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feat: Instrument Feast using Prometheus and OpenTelemetry #4366
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| ## Adding Monitoring | ||
| To add monitoring to the Feast Feature Server, follow these steps: | ||
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| ### Workflow | ||
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| Feast instrumentation Using OpenTelemetry and Prometheus - | ||
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| ### Deploy Prometheus Operator | ||
| Follow the Prometheus Operator documentation to install the operator - | ||
| https://github.com/prometheus-operator/prometheus-operator/blob/main/Documentation/user-guides/getting-started.md | ||
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| ### Deploy OpenTelemetry Operator | ||
| Before installing OTEL Operator, install `cert-manager` and validate the `pods` should spin up -- | ||
| ``` | ||
| kubectl apply -f https://github.com/open-telemetry/opentelemetry-operator/releases/latest/download/opentelemetry-operator.yaml | ||
| ``` | ||
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| Follow the documentation for further installation steps - | ||
| https://github.com/open-telemetry/opentelemetry-operator | ||
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| ### Configure OpenTelemetry Collector | ||
| Add the OpenTelemetry Collector configuration under the metrics section in your values.yaml file. | ||
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| Example values.yaml: | ||
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| ``` | ||
| metrics: | ||
| enabled: true | ||
| otelCollector: | ||
| endpoint: "otel-collector.default.svc.cluster.local:4317" #sample | ||
| headers: | ||
| api-key: "your-api-key" | ||
| ``` | ||
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| ### Add instrumentation annotation and environment variables in the deployment.yaml | ||
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| ``` | ||
| template: | ||
| metadata: | ||
| {{- with .Values.podAnnotations }} | ||
| annotations: | ||
| {{- toYaml . | nindent 8 }} | ||
| instrumentation.opentelemetry.io/inject-python: "true" | ||
| ``` | ||
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| ``` | ||
| - name: OTEL_EXPORTER_OTLP_ENDPOINT | ||
| value: http://{{ .Values.service.name }}-collector.{{ .Release.namespace }}.svc.cluster.local:{{ .Values.metrics.endpoint.port}} | ||
| - name: OTEL_EXPORTER_OTLP_INSECURE | ||
| value: "true" | ||
| ``` | ||
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| ### Add checks | ||
| Add metric checks to all manifests and deployment file - | ||
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| ``` | ||
| {{ if .Values.metrics.enabled }} | ||
| apiVersion: opentelemetry.io/v1alpha1 | ||
| kind: Instrumentation | ||
| metadata: | ||
| name: feast-instrumentation | ||
| spec: | ||
| exporter: | ||
| endpoint: http://{{ .Values.service.name }}-collector.{{ .Release.Namespace }}.svc.cluster.local:4318 # This is the default port for the OpenTelemetry Collector | ||
| env: | ||
| propagators: | ||
| - tracecontext | ||
| - baggage | ||
| python: | ||
| env: | ||
| - name: OTEL_METRICS_EXPORTER | ||
| value: console,otlp_proto_http | ||
| - name: OTEL_LOGS_EXPORTER | ||
| value: otlp_proto_http | ||
| - name: OTEL_PYTHON_LOGGING_AUTO_INSTRUMENTATION_ENABLED | ||
| value: "true" | ||
| {{end}} | ||
| ``` | ||
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| ### Add manifests to the chart | ||
