1558 lines
41 KiB
JSON
1558 lines
41 KiB
JSON
{
|
|
"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"
|
|
}
|
|
]
|
|
},
|
|
"description": "Monitoring vLLM Inference Server",
|
|
"editable": true,
|
|
"fiscalYearStartMonth": 0,
|
|
"graphTooltip": 0,
|
|
"id": 1,
|
|
"links": [],
|
|
"liveNow": false,
|
|
"panels": [
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"description": "End to end request latency measured in seconds.",
|
|
"fieldConfig": {
|
|
"defaults": {
|
|
"color": {
|
|
"mode": "palette-classic"
|
|
},
|
|
"custom": {
|
|
"axisBorderShow": false,
|
|
"axisCenteredZero": false,
|
|
"axisColorMode": "text",
|
|
"axisLabel": "",
|
|
"axisPlacement": "auto",
|
|
"barAlignment": 0,
|
|
"barWidthFactor": 0.6,
|
|
"drawStyle": "line",
|
|
"fillOpacity": 0,
|
|
"gradientMode": "none",
|
|
"hideFrom": {
|
|
"legend": false,
|
|
"tooltip": false,
|
|
"viz": false
|
|
},
|
|
"insertNulls": false,
|
|
"lineInterpolation": "linear",
|
|
"lineWidth": 1,
|
|
"pointSize": 5,
|
|
"scaleDistribution": {
|
|
"type": "linear"
|
|
},
|
|
"showPoints": "auto",
|
|
"spanNulls": false,
|
|
"stacking": {
|
|
"group": "A",
|
|
"mode": "none"
|
|
},
|
|
"thresholdsStyle": {
|
|
"mode": "off"
|
|
}
|
|
},
|
|
"mappings": [],
|
|
"thresholds": {
|
|
"mode": "absolute",
|
|
"steps": [
|
|
{
|
|
"color": "green",
|
|
"value": null
|
|
},
|
|
{
|
|
"color": "red",
|
|
"value": 80
|
|
}
|
|
]
|
|
},
|
|
"unit": "s"
|
|
},
|
|
"overrides": []
|
|
},
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 0,
|
|
"y": 0
|
|
},
|
|
"id": 9,
|
|
"options": {
|
|
"legend": {
|
|
"calcs": [],
|
|
"displayMode": "list",
|
|
"placement": "bottom",
|
|
"showLegend": true
|
|
},
|
|
"tooltip": {
|
|
"mode": "single",
|
|
"sort": "none"
|
|
}
|
|
},
|
|
"targets": [
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "histogram_quantile(0.99, sum by(le) (rate(vllm:e2e_request_latency_seconds_bucket{model_name=\"$model_name\"}[$__rate_interval])))",
|
|
"fullMetaSearch": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "P99",
|
|
"range": true,
|
|
"refId": "A",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "histogram_quantile(0.95, sum by(le) (rate(vllm:e2e_request_latency_seconds_bucket{model_name=\"$model_name\"}[$__rate_interval])))",
|
|
"fullMetaSearch": false,
|
|
"hide": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "P95",
|
|
"range": true,
|
|
"refId": "B",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "histogram_quantile(0.9, sum by(le) (rate(vllm:e2e_request_latency_seconds_bucket{model_name=\"$model_name\"}[$__rate_interval])))",
|
|
"fullMetaSearch": false,
|
|
"hide": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "P90",
|
|
"range": true,
|
|
"refId": "C",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "histogram_quantile(0.5, sum by(le) (rate(vllm:e2e_request_latency_seconds_bucket{model_name=\"$model_name\"}[$__rate_interval])))",
|
|
"fullMetaSearch": false,
|
|
"hide": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "P50",
|
|
"range": true,
|
|
"refId": "D",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"editorMode": "code",
|
|
"expr": "rate(vllm:e2e_request_latency_seconds_sum{model_name=\"$model_name\"}[$__rate_interval])\n/\nrate(vllm:e2e_request_latency_seconds_count{model_name=\"$model_name\"}[$__rate_interval])",
|
|
"hide": false,
|
|
"instant": false,
|
|
