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| 1 | +Kubernetes Metrics and Custom Metrics APIs generalize consumption of metrics published by the cluster and applications running within it. |
| 2 | + |
| 3 | +## Node and Pod Metrics |
| 4 | + |
| 5 | +Kubernetes Pod and Node metrics are exposed like any other Kubernetes resources. Below is a sample interaction that illustrates how to fetch them using Kuber.jl: |
| 6 | + |
| 7 | +```julia |
| 8 | +julia> using Kuber |
| 9 | + |
| 10 | +julia> ctx = KuberContext() |
| 11 | +Kubernetes namespace default at http://localhost:8001 |
| 12 | + |
| 13 | +julia> Kuber.set_api_versions!(ctx; verbose=true) |
| 14 | +┌ Info: Core versions |
| 15 | +│ supported = "v1" |
| 16 | +└ preferred = "v1" |
| 17 | +... |
| 18 | +┌ Info: metrics.k8s.io (Metrics) versions |
| 19 | +│ supported = "v1beta1" |
| 20 | +└ preferred = "v1beta1" |
| 21 | +┌ Info: custom.metrics.k8s.io (CustomMetrics) versions |
| 22 | +│ supported = "v1beta1" |
| 23 | +└ preferred = "v1beta1" |
| 24 | +... |
| 25 | + |
| 26 | +julia> # same as: list(ctx, :NodeMetrics; namespace=nothing) |
| 27 | +julia> result = get(ctx, :NodeMetrics) |
| 28 | +{ |
| 29 | + "metadata": { |
| 30 | + "selfLink": "/apis/metrics.k8s.io/v1beta1/nodes" |
| 31 | + }, |
| 32 | + "items": [ |
| 33 | + { |
| 34 | + "timestamp": "2020-03-10T04:35:34Z", |
| 35 | + "metadata": { |
| 36 | + "creationTimestamp": "2020-03-10T04:35:47Z", |
| 37 | + "selfLink": "/apis/metrics.k8s.io/v1beta1/nodes/tanlto", |
| 38 | + "name": "tanlto" |
| 39 | + }, |
| 40 | + "usage": { |
| 41 | + "cpu": "608075001n", |
| 42 | + "memory": "11870920Ki" |
| 43 | + }, |
| 44 | + "window": "30s" |
| 45 | + } |
| 46 | + ] |
| 47 | +} |
| 48 | + |
| 49 | +julia> result = get(ctx, :NodeMetrics, "tanlto") |
| 50 | +{ |
| 51 | + "timestamp": "2020-03-10T04:35:34Z", |
| 52 | + "metadata": { |
| 53 | + "creationTimestamp": "2020-03-10T04:35:50Z", |
| 54 | + "selfLink": "/apis/metrics.k8s.io/v1beta1/nodes/tanlto", |
| 55 | + "name": "tanlto" |
| 56 | + }, |
| 57 | + "usage": { |
| 58 | + "cpu": "608075001n", |
| 59 | + "memory": "11870920Ki" |
| 60 | + }, |
| 61 | + "window": "30s" |
| 62 | +} |
| 63 | + |
| 64 | + |
| 65 | +julia> # same as: list(ctx, :PodMetrics; namespace=nothing) |
| 66 | +julia> result = get(ctx, :PodMetrics) |
| 67 | +{ |
| 68 | + "metadata": { |
| 69 | + "selfLink": "/apis/metrics.k8s.io/v1beta1/pods" |
| 70 | + }, |
| 71 | + "items": [ |
| 72 | + { |
| 73 | + "timestamp": "2020-03-10T04:35:29Z", |
| 74 | + "metadata": { |
| 75 | + "creationTimestamp": "2020-03-10T04:36:00Z", |
| 76 | + "selfLink": "/apis/metrics.k8s.io/v1beta1/namespaces/kube-system/pods/elasticsearch-logging-0", |
| 77 | + "name": "elasticsearch-logging-0", |
| 78 | + "namespace": "kube-system" |
| 79 | + }, |
| 80 | + "window": "30s", |
| 81 | + "containers": [ |
| 82 | + { |
| 83 | + "usage": { |
| 84 | + "cpu": "6898860n", |
| 85 | + "memory": "1337780Ki" |
| 86 | + }, |
| 87 | + "name": "elasticsearch-logging" |
| 88 | + } |
| 89 | + ] |
| 90 | + }, |
| 91 | + ... |
| 92 | + { |
| 93 | + "timestamp": "2020-03-10T04:35:30Z", |
