mirror of
https://github.com/meta-llama/llama-stack.git
synced 2025-10-23 16:37:28 +00:00
3164 lines
80 KiB
Text
3164 lines
80 KiB
Text
---
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apiVersion: v1
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kind: Namespace
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metadata:
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name: monitoring
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---
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# Prometheus ConfigMap
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apiVersion: v1
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kind: ConfigMap
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metadata:
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name: prometheus-config
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namespace: monitoring
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data:
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prometheus.yml: |
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global:
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scrape_interval: 15s
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evaluation_interval: 15s
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scrape_configs:
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# NVIDIA DCGM exporter for GPU metrics
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- job_name: 'dcgm'
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static_configs:
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- targets: ['dcgm-exporter:9400']
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- job_name: 'kubernetes-pods'
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kubernetes_sd_configs:
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- role: pod
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relabel_configs:
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- source_labels: [__meta_kubernetes_pod_annotation_prometheus_io_scrape]
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action: keep
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regex: true
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- source_labels: [__meta_kubernetes_pod_annotation_prometheus_io_path]
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action: replace
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target_label: __metrics_path__
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regex: (.+)
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- source_labels: [__address__, __meta_kubernetes_pod_annotation_prometheus_io_port]
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action: replace
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regex: ([^:]+)(?::\d+)?;(\d+)
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replacement: $1:$2
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target_label: __address__
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- action: labelmap
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regex: __meta_kubernetes_pod_label_(.+)
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- source_labels: [__meta_kubernetes_namespace]
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action: replace
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target_label: kubernetes_namespace
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- source_labels: [__meta_kubernetes_pod_name]
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action: replace
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target_label: kubernetes_pod_name
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# Specific job for vLLM pods
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- job_name: 'vllm-pods'
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kubernetes_sd_configs:
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- role: pod
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relabel_configs:
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- source_labels: [__meta_kubernetes_pod_label_app]
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regex: vllm
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action: keep
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- source_labels: [__meta_kubernetes_pod_container_port_name]
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regex: http
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action: keep
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- source_labels: [__meta_kubernetes_namespace]
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action: replace
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target_label: kubernetes_namespace
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- source_labels: [__meta_kubernetes_pod_name]
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action: replace
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target_label: kubernetes_pod_name
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# Specific job for NIM pods
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- job_name: 'nim-pods'
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kubernetes_sd_configs:
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- role: pod
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relabel_configs:
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- source_labels: [__meta_kubernetes_pod_label_nim_type]
