Replies: 4 comments 9 replies
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Here is a list of all exported metrics on the Prometheus scrapable /metrics route: Input Summaries
Latency Summaries
Counters
Gauges
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Thank you! Has anyone from the team built Grafana dashboad they would be willing to share as a template? |
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Somebody was nice enough to create a share one, see https://grafana.com/grafana/dashboards/19831-tgi-dashboard/ Although it is missing filters for instances (in case you are running multiple models via TGI), so one will need to add that. |
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2 replies
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this is great - thanks |
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Thanks for sharing - I created this one and I just uploaded a new revision based on Olivier's dashboard below. |
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Here is one of the main dashboard we use: {
"__inputs": [
{
"name": "DS_PROMETHEUS_EKS API INFERENCE PROD",
"label": "Prometheus EKS API Inference Prod",
"description": "",
"type": "datasource",
"pluginId": "prometheus",
"pluginName": "Prometheus"
}
],
"__elements": {},
"__requires": [
{
"type": "panel",
"id": "gauge",
"name": "Gauge",
"version": ""
},
{
"type": "grafana",
"id": "grafana",
"name": "Grafana",
"version": "10.0.2"
},
{
"type": "panel",
"id": "heatmap",
"name": "Heatmap",
"version": ""
},
{
"type": "datasource",
"id": "prometheus",
"name": "Prometheus",
"version": "1.0.0"
},
{
"type": "panel",
"id": "timeseries",
"name": "Time series",
"version": ""
}
],
"annotations": {
"list": [
{
"builtIn": 1,
"datasource": {
"type": "grafana",
"uid": "-- Grafana --"
},
"enable": true,
"hide": true,
"iconColor": "rgba(0, 211, 255, 1)",
"name": "Annotations & Alerts",
"target": {
"limit": 100,
"matchAny": false,
"tags": [],
"type": "dashboard"
},
"type": "dashboard"
}
]
},
"editable": true,
"fiscalYearStartMonth": 0,
"graphTooltip": 0,
"id": null,
"links": [],
"liveNow": false,
"panels": [
{
"collapsed": false,
"gridPos": {
"h": 1,
"w": 24,
"x": 0,
"y": 0
},
"id": 20,
"panels": [],
"title": "General",
"type": "row"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"fieldConfig": {
"defaults": {
"color": {
"mode": "palette-classic"
},
"custom": {
"axisCenteredZero": false,
"axisColorMode": "text",
"axisLabel": "",
"axisPlacement": "auto",
"barAlignment": 0,
"drawStyle": "line",
"fillOpacity": 30,
"gradientMode": "none",
"hideFrom": {
"legend": false,
"tooltip": false,
"viz": false
},
"lineInterpolation": "linear",
"lineWidth": 1,
"pointSize": 5,
"scaleDistribution": {
"type": "linear"
},
"showPoints": "never",
"spanNulls": false,
"stacking": {
"group": "A",
"mode": "none"
},
"thresholdsStyle": {
"mode": "off"
}
},
"mappings": [],
"thresholds": {
"mode": "absolute",
"steps": [
{
"color": "green",
"value": null
},
{
"color": "red",
"value": 80
}
]
}
},
"overrides": []
},
"gridPos": {
"h": 8,
"w": 6,
"x": 0,
"y": 1
},
"id": 4,
"maxDataPoints": 100,
"options": {
"legend": {
"calcs": [
"min",
"max"
],
"displayMode": "list",
"placement": "bottom",
"showLegend": true
},
"tooltip": {
"mode": "single",
"sort": "none"
}
},
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "sum(increase(tgi_request_success{container=\"$service\"}[1m]))",
"legendFormat": "Success",
"range": true,
"refId": "A"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "sum(increase(tgi_request_failure{container=\"$service\"}[1m])) by (err)",
"hide": false,
"legendFormat": "Error: {{err}}",
"range": true,
"refId": "B"
}
],
"title": "Requests",
"type": "timeseries"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"fieldConfig": {
