/* Copyright 2016 The Kubernetes Authors. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. */ package metrics import ( "fmt" "time" "k8s.io/autoscaler/cluster-autoscaler/simulator" "k8s.io/autoscaler/cluster-autoscaler/utils/errors" "k8s.io/autoscaler/cluster-autoscaler/utils/gpu" _ "k8s.io/component-base/metrics/prometheus/restclient" // for client-go metrics registration k8smetrics "k8s.io/component-base/metrics" "k8s.io/component-base/metrics/legacyregistry" klog "k8s.io/klog/v2" ) // NodeScaleDownReason describes reason for removing node type NodeScaleDownReason string // FailedScaleUpReason describes reason of failed scale-up type FailedScaleUpReason string // FunctionLabel is a name of Cluster Autoscaler operation for which // we measure duration type FunctionLabel string // NodeGroupType describes node group relation to CA type NodeGroupType string const ( caNamespace = "cluster_autoscaler" readyLabel = "ready" unreadyLabel = "unready" startingLabel = "notStarted" unregisteredLabel = "unregistered" longUnregisteredLabel = "longUnregistered" // Underutilized node was removed because of low utilization Underutilized NodeScaleDownReason = "underutilized" // Empty node was removed Empty NodeScaleDownReason = "empty" // Unready node was removed Unready NodeScaleDownReason = "unready" // CloudProviderError caused scale-up to fail CloudProviderError FailedScaleUpReason = "cloudProviderError" // APIError caused scale-up to fail APIError FailedScaleUpReason = "apiCallError" // Timeout was encountered when trying to scale-up Timeout FailedScaleUpReason = "timeout" // autoscaledGroup is managed by CA autoscaledGroup NodeGroupType = "autoscaled" // autoprovisionedGroup have been created by CA (Node Autoprovisioning), // is currently autoscaled and can be removed by CA if it's no longer needed autoprovisionedGroup NodeGroupType = "autoprovisioned" // LogLongDurationThreshold defines the duration after which long function // duration will be logged (in addition to being counted in metric). // This is meant to help find unexpectedly long function execution times for // debugging purposes. LogLongDurationThreshold = 5 * time.Second ) // Names of Cluster Autoscaler operations const ( ScaleDown FunctionLabel = "scaleDown" ScaleDownNodeDeletion FunctionLabel = "scaleDown:nodeDeletion" ScaleDownFindNodesToRemove FunctionLabel = "scaleDown:findNodesToRemove" ScaleDownMiscOperations FunctionLabel = "scaleDown:miscOperations" ScaleDownSoftTaintUnneeded FunctionLabel = "scaleDown:softTaintUnneeded" ScaleUp FunctionLabel = "scaleUp" FindUnneeded FunctionLabel = "findUnneeded" UpdateState FunctionLabel = "updateClusterState" FilterOutSchedulable FunctionLabel = "filterOutSchedulable" CloudProviderRefresh FunctionLabel = "cloudProviderRefresh" Main FunctionLabel = "main" Poll FunctionLabel = "poll" Reconfigure FunctionLabel = "reconfigure" Autoscaling FunctionLabel = "autoscaling" ) var ( /**** Metrics related to cluster state ****/ clusterSafeToAutoscale = k8smetrics.NewGauge( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "cluster_safe_to_autoscale", Help: "Whether or not cluster is healthy enough for autoscaling. 1 if it is, 0 otherwise.", }, ) nodesCount = k8smetrics.NewGaugeVec( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "nodes_count", Help: "Number of nodes in cluster.", }, []string{"state"}, ) nodeGroupsCount = k8smetrics.NewGaugeVec( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "node_groups_count", Help: "Number of node groups managed by CA.", }, []string{"node_group_type"}, ) unschedulablePodsCount = k8smetrics.NewGauge( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "unschedulable_pods_count", Help: "Number of unschedulable pods in the cluster.", }, ) maxNodesCount = k8smetrics.NewGauge( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "max_nodes_count", Help: "Maximum number of nodes in all node groups", }, ) cpuCurrentCores = k8smetrics.NewGauge( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "cluster_cpu_current_cores", Help: "Current number of cores in the cluster, minus deleting nodes.", }, ) cpuLimitsCores = k8smetrics.NewGaugeVec( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "cpu_limits_cores", Help: "Minimum and maximum number of cores in the cluster.", }, []string{"direction"}, ) memoryCurrentBytes = k8smetrics.NewGauge( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "cluster_memory_current_bytes", Help: "Current number of bytes of memory in the cluster, minus deleting nodes.", }, ) memoryLimitsBytes = k8smetrics.NewGaugeVec( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "memory_limits_bytes", Help: "Minimum and maximum number of bytes of memory in cluster.", }, []string{"direction"}, ) nodesGroupMinNodes = k8smetrics.NewGaugeVec( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "node_group_min_count", Help: "Minimum number of nodes in the node group", }, []string{"node_group"}, ) nodesGroupMaxNodes = k8smetrics.NewGaugeVec( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "node_group_max_count", Help: "Maximum number of nodes in the node group", }, []string{"node_group"}, ) /**** Metrics related to autoscaler execution ****/ lastActivity = k8smetrics.NewGaugeVec( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "last_activity", Help: "Last time certain part of CA logic executed.", }, []string{"activity"}, ) functionDuration = k8smetrics.NewHistogramVec( &k8smetrics.HistogramOpts{ Namespace: caNamespace, Name: "function_duration_seconds", Help: "Time taken by various parts of CA main loop.", Buckets: []float64{0.01, 0.05, 0.1, 0.5, 1.0, 2.5, 5.0, 7.5, 10.0, 12.5, 15.0, 17.5, 20.0, 22.5, 25.0, 27.5, 30.0, 50.0, 75.0, 100.0, 1000.0}, }, []string{"function"}, ) functionDurationSummary = k8smetrics.NewSummaryVec( &k8smetrics.SummaryOpts{ Namespace: caNamespace, Name: "function_duration_quantile_seconds", Help: "Quantiles of time taken by various parts of CA main loop.", MaxAge: time.Hour, }, []string{"function"}, ) /**** Metrics related to autoscaler operations ****/ errorsCount = k8smetrics.NewCounterVec( &k8smetrics.CounterOpts{ Namespace: caNamespace, Name: "errors_total", Help: "The number of CA loops failed due to an error.", }, []string{"type"}, ) scaleUpCount = k8smetrics.NewCounter( &k8smetrics.CounterOpts{ Namespace: caNamespace, Name: "scaled_up_nodes_total", Help: "Number of nodes added by CA.", }, ) gpuScaleUpCount = k8smetrics.NewCounterVec( &k8smetrics.CounterOpts{ Namespace: caNamespace, Name: "scaled_up_gpu_nodes_total", Help: "Number of GPU nodes added by CA, by GPU name.", }, []string{"gpu_name"}, ) failedScaleUpCount = k8smetrics.NewCounterVec( &k8smetrics.CounterOpts{ Namespace: caNamespace, Name: "failed_scale_ups_total", Help: "Number of times scale-up operation has failed.", }, []string{"reason"}, ) scaleDownCount = k8smetrics.NewCounterVec( &k8smetrics.CounterOpts{ Namespace: caNamespace, Name: "scaled_down_nodes_total", Help: "Number of nodes removed by CA.", }, []string{"reason"}, ) gpuScaleDownCount = k8smetrics.NewCounterVec( &k8smetrics.CounterOpts{ Namespace: caNamespace, Name: "scaled_down_gpu_nodes_total", Help: "Number of GPU nodes removed by CA, by reason and GPU name.", }, []string{"reason", "gpu_name"}, ) evictionsCount = k8smetrics.NewCounter( &k8smetrics.CounterOpts{ Namespace: caNamespace, Name: "evicted_pods_total", Help: "Number of pods evicted by CA", }, ) unneededNodesCount = k8smetrics.NewGauge( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "unneeded_nodes_count", Help: "Number of nodes currently considered unneeded by CA.", }, ) unremovableNodesCount = k8smetrics.NewGaugeVec( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "unremovable_nodes_count", Help: "Number of nodes currently considered unremovable by CA.", }, []string{"reason"}, ) scaleDownInCooldown = k8smetrics.NewGauge( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "scale_down_in_cooldown", Help: "Whether or not the scale down is in cooldown. 1 if its, 0 otherwise.", }, ) oldUnregisteredNodesRemovedCount = k8smetrics.NewCounter( &k8smetrics.CounterOpts{ Namespace: caNamespace, Name: "old_unregistered_nodes_removed_count", Help: "Number of unregistered nodes removed by CA.", }, ) /**** Metrics related to NodeAutoprovisioning ****/ napEnabled = k8smetrics.NewGauge( &k8smetrics.GaugeOpts{ Namespace: caNamespace, Name: "nap_enabled", Help: "Whether or not Node Autoprovisioning is enabled. 