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regex: llama-nim
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action: keep
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- source_labels: [__meta_kubernetes_pod_annotation_prometheus_io_path]
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action: replace
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target_label: __metrics_path__
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regex: (.+)
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- source_labels: [__address__, __meta_kubernetes_pod_annotation_prometheus_io_port]
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action: replace
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regex: ([^:]+)(?::\d+)?;(\d+)
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replacement: $1:$2
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target_label: __address__
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- source_labels: [__meta_kubernetes_namespace]
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action: replace
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target_label: kubernetes_namespace
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- source_labels: [__meta_kubernetes_pod_name]
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action: replace
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target_label: kubernetes_pod_name
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- source_labels: [__meta_kubernetes_pod_label_app]
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action: replace
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target_label: app
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# Direct scrape for NIM service
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- job_name: 'nim-service'
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static_configs:
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- targets: ['llm-nim-code:8000']
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metrics_path: /v1/metrics
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scrape_interval: 5s
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# Specific job for Ollama pods
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- job_name: 'ollama-pods'
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kubernetes_sd_configs:
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- role: pod
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relabel_configs:
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- source_labels: [__meta_kubernetes_pod_label_app_kubernetes_io_name]
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regex: ollama-safety
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action: keep
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- source_labels: [__meta_kubernetes_pod_annotation_prometheus_io_path]
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action: replace
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target_label: __metrics_path__
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regex: (.+)
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- source_labels: [__address__, __meta_kubernetes_pod_annotation_prometheus_io_port]
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action: replace
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regex: ([^:]+)(?::\d+)?;(\d+)
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replacement: $1:$2
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target_label: __address__
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- source_labels: [__meta_kubernetes_namespace]
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action: replace
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target_label: kubernetes_namespace
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- source_labels: [__meta_kubernetes_pod_name]
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action: replace
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target_label: kubernetes_pod_name
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---
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# Prometheus Deployment
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apiVersion: apps/v1
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kind: Deployment
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metadata:
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name: prometheus
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namespace: monitoring
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labels:
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app: prometheus
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spec:
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replicas: 1
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selector:
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matchLabels:
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app: prometheus
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template:
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metadata:
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labels:
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app: prometheus
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spec:
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serviceAccountName: prometheus
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containers:
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- name: prometheus
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image: prom/prometheus:v2.45.0
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args:
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- "--config.file=/etc/prometheus/prometheus.yml"
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- "--storage.tsdb.path=/prometheus"
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- "--web.console.libraries=/etc/prometheus/console_libraries"
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- "--web.console.templates=/etc/prometheus/consoles"
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- "--web.enable-lifecycle"
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ports:
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- containerPort: 9090
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name: http
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volumeMounts:
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- name: prometheus-config
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mountPath: /etc/prometheus/
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- name: prometheus-storage
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mountPath: /prometheus
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volumes:
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- name: prometheus-config
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configMap:
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name: prometheus-config
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- name: prometheus-storage
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emptyDir: {}
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---
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# Prometheus Service
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apiVersion: v1
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kind: Service
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metadata:
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name: prometheus
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namespace: monitoring
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annotations:
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prometheus.io/scrape: 'true'
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prometheus.io/port: '9090'
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spec:
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selector:
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app: prometheus
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ports:
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- port: 9090
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targetPort: 9090
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name: http
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type: NodePort # Changed from ClusterIP to NodePort to make it accessible outside the cluster
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---
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# Grafana ConfigMap for datasources
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apiVersion: v1
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kind: ConfigMap
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metadata:
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name: grafana-datasources
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namespace: monitoring
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data:
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prometheus.yaml: |
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apiVersion: 1
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datasources:
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- name: Prometheus
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type: prometheus
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url: http://prometheus:9090
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access: proxy
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isDefault: true
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---
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# Grafana ConfigMap for dashboards provider
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apiVersion: v1
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kind: ConfigMap
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metadata:
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name: grafana-dashboards-provider
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namespace: monitoring
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data:
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dashboards.yaml: |
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apiVersion: 1
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providers:
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- name: 'default'
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orgId: 1
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folder: ''
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type: file
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disableDeletion: false
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editable: true
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options:
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path: /var/lib/grafana/dashboards