"legendFormat": "Average",
|
|
"range": true,
|
|
"refId": "E"
|
|
}
|
|
],
|
|
"title": "E2E Request Latency",
|
|
"type": "timeseries"
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"description": "Number of tokens processed per second",
|
|
"fieldConfig": {
|
|
"defaults": {
|
|
"color": {
|
|
"mode": "palette-classic"
|
|
},
|
|
"custom": {
|
|
"axisBorderShow": false,
|
|
"axisCenteredZero": false,
|
|
"axisColorMode": "text",
|
|
"axisLabel": "",
|
|
"axisPlacement": "auto",
|
|
"barAlignment": 0,
|
|
"barWidthFactor": 0.6,
|
|
"drawStyle": "line",
|
|
"fillOpacity": 0,
|
|
"gradientMode": "none",
|
|
"hideFrom": {
|
|
"legend": false,
|
|
"tooltip": false,
|
|
"viz": false
|
|
},
|
|
"insertNulls": false,
|
|
"lineInterpolation": "linear",
|
|
"lineWidth": 1,
|
|
"pointSize": 5,
|
|
"scaleDistribution": {
|
|
"type": "linear"
|
|
},
|
|
"showPoints": "auto",
|
|
"spanNulls": false,
|
|
"stacking": {
|
|
"group": "A",
|
|
"mode": "none"
|
|
},
|
|
"thresholdsStyle": {
|
|
"mode": "off"
|
|
}
|
|
},
|
|
"mappings": [],
|
|
"thresholds": {
|
|
"mode": "absolute",
|
|
"steps": [
|
|
{
|
|
"color": "green",
|
|
"value": null
|
|
},
|
|
{
|
|
"color": "red",
|
|
"value": 80
|
|
}
|
|
]
|
|
}
|
|
},
|
|
"overrides": []
|
|
},
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 12,
|
|
"y": 0
|
|
},
|
|
"id": 8,
|
|
"options": {
|
|
"legend": {
|
|
"calcs": [],
|
|
"displayMode": "list",
|
|
"placement": "bottom",
|
|
"showLegend": true
|
|
},
|
|
"tooltip": {
|
|
"mode": "single",
|
|
"sort": "none"
|
|
}
|
|
},
|
|
"targets": [
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "rate(vllm:prompt_tokens_total{model_name=\"$model_name\"}[$__rate_interval])",
|
|
"fullMetaSearch": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "Prompt Tokens/Sec",
|
|
"range": true,
|
|
"refId": "A",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "rate(vllm:generation_tokens_total{model_name=\"$model_name\"}[$__rate_interval])",
|
|
"fullMetaSearch": false,
|
|
"hide": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "Generation Tokens/Sec",
|
|
"range": true,
|
|
"refId": "B",
|
|
"useBackend": false
|
|
}
|
|
],
|
|
"title": "Token Throughput",
|
|
"type": "timeseries"
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"description": "Inter token latency in seconds.",
|
|
"fieldConfig": {
|
|
"defaults": {
|
|
"color": {
|
|
"mode": "palette-classic"
|
|
},
|
|
"custom": {
|
|
"axisBorderShow": false,
|
|
"axisCenteredZero": false,
|
|
"axisColorMode": "text",
|
|
"axisLabel": "",
|
|
"axisPlacement": "auto",
|
|
"barAlignment": 0,
|
|
"barWidthFactor": 0.6,
|
|
"drawStyle": "line",
|
|
"fillOpacity": 0,
|
|
"gradientMode": "none",
|
|
"hideFrom": {
|
|
"legend": false,
|
|
"tooltip": false,
|
|
"viz": false
|
|
},
|
|
"insertNulls": 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
|
|
}
|
|
]
|
|
},
|
|
"unit": "s"
|
|
},
|
|
"overrides": []
|
|
},
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 0,
|
|
"y": 8
|
|
},
|
|
"id": 10,
|
|
"options": {
|
|
"legend": {
|
|
"calcs": [],
|
|
"displayMode": "list",
|
|
"placement": "bottom",
|
|
"showLegend": true
|
|
},
|
|
"tooltip": {
|
|
"mode": "single",
|
|
"sort": "none"
|
|
}
|
|
},
|
|
"targets": [
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "histogram_quantile(0.99, sum by(le) (rate(vllm:time_per_output_token_seconds_bucket{model_name=\"$model_name\"}[$__rate_interval])))",