| 94 | + "metadata": { |
| 95 | + "creationTimestamp": "2020-03-10T04:36:00Z", |
| 96 | + "selfLink": "/apis/metrics.k8s.io/v1beta1/namespaces/kube-system/pods/kube-controller-manager-tanlto", |
| 97 | + "name": "kube-controller-manager-tanlto", |
| 98 | + "namespace": "kube-system" |
| 99 | + }, |
| 100 | + "window": "30s", |
| 101 | + "containers": [ |
| 102 | + { |
| 103 | + "usage": { |
| 104 | + "cpu": "23127068n", |
| 105 | + "memory": "61468Ki" |
| 106 | + }, |
| 107 | + "name": "kube-controller-manager" |
| 108 | + } |
| 109 | + ] |
| 110 | + } |
| 111 | + ] |
| 112 | +} |
| 113 | + |
| 114 | +julia> result = get(ctx, :PodMetrics, "kube-proxy-7nczq") |
| 115 | +{ |
| 116 | + "timestamp": "2020-03-10T04:35:57Z", |
| 117 | + "metadata": { |
| 118 | + "creationTimestamp": "2020-03-10T04:36:16Z", |
| 119 | + "selfLink": "/apis/metrics.k8s.io/v1beta1/namespaces/kube-system/pods/kube-proxy-7nczq", |
| 120 | + "name": "kube-proxy-7nczq", |
| 121 | + "namespace": "kube-system" |
| 122 | + }, |
| 123 | + "window": "30s", |
| 124 | + "containers": [ |
| 125 | + { |
| 126 | + "usage": { |
| 127 | + "cpu": "533122n", |
| 128 | + "memory": "32028Ki" |
| 129 | + }, |
| 130 | + "name": "kube-proxy" |
| 131 | + } |
| 132 | + ] |
| 133 | +} |
| 134 | +``` |
| 135 | + |
| 136 | +## Custom Metrics |
| 137 | + |
| 138 | +Since the custom metrics APIs take more than one parameters, unlike the rest of the Kubernetes APIs, it is not possible to generalize both `list` and `get` actions into the same `get` API in Kuber.jl (as is done for the other Kubernetes entities). Kuber.jl therefore exposes a `list` API that explicitly does listing. The `list` API works for both custom metrics and any other Kubernetes resource that supports listing. The older `get` API continues to work for listing resources other than custom metrics. |
| 139 | + |
| 140 | +Kuber.jl attempts to genralize the custom metrics API to match the rest of Kubernetes format. That requires taking a composite metric name as a single string, with components separated by the `/` character. It matches the way Kubernetes API discovery exposes the endpoints. E.g.: |
| 141 | + |
| 142 | +``` |
| 143 | +{ |
| 144 | + "kind": "APIResourceList", |
| 145 | + "apiVersion": "v1", |
| 146 | + "groupVersion": "custom.metrics.k8s.io/v1beta1", |
| 147 | + "resources": [ |
| 148 | + { |
| 149 | + "name": "pods/prometheus_target_scrape_pool_reloads", |
| 150 | + "singularName": "", |
| 151 | + "namespaced": true, |
| 152 | + "kind": "MetricValueList", |
| 153 | + "verbs": [ |
| 154 | + "get" |
| 155 | + ] |
| 156 | + }, |
| 157 | + { |
| 158 | + "name": "jobs.batch/kube_namespace_status_phase", |
| 159 | + "singularName": "", |
| 160 | + "namespaced": true, |
| 161 | + "kind": "MetricValueList", |
| 162 | + "verbs": [ |
| 163 | + "get" |
| 164 | + ] |
| 165 | + }, |
| 166 | + { |
| 167 | + "name": "pods/node_memory_Inactive_anon_bytes", |
| 168 | + "singularName": "", |
| 169 | + "namespaced": true, |
| 170 | + "kind": "MetricValueList", |
| 171 | + "verbs": [ |
| 172 | + "get" |
| 173 | + ] |
| 174 | + }, |