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---
|
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# Grafana ConfigMap for dashboards
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apiVersion: v1
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kind: ConfigMap
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metadata:
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name: grafana-dashboards
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namespace: monitoring
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data:
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nim-dashboard.json: |
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{
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"annotations": {
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"list": [
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{
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"builtIn": 1,
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"datasource": "-- Grafana --",
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"enable": true,
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"hide": true,
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"iconColor": "rgba(0, 211, 255, 1)",
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"name": "Annotations & Alerts",
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"type": "dashboard"
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}
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]
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},
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"editable": true,
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"gnetId": null,
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"graphTooltip": 0,
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"id": 2,
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"links": [],
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"panels": [
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{
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"aliasColors": {},
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"bars": false,
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"dashLength": 10,
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"dashes": false,
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"datasource": "Prometheus",
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"fill": 1,
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"fillGradient": 0,
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"gridPos": {
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"h": 8,
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"w": 12,
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"x": 0,
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"y": 0
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},
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"hiddenSeries": false,
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"id": 1,
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"legend": {
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"avg": false,
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"current": true,
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"max": true,
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"min": false,
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"show": true,
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"total": false,
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"values": true
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},
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"lines": true,
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"linewidth": 1,
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"nullPointMode": "null",
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"options": {
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"dataLinks": []
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},
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"percentage": false,
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"pointradius": 2,
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"points": false,
|
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"renderer": "flot",
|
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"seriesOverrides": [],
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"spaceLength": 10,
|
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"stack": false,
|
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"steppedLine": false,
|
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"targets": [
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{
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"expr": "DCGM_FI_DEV_GPU_UTIL{instance=\"dcgm-exporter:9400\", pod=~\"(llm-nim-code|vllm).*\"}",
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"refId": "A",
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"legendFormat": "GPU {{gpu}} - {{pod}}"
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}
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],
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"thresholds": [],
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"timeFrom": null,
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"timeRegions": [],
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"timeShift": null,