|
|
"fullMetaSearch": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "P99",
|
|
"range": true,
|
|
"refId": "A",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "histogram_quantile(0.95, sum by(le) (rate(vllm:time_per_output_token_seconds_bucket{model_name=\"$model_name\"}[$__rate_interval])))",
|
|
"fullMetaSearch": false,
|
|
"hide": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "P95",
|
|
"range": true,
|
|
"refId": "B",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "histogram_quantile(0.9, sum by(le) (rate(vllm:time_per_output_token_seconds_bucket{model_name=\"$model_name\"}[$__rate_interval])))",
|
|
"fullMetaSearch": false,
|
|
"hide": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "P90",
|
|
"range": true,
|
|
"refId": "C",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "histogram_quantile(0.5, sum by(le) (rate(vllm:time_per_output_token_seconds_bucket{model_name=\"$model_name\"}[$__rate_interval])))",
|
|
"fullMetaSearch": false,
|
|
"hide": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "P50",
|
|
"range": true,
|
|
"refId": "D",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"editorMode": "code",
|
|
"expr": "rate(vllm:time_per_output_token_seconds_sum{model_name=\"$model_name\"}[$__rate_interval])\n/\nrate(vllm:time_per_output_token_seconds_count{model_name=\"$model_name\"}[$__rate_interval])",
|
|
"hide": false,
|
|
"instant": false,
|
|
"legendFormat": "Mean",
|
|
"range": true,
|
|
"refId": "E"
|
|
}
|
|
],
|
|
"title": "Time Per Output Token Latency",
|
|
"type": "timeseries"
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"description": "Number of requests in RUNNING, WAITING, and SWAPPED state",
|
|
"fieldConfig": {
|
|
"defaults": {
|
|
"color": {
|
|
"mode": "palette-classic"
|
|
},
|
|
"custom": {
|
|
"axisBorderShow": false,
|
|
"axisCenteredZero": false,
|
|
"axisColorMode": "text",
|
|
"axisLabel": "",
|
|
"axisPlacement": "auto",
|
|
"barAlignment": 0,
|
|
"barWidthFactor": 0.6,
|
|
"drawStyle": "line",
|
|
"fillOpacity": 0,
|
|
"gradientMode": "none",
|
|
"hideFrom": {
|
|
"legend": false,
|
|
"tooltip": false,
|
|
"viz": false
|
|
},
|
|
"insertNulls": 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
|
|
}
|
|
]
|
|
},
|
|
"unit": "none"
|
|
},
|
|
"overrides": []
|
|
},
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 12,
|
|
"y": 8
|
|
},
|
|
"id": 3,
|
|
"options": {
|
|
"legend": {
|
|
"calcs": [],
|
|
"displayMode": "list",
|
|
"placement": "bottom",
|
|
"showLegend": true
|
|
},
|
|
"tooltip": {
|
|
"mode": "single",
|
|
"sort": "none"
|
|
}
|
|
},
|
|
"targets": [
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "vllm:num_requests_running{model_name=\"$model_name\"}",
|
|
"fullMetaSearch": false,
|
|
"includeNullMetadata": true,
|
|
"instant": false,
|
|
"legendFormat": "Num Running",
|
|
"range": true,
|
|
"refId": "A",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "vllm:num_requests_swapped{model_name=\"$model_name\"}",
|
|
"fullMetaSearch": false,
|
|
"hide": false,
|
|
"includeNullMetadata": true,
|
|
"instant": false,
|
|
"legendFormat": "Num Swapped",
|
|
"range": true,
|
|
"refId": "B",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "vllm:num_requests_waiting{model_name=\"$model_name\"}",
|
|
"fullMetaSearch": false,
|
|
"hide": false,
|
|
"includeNullMetadata": true,