| 175 | + ... |
| 176 | + ] |
| 177 | +} |
| 178 | +``` |
| 179 | + |
| 180 | +The downside however is that it needs the API user to be cognizant of the formatting rule. Therefore Kuber.jl also exports helper methods specifically for custom metrics - `list_custom_metrics` `list_namespaced_custom_metrics`. |
| 181 | + |
| 182 | +### Non-namespaced Custom Metrics |
| 183 | + |
| 184 | +Retrieve the given metric for the given non-namespaced object (e.g. Node, PersistentVolume). Composite metric name is of the form `<objecttype>/<objectname>/<metricname>` Passing `*` for objectname would retrieve the given metric for all non-namespaced objects of the given type. |
| 185 | + |
| 186 | +```julia |
| 187 | +julia> # same as: list(ctx, :MetricValue, "nodes/*/go_memstats_last_gc_time_seconds"; namespace=nothing) |
| 188 | +julia> list_custom_metrics(ctx, "nodes", "go_memstats_last_gc_time_seconds") |
| 189 | +{ |
| 190 | + "kind": "MetricValueList", |
| 191 | + "metadata": { |
| 192 | + "selfLink": "/apis/custom.metrics.k8s.io/v1beta1/nodes/%2A/go_memstats_last_gc_time_seconds" |
| 193 | + }, |
| 194 | + "apiVersion": "custom.metrics.k8s.io/v1beta1", |
| 195 | + "items": [ |
| 196 | + { |
| 197 | + "timestamp": "2020-03-13T06:49:27Z", |
| 198 | + "value": "1584082154494m", |
| 199 | + "metricName": "go_memstats_last_gc_time_seconds", |
| 200 | + "describedObject": { |
| 201 | + "kind": "Node", |
| 202 | + "apiVersion": "/v1", |
| 203 | + "name": "tanlto" |
| 204 | + } |
| 205 | + } |
| 206 | + ] |
| 207 | +} |
| 208 | + |
| 209 | +julia> # same as: list(ctx, :MetricValue, "nodes/tanlto/go_memstats_last_gc_time_seconds"; namespace=nothing) |
| 210 | +julia> list_custom_metrics(ctx, "nodes", "tanlto", "go_memstats_last_gc_time_seconds") |
| 211 | +{ |
| 212 | + "kind": "MetricValueList", |
| 213 | + "metadata": { |
| 214 | + "selfLink": "/apis/custom.metrics.k8s.io/v1beta1/nodes/tanlto/go_memstats_last_gc_time_seconds" |
| 215 | + }, |
| 216 | + "apiVersion": "custom.metrics.k8s.io/v1beta1", |
| 217 | + "items": [ |
| 218 | + { |
| 219 | + "timestamp": "2020-03-13T06:50:13Z", |
| 220 | + "value": "1584082185722m", |
| 221 | + "metricName": "go_memstats_last_gc_time_seconds", |
| 222 | + "describedObject": { |
| 223 | + "kind": "Node", |
| 224 | + "apiVersion": "/v1", |
| 225 | + "name": "tanlto" |
| 226 | + } |
| 227 | + } |
| 228 | + ] |
| 229 | +} |
| 230 | +``` |
| 231 | + |
| 232 | +### Namespaced Custom Metrics |
| 233 | + |
| 234 | +Retrieve the given metric (in composite form) which describes the given namespace. Composite form of metrics can be either "metric/<metricname>" to fetch metrics of all objects in the namespace, or `<objecttype>/<objectname>/<metricname>` to fetch metrics of the specified object type and name. Passing `*` for objectname would fetch metrics of all objects of the specified type in the namespace. |
| 235 | + |
| 236 | +```julia |
| 237 | +julia> # same as: list(ctx, :MetricValue, "metrics/coredns_forward_request_duration_seconds_sum") |
| 238 | +julia> list_namespaced_custom_metrics(ctx, "coredns_forward_request_duration_seconds_sum") |
