/
grafana_dashboard.json
903 lines (903 loc) · 22.8 KB
/
grafana_dashboard.json
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{
"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": 2,
"links": [],
"liveNow": false,
"panels": [
{
"collapsed": false,
"gridPos": {
"h": 1,
"w": 24,
"x": 0,
"y": 0
},
"id": 16,
"panels": [],
"title": "Service Performance",
"type": "row"
},
{
"datasource": {},
"description": "Number of requests being processed by the model per second",
"fieldConfig": {
"defaults": {
"color": {
"mode": "thresholds"
},
"mappings": [],
"thresholds": {
"mode": "absolute",
"steps": [
{
"color": "red",
"value": null
}
]
}
},
"overrides": [
{
"matcher": {
"id": "byName",
"options": "RPS"
},
"properties": [
{
"id": "color",
"value": {
"fixedColor": "red",
"mode": "fixed"
}
}
]
}
]
},
"gridPos": {
"h": 8,
"w": 12,
"x": 0,
"y": 1
},
"id": 4,
"options": {
"orientation": "auto",
"reduceOptions": {
"calcs": [
"lastNotNull"
],
"fields": "",
"values": false
},
"showThresholdLabels": false,
"showThresholdMarkers": true
},
"pluginVersion": "9.1.8",
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "czgrlG4Vk"
},
"editorMode": "code",
"expr": "sum(rate(ovms_requests_success{method=~\"ModelInfer|Predict\", name=\"$model_name\", version=\"$model_version\", interface=\"$interface\"}[1m]))",
"legendFormat": "RPS",
"range": true,
"refId": "A"
}
],
"title": "Throughput [RPS]",
"type": "gauge"
},
{
"datasource": {},
"description": "Latency averaged across all requests processed by the model in a certain timeframe",
"fieldConfig": {
"defaults": {
"color": {
"mode": "thresholds"
},
"mappings": [],
"thresholds": {
"mode": "absolute",
"steps": [
{
"color": "blue",
"value": null
}
]
}
},
"overrides": [
{
"matcher": {
"id": "byName",
"options": "mean_latency"
},
"properties": [
{
"id": "color",
"value": {
"fixedColor": "blue",
"mode": "fixed"
}
}
]
}
]
},
"gridPos": {
"h": 8,
"w": 12,
"x": 12,
"y": 1
},
"id": 6,
"options": {
"orientation": "auto",
"reduceOptions": {
"calcs": [
"lastNotNull"
],
"fields": "",
"values": false
},
"showThresholdLabels": false,
"showThresholdMarkers": true
},
"pluginVersion": "9.1.8",
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "czgrlG4Vk"
},
"editorMode": "code",
"expr": "((sum(rate(ovms_request_time_us_sum{name=\"$model_name\", version=\"$model_version\", interface=\"$interface\"}[1m])) / 1000) / sum(rate(ovms_request_time_us_count{name=\"$model_name\", version=\"$model_version\", interface=\"$interface\"}[1m])))",
"legendFormat": "mean_latency",
"range": true,
"refId": "A"
}
],
"title": "Mean Latency [ms]",
"type": "gauge"
},
{
"datasource": {},
"description": "Value of latency for quantiles [0.75, 0.90, 0.99], meaning the latency that has NOT been exceeded by 75%, 90% and 99% of the requests",
"fieldConfig": {
"defaults": {
"color": {
"mode": "palette-classic"
},
"custom": {
"axisCenteredZero": false,
"axisColorMode": "text",
"axisLabel": "",
"axisPlacement": "auto",
"barAlignment": 0,
"drawStyle": "line",
"fillOpacity": 0,
"gradientMode": "none",
"hideFrom": {
"legend": false,
"tooltip": false,
"viz": false
},
"lineInterpolation": "linear",
"lineWidth": 1,
"pointSize": 5,
"scaleDistribution": {
"type": "linear"
},
"showPoints": "auto",
"spanNulls": false,
"stacking": {
"group": "A",
"mode": "none"
},
"thresholdsStyle": {
"mode": "off"
}
},
"mappings": [],
"thresholds": {
"mode": "absolute",
"steps": [
{
"color": "green",
"value": null
},
{
"color": "red",