| Add Instrumentation, OpenTelemetryCollector, ServiceMonitors, Prometheus Instance and RBAC rules as provided in the [samples/](https://github.com/feast-dev/feast/tree/91540703c483f1cd03b534a1a45bc4ccdcf79f81/infra/charts/feast-feature-server/samples) directory. | ||
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| For latest updates please refer the official repository - https://github.com/open-telemetry/opentelemetry-operator | ||
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| ### Deploy Feast | ||
| Deploy Feast and set `metrics` value to `true`. | ||
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| Example - | ||
| ``` | ||
| helm install feast-release infra/charts/feast-feature-server --set metric=true --set feature_store_yaml_base64="" | ||
| ``` | ||
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| ## See logs | ||
| Once the opentelemetry is deployed, you can search the logs to see the required metrics - | ||
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| ``` | ||
| oc logs otelcol-collector-0 | grep "Name: feast_feature_server_memory_usage\|Value: 0.*" | ||
| oc logs otelcol-collector-0 | grep "Name: feast_feature_server_cpu_usage\|Value: 0.*" | ||
| ``` | ||
| ``` | ||
| -> Name: feast_feature_server_memory_usage | ||
| Value: 0.579426 | ||
| ``` | ||
| ``` | ||
| -> Name: feast_feature_server_cpu_usage | ||
| Value: 0.000000 | ||
| ``` | ||
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| @@ -0,0 +1,19 @@ | ||
| apiVersion: opentelemetry.io/v1alpha1 | ||
| kind: Instrumentation | ||
| metadata: | ||
| name: feast-instrumentation | ||
| spec: | ||
| exporter: | ||
| endpoint: <endpoint> # eg: http://{{ .Values.service.name }}-collector.{{ .Release.Namespace }}.svc.cluster.local:4318 | ||
| env: | ||
| propagators: | ||
| - tracecontext | ||
| - baggage | ||
| python: | ||
| env: | ||
| - name: OTEL_METRICS_EXPORTER | ||
| value: console,otlp_proto_http | ||
| - name: OTEL_LOGS_EXPORTER | ||
| value: otlp_proto_http | ||
| - name: OTEL_PYTHON_LOGGING_AUTO_INSTRUMENTATION_ENABLED | ||
| value: "true" |
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,53 @@ | ||
| # API reference https://github.com/open-telemetry/opentelemetry-operator/blob/main/docs/api.md | ||
| # Refs for v1beta1 config: https://github.com/open-telemetry/opentelemetry-operator/issues/3011#issuecomment-2154118998 | ||
| apiVersion: opentelemetry.io/v1beta1 | ||
| kind: OpenTelemetryCollector | ||
| metadata: | ||
| name: otelcol | ||
| spec: | ||
| mode: statefulset | ||
| image: otel/opentelemetry-collector-contrib:0.102.1 | ||
| targetAllocator: | ||
| enabled: true | ||
| serviceAccount: opentelemetry-targetallocator-sa | ||
| prometheusCR: | ||
| enabled: true | ||
| podMonitorSelector: {} | ||
| serviceMonitorSelector: {} | ||
| ## If uncommented, only service monitors with this label will get picked up | ||
| # app: feast | ||
| config: | ||
| receivers: | ||
| otlp: | ||
| protocols: | ||
| grpc: {} | ||
| http: {} | ||
| prometheus: | ||
| config: | ||
| scrape_configs: | ||
| - job_name: 'otelcol-collector' | ||
| scrape_interval: 10s | ||
| static_configs: | ||
| - targets: [ '0.0.0.0:8888' ] | ||
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| processors: | ||
| batch: {} | ||
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| exporters: | ||
| logging: | ||
| verbosity: detailed | ||
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| service: | ||
| pipelines: | ||
| traces: | ||
| receivers: [otlp] | ||
| processors: [batch] | ||
| exporters: [logging] | ||
| metrics: | ||
| receivers: [otlp, prometheus] | ||
| processors: [] | ||