|
|
"instant": false,
|
|
"legendFormat": "Num Waiting",
|
|
"range": true,
|
|
"refId": "C",
|
|
"useBackend": false
|
|
}
|
|
],
|
|
"title": "Scheduler State",
|
|
"type": "timeseries"
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"description": "P50, P90, P95, and P99 TTFT latency in seconds.",
|
|
"fieldConfig": {
|
|
"defaults": {
|
|
"color": {
|
|
"mode": "palette-classic"
|
|
},
|
|
"custom": {
|
|
"axisBorderShow": false,
|
|
"axisCenteredZero": false,
|
|
"axisColorMode": "text",
|
|
"axisLabel": "",
|
|
"axisPlacement": "auto",
|
|
"barAlignment": 0,
|
|
"barWidthFactor": 0.6,
|
|
"drawStyle": "line",
|
|
"fillOpacity": 0,
|
|
"gradientMode": "none",
|
|
"hideFrom": {
|
|
"legend": false,
|
|
"tooltip": false,
|
|
"viz": false
|
|
},
|
|
"insertNulls": false,
|
|
"lineInterpolation": "linear",
|
|
"lineWidth": 1,
|
|
"pointSize": 5,
|
|
"scaleDistribution": {
|
|
"type": "linear"
|
|
},
|
|
"showPoints": "auto",
|
|
"spanNulls": false,
|
|
"stacking": {
|
|
"group": "A",
|
|
"mode": "none"
|
|
},
|
|
"thresholdsStyle": {
|
|
"mode": "off"
|
|
}
|
|
},
|
|
"mappings": [],
|
|
"thresholds": {
|
|
"mode": "absolute",
|
|
"steps": [
|
|
{
|
|
"color": "green",
|
|
"value": null
|
|
},
|
|
{
|
|
"color": "red",
|
|
"value": 80
|
|
}
|
|
]
|
|
},
|
|
"unit": "s"
|
|
},
|
|
"overrides": []
|
|
},
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 0,
|
|
"y": 16
|
|
},
|
|
"id": 5,
|
|
"options": {
|
|
"legend": {
|
|
"calcs": [],
|
|
"displayMode": "list",
|
|
"placement": "bottom",
|
|
"showLegend": true
|
|
},
|
|
"tooltip": {
|
|
"mode": "single",
|
|
"sort": "none"
|
|
}
|
|
},
|
|
"targets": [
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "histogram_quantile(0.99, sum by(le) (rate(vllm:time_to_first_token_seconds_bucket{model_name=\"$model_name\"}[$__rate_interval])))",
|
|
"fullMetaSearch": false,
|
|
"hide": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "P99",
|
|
"range": true,
|
|
"refId": "A",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "histogram_quantile(0.95, sum by(le) (rate(vllm:time_to_first_token_seconds_bucket{model_name=\"$model_name\"}[$__rate_interval])))",
|
|
"fullMetaSearch": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "P95",
|
|
"range": true,
|
|
"refId": "B",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "histogram_quantile(0.9, sum by(le) (rate(vllm:time_to_first_token_seconds_bucket{model_name=\"$model_name\"}[$__rate_interval])))",
|
|
"fullMetaSearch": false,
|
|
"hide": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "P90",
|
|
"range": true,
|
|
"refId": "C",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "histogram_quantile(0.5, sum by(le) (rate(vllm:time_to_first_token_seconds_bucket{model_name=\"$model_name\"}[$__rate_interval])))",
|
|
"fullMetaSearch": false,
|
|
"hide": false,
|
|
"includeNullMetadata": false,
|
|
"instant": false,
|
|
"legendFormat": "P50",
|
|
"range": true,
|
|
"refId": "D",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"editorMode": "code",
|
|
"expr": "rate(vllm:time_to_first_token_seconds_sum{model_name=\"$model_name\"}[$__rate_interval])\n/\nrate(vllm:time_to_first_token_seconds_count{model_name=\"$model_name\"}[$__rate_interval])",
|
|
"hide": false,
|
|
"instant": false,
|
|
"legendFormat": "Average",
|
|
"range": true,
|
|
"refId": "E"
|
|
}
|
|
],
|
|
"title": "Time To First Token Latency",