1 if it is, 0 otherwise.", }, ) nodeGroupCreationCount = k8smetrics.NewCounter( &k8smetrics.CounterOpts{ Namespace: caNamespace, Name: "created_node_groups_total", Help: "Number of node groups created by Node Autoprovisioning.", }, ) nodeGroupDeletionCount = k8smetrics.NewCounter( &k8smetrics.CounterOpts{ Namespace: caNamespace, Name: "deleted_node_groups_total", Help: "Number of node groups deleted by Node Autoprovisioning.", }, ) ) // RegisterAll registers all metrics. func RegisterAll(emitPerNodeGroupMetrics bool) { legacyregistry.MustRegister(clusterSafeToAutoscale) legacyregistry.MustRegister(nodesCount) legacyregistry.MustRegister(nodeGroupsCount) legacyregistry.MustRegister(unschedulablePodsCount) legacyregistry.MustRegister(maxNodesCount) legacyregistry.MustRegister(cpuCurrentCores) legacyregistry.MustRegister(cpuLimitsCores) legacyregistry.MustRegister(memoryCurrentBytes) legacyregistry.MustRegister(memoryLimitsBytes) legacyregistry.MustRegister(lastActivity) legacyregistry.MustRegister(functionDuration) legacyregistry.MustRegister(functionDurationSummary) legacyregistry.MustRegister(errorsCount) legacyregistry.MustRegister(scaleUpCount) legacyregistry.MustRegister(gpuScaleUpCount) legacyregistry.MustRegister(failedScaleUpCount) legacyregistry.MustRegister(scaleDownCount) legacyregistry.MustRegister(gpuScaleDownCount) legacyregistry.MustRegister(evictionsCount) legacyregistry.MustRegister(unneededNodesCount) legacyregistry.MustRegister(unremovableNodesCount) legacyregistry.MustRegister(scaleDownInCooldown) legacyregistry.MustRegister(oldUnregisteredNodesRemovedCount) legacyregistry.MustRegister(napEnabled) legacyregistry.MustRegister(nodeGroupCreationCount) legacyregistry.MustRegister(nodeGroupDeletionCount) if emitPerNodeGroupMetrics { legacyregistry.MustRegister(nodesGroupMinNodes) legacyregistry.MustRegister(nodesGroupMaxNodes) } } // UpdateDurationFromStart records the duration of the step identified by the // label using start time func UpdateDurationFromStart(label FunctionLabel, start time.Time) { duration := time.Now().Sub(start) UpdateDuration(label, duration) } // UpdateDuration records the duration of the step identified by the label func UpdateDuration(label FunctionLabel, duration time.Duration) { // TODO(maciekpytel): remove second condition if we manage to get // asynchronous node drain if duration > LogLongDurationThreshold && label != ScaleDown { klog.V(4).Infof("Function %s took %v to complete", label, duration) } functionDuration.WithLabelValues(string(label)).Observe(duration.Seconds()) functionDurationSummary.WithLabelValues(string(label)).Observe(duration.Seconds()) } // UpdateLastTime records the time the step identified by the label was started func UpdateLastTime(label FunctionLabel, now time.Time) { lastActivity.WithLabelValues(string(label)).Set(float64(now.Unix())) } // UpdateClusterSafeToAutoscale records if cluster is safe to autoscale func UpdateClusterSafeToAutoscale(safe bool) { if safe { clusterSafeToAutoscale.Set(1) } else { clusterSafeToAutoscale.Set(0) } } // UpdateNodesCount records the number of nodes in cluster func UpdateNodesCount(ready, unready, starting, longUnregistered, unregistered int) { nodesCount.WithLabelValues(readyLabel).Set(float64(ready)) nodesCount.WithLabelValues(unreadyLabel).Set(float64(unready)) nodesCount.WithLabelValues(startingLabel).Set(float64(starting)) nodesCount.WithLabelValues(longUnregisteredLabel).Set(float64(longUnregistered)) nodesCount.WithLabelValues(unregisteredLabel).Set(float64(unregistered)) } // UpdateNodeGroupsCount records the number of node groups managed by CA func UpdateNodeGroupsCount(autoscaled, autoprovisioned int) { nodeGroupsCount.WithLabelValues(string(autoscaledGroup)).Set(float64(autoscaled)) nodeGroupsCount.WithLabelValues(string(autoprovisionedGroup)).Set(float64(autoprovisioned)) } // UpdateUnschedulablePodsCount records number of currently unschedulable pods func UpdateUnschedulablePodsCount(podsCount int) { unschedulablePodsCount.Set(float64(podsCount)) } // UpdateMaxNodesCount