func setup(t *testing.T) (*garbagecollector.GarbageCollector, clientset.Interface) {
	var m *master.Master
	s := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, req *http.Request) {
		m.Handler.ServeHTTP(w, req)
	}))
	// TODO: close the http server

	masterConfig := framework.NewIntegrationTestMasterConfig()
	masterConfig.EnableCoreControllers = false
	m, err := master.New(masterConfig)
	if err != nil {
		t.Fatalf("Error in bringing up the master: %v", err)
	}

	framework.DeleteAllEtcdKeys()
	clientSet, err := clientset.NewForConfig(&restclient.Config{Host: s.URL})
	if err != nil {
		t.Fatalf("Error in create clientset: %v", err)
	}
	groupVersionResources, err := clientSet.Discovery().ServerPreferredResources()
	if err != nil {
		t.Fatalf("Failed to get supported resources from server: %v", err)
	}
	clientPool := dynamic.NewClientPool(&restclient.Config{Host: s.URL}, dynamic.LegacyAPIPathResolverFunc)
	gc, err := garbagecollector.NewGarbageCollector(clientPool, groupVersionResources)
	if err != nil {
		t.Fatalf("Failed to create garbage collector")
	}
	return gc, clientSet
}

func rmSetup(t *testing.T, enableGarbageCollector bool) (*httptest.Server, *replication.ReplicationManager, cache.SharedIndexInformer, clientset.Interface) {
	masterConfig := framework.NewIntegrationTestMasterConfig()
	_, s := framework.RunAMaster(masterConfig)

	config := restclient.Config{Host: s.URL}
	clientSet, err := clientset.NewForConfig(&config)
	if err != nil {
		t.Fatalf("Error in create clientset: %v", err)
	}
	resyncPeriod := 12 * time.Hour
	resyncPeriodFunc := func() time.Duration {
		return resyncPeriod
	}
	podInformer := informers.NewPodInformer(internalclientset.NewForConfigOrDie(restclient.AddUserAgent(&config, "pod-informer")), resyncPeriod)
	rm := replication.NewReplicationManager(
		podInformer,
		internalclientset.NewForConfigOrDie(restclient.AddUserAgent(&config, "replication-controller")),
		resyncPeriodFunc,
		replication.BurstReplicas,
		4096,
		enableGarbageCollector,
	)

	if err != nil {
		t.Fatalf("Failed to create replication manager")
	}
	return s, rm, podInformer, clientSet
}

func setup(t *testing.T) (*httptest.Server, *garbagecollector.GarbageCollector, clientset.Interface) {
	masterConfig := framework.NewIntegrationTestMasterConfig()
	masterConfig.EnableCoreControllers = false
	masterConfig.EnableGarbageCollection = true
	_, s := framework.RunAMaster(masterConfig)

	clientSet, err := clientset.NewForConfig(&restclient.Config{Host: s.URL})
	if err != nil {
		t.Fatalf("Error in create clientset: %v", err)
	}
	groupVersionResources, err := clientSet.Discovery().ServerPreferredResources()
	if err != nil {
		t.Fatalf("Failed to get supported resources from server: %v", err)
	}
	config := &restclient.Config{Host: s.URL}
	config.ContentConfig.NegotiatedSerializer = serializer.DirectCodecFactory{CodecFactory: metaonly.NewMetadataCodecFactory()}
	metaOnlyClientPool := dynamic.NewClientPool(config, registered.RESTMapper(), dynamic.LegacyAPIPathResolverFunc)
	config.ContentConfig.NegotiatedSerializer = nil
	clientPool := dynamic.NewClientPool(config, registered.RESTMapper(), dynamic.LegacyAPIPathResolverFunc)
	gc, err := garbagecollector.NewGarbageCollector(metaOnlyClientPool, clientPool, registered.RESTMapper(), groupVersionResources)
	if err != nil {
		t.Fatalf("Failed to create garbage collector")
	}
	return s, gc, clientSet
}