"defaults": {
"color": {
"mode": "palette-classic"
},
"custom": {
"axisCenteredZero": false,
"axisColorMode": "text",
"axisLabel": "",
"axisPlacement": "auto",
"barAlignment": 0,
"drawStyle": "line",
"fillOpacity": 0,
"gradientMode": "none",
"hideFrom": {
"legend": false,
"tooltip": false,
"viz": false
},
"lineInterpolation": "linear",
"lineWidth": 1,
"pointSize": 5,
"scaleDistribution": {
"type": "linear"
},
"showPoints": "never",
"spanNulls": false,
"stacking": {
"group": "A",
"mode": "none"
},
"thresholdsStyle": {
"mode": "off"
}
},
"mappings": [],
"thresholds": {
"mode": "absolute",
"steps": [
{
"color": "green",
"value": null
},
{
"color": "red",
"value": 80
}
]
},
"unit": "s"
},
"overrides": [
{
"matcher": {
"id": "byName",
"options": "p50"
},
"properties": [
{
"id": "color",
"value": {
"fixedColor": "green",
"mode": "fixed"
}
}
]
},
{
"matcher": {
"id": "byName",
"options": "p90"
},
"properties": [
{
"id": "color",
"value": {
"fixedColor": "orange",
"mode": "fixed"
}
}
]
},
{
"matcher": {
"id": "byName",
"options": "p99"
},
"properties": [
{
"id": "color",
"value": {
"fixedColor": "red",
"mode": "fixed"
}
}
]
}
]
},
"gridPos": {
"h": 13,
"w": 9,
"x": 6,
"y": 1
},
"id": 6,
"options": {
"legend": {
"calcs": [
"min",
"max"
],
"displayMode": "list",
"placement": "bottom",
"showLegend": true
},
"tooltip": {
"mode": "single",
"sort": "none"
}
},
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "histogram_quantile(0.5, sum by (le) (rate(tgi_request_duration_bucket{container=\"$service\"}[10m])))",
"legendFormat": "p50",
"range": true,
"refId": "A"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "histogram_quantile(0.9, sum by (le) (rate(tgi_request_duration_bucket{container=\"$service\"}[10m])))",
"hide": false,
"legendFormat": "p90",
"range": true,
"refId": "B"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "histogram_quantile(0.99, sum by (le) (rate(tgi_request_duration_bucket{container=\"$service\"}[10m])))",
"hide": false,
"legendFormat": "p99",
"range": true,
"refId": "C"
}
],
"title": "Latency quantiles",
"type": "timeseries"
},
{
"cards": {},
"color": {
"cardColor": "#5794F2",
"colorScale": "linear",
"colorScheme": "interpolateSpectral",
"exponent": 0.5,
"min": 0,
"mode": "opacity"
},
"dataFormat": "tsbuckets",
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"fieldConfig": {
"defaults": {
"custom": {
"hideFrom": {
"legend": false,
"tooltip": false,
"viz": false
},
"scaleDistribution": {
"type": "linear"
}
}
},
"overrides": []
},
"gridPos": {
"h": 13,
"w": 9,
"x": 15,
"y": 1
},
"heatmap": {},
"hideZeroBuckets": false,
"highlightCards": true,
"id": 13,
"legend": {
"show": false
},
"maxDataPoints": 25,
"options": {
"calculate": false,
"calculation": {},
"cellGap": 2,
"cellValues": {},
"color": {
"exponent": 0.5,
"fill": "#5794F2",
"min": 0,
"mode": "scheme",
"reverse": false,
"scale": "exponential",
"scheme": "Spectral",
"steps": 128
},
"exemplars": {
"color": "rgba(255,0,255,0.7)"
},
"filterValues": {
"le": 1e-9
},
"legend": {
"show": false
},
"rowsFrame": {
"layout": "auto"
},
"showValue": "never",
"tooltip": {
"show": true,
"yHistogram": false
},
"yAxis": {
"axisPlacement": "left",
"decimals": 1,
"reverse": false,
"unit": "s"
}
},
"pluginVersion": "10.0.2",
"reverseYBuckets": false,
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"exemplar": true,
"expr": "sum(increase(tgi_request_duration_bucket{container=\"$service\"}[5m])) by (le)",
"format": "heatmap",
"interval": "",
"legendFormat": "{{ le }}",
"range": true,
"refId": "A"
}
],
"title": "E2E Latency",
"tooltip": {
"show": true,
"showHistogram": false
},
"type": "heatmap",
"xAxis": {
"show": true
},
"yAxis": {
"decimals": 1,
"format": "s",
"logBase": 1,
"show": true
},