|
|
"type": "timeseries"
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"description": "Percentage of used cache blocks by vLLM.",
|
|
"fieldConfig": {
|
|
"defaults": {
|
|
"color": {
|
|
"mode": "palette-classic"
|
|
},
|
|
"custom": {
|
|
"axisBorderShow": false,
|
|
"axisCenteredZero": false,
|
|
"axisColorMode": "text",
|
|
"axisLabel": "",
|
|
"axisPlacement": "auto",
|
|
"barAlignment": 0,
|
|
"barWidthFactor": 0.6,
|
|
"drawStyle": "line",
|
|
"fillOpacity": 0,
|
|
"gradientMode": "none",
|
|
"hideFrom": {
|
|
"legend": false,
|
|
"tooltip": false,
|
|
"viz": false
|
|
},
|
|
"insertNulls": false,
|
|
"lineInterpolation": "linear",
|
|
"lineWidth": 1,
|
|
"pointSize": 5,
|
|
"scaleDistribution": {
|
|
"type": "linear"
|
|
},
|
|
"showPoints": "auto",
|
|
"spanNulls": false,
|
|
"stacking": {
|
|
"group": "A",
|
|
"mode": "none"
|
|
},
|
|
"thresholdsStyle": {
|
|
"mode": "off"
|
|
}
|
|
},
|
|
"mappings": [],
|
|
"thresholds": {
|
|
"mode": "absolute",
|
|
"steps": [
|
|
{
|
|
"color": "green",
|
|
"value": null
|
|
},
|
|
{
|
|
"color": "red",
|
|
"value": 80
|
|
}
|
|
]
|
|
},
|
|
"unit": "percentunit"
|
|
},
|
|
"overrides": []
|
|
},
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 12,
|
|
"y": 16
|
|
},
|
|
"id": 4,
|
|
"options": {
|
|
"legend": {
|
|
"calcs": [],
|
|
"displayMode": "list",
|
|
"placement": "bottom",
|
|
"showLegend": true
|
|
},
|
|
"tooltip": {
|
|
"mode": "single",
|
|
"sort": "none"
|
|
}
|
|
},
|
|
"targets": [
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"editorMode": "code",
|
|
"expr": "vllm:gpu_cache_usage_perc{model_name=\"$model_name\"}",
|
|
"instant": false,
|
|
"legendFormat": "GPU Cache Usage",
|
|
"range": true,
|
|
"refId": "A"
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"editorMode": "code",
|
|
"expr": "vllm:cpu_cache_usage_perc{model_name=\"$model_name\"}",
|
|
"hide": false,
|
|
"instant": false,
|
|
"legendFormat": "CPU Cache Usage",
|
|
"range": true,
|
|
"refId": "B"
|
|
}
|
|
],
|
|
"title": "Cache Utilization",
|
|
"type": "timeseries"
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"description": "Heatmap of request prompt length",
|
|
"fieldConfig": {
|
|
"defaults": {
|
|
"custom": {
|
|
"hideFrom": {
|
|
"legend": false,
|
|
"tooltip": false,
|
|
"viz": false
|
|
},
|
|
"scaleDistribution": {
|
|
"type": "linear"
|
|
}
|
|
}
|
|
},
|
|
"overrides": []
|
|
},
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 0,
|
|
"y": 24
|
|
},
|
|
"id": 12,
|
|
"options": {
|
|
"calculate": false,
|
|
"cellGap": 1,
|
|
"cellValues": {
|
|
"unit": "none"
|
|
},
|
|
"color": {
|
|
"exponent": 0.5,
|
|
"fill": "dark-orange",
|
|
"min": 0,
|
|
"mode": "scheme",
|
|
"reverse": false,
|
|
"scale": "exponential",
|
|
"scheme": "Spectral",
|
|
"steps": 64
|
|
},
|
|
"exemplars": {
|
|
"color": "rgba(255,0,255,0.7)"
|
|
},
|
|
"filterValues": {
|
|
"le": 1e-9
|
|
},
|
|
"legend": {
|
|
"show": true
|
|
},
|
|
"rowsFrame": {
|
|
"layout": "auto",
|
|
"value": "Request count"
|
|
},
|
|
"tooltip": {
|
|
"mode": "single",
|
|
"showColorScale": false,
|
|
"yHistogram": true
|
|
},
|
|
"yAxis": {
|
|
"axisLabel": "Prompt Length",
|
|
"axisPlacement": "left",
|
|
"reverse": false,
|
|
"unit": "none"
|
|
}
|
|
},
|
|
"pluginVersion": "11.2.0",
|
|
"targets": [
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "sum by(le) (increase(vllm:request_prompt_tokens_bucket{model_name=\"$model_name\"}[$__rate_interval]))",