"value": 80
}
]
}
},
"overrides": []
},
"gridPos": {
"h": 8,
"w": 12,
"x": 0,
"y": 9
},
"id": 19,
"options": {
"legend": {
"calcs": [],
"displayMode": "list",
"placement": "bottom",
"showLegend": true
},
"tooltip": {
"mode": "single",
"sort": "none"
}
},
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "czgrlG4Vk"
},
"editorMode": "code",
"expr": "histogram_quantile(0.75, sum by(le) (rate(ovms_request_time_us_bucket{name=\"$model_name\", version=\"$model_version\", interface=\"$interface\"}[1m]))) / 1000",
"legendFormat": "quantile==0.75",
"range": true,
"refId": "quantile=0.75"
},
{
"datasource": {
"type": "prometheus",
"uid": "czgrlG4Vk"
},
"editorMode": "code",
"expr": "histogram_quantile(0.90, sum by (le) (rate(ovms_request_time_us_bucket{name=\"$model_name\", version=\"$model_version\", interface=\"$interface\"}[1m]))) / 1000",
"hide": false,
"legendFormat": "quantile==0.90",
"range": true,
"refId": "quantile=0.90"
},
{
"datasource": {
"type": "prometheus",
"uid": "czgrlG4Vk"
},
"editorMode": "code",
"expr": "histogram_quantile(0.99, sum by (le) (rate(ovms_request_time_us_bucket{name=\"$model_name\", version=\"$model_version\", interface=\"$interface\"}[1m]))) / 1000",
"hide": false,
"legendFormat": "quantile==0.99",
"range": true,
"refId": "quantile=0.99"
}
],
"title": "Latency Quantile [ms] (q=0.75, 0.90, 0.99)",
"type": "timeseries"
},
{
"datasource": {},
"description": "Distribution of the latencies across the buckets",
"fieldConfig": {
"defaults": {
"color": {
"mode": "thresholds"
},
"mappings": [],
"thresholds": {
"mode": "absolute",
"steps": [
{
"color": "yellow",
"value": null
},
{
"color": "orange",
"value": 10
},
{
"color": "red",
"value": 25
}
]
}
},
"overrides": []
},
"gridPos": {
"h": 8,
"w": 12,
"x": 12,
"y": 9
},
"id": 27,
"options": {
"displayMode": "gradient",
"minVizHeight": 10,
"minVizWidth": 0,
"orientation": "auto",
"reduceOptions": {
"calcs": [
"lastNotNull"
],
"fields": "",
"values": false
},
"showUnfilled": true
},
"pluginVersion": "9.1.8",
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "czgrlG4Vk"
},
"editorMode": "code",
"exemplar": false,
"expr": "(sum by (le) (rate(ovms_request_time_us_bucket{name=\"$model_name\", version=\"$model_version\", interface=\"$interface\"}[1m])) / scalar((sum by (le) (rate(ovms_request_time_us_count{name=\"$model_name\", version=\"$model_version\", interface=\"$interface\"}[1m])))) * 100)",
"format": "heatmap",
"instant": false,
"interval": "",
"legendFormat": "{{le}}",
"range": true,
"refId": "A"
}
],
"title": "Latency Distribution [%]",
"transformations": [
{
"id": "organize",
"options": {
"excludeByName": {
"10": true,
"18": true,
"32": true,
"58": true,
"104": true,
"188": true,
"340": true,
"612": true,
"1101": true,
"1983": true,
"3570": false,
"2294682": false,
"4130428": true,
"7434771": true,
"13382588": true,
"24088659": true,
"43359586": true,
"78047255": true,
"140485060": true,
"252873108": true,
"455171596": true,
"819308872": true,
"1474755971": true,
"+Inf": true,
"Time": true
},
"indexByName": {},
"renameByName": {
"10": "10 us",
"18": "18 us",
"32": "32 us",
"58": "58 us",
"104": "104 us",
"188": "108 us ",
"340": "340 us ",
"612": "612 us",
"1101": "1 ms",
"1983": "2 ms",
"3570": "3 ms",
"6426": "6 ms",
"11568": "11 ms",
"20822": "21 ms",
"37481": "37 ms",
"67466": "67 ms",
"121439": "121 ms",
"218591": "218 ms",
"393464": "393 ms",
"708235": "708 ms",
"1274823": "1 s",
"2294682": "2 s",