"yBucketBound": "auto"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"fieldConfig": {
"defaults": {
"color": {
"mode": "palette-classic"
},
"custom": {
"axisCenteredZero": false,
"axisColorMode": "text",
"axisLabel": "",
"axisPlacement": "auto",
"barAlignment": 0,
"drawStyle": "line",
"fillOpacity": 0,
"gradientMode": "none",
"hideFrom": {
"legend": false,
"tooltip": false,
"viz": false
},
"lineInterpolation": "linear",
"lineWidth": 1,
"pointSize": 5,
"scaleDistribution": {
"type": "linear"
},
"showPoints": "auto",
"spanNulls": false,
"stacking": {
"group": "A",
"mode": "none"
},
"thresholdsStyle": {
"mode": "off"
}
},
"mappings": [],
"thresholds": {
"mode": "percentage",
"steps": [
{
"color": "green",
"value": null
},
{
"color": "orange",
"value": 70
},
{
"color": "red",
"value": 85
}
]
}
},
"overrides": []
},
"gridPos": {
"h": 5,
"w": 3,
"x": 0,
"y": 9
},
"id": 18,
"options": {
"legend": {
"calcs": [],
"displayMode": "list",
"placement": "bottom",
"showLegend": false
},
"tooltip": {
"mode": "single",
"sort": "none"
}
},
"pluginVersion": "9.1.0",
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "count(tgi_request_count{container=\"$service\"})",
"legendFormat": "Replicas",
"range": true,
"refId": "A"
}
],
"title": "Number of replicas",
"type": "timeseries"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"fieldConfig": {
"defaults": {
"mappings": [],
"thresholds": {
"mode": "percentage",
"steps": [
{
"color": "green",
"value": null
},
{
"color": "orange",
"value": 70
},
{
"color": "red",
"value": 85
}
]
}
},
"overrides": []
},
"gridPos": {
"h": 5,
"w": 3,
"x": 3,
"y": 9
},
"id": 32,
"options": {
"orientation": "auto",
"reduceOptions": {
"calcs": [
"lastNotNull"
],
"fields": "",
"values": false
},
"showThresholdLabels": false,
"showThresholdMarkers": true
},
"pluginVersion": "10.0.2",
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "sum(tgi_queue_size{container=\"$service\"})",
"legendFormat": "__auto",
"range": true,
"refId": "A"
}
],
"title": "Queue Size",
"type": "gauge"
},
{
"collapsed": false,
"gridPos": {
"h": 1,
"w": 24,
"x": 0,
"y": 14
},
"id": 26,
"panels": [],
"title": "Batching",
"type": "row"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"fieldConfig": {
"defaults": {
"color": {
"mode": "palette-classic"
},
"custom": {
"axisCenteredZero": false,
"axisColorMode": "text",
"axisLabel": "",
"axisPlacement": "auto",
"barAlignment": 0,
"drawStyle": "bars",
"fillOpacity": 50,
"gradientMode": "none",
"hideFrom": {
"legend": false,
"tooltip": false,
"viz": false
},
"lineInterpolation": "linear",
"lineWidth": 1,
"pointSize": 5,
"scaleDistribution": {
"type": "linear"
},
"showPoints": "never",
"spanNulls": false,
"stacking": {
"group": "A",
"mode": "normal"
},
"thresholdsStyle": {
"mode": "off"
}
},
"mappings": [],
"thresholds": {
"mode": "absolute",
"steps": [
{
"color": "green",
"value": null
},
{
"color": "red",
"value": 80
}
]
}
},
"overrides": []
},
"gridPos": {
"h": 4,
"w": 6,
"x": 0,
"y": 15
},
"id": 27,
"maxDataPoints": 40,
"options": {
"legend": {
"calcs": [],
"displayMode": "list",
"placement": "bottom",
"showLegend": false
},
"tooltip": {
"mode": "single",
"sort": "none"
}
},
"pluginVersion": "9.1.0",
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "avg(tgi_batch_current_size{container=\"$service\"})",
"legendFormat": "{{ pod }}",
"range": true,
"refId": "A"
}
],
"title": "Batch Size",
"type": "timeseries"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"fieldConfig": {
"defaults": {
"color": {
"mode": "palette-classic"
},
"custom": {
"axisCenteredZero": false,
"axisColorMode": "text",
"axisLabel": "",
"axisPlacement": "auto",
"barAlignment": 0,
"drawStyle": "line",
"fillOpacity": 0,
"gradientMode": "none",
"hideFrom": {
"legend": false,
"tooltip": false,
"viz": false
},