|
|
"format": "heatmap",
|
|
"fullMetaSearch": false,
|
|
"includeNullMetadata": true,
|
|
"instant": false,
|
|
"legendFormat": "{{le}}",
|
|
"range": true,
|
|
"refId": "A",
|
|
"useBackend": false
|
|
}
|
|
],
|
|
"title": "Request Prompt Length",
|
|
"type": "heatmap"
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"description": "Heatmap of request generation length",
|
|
"fieldConfig": {
|
|
"defaults": {
|
|
"custom": {
|
|
"hideFrom": {
|
|
"legend": false,
|
|
"tooltip": false,
|
|
"viz": false
|
|
},
|
|
"scaleDistribution": {
|
|
"type": "linear"
|
|
}
|
|
}
|
|
},
|
|
"overrides": []
|
|
},
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 12,
|
|
"y": 24
|
|
},
|
|
"id": 13,
|
|
"options": {
|
|
"calculate": false,
|
|
"cellGap": 1,
|
|
"cellValues": {
|
|
"unit": "none"
|
|
},
|
|
"color": {
|
|
"exponent": 0.5,
|
|
"fill": "dark-orange",
|
|
"min": 0,
|
|
"mode": "scheme",
|
|
"reverse": false,
|
|
"scale": "exponential",
|
|
"scheme": "Spectral",
|
|
"steps": 64
|
|
},
|
|
"exemplars": {
|
|
"color": "rgba(255,0,255,0.7)"
|
|
},
|
|
"filterValues": {
|
|
"le": 1e-9
|
|
},
|
|
"legend": {
|
|
"show": true
|
|
},
|
|
"rowsFrame": {
|
|
"layout": "auto",
|
|
"value": "Request count"
|
|
},
|
|
"tooltip": {
|
|
"mode": "single",
|
|
"showColorScale": false,
|
|
"yHistogram": true
|
|
},
|
|
"yAxis": {
|
|
"axisLabel": "Generation Length",
|
|
"axisPlacement": "left",
|
|
"reverse": false,
|
|
"unit": "none"
|
|
}
|
|
},
|
|
"pluginVersion": "11.2.0",
|
|
"targets": [
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "sum by(le) (increase(vllm:request_generation_tokens_bucket{model_name=\"$model_name\"}[$__rate_interval]))",
|
|
"format": "heatmap",
|
|
"fullMetaSearch": false,
|
|
"includeNullMetadata": true,
|
|
"instant": false,
|
|
"legendFormat": "{{le}}",
|
|
"range": true,
|
|
"refId": "A",
|
|
"useBackend": false
|
|
}
|
|
],
|
|
"title": "Request Generation Length",
|
|
"type": "heatmap"
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"description": "Number of finished requests by their finish reason: either an EOS token was generated or the max sequence length was reached.",
|
|
"fieldConfig": {
|
|
"defaults": {
|
|
"color": {
|
|
"mode": "palette-classic"
|
|
},
|
|
"custom": {
|
|
"axisBorderShow": false,
|
|
"axisCenteredZero": false,
|
|
"axisColorMode": "text",
|
|
"axisLabel": "",
|
|
"axisPlacement": "auto",
|
|
"barAlignment": 0,
|
|
"barWidthFactor": 0.6,
|
|
"drawStyle": "line",
|
|
"fillOpacity": 0,
|
|
"gradientMode": "none",
|
|
"hideFrom": {
|
|
"legend": false,
|
|
"tooltip": false,
|
|
"viz": false
|
|
},
|
|
"insertNulls": 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"
|
|
},
|
|
{
|
|
"color": "red",
|
|
"value": 80
|
|
}
|
|
]
|
|
}
|
|
},
|
|
"overrides": []
|
|
},
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 0,
|
|
"y": 32
|
|
},
|
|
"id": 11,
|
|
"options": {
|
|
"legend": {
|
|
"calcs": [],
|
|
"displayMode": "list",
|
|
"placement": "bottom",
|
|
"showLegend": true
|
|
},
|
|
"tooltip": {
|
|
"mode": "single",
|
|
"sort": "none"
|
|
}
|
|
},
|
|
"targets": [
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "builder",
|
|
"expr": "sum by(finished_reason) (increase(vllm:request_success_total{model_name=\"$model_name\"}[$__rate_interval]))",
|
|