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"title": "NIM GPU Utilization",
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"tooltip": {
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"shared": true,
|
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"sort": 0,
|
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"value_type": "individual"
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},
|
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"type": "graph",
|
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"xaxis": {
|
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"buckets": null,
|
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"mode": "time",
|
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"name": null,
|
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"show": true,
|
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"values": []
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},
|
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"yaxes": [
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{
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"format": "percent",
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"label": null,
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"logBase": 1,
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"max": "100",
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"min": "0",
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"show": true
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},
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{
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"format": "short",
|
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"label": null,
|
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"logBase": 1,
|
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"max": null,
|
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"min": null,
|
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"show": true
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}
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|
],
|
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"yaxis": {
|
|
"align": false,
|
|
"alignLevel": null
|
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}
|
|
},
|
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{
|
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"aliasColors": {},
|
|
"bars": false,
|
|
"dashLength": 10,
|
|
"dashes": false,
|
|
"datasource": "Prometheus",
|
|
"fill": 1,
|
|
"fillGradient": 0,
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 12,
|
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"y": 0
|
|
},
|
|
"hiddenSeries": false,
|
|
"id": 2,
|
|
"legend": {
|
|
"avg": false,
|
|
"current": true,
|
|
"max": true,
|
|
"min": false,
|
|
"show": true,
|
|
"total": false,
|
|
"values": true
|
|
},
|
|
"lines": true,
|
|
"linewidth": 1,
|
|
"nullPointMode": "null",
|
|
"options": {
|
|
"dataLinks": []
|
|
},
|
|
"percentage": false,
|
|
"pointradius": 2,
|
|
"points": false,
|
|
"renderer": "flot",
|
|
"seriesOverrides": [],
|
|
"spaceLength": 10,
|
|
"stack": false,
|
|
"steppedLine": false,
|
|
"targets": [
|
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{
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"expr": "DCGM_FI_DEV_FB_USED{instance=\"dcgm-exporter:9400\", pod=~\"(llm-nim-code|vllm).*\"} / 1024 / 1024 / 1024",
|
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"refId": "A",
|
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"legendFormat": "GPU {{gpu}} - {{pod}}"
|
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}
|
|
],
|
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"thresholds": [],
|
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"timeFrom": null,
|
|
"timeRegions": [],
|
|
"timeShift": null,
|
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"title": "NIM GPU Memory Used (GB)",
|
|
"tooltip": {
|
|
"shared": true,
|
|
"sort": 0,
|
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"value_type": "individual"
|
|
},
|
|
"type": "graph",
|
|
"xaxis": {
|
|
"buckets": null,
|
|
"mode": "time",
|
|
"name": null,
|
|
"show": true,
|
|
"values": []
|
|
},
|
|
"yaxes": [
|
|
{
|
|
"format": "gbytes",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": "0",
|
|
"show": true
|
|
},
|
|
{
|
|
"format": "short",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
}
|
|
],
|
|
"yaxis": {
|
|
"align": false,
|
|
"alignLevel": null
|
|
}
|
|
},
|
|
{
|
|
"aliasColors": {},
|
|
"bars": false,
|
|
"dashLength": 10,
|
|
"dashes": false,
|
|
"datasource": "Prometheus",
|
|
"fill": 1,
|
|
"fillGradient": 0,
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 0,
|
|
"y": 8
|
|
},
|
|
"hiddenSeries": false,
|
|
"id": 3,
|
|
"legend": {
|
|
"avg": false,
|
|
"current": true,
|
|
"max": true,
|
|
"min": false,
|
|
"show": true,
|
|
"total": false,
|
|
"values": true
|
|
},
|
|
"lines": true,
|
|
"linewidth": 1,
|
|
"nullPointMode": "null",
|
|
"options": {
|
|
"dataLinks": []
|
|
},
|
|
"percentage": false,
|
|
"pointradius": 2,
|
|
"points": false,
|
|
"renderer": "flot",
|
|
"seriesOverrides": [],
|
|
"spaceLength": 10,
|
|
"stack": false,
|
|
"steppedLine": false,
|
|
"targets": [
|
|
{
|
|
"expr": "DCGM_FI_DEV_POWER_USAGE{instance=\"dcgm-exporter:9400\", pod=~\"(llm-nim-code|vllm).*\"}",
|
|
"refId": "A",
|
|
"legendFormat": "GPU {{gpu}} - {{pod}}"
|
|
}
|
|
],
|
|
"thresholds": [],
|
|
"timeFrom": null,
|
|
"timeRegions": [],
|
|