"lineInterpolation": "linear",
"lineWidth": 1,
"pointSize": 5,
"scaleDistribution": {
"type": "linear"
},
"showPoints": "never",
"spanNulls": false,
"stacking": {
"group": "A",
"mode": "none"
},
"thresholdsStyle": {
"mode": "off"
}
},
"mappings": [],
"thresholds": {
"mode": "absolute",
"steps": [
{
"color": "green",
"value": null
},
{
"color": "red",
"value": 80
}
]
},
"unit": "none"
},
"overrides": [
{
"matcher": {
"id": "byName",
"options": "p50"
},
"properties": [
{
"id": "color",
"value": {
"fixedColor": "green",
"mode": "fixed"
}
}
]
},
{
"matcher": {
"id": "byName",
"options": "p90"
},
"properties": [
{
"id": "color",
"value": {
"fixedColor": "orange",
"mode": "fixed"
}
}
]
},
{
"matcher": {
"id": "byName",
"options": "p99"
},
"properties": [
{
"id": "color",
"value": {
"fixedColor": "red",
"mode": "fixed"
}
}
]
}
]
},
"gridPos": {
"h": 9,
"w": 9,
"x": 6,
"y": 15
},
"id": 33,
"options": {
"legend": {
"calcs": [
"min",
"max"
],
"displayMode": "list",
"placement": "bottom",
"showLegend": true
},
"tooltip": {
"mode": "single",
"sort": "none"
}
},
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "histogram_quantile(0.5, sum by (le) (rate(tgi_request_skipped_tokens_bucket{container=\"$service\"}[10m])))",
"legendFormat": "p50",
"range": true,
"refId": "A"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "histogram_quantile(0.9, sum by (le) (rate(tgi_request_skipped_tokens_bucket{container=\"$service\"}[10m])))",
"hide": false,
"legendFormat": "p90",
"range": true,
"refId": "B"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "histogram_quantile(0.99, sum by (le) (rate(tgi_request_skipped_tokens_bucket{container=\"$service\"}[10m])))",
"hide": false,
"legendFormat": "p99",
"range": true,
"refId": "C"
}
],
"title": "Speculated Tokens",
"type": "timeseries"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"fieldConfig": {
"defaults": {
"color": {
"mode": "palette-classic"
},
"custom": {
"axisCenteredZero": false,
"axisColorMode": "text",
"axisLabel": "",
"axisPlacement": "auto",
"barAlignment": 0,
"drawStyle": "line",
"fillOpacity": 0,
"gradientMode": "none",
"hideFrom": {
"legend": false,
"tooltip": false,
"viz": false
},
"lineInterpolation": "linear",
"lineWidth": 1,
"pointSize": 5,
"scaleDistribution": {
"type": "linear"
},
"showPoints": "never",
"spanNulls": false,
"stacking": {
"group": "A",
"mode": "none"
},
"thresholdsStyle": {
"mode": "off"
}
},
"mappings": [],
"thresholds": {
"mode": "absolute",
"steps": [
{
"color": "green",
"value": null
},
{
"color": "red",
"value": 80
}
]
},
"unit": "none"
},
"overrides": [
{
"matcher": {
"id": "byName",
"options": "p50"
},
"properties": [
{
"id": "color",
"value": {
"fixedColor": "green",
"mode": "fixed"
}
}
]
},
{
"matcher": {
"id": "byName",
"options": "p90"
},
"properties": [
{
"id": "color",
"value": {
"fixedColor": "orange",
"mode": "fixed"
}
}
]
},
{
"matcher": {
"id": "byName",
"options": "p99"
},
"properties": [
{
"id": "color",
"value": {
"fixedColor": "red",
"mode": "fixed"
}
}
]
}
]
},
"gridPos": {
"h": 9,
"w": 9,
"x": 15,
"y": 15
},
"id": 30,
"options": {
"legend": {
"calcs": [
"min",
"max"
],
"displayMode": "list",
"placement": "bottom",
"showLegend": true
},
"tooltip": {
"mode": "single",
"sort": "none"
}
},
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "histogram_quantile(0.5, sum by (le) (rate(tgi_request_generated_tokens_bucket{container=\"$service\"}[10m])))",
"legendFormat": "p50",
"range": true,
"refId": "A"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "histogram_quantile(0.9, sum by (le) (rate(tgi_request_generated_tokens_bucket{container=\"$service\"}[10m])))",
"hide": false,
"legendFormat": "p90",
"range": true,
"refId": "B"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"editorMode": "code",