| exporters: [logging] | ||
| logs: | ||
| receivers: [otlp] | ||
| processors: [batch] | ||
| exporters: [logging] |
| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,16 @@ | ||
| apiVersion: monitoring.coreos.com/v1 | ||
| kind: ServiceMonitor | ||
| metadata: | ||
| labels: | ||
| app: feast | ||
| name: otel-sm-1 | ||
| spec: | ||
| endpoints: | ||
| - port: metrics | ||
| namespaceSelector: | ||
| matchNames: | ||
| - <namespace> # helm value - {{ .Release.Namespace }} | ||
| selector: | ||
| matchLabels: | ||
| app.kubernetes.io/component: opentelemetry-collector | ||
| app.kubernetes.io/managed-by: opentelemetry-operator |
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,15 @@ | ||
| kind: Prometheus | ||
| metadata: | ||
| name: prometheus | ||
| spec: | ||
| evaluationInterval: 30s | ||
| podMonitorSelector: | ||
| matchLabels: | ||
| app: feast | ||
| portName: web | ||
| replicas: 1 | ||
| scrapeInterval: 30s | ||
| serviceAccountName: prometheus-k8s | ||
| serviceMonitorSelector: | ||
| matchLabels: | ||
| app: feast |
| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,68 @@ | ||
| apiVersion: v1 | ||
| kind: ServiceAccount | ||
| metadata: | ||
| name: opentelemetry-targetallocator-sa | ||
| --- | ||
| apiVersion: rbac.authorization.k8s.io/v1 | ||
| kind: ClusterRole | ||
| metadata: | ||
| name: opentelemetry-targetallocator-role-1 | ||
| annotations: | ||
| meta.helm.sh/release-name: "feast-release" | ||
| meta.helm.sh/release-namespace: "feast-val" | ||
| labels: | ||
| app.kubernetes.io/managed-by: "Helm" | ||
| rules: | ||
| - apiGroups: | ||
| - monitoring.coreos.com | ||
| resources: | ||
| - servicemonitors | ||
| - podmonitors | ||
| verbs: | ||
| - '*' | ||
| - apiGroups: [""] | ||
| resources: | ||
| - namespaces | ||
| verbs: ["get", "list", "watch"] | ||
| - apiGroups: [""] | ||
| resources: | ||
| - nodes | ||
| - nodes/metrics | ||
| - services | ||
| - endpoints | ||
| - pods | ||
| verbs: ["get", "list", "watch"] | ||
| - apiGroups: [""] | ||
| resources: | ||
| - configmaps | ||
| verbs: ["get"] | ||
| - apiGroups: | ||
| - discovery.k8s.io | ||
| resources: | ||
| - endpointslices | ||
| verbs: ["get", "list", "watch"] | ||
| - apiGroups: | ||
| - networking.k8s.io | ||
| resources: | ||
| - ingresses | ||
| verbs: ["get", "list", "watch"] | ||
| - nonResourceURLs: ["/metrics"] | ||
| verbs: ["get"] | ||
| --- | ||
| apiVersion: rbac.authorization.k8s.io/v1 | ||
| kind: ClusterRoleBinding | ||
| metadata: | ||
| name: opentelemetry-targetallocator-rb-1 | ||
| annotations: | ||
| meta.helm.sh/release-name: "feast-release" | ||
| meta.helm.sh/release-namespace: "feast-val" | ||
| labels: | ||
| app.kubernetes.io/managed-by: "Helm" | ||
| subjects: | ||
| - kind: ServiceAccount | ||
| name: opentelemetry-targetallocator-sa | ||
| namespace: <namespace> # helm value - {{ .Release.Namespace }} | ||
| roleRef: | ||
| kind: ClusterRole | ||
| name: opentelemetry-targetallocator-role-1 | ||
| apiGroup: rbac.authorization.k8s.io |
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,16 @@ | ||
| apiVersion: monitoring.coreos.com/v1 | ||
| kind: ServiceMonitor | ||
| metadata: | ||
| labels: | ||
| app: feast | ||
| name: otel-sm | ||
| spec: | ||
| endpoints: | ||
| - port: metrics | ||
| namespaceSelector: | ||
| matchNames: | ||
| - <namespace> # helm value - {{ .Release.Namespace }} | ||
| selector: | ||
| matchLabels: | ||
| app.kubernetes.io/component: opentelemetry-collector | ||
| app.kubernetes.io/managed-by: opentelemetry-operator |
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