| 239 | +{ |
| 240 | + "kind": "MetricValueList", |
| 241 | + "metadata": { |
| 242 | + "selfLink": "/apis/custom.metrics.k8s.io/v1beta1/namespaces/kube-system/metrics/coredns_forward_request_duration_seconds_sum" |
| 243 | + }, |
| 244 | + "apiVersion": "custom.metrics.k8s.io/v1beta1", |
| 245 | + "items": [ |
| 246 | + { |
| 247 | + "timestamp": "2020-03-13T06:40:17Z", |
| 248 | + "value": "23336m", |
| 249 | + "metricName": "coredns_forward_request_duration_seconds_sum", |
| 250 | + "describedObject": { |
| 251 | + "kind": "Namespace", |
| 252 | + "apiVersion": "/v1", |
| 253 | + "name": "kube-system" |
| 254 | + } |
| 255 | + } |
| 256 | + ] |
| 257 | +} |
| 258 | + |
| 259 | + |
| 260 | +julia> # same as: list(ctx, :MetricValue, "pods/*/coredns_forward_request_duration_seconds_sum") |
| 261 | +julia> list_namespaced_custom_metrics(ctx, "pods", "coredns_forward_request_duration_seconds_sum") |
| 262 | +{ |
| 263 | + "kind": "MetricValueList", |
| 264 | + "metadata": { |
| 265 | + "selfLink": "/apis/custom.metrics.k8s.io/v1beta1/namespaces/kube-system/pods/%2A/coredns_forward_request_duration_seconds_sum" |
| 266 | + }, |
| 267 | + "apiVersion": "custom.metrics.k8s.io/v1beta1", |
| 268 | + "items": [ |
| 269 | + { |
| 270 | + "timestamp": "2020-03-13T06:45:39Z", |
| 271 | + "value": "11452m", |
| 272 | + "metricName": "coredns_forward_request_duration_seconds_sum", |
| 273 | + "describedObject": { |
| 274 | + "kind": "Pod", |
| 275 | + "apiVersion": "/v1", |
| 276 | + "name": "coredns-6955765f44-66hlh", |
| 277 | + "namespace": "kube-system" |
| 278 | + } |
| 279 | + }, |
| 280 | + { |
| 281 | + "timestamp": "2020-03-13T06:45:39Z", |
| 282 | + "value": "12338m", |
| 283 | + "metricName": "coredns_forward_request_duration_seconds_sum", |
| 284 | + "describedObject": { |
| 285 | + "kind": "Pod", |
| 286 | + "apiVersion": "/v1", |
| 287 | + "name": "coredns-6955765f44-n4nhj", |
| 288 | + "namespace": "kube-system" |
| 289 | + } |
| 290 | + } |
| 291 | + ] |
| 292 | +} |
| 293 | + |
| 294 | +julia> # same as: list(ctx, :MetricValue, "pods/coredns-6955765f44-n4nhj/coredns_forward_request_duration_seconds_sum") |
| 295 | +julia> list_namespaced_custom_metrics(ctx, "pods", "coredns-6955765f44-n4nhj", "coredns_forward_request_duration_seconds_sum") |
| 296 | +{ |
| 297 | + "kind": "MetricValueList", |
| 298 | + "metadata": { |
| 299 | + "selfLink": "/apis/custom.metrics.k8s.io/v1beta1/namespaces/kube-system/pods/coredns-6955765f44-n4nhj/coredns_forward_request_duration_seconds_sum" |
| 300 | + }, |
| 301 | + "apiVersion": "custom.metrics.k8s.io/v1beta1", |
| 302 | + "items": [ |
| 303 | + { |
| 304 | + "timestamp": "2020-03-13T06:47:01Z", |
| 305 | + "value": "12338m", |
| 306 | + "metricName": "coredns_forward_request_duration_seconds_sum", |
| 307 | + "describedObject": { |
| 308 | + "kind": "Pod", |
| 309 | + "apiVersion": "/v1", |
| 310 | + "name": "coredns-6955765f44-n4nhj", |
| 311 | + "namespace": "kube-system" |
| 312 | + } |
| 313 | + } |
| 314 | + ] |
| 315 | +} |
| 316 | +``` |
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