"expr": "histogram_quantile(0.99, sum by (le) (rate(tgi_request_generated_tokens_bucket{container=\"$service\"}[10m])))",
"hide": false,
"legendFormat": "p99",
"range": true,
"refId": "C"
}
],
"title": "Generated Tokens",
"type": "timeseries"
},
{
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"fieldConfig": {
"defaults": {
"color": {
"mode": "palette-classic"
},
"custom": {
"axisCenteredZero": false,
"axisColorMode": "text",
"axisLabel": "",
"axisPlacement": "auto",
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}
],
"title": "Batch Concat latency",
"tooltip": {
"show": true,
"showHistogram": false
},
"type": "heatmap",
"xAxis": {
"show": true
},
"yAxis": {
"decimals": 1,
"format": "s",
"logBase": 1,
"show": true
},
"yBucketBound": "auto"
}
],
"title": "Debug",
"type": "row"
}
],
"refresh": false,
"schemaVersion": 38,
"style": "dark",
"tags": [],
"templating": {
"list": [
{
"current": {},
"datasource": {
"type": "prometheus",
"uid": "${DS_PROMETHEUS_EKS API INFERENCE PROD}"
},
"definition": "label_values(tgi_request_count, container)",
"hide": 0,
"includeAll": false,
"multi": false,
"name": "service",
"options": [],
"query": {
"query": "label_values(tgi_request_count, container)",
"refId": "StandardVariableQuery"
},
"refresh": 1,
"regex": "",
"skipUrlSync": false,
"sort": 1,
"type": "query"
}
]
},
"time": {
"from": "now-1h",
"to": "now-1m"
},
"timepicker": {
"nowDelay": "1m"
},
"timezone": "",
"title": "Text Generation Inference",
"uid": "RHSk7EL4kdqsc",
"version": 6,
"weekStart": ""
} |
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7 replies
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@swarupsrini could you please share the updated link. the url does not work. |
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Seems like my update to the name changed the link, but it's still the same board ID. Just updated my comment with the new link |
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@OlivierDehaene would it be possible to have a version controlled JSON available somewhere under the HF org? That way it's easier to contribute in a central manner. |
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It would be good to release an official version. Also I found the main difference between @OlivierDehaene script and @swarupsrini is the grouping by service (container name) and instance respectively. I tried to deploy both in my setup but I only found Oliver's version working. Can you folks please comment on which is the best approach? I have deployed a 3 replica deployment and exposed through a service using the helm chart from this blog https://huggingface.co/blog/voatsap/tgi-kubernetes-cluster-dev. I also created a servicemonitor in prometheus to scrape metrics. I can see the tgi metrics coming in in the prometheus admin ui. But in Grafana only Oliver's chart works. I believe since it is grouped by container name the metrics will be averaged across the 3 pods. Is that correct? But in the 2nd chart with instance if I remove the instance grouping then only it works. |
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What version of Grafana was this designed for ? |
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The TGI provides plenty of metrics information but I do not see a lot of documentation on what is measured exactly and how to use the information. Having more detailed documentation on what the metrics represent and how they can be used would be beneficial for monitoring TGI endpoints, and utilizing metrics to their full extent.
Could more information on the metrics be added to the documentation?
Do you know about any good Grafana Dashboard template build on the top of TGI exported metrics ?
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