"timeShift": null,
|
|
"title": "NIM GPU Power Usage (W)",
|
|
"tooltip": {
|
|
"shared": true,
|
|
"sort": 0,
|
|
"value_type": "individual"
|
|
},
|
|
"type": "graph",
|
|
"xaxis": {
|
|
"buckets": null,
|
|
"mode": "time",
|
|
"name": null,
|
|
"show": true,
|
|
"values": []
|
|
},
|
|
"yaxes": [
|
|
{
|
|
"format": "watt",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": "0",
|
|
"show": true
|
|
},
|
|
{
|
|
"format": "short",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
}
|
|
],
|
|
"yaxis": {
|
|
"align": false,
|
|
"alignLevel": null
|
|
}
|
|
},
|
|
{
|
|
"aliasColors": {},
|
|
"bars": false,
|
|
"dashLength": 10,
|
|
"dashes": false,
|
|
"datasource": "Prometheus",
|
|
"fill": 1,
|
|
"fillGradient": 0,
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 12,
|
|
"y": 8
|
|
},
|
|
"hiddenSeries": false,
|
|
"id": 4,
|
|
"legend": {
|
|
"avg": false,
|
|
"current": true,
|
|
"max": true,
|
|
"min": false,
|
|
"show": true,
|
|
"total": false,
|
|
"values": true
|
|
},
|
|
"lines": true,
|
|
"linewidth": 1,
|
|
"nullPointMode": "null",
|
|
"options": {
|
|
"dataLinks": []
|
|
},
|
|
"percentage": false,
|
|
"pointradius": 2,
|
|
"points": false,
|
|
"renderer": "flot",
|
|
"seriesOverrides": [],
|
|
"spaceLength": 10,
|
|
"stack": false,
|
|
"steppedLine": false,
|
|
"targets": [
|
|
{
|
|
"expr": "DCGM_FI_DEV_GPU_TEMP{instance=\"dcgm-exporter:9400\", pod=~\"(llm-nim-code|vllm).*\"}",
|
|
"refId": "A",
|
|
"legendFormat": "GPU {{gpu}} - {{pod}}"
|
|
}
|
|
],
|
|
"thresholds": [],
|
|
"timeFrom": null,
|
|
"timeRegions": [],
|
|
"timeShift": null,
|
|
"title": "NIM GPU Temperature (°C)",
|
|
"tooltip": {
|
|
"shared": true,
|
|
"sort": 0,
|
|
"value_type": "individual"
|
|
},
|
|
"type": "graph",
|
|
"xaxis": {
|
|
"buckets": null,
|
|
"mode": "time",
|
|
"name": null,
|
|
"show": true,
|
|
"values": []
|
|
},
|
|
"yaxes": [
|
|
{
|
|
"format": "celsius",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": "0",
|
|
"show": true
|
|
},
|
|
{
|
|
"format": "short",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
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{
|
|
"format": "short",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
},
|
|
{
|
|
"format": "short",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
}
|
|
],
|
|
"yaxis": {
|
|
"align": false,
|
|
"alignLevel": null
|
|
}
|
|
},
|
|
{
|
|
"aliasColors": {},
|
|
"bars": false,
|
|
"dashLength": 10,
|
|
"dashes": false,
|
|
"datasource": "Prometheus",
|
|
"fill": 1,
|
|
"fillGradient": 0,
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 12,
|
|
"y": 0
|
|
},
|
|
"hiddenSeries": false,
|
|
"id": 3,
|
|
"legend": {
|
|
"avg": false,
|
|
"current": false,
|
|
"max": false,
|
|
"min": false,
|
|
"show": true,
|
|
"total": false,
|
|
"values": false
|
|
},
|
|
"lines": true,
|
|
"linewidth": 1,
|
|
"nullPointMode": "null",
|
|
"options": {
|
|
"dataLinks": []
|
|
},
|
|
"percentage": false,
|
|
"pointradius": 2,
|
|
"points": false,
|
|
"renderer": "flot",
|
|
"seriesOverrides": [],
|
|
"spaceLength": 10,
|
|
"stack": false,
|
|
"steppedLine": false,
|
|
"targets": [
|
|
{
|
|
"expr": "sum by(pod) (container_memory_usage_bytes{pod=~\"vllm.*|llama-nim.*\"})",
|
|
"refId": "A"
|
|
}
|
|
],
|
|
"thresholds": [],
|
|
"timeFrom": null,
|
|
"timeRegions": [],
|
|
"timeShift": null,
|
|
"title": "Memory Usage",
|
|
"tooltip": {
|
|
"shared": true,
|
|
"sort": 0,
|
|
"value_type": "individual"
|
|
},
|
|
"type": "graph",
|
|
"xaxis": {
|
|
"buckets": null,
|
|
"mode": "time",
|
|
"name": null,
|
|
"show": true,
|
|
"values": []
|
|
},
|
|
"yaxes": [
|
|
{
|
|
"format": "bytes",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
},
|
|
{
|
|
"format": "short",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
}
|
|
],
|
|
"yaxis": {
|
|
"align": false,
|
|
"alignLevel": null
|
|
}
|
|
},
|
|
{
|
|
"aliasColors": {},
|
|
"bars": false,
|
|
"dashLength": 10,
|
|
"dashes": false,
|
|
"datasource": "Prometheus",
|
|
"fill": 1,
|
|
"fillGradient": 0,
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 0,
|
|
"y": 8
|
|
},
|
|
"hiddenSeries": false,
|
|
"id": 4,
|
|
"legend": {
|
|
"avg": false,
|
|
"current": false,
|
|
"max": false,
|
|
"min": false,
|
|
"show": true,
|
|
"total": false,
|
|
"values": false
|
|
},
|
|
"lines": true,
|
|
"linewidth": 1,
|
|
"nullPointMode": "null",
|
|
"options": {
|
|
"dataLinks": []
|
|
},
|
|
"percentage": false,
|
|
"pointradius": 2,
|
|
"points": false,
|
|
"renderer": "flot",
|
|
"seriesOverrides": [],
|
|
"spaceLength": 10,
|
|
"stack": false,
|
|
"steppedLine": false,
|
|
"targets": [
|
|
{
|
|
"expr": "sum by(pod) (rate(container_network_receive_bytes_total{pod=~\"vllm.*|llama-nim.*\"}[5m]))",
|
|
"refId": "A"
|
|
}
|
|
],
|
|
"thresholds": [],
|
|
"timeFrom": null,
|
|
"timeRegions": [],
|
|
"timeShift": null,
|
|
"title": "Network Receive",
|
|
"tooltip": {
|
|
"shared": true,
|
|
"sort": 0,
|
|
"value_type": "individual"
|
|
},
|
|
"type": "graph",
|
|
"xaxis": {
|
|
"buckets": null,
|
|
"mode": "time",
|
|
"name": null,
|
|
"show": true,
|
|
"values": []
|
|
},
|
|
"yaxes": [
|
|
{
|
|
"format": "bytes",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
},
|
|
{
|
|
"format": "short",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
}
|
|
],
|
|
"yaxis": {
|
|
"align": false,
|
|
"alignLevel": null
|
|
}
|
|
},
|
|
{
|
|
"aliasColors": {},
|
|
"bars": false,
|
|
"dashLength": 10,
|
|
"dashes": false,
|
|
"datasource": "Prometheus",
|
