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crmdesk/deploy/docker/compose/grafana/provisioning/dashboards/ai-observability.json
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2026-09-19 16:35:35 +08:00

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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",
"type": "dashboard"
}
]
},
"description": "Bytedesk Spring AI Observability Dashboard - ChatClient / Embedding / VectorStore / Tool Calling metrics",
"editable": true,
"fiscalYearStartMonth": 0,
"graphTooltip": 1,
"id": null,
"links": [],
"liveNow": false,
"panels": [
{
"datasource": { "type": "prometheus", "uid": "${DS_PROMETHEUS}" },
"fieldConfig": {
"defaults": {
"color": { "mode": "thresholds" },
"thresholds": {
"mode": "absolute",
"steps": [
{ "color": "green", "value": null },
{ "color": "yellow", "value": 1 },
{ "color": "red", "value": 5 }
]
},
"unit": "reqps"
},
"overrides": []
},
"gridPos": { "h": 8, "w": 8, "x": 0, "y": 0 },
"id": 1,
"options": {
"colorMode": "value",
"graphMode": "area",
"justifyMode": "auto",
"orientation": "horizontal",
"reduceOptions": {
"calcs": ["lastNotNull"],
"fields": "",
"values": false
},
"textMode": "auto"
},
"pluginVersion": "11.8.0",
"targets": [
{
"expr": "sum(rate(gen_ai_chat_client_operation_seconds_count[1m]))",
"legendFormat": "QPS",
"refId": "A"
}
],
"title": "AI 请求 QPS (ChatClient)",
"type": "stat"
},
{
"datasource": { "type": "prometheus", "uid": "${DS_PROMETHEUS}" },
"fieldConfig": {
"defaults": {
"color": { "mode": "thresholds" },
"thresholds": {
"mode": "absolute",
"steps": [
{ "color": "green", "value": null },
{ "color": "yellow", "value": 1 },
{ "color": "red", "value": 5 },
{ "color": "dark-red", "value": 30 }
]
},
"unit": "s"
},
"overrides": []
},
"gridPos": { "h": 8, "w": 8, "x": 8, "y": 0 },
"id": 2,
"options": {
"colorMode": "value",
"graphMode": "area",
"justifyMode": "auto",
"orientation": "horizontal",
"reduceOptions": {
"calcs": ["lastNotNull"],
"fields": "",
"values": false
},
"textMode": "auto"
},
"pluginVersion": "11.8.0",
"targets": [
{
"expr": "histogram_quantile(0.95, sum by (le) (rate(gen_ai_chat_client_operation_seconds_bucket[5m])))",
"legendFormat": "P95 (histogram)",
"refId": "A"
},
{
"expr": "rate(gen_ai_chat_client_operation_seconds_sum[5m]) / rate(gen_ai_chat_client_operation_seconds_count[5m])",
"legendFormat": "Avg (fallback)",
"refId": "B"
}
],
"title": "AI 请求延迟 P95 / 平均",
"type": "stat"
},
{
"datasource": { "type": "prometheus", "uid": "${DS_PROMETHEUS}" },
"fieldConfig": {
"defaults": {
"color": { "mode": "thresholds" },
"thresholds": {
"mode": "absolute",
"steps": [
{ "color": "green", "value": null },
{ "color": "yellow", "value": 0.01 },
{ "color": "red", "value": 0.05 }
]
},
"unit": "percentunit"
},
"overrides": []
},
"gridPos": { "h": 8, "w": 8, "x": 16, "y": 0 },
"id": 4,
"options": {
"colorMode": "value",
"graphMode": "area",
"justifyMode": "auto",
"orientation": "horizontal",
"reduceOptions": {
"calcs": ["lastNotNull"],
"fields": "",
"values": false
},
"textMode": "auto"
},
"pluginVersion": "11.8.0",
"targets": [
{
"expr": "rate(bytedesk_ai_errors_total[5m]) / clamp_min(rate(bytedesk_ai_requests_total[5m]), 1)",
"legendFormat": "Error Rate",
"refId": "A"
}
],
"title": "AI 错误率 (bytedesk.ai 业务指标)",
"type": "stat"
},
{
"datasource": { "type": "prometheus", "uid": "${DS_PROMETHEUS}" },
"fieldConfig": {
"defaults": {
"color": { "mode": "palette-classic" },
"custom": {
"axisBorderShow": false,
"axisCenteredZero": false,
"axisColorMode": "text",
"axisLabel": "",
"axisPlacement": "auto",
"barAlignment": 0,
