std::vector<std::string> devices{
      "/job:localhost/replica:0/task:0/device:CPU:0"};
  devices.reserve(num_tasks * num_devices_per_task + num_tasks + 1);

  for (int task = 0; task < num_tasks; ++task) {
    devices.push_back(
        llvm::formatv("/job:worker/replica:0/task:{0}/device:CPU:0", task)
            .str());
    devices.push_back(

//    same type.
//  - GPU is preferred over CPU.
//  - If `allow_mixing_unknown_and_cpu` is true then unknown devices are
//    preferred over CPU.
//  - XLA devices count as "unrecognized devices".
//
// This set of rules above implicitly assume that XLA:GPU can compile all
// operations in the cluster that XLA:CPU can compile, and if

							{
								Name:             containerName,
								Devices:          []*podresourcesapi.ContainerDevices{},
								DynamicResources: []*podresourcesapi.DynamicResource{},
							},
						},
					},
				},
			},
		},
		{
			desc:             "pod with devices",
			pods:             pods,
			devices:          devs,
			cpus:             cpus,
			memory:           memory,

func New(devEntries []PodDevicesEntry, devices map[string][]string) DeviceManagerCheckpoint {
	return newV2(devEntries, devices)
}

func newV2(devEntries []PodDevicesEntry, devices map[string][]string) DeviceManagerCheckpoint {
	return &Data{
		Data: checkpointData{
			PodDeviceEntries:  devEntries,
			RegisteredDevices: devices,
		},
	}
}

// MarshalCheckpoint returns marshalled data

 public:
  Status ListPhysicalDevices(std::vector<string>* devices) override;
  Status CreateDevices(const SessionOptions& options, const string& name_prefix,
                       std::vector<std::unique_ptr<Device>>* devices) override;
};

Status XlaGpuDeviceFactory::ListPhysicalDevices(std::vector<string>* devices) {
  XlaDeviceFlags* flags = GetXlaDeviceFlags();

	for devID, plugInfo := range contDevices {
		nodes := plugInfo.GetTopology().GetNodes()
		require.Equal(t, len(nodes), len(devices), "Incorrect container devices: %v - %v (nodes %v)", devices, contDevices, nodes)

		for _, node := range plugInfo.GetTopology().GetNodes() {
			dev, ok := devices[node.ID]
			require.True(t, ok, "NUMA id %v doesn't exist in result", node.ID)

		// Only consider devices that actually contain topology information.
		if aligned := m.deviceHasTopologyAlignment(resource); !aligned {
			klog.InfoS("Resource does not have a topology preference", "resource", resource)
			deviceHints[resource] = nil
			continue
		}

		// Short circuit to regenerate the same hints if there are already
		// devices allocated to the Container. This might happen after a

 public:
  Status ListPhysicalDevices(std::vector<string>* devices) override;
  Status CreateDevices(const SessionOptions& options, const string& name_prefix,
                       std::vector<std::unique_ptr<Device>>* devices) override;
};

Status TpuNodeDeviceFactory::ListPhysicalDevices(std::vector<string>* devices) {
  tpu::TpuPlatformInterface* platform =

The region held by this operation represents a computation that is replicated
across multiple devices. The number of replications is based on the `n`
attribute. Explicit devices can be populated in the `devices` attribute, and it
must be a mapping of device alias to list of explicit or aliased device names
from the outer scope. The device name map specifies devices on which replicated
ops inside tf_device.replicate will be executed.

// CHECK-SAME: tfrt_ifrt_serving.program_id = [[PROGRAM_ID]] : i64
// CHECK:      return