|
"fill": 1,
|
|
"fillGradient": 0,
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 12,
|
|
"y": 8
|
|
},
|
|
"hiddenSeries": false,
|
|
"id": 5,
|
|
"legend": {
|
|
"avg": false,
|
|
"current": false,
|
|
"max": false,
|
|
"min": false,
|
|
"show": true,
|
|
"total": false,
|
|
"values": false
|
|
},
|
|
"lines": true,
|
|
"linewidth": 1,
|
|
"nullPointMode": "null",
|
|
"options": {
|
|
"dataLinks": []
|
|
},
|
|
"percentage": false,
|
|
"pointradius": 2,
|
|
"points": false,
|
|
"renderer": "flot",
|
|
"seriesOverrides": [],
|
|
"spaceLength": 10,
|
|
"stack": false,
|
|
"steppedLine": false,
|
|
"targets": [
|
|
{
|
|
"expr": "sum by(pod) (rate(container_network_transmit_bytes_total{pod=~\"vllm.*|llama-nim.*\"}[5m]))",
|
|
"refId": "A"
|
|
}
|
|
],
|
|
"thresholds": [],
|
|
"timeFrom": null,
|
|
"timeRegions": [],
|
|
"timeShift": null,
|
|
"title": "Network Transmit",
|
|
"tooltip": {
|
|
"shared": true,
|
|
"sort": 0,
|
|
"value_type": "individual"
|
|
},
|
|
"type": "graph",
|
|
"xaxis": {
|
|
"buckets": null,
|
|
"mode": "time",
|
|
"name": null,
|
|
"show": true,
|
|
"values": []
|
|
},
|
|
"yaxes": [
|
|
{
|
|
"format": "bytes",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
},
|
|
{
|
|
"format": "short",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
}
|
|
],
|
|
"yaxis": {
|
|
"align": false,
|
|
"alignLevel": null
|
|
}
|
|
},
|
|
{
|
|
"aliasColors": {},
|
|
"bars": false,
|
|
"dashLength": 10,
|
|
"dashes": false,
|
|
"datasource": "Prometheus",
|
|
"fill": 1,
|
|
"fillGradient": 0,
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 0,
|
|
"y": 16
|
|
},
|
|
"hiddenSeries": false,
|
|
"id": 6,
|
|
"legend": {
|
|
"avg": false,
|
|
"current": false,
|
|
"max": false,
|
|
"min": false,
|
|
"show": true,
|
|
"total": false,
|
|
"values": false
|
|
},
|
|
"lines": true,
|
|
"linewidth": 1,
|
|
"nullPointMode": "null",
|
|
"options": {
|
|
"dataLinks": []
|
|
},
|
|
"percentage": false,
|
|
"pointradius": 2,
|
|
"points": false,
|
|
"renderer": "flot",
|
|
"seriesOverrides": [],
|
|
"spaceLength": 10,
|
|
"stack": false,
|
|
"steppedLine": false,
|
|
"targets": [
|
|
{
|
|
"expr": "sum by(pod) (rate(container_fs_reads_total{pod=~\"vllm.*|llama-nim.*\"}[5m]))",
|
|
"refId": "A"
|
|
}
|
|
],
|
|
"thresholds": [],
|
|
"timeFrom": null,
|
|
"timeRegions": [],
|
|
"timeShift": null,
|
|
"title": "Disk Reads",
|
|
"tooltip": {
|
|
"shared": true,
|
|
"sort": 0,
|
|
"value_type": "individual"
|
|
},
|
|
"type": "graph",
|
|
"xaxis": {
|
|
"buckets": null,
|
|
"mode": "time",
|
|
"name": null,
|
|
"show": true,
|
|
"values": []
|
|
},
|
|
"yaxes": [
|
|
{
|
|
"format": "short",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
},
|
|
{
|
|
"format": "short",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
}
|
|
],
|
|
"yaxis": {
|
|
"align": false,
|
|
"alignLevel": null
|
|
}
|
|
},
|
|
{
|
|
"aliasColors": {},
|
|
"bars": false,
|
|
"dashLength": 10,
|
|
"dashes": false,
|
|
"datasource": "Prometheus",
|
|
"fill": 1,
|
|
"fillGradient": 0,
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 12,
|
|
"y": 16
|
|
},
|
|
"hiddenSeries": false,
|
|
"id": 7,
|
|
"legend": {
|
|
"avg": false,
|
|
"current": false,
|
|
"max": false,
|
|
"min": false,
|
|
"show": true,
|
|
"total": false,
|
|
"values": false
|
|
},
|
|
"lines": true,
|
|
"linewidth": 1,
|
|
"nullPointMode": "null",
|
|
"options": {
|
|
"dataLinks": []
|
|
},
|
|
"percentage": false,
|
|
"pointradius": 2,
|
|
"points": false,
|
|
"renderer": "flot",
|
|
"seriesOverrides": [],
|
|
"spaceLength": 10,
|
|
"stack": false,
|
|
"steppedLine": false,
|
|
"targets": [
|
|
{
|
|
"expr": "sum by(pod) (rate(container_fs_writes_total{pod=~\"vllm.*|llama-nim.*\"}[5m]))",
|
|
"refId": "A"
|
|
}
|
|
],
|
|
"thresholds": [],
|
|
"timeFrom": null,
|
|
"timeRegions": [],
|
|
"timeShift": null,
|
|
"title": "Disk Writes",
|
|
"tooltip": {
|
|
"shared": true,
|
|
"sort": 0,
|
|
"value_type": "individual"
|
|
},
|
|
"type": "graph",
|
|
"xaxis": {
|
|
"buckets": null,
|
|
"mode": "time",
|
|
"name": null,
|
|
"show": true,
|
|
"values": []
|
|
},
|
|
"yaxes": [
|
|
{
|
|
"format": "short",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
},
|
|
{
|
|
"format": "short",
|
|
"label": null,
|
|
"logBase": 1,
|
|
"max": null,
|
|
"min": null,
|
|
"show": true
|
|
}
|
|
],
|
|
"yaxis": {
|
|
"align": false,
|
|
"alignLevel": null
|
|
}
|
|
}
|
|
],
|
|
"schemaVersion": 22,
|
|
"style": "dark",
|
|
"tags": [],
|
|
"templating": {
|
|
"list": []
|
|
},
|
|
"time": {
|
|
"from": "now-6h",
|
|
"to": "now"
|
|
},
|
|
"timepicker": {
|
|
"refresh_intervals": [
|
|
"5s",
|
|
"10s",
|
|
"30s",
|
|
"1m",
|
|
"5m",
|
|
"15m",
|
|
"30m",
|
|
"1h",
|
|
"2h",
|
|
"1d"
|
|
]
|
|
},
|
|
"timezone": "",
|
|
"title": "Llama Stack Monitoring",
|
|
"uid": "llama-stack",
|
|
"version": 1
|
|
}
|
|
---
|
|
# Grafana Deployment
|
|
apiVersion: apps/v1
|
|
kind: Deployment
|
|
metadata:
|
|
name: grafana
|
|
namespace: monitoring
|
|
labels:
|
|
app: grafana
|
|
spec:
|
|
replicas: 1
|
|
selector:
|
|
matchLabels:
|
|
app: grafana
|
|
template:
|
|
metadata:
|
|
labels:
|
|
app: grafana
|
|
spec:
|
|
containers:
|
|
- name: grafana
|
|
image: grafana/grafana:10.0.3
|
|
ports:
|
|
- containerPort: 3000
|
|
name: http
|
|
volumeMounts:
|
|
- name: grafana-storage
|
|
mountPath: /var/lib/grafana
|
|
- name: grafana-datasources
|
|
mountPath: /etc/grafana/provisioning/datasources
|
|
- name: grafana-dashboards-provider
|
|