"4130428": "4 s",
"7434771": "7 s",
"13382588": "13 s",
"24088659": "24 s",
"43359586": "43 s",
"78047255": "78 s",
"140485060": "140 s",
"252873108": "252 s",
"455171596": "455 s",
"819308872": "819 s ",
"1474755971": "1474 s"
}
}
}
],
"type": "bargauge"
},
{
"datasource": {},
"description": "Apdex score calculated as:\n(num_samples < 0,t1> + num_samples < t1,t2> / 2) / num_samples",
"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": [],
"max": 1,
"min": 0,
"thresholds": {
"mode": "absolute",
"steps": [
{
"color": "green",
"value": null
},
{
"color": "red",
"value": 80
}
]
}
},
"overrides": []
},
"gridPos": {
"h": 8,
"w": 12,
"x": 0,
"y": 17
},
"id": 20,
"options": {
"legend": {
"calcs": [],
"displayMode": "list",
"placement": "bottom",
"showLegend": true
},
"tooltip": {
"mode": "single",
"sort": "none"
}
},
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "czgrlG4Vk"
},
"editorMode": "code",
"expr": "(\r\n sum(rate(ovms_request_time_us_bucket{le=\"67466\", name=\"$model_name\", version=\"$model_version\", interface=\"$interface\"}[1m])) +\r\n ((sum(rate(ovms_request_time_us_bucket{le=\"218591\", name=\"$model_name\", version=\"$model_version\", interface=\"$interface\"}[1m])) - \r\n sum(rate(ovms_request_time_us_bucket{le=\"67466\", name=\"$model_name\", version=\"$model_version\", interface=\"$interface\"}[1m]))) / 2)\r\n) / sum(rate(ovms_request_time_us_count{name=\"$model_name\", version=\"$model_version\", interface=\"$interface\"}[1m]))",
"legendFormat": "apdex_score",
"range": true,
"refId": "A"
}
],
"title": "Apdex Score ( t1=67ms, t2=218 ms )",
"type": "timeseries"
},
{
"datasource": {},
"fieldConfig": {
"defaults": {
"color": {
"mode": "thresholds"
},
"mappings": [],
"thresholds": {
"mode": "absolute",
"steps": [
{
"color": "green",
"value": null
},
{
"color": "red",
"value": 80
}
]
}
},
"overrides": []
},
"gridPos": {
"h": 8,
"w": 12,
"x": 12,
"y": 17
},
"id": 31,
"options": {
"orientation": "auto",
"reduceOptions": {
"calcs": [
"lastNotNull"
],
"fields": "",
"values": false
},
"showThresholdLabels": false,
"showThresholdMarkers": true
},
"pluginVersion": "9.1.8",
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "czgrlG4Vk"
},
"editorMode": "code",
"expr": "count_values(\"pod\", ovms_streams{name=\"$model_name\", version=\"$model_version\"})",
"legendFormat": "__auto",
"range": true,
"refId": "A"
}
],
"title": "Number of replicas",
"type": "gauge"
},
{
"collapsed": false,
"gridPos": {
"h": 1,
"w": 24,
"x": 0,
"y": 25
},
"id": 2,
"panels": [],
"title": "Backend Performance",
"type": "row"
},
{
"datasource": {},
"description": "Time of inference execution, averaged across all requests processed by the model in a certain timeframe",
"fieldConfig": {
"defaults": {
"color": {
"mode": "thresholds"
},
"mappings": [],
"thresholds": {
"mode": "absolute",
"steps": [
{
"color": "green"
},
{
"color": "red",
"value": 80
}
]
}
},
"overrides": [
{
"matcher": {
"id": "byName",
"options": "inference_time"
},
"properties": [
{
"id": "color",
"value": {
"fixedColor": "blue",
"mode": "fixed"
}
}
]
}
]
},
"gridPos": {
"h": 8,
"w": 12,
"x": 0,
"y": 26
},
"id": 22,
"options": {
"orientation": "auto",
"reduceOptions": {
"calcs": [
"lastNotNull"
],
"fields": "",
"values": false
},
"showThresholdLabels": false,
"showThresholdMarkers": true
},
"pluginVersion": "9.1.8",
"targets": [
{
"datasource": {
"type": "prometheus",
"uid": "czgrlG4Vk"
},
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