From 66f4f9080dd821a95d70657824c629b1227593d6 Mon Sep 17 00:00:00 2001 From: Maciej Pytel Date: Wed, 21 Feb 2018 19:05:26 +0100 Subject: [PATCH] Add external metrics client to HPA rest client --- cmd/kube-controller-manager/app/BUILD | 1 + .../app/autoscaling.go | 2 + pkg/controller/podautoscaler/BUILD | 1 + .../podautoscaler/horizontal_test.go | 22 +++-- pkg/controller/podautoscaler/metrics/BUILD | 3 + .../podautoscaler/metrics/interfaces.go | 4 + .../metrics/legacy_metrics_client.go | 4 + .../metrics/rest_metrics_client.go | 31 ++++++- .../metrics/rest_metrics_client_test.go | 93 +++++++++++++++++-- .../podautoscaler/replica_calculator_test.go | 11 ++- 10 files changed, 149 insertions(+), 23 deletions(-) diff --git a/cmd/kube-controller-manager/app/BUILD b/cmd/kube-controller-manager/app/BUILD index 9e7c7dbb336..a3f98b1a985 100644 --- a/cmd/kube-controller-manager/app/BUILD +++ b/cmd/kube-controller-manager/app/BUILD @@ -129,6 +129,7 @@ go_library( "//vendor/k8s.io/client-go/util/cert:go_default_library", "//vendor/k8s.io/metrics/pkg/client/clientset_generated/clientset/typed/metrics/v1beta1:go_default_library", "//vendor/k8s.io/metrics/pkg/client/custom_metrics:go_default_library", + "//vendor/k8s.io/metrics/pkg/client/external_metrics:go_default_library", ], ) diff --git a/cmd/kube-controller-manager/app/autoscaling.go b/cmd/kube-controller-manager/app/autoscaling.go index 9866990957e..e83ef054508 100644 --- a/cmd/kube-controller-manager/app/autoscaling.go +++ b/cmd/kube-controller-manager/app/autoscaling.go @@ -31,6 +31,7 @@ import ( "k8s.io/kubernetes/pkg/controller/podautoscaler/metrics" resourceclient "k8s.io/metrics/pkg/client/clientset_generated/clientset/typed/metrics/v1beta1" "k8s.io/metrics/pkg/client/custom_metrics" + "k8s.io/metrics/pkg/client/external_metrics" ) func startHPAController(ctx ControllerContext) (bool, error) { @@ -51,6 +52,7 @@ func startHPAControllerWithRESTClient(ctx ControllerContext) (bool, error) { metricsClient := metrics.NewRESTMetricsClient( resourceclient.NewForConfigOrDie(clientConfig), custom_metrics.NewForConfigOrDie(clientConfig), + external_metrics.NewForConfigOrDie(clientConfig), ) return startHPAControllerWithMetricsClient(ctx, metricsClient) } diff --git a/pkg/controller/podautoscaler/BUILD b/pkg/controller/podautoscaler/BUILD index 47259eab60b..2c20d5521e8 100644 --- a/pkg/controller/podautoscaler/BUILD +++ b/pkg/controller/podautoscaler/BUILD @@ -86,6 +86,7 @@ go_test( "//vendor/k8s.io/metrics/pkg/apis/metrics/v1beta1:go_default_library", "//vendor/k8s.io/metrics/pkg/client/clientset_generated/clientset/fake:go_default_library", "//vendor/k8s.io/metrics/pkg/client/custom_metrics/fake:go_default_library", + "//vendor/k8s.io/metrics/pkg/client/external_metrics/fake:go_default_library", ], ) diff --git a/pkg/controller/podautoscaler/horizontal_test.go b/pkg/controller/podautoscaler/horizontal_test.go index 62bf9a9e9a0..2d9b0bd522b 100644 --- a/pkg/controller/podautoscaler/horizontal_test.go +++ b/pkg/controller/podautoscaler/horizontal_test.go @@ -45,6 +45,7 @@ import ( metricsapi "k8s.io/metrics/pkg/apis/metrics/v1beta1" metricsfake "k8s.io/metrics/pkg/client/clientset_generated/clientset/fake" cmfake "k8s.io/metrics/pkg/client/custom_metrics/fake" + emfake "k8s.io/metrics/pkg/client/external_metrics/fake" "github.com/stretchr/testify/assert" @@ -145,7 +146,7 @@ func init() { scaleUpLimitFactor = 8 } -func (tc *testCase) prepareTestClient(t *testing.T) (*fake.Clientset, *metricsfake.Clientset, *cmfake.FakeCustomMetricsClient, *scalefake.FakeScaleClient) { +func (tc *testCase) prepareTestClient(t *testing.T) (*fake.Clientset, *metricsfake.Clientset, *cmfake.FakeCustomMetricsClient, *emfake.FakeExternalMetricsClient, *scalefake.FakeScaleClient) { namespace := "test-namespace" hpaName := "test-hpa" podNamePrefix := "test-pod" @@ -523,7 +524,9 @@ func (tc *testCase) prepareTestClient(t *testing.T) (*fake.Clientset, *metricsfa return true, metrics, nil }) - return fakeClient, fakeMetricsClient, fakeCMClient, fakeScaleClient + fakeEMClient := &emfake.FakeExternalMetricsClient{} + + return fakeClient, fakeMetricsClient, fakeCMClient, fakeEMClient, fakeScaleClient } func (tc *testCase) verifyResults(t *testing.T) { @@ -538,7 +541,7 @@ func (tc *testCase) verifyResults(t *testing.T) { } func (tc *testCase) setupController(t *testing.T) (*HorizontalController, informers.SharedInformerFactory) { - testClient, testMetricsClient, testCMClient, testScaleClient := tc.prepareTestClient(t) + testClient, testMetricsClient, testCMClient, testEMClient, testScaleClient := tc.prepareTestClient(t) if tc.testClient != nil { testClient = tc.testClient } @@ -554,6 +557,7 @@ func (tc *testCase) setupController(t *testing.T) (*HorizontalController, inform metricsClient := metrics.NewRESTMetricsClient( testMetricsClient.MetricsV1beta1(), testCMClient, + testEMClient, ) eventClient := &fake.Clientset{} @@ -1268,7 +1272,7 @@ func TestConditionInvalidSelectorMissing(t *testing.T) { }, } - _, _, _, testScaleClient := tc.prepareTestClient(t) + _, _, _, _,testScaleClient := tc.prepareTestClient(t) tc.testScaleClient = testScaleClient testScaleClient.PrependReactor("get", "replicationcontrollers", func(action core.Action) (handled bool, ret runtime.Object, err error) { @@ -1313,7 +1317,7 @@ func TestConditionInvalidSelectorUnparsable(t *testing.T) { }, } - _, _, _, testScaleClient := tc.prepareTestClient(t) + _, _, _, _, testScaleClient := tc.prepareTestClient(t) tc.testScaleClient = testScaleClient testScaleClient.PrependReactor("get", "replicationcontrollers", func(action core.Action) (handled bool, ret runtime.Object, err error) { @@ -1374,7 +1378,7 @@ func TestConditionFailedGetMetrics(t *testing.T) { reportedCPURequests: []resource.Quantity{resource.MustParse("0.1"), resource.MustParse("0.1"), resource.MustParse("0.1")}, useMetricsAPI: true, } - _, testMetricsClient, testCMClient, _ := tc.prepareTestClient(t) + _, testMetricsClient, testCMClient, _, _ := tc.prepareTestClient(t) tc.testMetricsClient = testMetricsClient tc.testCMClient = testCMClient @@ -1447,7 +1451,7 @@ func TestConditionFailedGetScale(t *testing.T) { }, } - _, _, _, testScaleClient := tc.prepareTestClient(t) + _, _, _, _, testScaleClient := tc.prepareTestClient(t) tc.testScaleClient = testScaleClient testScaleClient.PrependReactor("get", "replicationcontrollers", func(action core.Action) (handled bool, ret runtime.Object, err error) { @@ -1474,7 +1478,7 @@ func TestConditionFailedUpdateScale(t *testing.T) { }), } - _, _, _, testScaleClient := tc.prepareTestClient(t) + _, _, _, _, testScaleClient := tc.prepareTestClient(t) tc.testScaleClient = testScaleClient testScaleClient.PrependReactor("update", "replicationcontrollers", func(action core.Action) (handled bool, ret runtime.Object, err error) { @@ -1660,7 +1664,7 @@ func TestAvoidUncessaryUpdates(t *testing.T) { reportedPodReadiness: []v1.ConditionStatus{v1.ConditionTrue, v1.ConditionFalse, v1.ConditionFalse}, useMetricsAPI: true, } - testClient, _, _, _ := tc.prepareTestClient(t) + testClient, _, _, _, _ := tc.prepareTestClient(t) tc.testClient = testClient var savedHPA *autoscalingv1.HorizontalPodAutoscaler testClient.PrependReactor("list", "horizontalpodautoscalers", func(action core.Action) (handled bool, ret runtime.Object, err error) { diff --git a/pkg/controller/podautoscaler/metrics/BUILD