManagerWithHint(hint *TopologyHint) Manager {
	klog.InfoS("NewFakeManagerWithHint")
	return &fakeManager{
		hint:   hint,
		policy: NewNonePolicy(),
	}
}

// NewFakeManagerWithPolicy returns an instance of fake topology manager with specified policy
func NewFakeManagerWithPolicy(policy Policy) Manager {

	"istio.io/istio/pkg/test/framework/config"
	"istio.io/istio/pkg/test/scopes"
)

// clusterIndex is the index of a cluster within the KubeConfig or topology file entries
type clusterIndex int

// clusterTopology defines the associations between multiple clusters in a topology.
type clusterTopology = map[clusterIndex]clusterIndex

// ClientFactoryFunc is a transformation function that creates k8s clients