// TODO: evaluate using pkg/client/clientcmd
func newKubeClient(dnsConfig *options.KubeDNSConfig) (clientset.Interface, error) {
	var (
		config *restclient.Config
		err    error
	)

	if dnsConfig.KubeMasterURL != "" && dnsConfig.KubeConfigFile == "" {
		// Only --kube-master-url was provided.
		config = &restclient.Config{
			Host:          dnsConfig.KubeMasterURL,
			ContentConfig: restclient.ContentConfig{GroupVersion: &unversioned.GroupVersion{Version: "v1"}},
		}
	} else {
		// We either have:
		//  1) --kube-master-url and --kubecfg-file
		//  2) just --kubecfg-file
		//  3) neither flag
		// In any case, the logic is the same.  If (3), this will automatically
		// fall back on the service account token.
		overrides := &kclientcmd.ConfigOverrides{}
		overrides.ClusterInfo.Server = dnsConfig.KubeMasterURL                                // might be "", but that is OK
		rules := &kclientcmd.ClientConfigLoadingRules{ExplicitPath: dnsConfig.KubeConfigFile} // might be "", but that is OK
		if config, err = kclientcmd.NewNonInteractiveDeferredLoadingClientConfig(rules, overrides).ClientConfig(); err != nil {
			return nil, err
		}
	}

	glog.Infof("Using %s for kubernetes master", config.Host)
	glog.Infof("Using kubernetes API %v", config.GroupVersion)
	return clientset.NewForConfig(config)
}

func setup(t *testing.T) (*httptest.Server, *garbagecollector.GarbageCollector, clientset.Interface) {
	masterConfig := framework.NewIntegrationTestMasterConfig()
	masterConfig.EnableCoreControllers = false
	_, s := framework.RunAMaster(masterConfig)

	clientSet, err := clientset.NewForConfig(&restclient.Config{Host: s.URL})
	if err != nil {
		t.Fatalf("Error in create clientset: %v", err)
	}
	groupVersionResources, err := clientSet.Discovery().ServerPreferredResources()
	if err != nil {
		t.Fatalf("Failed to get supported resources from server: %v", err)
	}
	clientPool := dynamic.NewClientPool(&restclient.Config{Host: s.URL}, dynamic.LegacyAPIPathResolverFunc)
	gc, err := garbagecollector.NewGarbageCollector(clientPool, groupVersionResources)
	if err != nil {
		t.Fatalf("Failed to create garbage collector")
	}
	return s, gc, clientSet
}

// BeforeEach gets a client and makes a namespace.
func (f *Framework) BeforeEach() {
	// The fact that we need this feels like a bug in ginkgo.
	// https://github.com/onsi/ginkgo/issues/222
	f.cleanupHandle = AddCleanupAction(f.AfterEach)
	if f.Client == nil {
		By("Creating a kubernetes client")
		config, err := LoadConfig()
		Expect(err).NotTo(HaveOccurred())
		config.QPS = f.options.ClientQPS
		config.Burst = f.options.ClientBurst
		if TestContext.KubeAPIContentType != "" {
			config.ContentType = TestContext.KubeAPIContentType
		}
		c, err := loadClientFromConfig(config)
		Expect(err).NotTo(HaveOccurred())
		f.Client = c
		f.Clientset_1_2, err = release_1_2.NewForConfig(config)
		f.Clientset_1_3, err = release_1_3.NewForConfig(config)
		Expect(err).NotTo(HaveOccurred())
		clientRepoConfig := getClientRepoConfig(config)
		f.StagingClient, err = release_1_4.NewForConfig(clientRepoConfig)
		Expect(err).NotTo(HaveOccurred())
	}

	if f.federated {
		if f.FederationClient == nil {
			By("Creating a federated kubernetes client")
			var err error
			f.FederationClient, err = LoadFederationClient()
			Expect(err).NotTo(HaveOccurred())
		}
		if f.FederationClientset == nil {
			By("Creating an unversioned federation Clientset")
			var err error
			f.FederationClientset, err = LoadFederationClientset()
			Expect(err).NotTo(HaveOccurred())
		}
		if f.FederationClientset_1_3 == nil {
			By("Creating a release 1.3 federation Clientset")
			var err error
			f.FederationClientset_1_3, err = LoadFederationClientset_1_3()
			Expect(err).NotTo(HaveOccurred())
		}
		if f.FederationClientset_1_4 == nil {
			By("Creating a release 1.4 federation Clientset")
			var err error
			f.FederationClientset_1_4, err = LoadFederationClientset_1_4()
			Expect(err).NotTo(HaveOccurred())
		}
		By("Waiting for federation-apiserver to be ready")
		err := WaitForFederationApiserverReady(f.FederationClientset)
		Expect(err).NotTo(HaveOccurred())
		By("federation-apiserver is ready")
	}