b/pkg/controller/podautoscaler/metrics/BUILD index f33ca17247f..7dd3d7acca1 100644 --- a/pkg/controller/podautoscaler/metrics/BUILD +++ b/pkg/controller/podautoscaler/metrics/BUILD @@ -29,6 +29,7 @@ go_library( "//vendor/k8s.io/metrics/pkg/apis/metrics/v1alpha1:go_default_library", "//vendor/k8s.io/metrics/pkg/client/clientset_generated/clientset/typed/metrics/v1beta1:go_default_library", "//vendor/k8s.io/metrics/pkg/client/custom_metrics:go_default_library", + "//vendor/k8s.io/metrics/pkg/client/external_metrics:go_default_library", ], ) @@ -56,10 +57,12 @@ go_test( "//vendor/k8s.io/client-go/testing:go_default_library", "//vendor/k8s.io/heapster/metrics/api/v1/types:go_default_library", "//vendor/k8s.io/metrics/pkg/apis/custom_metrics/v1beta1:go_default_library", + "//vendor/k8s.io/metrics/pkg/apis/external_metrics/v1beta1:go_default_library", "//vendor/k8s.io/metrics/pkg/apis/metrics/v1alpha1:go_default_library", "//vendor/k8s.io/metrics/pkg/apis/metrics/v1beta1:go_default_library", "//vendor/k8s.io/metrics/pkg/client/clientset_generated/clientset/fake:go_default_library", "//vendor/k8s.io/metrics/pkg/client/custom_metrics/fake:go_default_library", + "//vendor/k8s.io/metrics/pkg/client/external_metrics/fake:go_default_library", ], ) diff --git a/pkg/controller/podautoscaler/metrics/interfaces.go b/pkg/controller/podautoscaler/metrics/interfaces.go index ead083f2770..29fccc48e3a 100644 --- a/pkg/controller/podautoscaler/metrics/interfaces.go +++ b/pkg/controller/podautoscaler/metrics/interfaces.go @@ -42,4 +42,8 @@ type MetricsClient interface { // GetObjectMetric gets the given metric (and an associated timestamp) for the given // object in the given namespace GetObjectMetric(metricName string, namespace string, objectRef *autoscaling.CrossVersionObjectReference) (int64, time.Time, error) + + // GetExternalMetric gets all the values of a given external metric + // that match the specified selector. + GetExternalMetric(metricName string, namespace string, selector labels.Selector) ([]int64, time.Time, error) } diff --git a/pkg/controller/podautoscaler/metrics/legacy_metrics_client.go b/pkg/controller/podautoscaler/metrics/legacy_metrics_client.go index 7fa03a51297..c9846602773 100644 --- a/pkg/controller/podautoscaler/metrics/legacy_metrics_client.go +++ b/pkg/controller/podautoscaler/metrics/legacy_metrics_client.go @@ -177,6 +177,10 @@ func (h *HeapsterMetricsClient) GetObjectMetric(metricName string, namespace str return 0, time.Time{}, fmt.Errorf("object metrics are not yet supported") } +func (h *HeapsterMetricsClient) GetExternalMetric(metricName, namespace string, selector labels.Selector) ([]int64, time.Time, error) { + return nil, time.Time{}, fmt.Errorf("external metrics aren't supported") +} + func collapseTimeSamples(metrics heapster.MetricResult, duration time.Duration) (int64, time.Time, bool) { floatSum := float64(0) intSum := int64(0) diff --git a/pkg/controller/podautoscaler/metrics/rest_metrics_client.go b/pkg/controller/podautoscaler/metrics/rest_metrics_client.go index e8894bfcc95..cbc7218f33a 100644 --- a/pkg/controller/podautoscaler/metrics/rest_metrics_client.go +++ b/pkg/controller/podautoscaler/metrics/rest_metrics_client.go @@ -30,12 +30,14 @@ import ( customapi "k8s.io/metrics/pkg/apis/custom_metrics/v1beta1" resourceclient "k8s.io/metrics/pkg/client/clientset_generated/clientset/typed/metrics/v1beta1" customclient "k8s.io/metrics/pkg/client/custom_metrics" + externalclient "k8s.io/metrics/pkg/client/external_metrics" ) -func NewRESTMetricsClient(resourceClient resourceclient.PodMetricsesGetter, customClient customclient.CustomMetricsClient) MetricsClient { +func