"fullMetaSearch": false,
|
|
"includeNullMetadata": true,
|
|
"instant": false,
|
|
"interval": "",
|
|
"legendFormat": "__auto",
|
|
"range": true,
|
|
"refId": "A",
|
|
"useBackend": false
|
|
}
|
|
],
|
|
"title": "Finish Reason",
|
|
"type": "timeseries"
|
|
},
|
|
{
|
|
"datasource": {
|
|
"default": false,
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"fieldConfig": {
|
|
"defaults": {
|
|
"color": {
|
|
"mode": "palette-classic"
|
|
},
|
|
"custom": {
|
|
"axisBorderShow": false,
|
|
"axisCenteredZero": false,
|
|
"axisColorMode": "text",
|
|
"axisLabel": "seconds",
|
|
"axisPlacement": "auto",
|
|
"barAlignment": 0,
|
|
"barWidthFactor": 0.6,
|
|
"drawStyle": "line",
|
|
"fillOpacity": 0,
|
|
"gradientMode": "none",
|
|
"hideFrom": {
|
|
"legend": false,
|
|
"tooltip": false,
|
|
"viz": false
|
|
},
|
|
"insertNulls": 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"
|
|
},
|
|
{
|
|
"color": "red",
|
|
"value": 80
|
|
}
|
|
]
|
|
}
|
|
},
|
|
"overrides": []
|
|
},
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 12,
|
|
"y": 32
|
|
},
|
|
"id": 14,
|
|
"options": {
|
|
"legend": {
|
|
"calcs": [],
|
|
"displayMode": "list",
|
|
"placement": "bottom",
|
|
"showLegend": true
|
|
},
|
|
"tooltip": {
|
|
"mode": "single",
|
|
"sort": "none"
|
|
}
|
|
},
|
|
"targets": [
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "code",
|
|
"expr": "rate(vllm:request_queue_time_seconds_sum{model_name=\"$model_name\"}[$__rate_interval])",
|
|
"fullMetaSearch": false,
|
|
"includeNullMetadata": true,
|
|
"instant": false,
|
|
"legendFormat": "__auto",
|
|
"range": true,
|
|
"refId": "A",
|
|
"useBackend": false
|
|
}
|
|
],
|
|
"title": "Queue Time",
|
|
"type": "timeseries"
|
|
},
|
|
{
|
|
"datasource": {
|
|
"default": false,
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"fieldConfig": {
|
|
"defaults": {
|
|
"color": {
|
|
"mode": "palette-classic"
|
|
},
|
|
"custom": {
|
|
"axisBorderShow": false,
|
|
"axisCenteredZero": false,
|
|
"axisColorMode": "text",
|
|
"axisLabel": "",
|
|
"axisPlacement": "auto",
|
|
"barAlignment": 0,
|
|
"barWidthFactor": 0.6,
|
|
"drawStyle": "line",
|
|
"fillOpacity": 0,
|
|
"gradientMode": "none",
|
|
"hideFrom": {
|
|
"legend": false,
|
|
"tooltip": false,
|
|
"viz": false
|
|
},
|
|
"insertNulls": 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"
|
|
},
|
|
{
|
|
"color": "red",
|
|
"value": 80
|
|
}
|
|
]
|
|
}
|
|
},
|
|
"overrides": []
|
|
},
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 0,
|
|
"y": 40
|
|
},
|
|
"id": 15,
|
|
"options": {
|
|
"legend": {
|
|
"calcs": [],
|
|
"displayMode": "list",
|
|
"placement": "bottom",
|
|
"showLegend": true
|
|
},
|
|
"tooltip": {
|
|
"mode": "single",
|
|
"sort": "none"
|
|
}
|
|
},
|
|
"targets": [
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "code",
|
|
"expr": "rate(vllm:request_prefill_time_seconds_sum{model_name=\"$model_name\"}[$__rate_interval])",
|
|
"fullMetaSearch": false,
|
|
"includeNullMetadata": true,
|
|
"instant": false,
|
|
"legendFormat": "Prefill",
|
|
"range": true,
|
|
"refId": "A",
|
|
"useBackend": false
|
|
},
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"editorMode": "code",
|
|
"expr": "rate(vllm:request_decode_time_seconds_sum{model_name=\"$model_name\"}[$__rate_interval])",
|
|
"hide": false,
|
|
"instant": false,
|
|
"legendFormat": "Decode",
|
|
"range": true,