mountPath: /etc/grafana/provisioning/dashboards
|
|
- name: grafana-dashboards
|
|
mountPath: /var/lib/grafana/dashboards
|
|
env:
|
|
- name: GF_SECURITY_ADMIN_USER
|
|
value: admin
|
|
- name: GF_SECURITY_ADMIN_PASSWORD
|
|
value: admin # In production, use a secret
|
|
- name: GF_USERS_ALLOW_SIGN_UP
|
|
value: "false"
|
|
volumes:
|
|
- name: grafana-storage
|
|
emptyDir: {}
|
|
- name: grafana-datasources
|
|
configMap:
|
|
name: grafana-datasources
|
|
- name: grafana-dashboards-provider
|
|
configMap:
|
|
name: grafana-dashboards-provider
|
|
- name: grafana-dashboards
|
|
configMap:
|
|
name: grafana-dashboards
|
|
---
|
|
# Grafana Service
|
|
apiVersion: v1
|
|
kind: Service
|
|
metadata:
|
|
name: grafana
|
|
namespace: monitoring
|
|
spec:
|
|
selector:
|
|
app: grafana
|
|
ports:
|
|
- port: 3000
|
|
targetPort: 3000
|
|
name: http
|
|
type: ClusterIP
|
|
---
|
|
# Service Monitor for Prometheus Operator (if using it)
|
|
apiVersion: monitoring.coreos.com/v1
|
|
kind: ServiceMonitor
|
|
metadata:
|
|
name: vllm-monitor
|
|
namespace: monitoring
|
|
labels:
|
|
release: prometheus
|
|
spec:
|
|
selector:
|
|
matchLabels:
|
|
app: vllm
|
|
namespaceSelector:
|
|
matchNames:
|
|
- default
|
|
endpoints:
|
|
- port: http
|
|
interval: 15s
|
|
---
|
|
apiVersion: monitoring.coreos.com/v1
|
|
kind: ServiceMonitor
|
|
metadata:
|
|
name: nim-monitor
|
|
namespace: monitoring
|
|
labels:
|
|
release: prometheus
|
|
spec:
|
|
selector:
|
|
matchLabels:
|
|
nim-type: llama-nim
|
|
namespaceSelector:
|
|
matchNames:
|
|
- default
|
|
endpoints:
|
|
- port: http-openai
|
|
interval: 15s
|
|
---
|
|
# Ingress for Grafana and Prometheus (if needed)
|
|
apiVersion: networking.k8s.io/v1
|
|
kind: Ingress
|
|
metadata:
|
|
name: monitoring-ingress
|
|
namespace: monitoring
|
|
annotations:
|
|
nginx.ingress.kubernetes.io/rewrite-target: /
|
|
spec:
|
|
rules:
|
|
- host: grafana.local
|
|
http:
|
|
paths:
|
|
- path: /
|
|
pathType: Prefix
|
|
backend:
|
|
service:
|
|
name: grafana
|
|
port:
|
|
number: 3000
|
|
- host: prometheus.local
|
|
http:
|
|
paths:
|
|
- path: /
|
|
pathType: Prefix
|
|
backend:
|
|
service:
|
|
name: prometheus
|
|
port:
|
|
number: 9090
|
|
---
|
|
# NVIDIA DCGM Exporter DaemonSet for GPU metrics
|
|
apiVersion: apps/v1
|
|
kind: DaemonSet
|
|
metadata:
|
|
name: dcgm-exporter
|
|
namespace: monitoring
|
|
labels:
|
|
app: dcgm-exporter
|
|
spec:
|
|
selector:
|
|
matchLabels:
|
|
app: dcgm-exporter
|
|
template:
|
|
metadata:
|
|
labels:
|
|
app: dcgm-exporter
|
|
spec:
|
|
containers:
|
|
- name: dcgm-exporter
|
|
image: nvidia/dcgm-exporter:3.2.5-3.1.7-ubuntu20.04
|
|
securityContext:
|
|
runAsNonRoot: false
|
|
runAsUser: 0
|
|
ports:
|
|
- containerPort: 9400
|
|
name: metrics
|
|
args:
|
|
- -f
|
|
- /etc/dcgm-exporter/dcp-metrics-included.csv
|
|
volumeMounts:
|
|
- name: dcgm-config
|
|
mountPath: /etc/dcgm-exporter
|
|
volumes:
|
|
- name: dcgm-config
|
|
configMap:
|
|
name: dcgm-config
|
|
nodeSelector:
|
|
kubernetes.io/os: linux
|
|
nvidia.com/gpu.present: "true"
|
|
tolerations:
|
|
- key: nvidia.com/gpu
|
|
operator: Exists
|
|
effect: NoSchedule
|
|
---
|
|
# DCGM Exporter ConfigMap for metrics configuration
|
|
apiVersion: v1
|
|
kind: ConfigMap
|
|
metadata:
|
|
name: dcgm-config
|
|
namespace: monitoring
|
|
data:
|
|
dcp-metrics-included.csv: |
|
|
# Format:
|
|
# DCGM_FI_DEV_<fieldname>, <description>, <units>
|
|
DCGM_FI_DEV_GPU_UTIL, GPU utilization, %
|
|
DCGM_FI_DEV_MEM_COPY_UTIL, Memory utilization, %
|
|
DCGM_FI_DEV_FB_FREE, Framebuffer memory free, MiB
|
|
DCGM_FI_DEV_FB_USED, Framebuffer memory used, MiB
|
|
DCGM_FI_DEV_FB_TOTAL, Framebuffer memory total, MiB
|
|
DCGM_FI_DEV_GPU_TEMP, GPU temperature, C
|
|
DCGM_FI_DEV_POWER_USAGE, Power usage, W
|
|
DCGM_FI_DEV_TOTAL_ENERGY_CONSUMPTION, Total energy consumption, mJ
|
|
DCGM_FI_DEV_PCIE_REPLAY_COUNTER, PCIe replay counter, count
|
|
DCGM_FI_DEV_PCIE_TX_THROUGHPUT, PCIe transmit throughput, KiB/s
|
|
DCGM_FI_DEV_PCIE_RX_THROUGHPUT, PCIe receive throughput, KiB/s
|
|
DCGM_FI_DEV_NVLINK_BANDWIDTH_TOTAL, NVLink bandwidth total, KiB/s
|
|
DCGM_FI_DEV_VGPU_LICENSE_STATUS, vGPU license status, N/A
|
|
DCGM_FI_DEV_UNCORRECTABLE_REMAPPED_ROWS, Uncorrectable remapped rows, count
|
|
DCGM_FI_DEV_CORRECTABLE_REMAPPED_ROWS, Correctable remapped rows, count
|
|
DCGM_FI_DEV_ROW_REMAP_FAILURE, Row remap failure, count
|
|
DCGM_FI_DEV_XID_ERRORS, XID errors, count
|
|
DCGM_FI_DEV_NVLINK_CRC_FLIT_ERROR_COUNT_TOTAL, NVLink CRC flit error count total, count
|
|
DCGM_FI_DEV_NVLINK_CRC_DATA_ERROR_COUNT_TOTAL, NVLink CRC data error count total, count
|
|
DCGM_FI_DEV_NVLINK_REPLAY_ERROR_COUNT_TOTAL, NVLink replay error count total, count
|
|
DCGM_FI_DEV_NVLINK_RECOVERY_ERROR_COUNT_TOTAL, NVLink recovery error count total, count
|
|
DCGM_FI_DEV_RETIRED_PAGES_SBE, Retired pages SBE, count
|
|
DCGM_FI_DEV_RETIRED_PAGES_DBE, Retired pages DBE, count
|
|
DCGM_FI_DEV_RETIRED_PAGES_PENDING, Retired pages pending, count
|
|
DCGM_FI_DEV_GRAPHICS_PIDS, Graphics processes, count
|
|
DCGM_FI_DEV_COMPUTE_PIDS, Compute processes, count
|
|
---
|
|
# NVIDIA DCGM Exporter Service
|
|
apiVersion: v1
|
|
kind: Service
|
|
metadata:
|
|
name: dcgm-exporter
|
|
namespace: monitoring
|
|
labels:
|
|
app: dcgm-exporter
|
|
annotations:
|
|
prometheus.io/scrape: 'true'
|
|
prometheus.io/port: '9400'
|
|
spec:
|
|
selector:
|
|
app: dcgm-exporter
|
|
ports:
|
|
- port: 9400
|
|
targetPort: 9400
|
|
name: metrics
|
|
type: ClusterIP
|