NewRESTMetricsClient(resourceClient resourceclient.PodMetricsesGetter, customClient customclient.CustomMetricsClient, externalClient externalclient.ExternalMetricsClient) MetricsClient { return &restMetricsClient{ &resourceMetricsClient{resourceClient}, &customMetricsClient{customClient}, + &externalMetricsClient{externalClient}, } } @@ -45,6 +47,7 @@ func NewRESTMetricsClient(resourceClient resourceclient.PodMetricsesGetter, cust type restMetricsClient struct { *resourceMetricsClient *customMetricsClient + *externalMetricsClient } // resourceMetricsClient implements the resource-metrics-related parts of MetricsClient, @@ -139,3 +142,29 @@ func (c *customMetricsClient) GetObjectMetric(metricName string, namespace strin return metricValue.Value.MilliValue(), metricValue.Timestamp.Time, nil } + +// externalMetricsClient implenets the external metrics related parts of MetricsClient, +// using data from the external metrics API. +type externalMetricsClient struct { + client externalclient.ExternalMetricsClient +} + +// GetExternalMetric gets all the values of a given external metric +// that match the specified selector. +func (c *externalMetricsClient) GetExternalMetric(metricName, namespace string, selector labels.Selector) ([]int64, time.Time, error) { + metrics, err := c.client.NamespacedMetrics(namespace).Get(metricName, selector) + if err != nil { + return []int64{}, time.Time{}, fmt.Errorf("unable to fetch metrics from external metrics API: %v", err) + } + + if len(metrics.Items) == 0 { + return nil, time.Time{}, fmt.Errorf("no metrics returned from external metrics API") + } + + res := make([]int64, 0) + for _, m := range metrics.Items { + res = append(res, m.Value.MilliValue()) + } + timestamp := metrics.Items[0].Timestamp.Time + return res, timestamp, nil +} diff --git a/pkg/controller/podautoscaler/metrics/rest_metrics_client_test.go b/pkg/controller/podautoscaler/metrics/rest_metrics_client_test.go index 0ce8b8bbe43..2a489be5c43 100644 --- a/pkg/controller/podautoscaler/metrics/rest_metrics_client_test.go +++ b/pkg/controller/podautoscaler/metrics/rest_metrics_client_test.go @@ -32,9 +32,11 @@ import ( "k8s.io/kubernetes/pkg/api/legacyscheme" _ "k8s.io/kubernetes/pkg/apis/extensions/install" cmapi "k8s.io/metrics/pkg/apis/custom_metrics/v1beta1" + emapi "k8s.io/metrics/pkg/apis/external_metrics/v1beta1" metricsapi "k8s.io/metrics/pkg/apis/metrics/v1beta1" metricsfake "k8s.io/metrics/pkg/client/clientset_generated/clientset/fake" cmfake "k8s.io/metrics/pkg/client/custom_metrics/fake" + emfake "k8s.io/metrics/pkg/client/external_metrics/fake" "github.com/stretchr/testify/assert" ) @@ -49,13 +51,15 @@ type restClientTestCase struct { reportedPodMetrics [][]int64 singleObject *autoscalingapi.CrossVersionObjectReference - namespace string - selector labels.Selector - resourceName v1.ResourceName - metricName string + namespace string + selector labels.Selector + resourceName v1.ResourceName + metricName string + metricSelector *metav1.LabelSelector + metricLabelSelector labels.Selector } -func (tc *restClientTestCase) prepareTestClient(t *testing.T) (*metricsfake.Clientset, *cmfake.FakeCustomMetricsClient) { +func (tc *restClientTestCase) prepareTestClient(t *testing.T) (*metricsfake.Clientset, *cmfake.FakeCustomMetricsClient, *emfake.FakeExternalMetricsClient) { namespace := "test-namespace" tc.namespace = namespace podNamePrefix := "test-pod" @@ -64,9 +68,12 @@ func (tc *restClientTestCase) prepareTestClient(t *testing.T) (*metricsfake.Clie // it's a resource test if we have a resource name isResource := len(tc.resourceName) > 0 + // it's an external test if we have a metric selector + isExternal := tc.metricSelector != nil fakeMetricsClient := &metricsfake.Clientset{} fakeCMClient := &cmfake.FakeCustomMetricsClient{} + fakeEMClient := &emfake.FakeExternalMetricsClient{} if isResource { fakeMetricsClient.AddReactor("list", "pods", func(action core.Action) (handled bool, ret runtime.Object, err error) { @@ -99,6 +106,24 @@ func (tc *restClientTestCase) prepareTestClient(t *testing.T) (*metricsfake.Clie } return true, metrics, nil }) + } else if isExternal { + fakeEMClient.AddReactor("get", "externalmetrics", func(action core.Action) (handled bool, ret runtime.Object, err error) { + getForAction := action.(emfake.GetForAction) + assert.Equal(t, tc.metricName, getForAction.GetMetricName(), "the metric requested should have matched the one specified.") + assert.Equal(t, tc.metricLabelSelector, getForAction.GetMetricSelector(), "the metric selector should have matched the one specified") + + metrics := emapi.ExternalMetricValueList{} + for _, metricPoint := range tc.reportedMetricPoints { + timestamp := fixedTimestamp.Add(time.Duration(metricPoint.timestamp) * time.Minute) + metric := emapi.ExternalMetricValue{ + Value: *resource.NewMilliQuantity(int64(metricPoint.level), resource.DecimalSI), + Timestamp: metav1.Time{Time: timestamp}, + MetricName: tc.metricName, + } + metrics.Items = append(metrics.Items, metric) + } + return true, &metrics, nil + }) } else { fakeCMClient.AddReactor("get", "*", func(action core.Action) (handled bool, ret runtime.Object, err error) { getForAction := action.(cmfake.GetForAction) @@ -162,13 +187,13 @@ func (tc *restClientTestCase) prepareTestClient(t *testing.T) (*metricsfake.Clie }) } - return fakeMetricsClient, fakeCMClient + return fakeMetricsClient, fakeCMClient, fakeEMClient } func (tc *restClientTestCase) verifyResults(t *testing.T, metrics PodMetricsInfo, timestamp time.Time, err error) { if tc.desiredError != nil { assert.Error(t, err, "there should be an error retrieving the metrics") - assert.Contains(t, fmt.Sprintf("%v", err), fmt.Sprintf("%v", tc.desiredError), "the error message should be eas expected") + assert.Contains(t, fmt.Sprintf("%v", err), fmt.Sprintf("%v", tc.desiredError), "the error message should be as expected") return } assert.NoError(t, err, "there should be no error retrieving the metrics") @@ -181,12 +206,25 @@ func (tc *restClientTestCase) verifyResults(t *testing.T, metrics PodMetricsInfo } func (tc *restClientTestCase) runTest(t *testing.T) { - testMetricsClient, testCMClient := tc.prepareTestClient(t) - metricsClient := NewRESTMetricsClient(testMetricsClient.MetricsV1beta1(), testCMClient) + var err error + testMetricsClient, testCMClient, testEMClient := tc.prepareTestClient(t) + metricsClient := NewRESTMetricsClient(testMetricsClient.MetricsV1beta1(), testCMClient, testEMClient) isResource := len(tc.resourceName) > 0 + isExternal := tc.metricSelector != nil if isResource { info, timestamp, err := metricsClient.GetResourceMetric(v1.ResourceName(tc.resourceName), tc.namespace, tc.selector) tc.verifyResults(t, info, timestamp, err) + } else if isExternal { + tc.metricLabelSelector, err = metav1.LabelSelectorAsSelector(tc.metricSelector) + if err != nil { + t.Errorf("invalid metric selector: %+v", tc.metricSelector) + } + val, timestamp, err := metricsClient.GetExternalMetric(tc.metricName, tc.namespace, tc.metricLabelSelector) + info := make(PodMetricsInfo, len(val)) + for i, metricVal := range val { + info[fmt.Sprintf("%v-val-%v", tc.metricName, i)] = metricVal + } + tc.verifyResults(t, info, timestamp, err) } else if tc.singleObject == nil { info, timestamp, err := metricsClient.GetRawMetric(tc.metricName, tc.namespace, tc.selector) tc.verifyResults(t, info, timestamp, err) @@ -209,6 +247,19 @@ func TestRESTClientCPU(t *testing.T) { tc.runTest(t) } +func TestRESTClientExternal(t *testing.T) { + tc := restClientTestCase{ + desiredMetricValues: PodMetricsInfo{ + "external-val-0": 10000, "external-val-1": 20000, "external-val-2": 10000, + }, + metricSelector: &metav1.LabelSelector{MatchLabels: map[string]string{"label": "value"}}, + metricName: "external", + targetTimestamp: 1, + reportedMetricPoints: []metricPoint{{10000, 1}, {20000, 1}, {10000, 1}}, + } + tc.runTest(t) +} + func TestRESTClientQPS(t *testing.T) { tc := restClientTestCase{ desiredMetricValues: PodMetricsInfo{ @@ -248,6 +299,19 @@ func TestRESTClientQpsSumEqualZero(t *testing.T) { tc.runTest(t) } +func TestRESTClientExternalSumEqualZero(t *testing.T) { + tc := restClientTestCase{ + desiredMetricValues: PodMetricsInfo{ + "external-val-0": 0, "external-val-1": 0, "external-val-2": 0, + }, + metricSelector: &metav1.LabelSelector{MatchLabels: map[string]string{"label": "value"}}, + metricName: "external", + targetTimestamp: 0, + reportedMetricPoints: []metricPoint{{0, 0}, {0, 0}, {0, 0}}, + } + tc.runTest(t) +} + func TestRESTClientQpsEmptyMetrics(t *testing.T) { tc := restClientTestCase{ metricName: "qps", @@ -258,6 +322,17 @@ func TestRESTClientQpsEmptyMetrics(t *testing.T) { tc.runTest(t) } +func TestRESTClientExternalEmptyMetrics(t *testing.T) { + tc := restClientTestCase{ + metricName: "external", + metricSelector: &metav1.LabelSelector{}, + desiredError: fmt.Errorf("no metrics returned from external metrics API"), + reportedMetricPoints: []metricPoint{}, + } + + tc.runTest(t) +} + func TestRESTClientCPUEmptyMetrics(t *testing.T) { tc := restClientTestCase{ resourceName: v1.ResourceCPU, diff --git a/pkg/controller/podautoscaler/replica_calculator_test.go b/pkg/controller/podautoscaler/replica_calculator_test.go index a5c3bf03872..b99198113d9 100644 --- a/pkg/controller/podautoscaler/replica_calculator_test.go +++ b/pkg/controller/podautoscaler/replica_calculator_test.go @@ -36,6 +36,7 @@ import ( metricsapi "k8s.io/metrics/pkg/apis/metrics/v1beta1" metricsfake "k8s.io/metrics/pkg/client/clientset_generated/clientset/fake" cmfake "k8s.io/metrics/pkg/client/custom_metrics/fake" + emfake "k8s.io/metrics/pkg/client/external_metrics/fake" "github.com/stretchr/testify/assert" "github.com/stretchr/testify/require" @@ -81,7 +82,7 @@ const ( numContainersPerPod = 2 ) -func (tc *replicaCalcTestCase) prepareTestClient(t *testing.T) (*fake.Clientset, *metricsfake.Clientset, *cmfake.FakeCustomMetricsClient) { +func (tc *replicaCalcTestCase) prepareTestClient(t *testing.T) (*fake.Clientset, *metricsfake.Clientset, *cmfake.FakeCustomMetricsClient, *emfake.FakeExternalMetricsClient) { fakeClient := &fake.Clientset{} fakeClient.AddReactor("list", "pods", func(action core.Action) (handled bool, ret runtime.Object, err error) { @@ -236,12 +237,14 @@ func (tc *replicaCalcTestCase) prepareTestClient(t *testing.T) (*fake.Clientset, return true, metrics, nil }) - return fakeClient, fakeMetricsClient, fakeCMClient + fakeEMClient := &emfake.FakeExternalMetricsClient{} + + return fakeClient, fakeMetricsClient, fakeCMClient, fakeEMClient } func (tc *replicaCalcTestCase) runTest(t *testing.T) { - testClient, testMetricsClient, testCMClient := tc.prepareTestClient(t) - metricsClient := metrics.NewRESTMetricsClient(testMetricsClient.MetricsV1beta1(), testCMClient) + testClient, testMetricsClient, testCMClient, testEMClient := tc.prepareTestClient(t) + metricsClient := metrics.NewRESTMetricsClient(testMetricsClient.MetricsV1beta1(), testCMClient, testEMClient) replicaCalc := &ReplicaCalculator{ metricsClient: metricsClient,