|
|
"refId": "B"
|
|
}
|
|
],
|
|
"title": "Requests Prefill and Decode Time",
|
|
"type": "timeseries"
|
|
},
|
|
{
|
|
"datasource": {
|
|
"default": false,
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"fieldConfig": {
|
|
"defaults": {
|
|
"color": {
|
|
"mode": "palette-classic"
|
|
},
|
|
"custom": {
|
|
"axisBorderShow": false,
|
|
"axisCenteredZero": false,
|
|
"axisColorMode": "text",
|
|
"axisLabel": "",
|
|
"axisPlacement": "auto",
|
|
"barAlignment": 0,
|
|
"barWidthFactor": 0.6,
|
|
"drawStyle": "line",
|
|
"fillOpacity": 0,
|
|
"gradientMode": "none",
|
|
"hideFrom": {
|
|
"legend": false,
|
|
"tooltip": false,
|
|
"viz": false
|
|
},
|
|
"insertNulls": false,
|
|
"lineInterpolation": "linear",
|
|
"lineWidth": 1,
|
|
"pointSize": 5,
|
|
"scaleDistribution": {
|
|
"type": "linear"
|
|
},
|
|
"showPoints": "auto",
|
|
"spanNulls": false,
|
|
"stacking": {
|
|
"group": "A",
|
|
"mode": "none"
|
|
},
|
|
"thresholdsStyle": {
|
|
"mode": "off"
|
|
}
|
|
},
|
|
"mappings": [],
|
|
"thresholds": {
|
|
"mode": "absolute",
|
|
"steps": [
|
|
{
|
|
"color": "green"
|
|
},
|
|
{
|
|
"color": "red",
|
|
"value": 80
|
|
}
|
|
]
|
|
}
|
|
},
|
|
"overrides": []
|
|
},
|
|
"gridPos": {
|
|
"h": 8,
|
|
"w": 12,
|
|
"x": 12,
|
|
"y": 40
|
|
},
|
|
"id": 16,
|
|
"options": {
|
|
"legend": {
|
|
"calcs": [],
|
|
"displayMode": "list",
|
|
"placement": "bottom",
|
|
"showLegend": true
|
|
},
|
|
"tooltip": {
|
|
"mode": "single",
|
|
"sort": "none"
|
|
}
|
|
},
|
|
"targets": [
|
|
{
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"disableTextWrap": false,
|
|
"editorMode": "code",
|
|
"expr": "rate(vllm:request_max_num_generation_tokens_sum{model_name=\"$model_name\"}[$__rate_interval])",
|
|
"fullMetaSearch": false,
|
|
"includeNullMetadata": true,
|
|
"instant": false,
|
|
"legendFormat": "Tokens",
|
|
"range": true,
|
|
"refId": "A",
|
|
"useBackend": false
|
|
}
|
|
],
|
|
"title": "Max Generation Token in Sequence Group",
|
|
"type": "timeseries"
|
|
}
|
|
],
|
|
"refresh": "",
|
|
"schemaVersion": 39,
|
|
"tags": [],
|
|
"templating": {
|
|
"list": [
|
|
{
|
|
"current": {
|
|
"selected": false,
|
|
"text": "prometheus",
|
|
"value": "edx8memhpd9tsa"
|
|
},
|
|
"hide": 0,
|
|
"includeAll": false,
|
|
"label": "datasource",
|
|
"multi": false,
|
|
"name": "DS_PROMETHEUS",
|
|
"options": [],
|
|
"query": "prometheus",
|
|
"queryValue": "",
|
|
"refresh": 1,
|
|
"regex": "",
|
|
"skipUrlSync": false,
|
|
"type": "datasource"
|
|
},
|
|
{
|
|
"current": {
|
|
"selected": false,
|
|
"text": "/share/datasets/public_models/Meta-Llama-3-8B-Instruct",
|
|
"value": "/share/datasets/public_models/Meta-Llama-3-8B-Instruct"
|
|
},
|
|
"datasource": {
|
|
"type": "prometheus",
|
|
"uid": "${DS_PROMETHEUS}"
|
|
},
|
|
"definition": "label_values(model_name)",
|
|
"hide": 0,
|
|
"includeAll": false,
|
|
"label": "model_name",
|
|
"multi": false,
|
|
"name": "model_name",
|
|
"options": [],
|
|
"query": {
|
|
"query": "label_values(model_name)",
|
|
"refId": "StandardVariableQuery"
|
|
},
|
|
"refresh": 1,
|
|
"regex": "",
|
|
"skipUrlSync": false,
|
|
"sort": 0,
|
|
"type": "query"
|
|
}
|
|
]
|
|
},
|
|
"time": {
|
|
"from": "now-5m",
|
|
"to": "now"
|
|
},
|
|
"timepicker": {},
|
|
"timezone": "",
|
|
"title": "vLLM",
|
|
"uid": "b281712d-8bff-41ef-9f3f-71ad43c05e9b",
|
|
"version": 8,
|
|
"weekStart": ""
|
|
}
|