records the current maximum number of nodes being set for all node groups func UpdateMaxNodesCount(nodesCount int) { maxNodesCount.Set(float64(nodesCount)) } // UpdateClusterCPUCurrentCores records the number of cores in the cluster, minus deleting nodes func UpdateClusterCPUCurrentCores(coresCount int64) { cpuCurrentCores.Set(float64(coresCount)) } // UpdateCPULimitsCores records the minimum and maximum number of cores in the cluster func UpdateCPULimitsCores(minCoresCount int64, maxCoresCount int64) { cpuLimitsCores.WithLabelValues("minimum").Set(float64(minCoresCount)) cpuLimitsCores.WithLabelValues("maximum").Set(float64(maxCoresCount)) } // UpdateClusterMemoryCurrentBytes records the number of bytes of memory in the cluster, minus deleting nodes func UpdateClusterMemoryCurrentBytes(memoryCount int64) { memoryCurrentBytes.Set(float64(memoryCount)) } // UpdateMemoryLimitsBytes records the minimum and maximum bytes of memory in the cluster func UpdateMemoryLimitsBytes(minMemoryCount int64, maxMemoryCount int64) { memoryLimitsBytes.WithLabelValues("minimum").Set(float64(minMemoryCount)) memoryLimitsBytes.WithLabelValues("maximum").Set(float64(maxMemoryCount)) } // UpdateNodeGroupMin records the node group minimum allowed number of nodes func UpdateNodeGroupMin(nodeGroup string, minNodes int) { nodesGroupMinNodes.WithLabelValues(nodeGroup).Set(float64(minNodes)) } // UpdateNodeGroupMax records the node group maximum allowed number of nodes func UpdateNodeGroupMax(nodeGroup string, maxNodes int) { nodesGroupMaxNodes.WithLabelValues(nodeGroup).Set(float64(maxNodes)) } // RegisterError records any errors preventing Cluster Autoscaler from working. // No more than one error should be recorded per loop. func RegisterError(err errors.AutoscalerError) { errorsCount.WithLabelValues(string(err.Type())).Add(1.0) } // RegisterScaleUp records number of nodes added by scale up func RegisterScaleUp(nodesCount int, gpuType string) { scaleUpCount.Add(float64(nodesCount)) if gpuType != gpu.MetricsNoGPU { gpuScaleUpCount.WithLabelValues(gpuType).Add(float64(nodesCount)) } } // RegisterFailedScaleUp records a failed scale-up operation func RegisterFailedScaleUp(reason FailedScaleUpReason) { failedScaleUpCount.WithLabelValues(string(reason)).Inc() } // RegisterScaleDown records number of nodes removed by scale down func RegisterScaleDown(nodesCount int, gpuType string, reason NodeScaleDownReason) { scaleDownCount.WithLabelValues(string(reason)).Add(float64(nodesCount)) if gpuType != gpu.MetricsNoGPU { gpuScaleDownCount.WithLabelValues(string(reason), gpuType).Add(float64(nodesCount)) } } // RegisterEvictions records number of evicted pods func RegisterEvictions(podsCount int) { evictionsCount.Add(float64(podsCount)) } // UpdateUnneededNodesCount records number of currently unneeded nodes func UpdateUnneededNodesCount(nodesCount int) { unneededNodesCount.Set(float64(nodesCount)) } // UpdateUnremovableNodesCount records number of currently unremovable nodes func UpdateUnremovableNodesCount(unremovableReasonCounts map[simulator.UnremovableReason]int) { for reason, count := range unremovableReasonCounts { unremovableNodesCount.WithLabelValues(fmt.Sprintf("%v", reason)).Set(float64(count)) } } // UpdateNapEnabled records if NodeAutoprovisioning is enabled func UpdateNapEnabled(enabled bool) { if enabled { napEnabled.Set(1) } else { napEnabled.Set(0) } } // RegisterNodeGroupCreation registers node group creation func RegisterNodeGroupCreation() { nodeGroupCreationCount.Add(1.0) } // RegisterNodeGroupDeletion registers node group deletion func RegisterNodeGroupDeletion() { nodeGroupDeletionCount.Add(1.0) } // UpdateScaleDownInCooldown registers if the cluster autoscaler // scaledown is in cooldown func UpdateScaleDownInCooldown(inCooldown bool) { if inCooldown { scaleDownInCooldown.Set(1.0) } else { scaleDownInCooldown.Set(0.0) } } // RegisterOldUnregisteredNodesRemoved records number of old unregistered // nodes that have been removed by the cluster autoscaler func RegisterOldUnregisteredNodesRemoved(nodesCount int) { oldUnregisteredNodesRemovedCount.Add(float64(nodesCount)) }