"drawStyle": "line",
"fillOpacity": 10,
"gradientMode": "none",
"hideFrom": { "legend": false, "tooltip": false, "viz": false },
"insertNulls": 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": [] },
"unit": "reqps"
},
"overrides": []
},
"gridPos": { "h": 8, "w": 12, "x": 0, "y": 8 },
"id": 3,
"options": {
"legend": { "calcs": [], "displayMode": "list", "placement": "bottom", "showLegend": true },
"tooltip": { "mode": "single", "sort": "none" }
},
"targets": [
{
"expr": "sum by (gen_ai_system) (rate(gen_ai_client_operation_seconds_count[5m]))",
"legendFormat": "{{gen_ai_system}}",
"refId": "A"
}
],
"title": "各 Provider 请求分布 (ChatModel)",
"type": "timeseries"
},
{
"datasource": { "type": "prometheus", "uid": "${DS_PROMETHEUS}" },
"fieldConfig": {
"defaults": {
"color": { "mode": "palette-classic" },
"custom": {
"axisBorderShow": false,
"axisCenteredZero": false,
"axisColorMode": "text",
"axisLabel": "",
"axisPlacement": "auto",
"drawStyle": "line",
"fillOpacity": 10,
"gradientMode": "none",
"hideFrom": { "legend": false, "tooltip": false, "viz": false },
"insertNulls": false,
"lineInterpolation": "linear",
"lineWidth": 1,
"pointSize": 5,
"scaleDistribution": { "type": "linear" },
"showPoints": "never",
"spanNulls": false,
"stacking": { "group": "A", "mode": "none" },
"thresholdsStyle": { "mode": "off" }
},
"mappings": [],
"thresholds": { "mode": "absolute", "steps": [] },
"unit": "short"
},
"overrides": []
},
"gridPos": { "h": 8, "w": 12, "x": 12, "y": 8 },
"id": 5,
"options": {
"legend": { "calcs": [], "displayMode": "list", "placement": "bottom", "showLegend": true },
"tooltip": { "mode": "single", "sort": "none" }
},
"targets": [
{
"expr": "sum by (gen_ai_token_type) (rate(gen_ai_client_token_usage_total[5m]))",
"legendFormat": "{{gen_ai_token_type}}",
"refId": "A"
}
],
"title": "Token 用量趋势 (input / output)",
"type": "timeseries"
},
{
"datasource": { "type": "prometheus", "uid": "${DS_PROMETHEUS}" },
"fieldConfig": {
"defaults": {
"color": { "mode": "palette-classic" },
"custom": {
"axisBorderShow": false,
"axisCenteredZero": false,
"axisColorMode": "text",
"axisLabel": "",
"axisPlacement": "auto",
"drawStyle": "line",
"fillOpacity": 10,
"gradientMode": "none",
"hideFrom": { "legend": false, "tooltip": false, "viz": false },
"insertNulls": 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": [] },
"unit": "s"
},
"overrides": []
},
"gridPos": { "h": 8, "w": 24, "x": 0, "y": 16 },
"id": 6,
"options": {
"legend": { "calcs": [], "displayMode": "list", "placement": "bottom", "showLegend": true },
"tooltip": { "mode": "single", "sort": "none" }
},
"targets": [
{
"expr": "rate(db_vector_client_operation_seconds_sum[1m])",
"legendFormat": "VectorStore (sum/s)",
"refId": "A"
},
{
"expr": "rate(gen_ai_client_operation_seconds_sum{gen_ai_operation_name=\"embedding\"}[1m])",
"legendFormat": "Embedding (sum/s)",
"refId": "B"
}
],
"title": "VectorStore + Embedding 延迟趋势",
"type": "timeseries"
}
],
"refresh": "30s",
"schemaVersion": 39,
"tags": ["bytedesk", "ai", "observability", "spring-ai"],
"templating": {
"list": [
{
"current": { "text": "Prometheus", "value": "prometheus" },
"hide": 0,
"includeAll": false,
"label": "Prometheus datasource",
"multi": false,
"name": "DS_PROMETHEUS",
"options": [],
"query": "prometheus",
"queryValue": "",
"refresh": 1,
"regex": "",
"skipUrlSync": false,
"type": "datasource"
}
]
},
"time": { "from": "now-1h", "to": "now" },
"timepicker": {},
"timezone": "browser",
"title": "Bytedesk AI Observability",
"uid": "bytedesk-ai-observability",
"version": 1,
"weekStart": ""
}