	By("Building a namespace api object")
	namespace, err := f.CreateNamespace(f.BaseName, map[string]string{
		"e2e-framework": f.BaseName,
	})
	Expect(err).NotTo(HaveOccurred())

	f.Namespace = namespace

	if TestContext.VerifyServiceAccount {
		By("Waiting for a default service account to be provisioned in namespace")
		err = WaitForDefaultServiceAccountInNamespace(f.Client, namespace.Name)
		Expect(err).NotTo(HaveOccurred())
	} else {
		Logf("Skipping waiting for service account")
	}

	if TestContext.GatherKubeSystemResourceUsageData != "false" && TestContext.GatherKubeSystemResourceUsageData != "none" {
		f.gatherer, err = NewResourceUsageGatherer(f.Client, ResourceGathererOptions{
			inKubemark: ProviderIs("kubemark"),
			masterOnly: TestContext.GatherKubeSystemResourceUsageData == "master",
		})
		if err != nil {
			Logf("Error while creating NewResourceUsageGatherer: %v", err)
		} else {
			go f.gatherer.startGatheringData()
		}
	}

	if TestContext.GatherLogsSizes {
		f.logsSizeWaitGroup = sync.WaitGroup{}
		f.logsSizeWaitGroup.Add(1)
		f.logsSizeCloseChannel = make(chan bool)
		f.logsSizeVerifier = NewLogsVerifier(f.Client, f.logsSizeCloseChannel)
		go func() {
			f.logsSizeVerifier.Run()
			f.logsSizeWaitGroup.Done()
		}()
	}
}

func main() {
	// First log our starting config, and then set up.
	log.Infof("Invoked by %v", os.Args)
	flag.Parse()

	// Perform further validation of flags.
	if *deployment == "" {
		log.Fatal("Must specify a deployment.")
	}

	if *threshold < 0 || *threshold > 100 {
		log.Fatalf("Threshold must be between 0 and 100 inclusively, was %d.", threshold)
	}

	log.Infof("Watching namespace: %s, pod: %s, container: %s.", *podNamespace, *podName, *containerName)
	log.Infof("cpu: %s, extra_cpu: %s, memory: %s, extra_memory: %s, storage: %s, extra_storage: %s", *baseCPU, *cpuPerNode, *baseMemory, *memoryPerNode, *baseStorage, *storagePerNode)

	// Set up work objects.
	config, err := restclient.InClusterConfig()
	if err != nil {
		log.Fatal(err)
	}

	clientset, err := client.NewForConfig(config)
	if err != nil {
		log.Fatal(err)
	}
	k8s := nanny.NewKubernetesClient(*podNamespace, *deployment, *podName, *containerName, clientset)

	var resources []nanny.Resource

	// Monitor only the resources specified.
	if *baseCPU != noValue {
		resources = append(resources, nanny.Resource{
			Base:         resource.MustParse(*baseCPU),
			ExtraPerNode: resource.MustParse(*cpuPerNode),
			Name:         "cpu",
		})
	}

	if *baseMemory != noValue {
		resources = append(resources, nanny.Resource{
			Base:         resource.MustParse(*baseMemory),
			ExtraPerNode: resource.MustParse(*memoryPerNode),
			Name:         "memory",
		})
	}

	if *baseStorage != noValue {
		resources = append(resources, nanny.Resource{
			Base:         resource.MustParse(*baseStorage),
			ExtraPerNode: resource.MustParse(*memoryPerNode),
			Name:         "storage",
		})
	}

	log.Infof("Resources: %+v", resources)

	var est nanny.ResourceEstimator
	if *estimator == "linear" {
		est = nanny.LinearEstimator{
			Resources: resources,
		}
	} else if *estimator == "exponential" {
		est = nanny.ExponentialEstimator{
			Resources:   resources,
			ScaleFactor: 1.5,
		}
	} else {
		log.Fatalf("Estimator %s not supported", *estimator)
	}

	// Begin nannying.
	nanny.PollAPIServer(k8s, est, *containerName, pollPeriod, uint64(*threshold))
}