mirror of
https://git.datalinker.icu/vllm-project/vllm.git
synced 2025-12-24 18:05:01 +08:00
7e0941055f
Signed-off-by: Fangping Shi <fangping_shi@apple.com> Co-authored-by: Fangping Shi <fangping_shi@apple.com>
393 lines
15 KiB
YAML
393 lines
15 KiB
YAML
kind: PersesDashboard
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metadata:
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name: query-statistics
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createdAt: 0001-01-01T00:00:00Z
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updatedAt: 0001-01-01T00:00:00Z
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version: 0
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project: ""
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spec:
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display:
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name: Query Statistics_New
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variables:
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- kind: ListVariable
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spec:
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name: NS
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display: { name: Namespace }
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allowMultiple: false
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defaultValue: llm-d
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plugin:
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kind: PrometheusLabelValuesVariable
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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labelName: namespace
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matchers:
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- up{service=~".*vllm.*"}
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- kind: ListVariable
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spec:
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name: SVC
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display: { name: Service }
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allowMultiple: false
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defaultValue: vllm-qwen2-0-5b-sim
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plugin:
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kind: PrometheusLabelValuesVariable
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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labelName: service
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matchers:
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- up{namespace="$NS",service=~".*vllm.*"}
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- kind: ListVariable
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spec:
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name: MODEL
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display: { name: Model (real vLLM) }
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allowAllValue: true
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allowMultiple: true
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defaultValue: ["$__all"]
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plugin:
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kind: PrometheusLabelValuesVariable
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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labelName: model_name
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matchers:
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- vllm:request_success_total{namespace="$NS",service="$SVC"}
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panels:
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# --- Core (works on Simulator & Real) ---
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core_running_now:
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kind: Panel
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spec:
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display: { name: Running Requests (now) }
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plugin: { kind: StatChart, spec: { calculation: last-number } }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: sum(vllm:num_requests_running{namespace="$NS",service="$SVC"}) or vector(0)
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minStep: "15s"
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core_waiting_now:
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kind: Panel
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spec:
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display: { name: Waiting Requests (now) }
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plugin: { kind: StatChart, spec: { calculation: last-number } }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: sum(vllm:num_requests_waiting{namespace="$NS",service="$SVC"}) or vector(0)
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minStep: "15s"
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core_kv_usage_now:
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kind: Panel
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spec:
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display: { name: KV Cache Usage (0–1) }
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plugin: { kind: StatChart, spec: { calculation: last-number } }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: avg(vllm:kv_cache_usage_perc{namespace="$NS",service="$SVC"}) or vector(0)
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minStep: "15s"
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core_running_ts:
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kind: Panel
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spec:
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display: { name: Running Over Time }
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plugin:
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kind: TimeSeriesChart
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spec:
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legend: { mode: table, position: bottom }
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visual: { display: line, lineWidth: 1, areaOpacity: 0.3 }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: sum by (service) (vllm:num_requests_running{namespace="$NS",service="$SVC"}) or vector(0)
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minStep: "15s"
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core_waiting_ts:
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kind: Panel
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spec:
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display: { name: Waiting Over Time }
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plugin:
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kind: TimeSeriesChart
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spec:
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legend: { mode: table, position: bottom }
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visual: { display: line, lineWidth: 1, areaOpacity: 0.3 }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: sum by (service) (vllm:num_requests_waiting{namespace="$NS",service="$SVC"}) or vector(0)
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minStep: "15s"
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core_targets_up:
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kind: Panel
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spec:
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display: { name: Scrape Targets Up }
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plugin: { kind: StatChart, spec: { calculation: last-number } }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: count(up{namespace="$NS",service="$SVC"} == 1) or vector(0)
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minStep: "15s"
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# --- KV Cache as Percent (works on Simulator & Real) ---
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core_kv_usage_pct_now:
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kind: Panel
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spec:
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display: { name: KV Cache Usage (%) – now }
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plugin: { kind: StatChart, spec: { calculation: last-number } }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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# multiply by 100 to present percentage; omit format.unit to avoid schema conflicts
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query: (avg(vllm:kv_cache_usage_perc{namespace="$NS",service="$SVC"}) * 100) or vector(0)
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minStep: "15s"
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core_kv_usage_pct_ts:
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kind: Panel
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spec:
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display: { name: KV Cache Usage (%) – over time }
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plugin:
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kind: TimeSeriesChart
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spec:
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legend: { mode: table, position: bottom }
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visual: { display: line, lineWidth: 1, areaOpacity: 0.3 }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: (avg by (service) (vllm:kv_cache_usage_perc{namespace="$NS",service="$SVC"}) * 100) or vector(0)
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minStep: "15s"
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# --- Per-Pod breakdowns (works on Simulator & Real) ---
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per_pod_running_ts:
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kind: Panel
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spec:
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display: { name: Running by Pod }
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plugin:
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kind: TimeSeriesChart
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spec:
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legend: { mode: table, position: bottom }
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visual: { display: line, lineWidth: 1, areaOpacity: 0.3 }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: sum by (pod) (vllm:num_requests_running{namespace="$NS",service="$SVC"}) or vector(0)
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minStep: "15s"
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per_pod_waiting_ts:
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kind: Panel
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spec:
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display: { name: Waiting by Pod }
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plugin:
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kind: TimeSeriesChart
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spec:
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legend: { mode: table, position: bottom }
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visual: { display: line, lineWidth: 1, areaOpacity: 0.3 }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: sum by (pod) (vllm:num_requests_waiting{namespace="$NS",service="$SVC"}) or vector(0)
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minStep: "15s"
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per_pod_kv_pct_ts:
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kind: Panel
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spec:
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display: { name: KV Cache (%) by Pod }
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plugin:
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kind: TimeSeriesChart
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spec:
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legend: { mode: table, position: bottom }
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visual: { display: line, lineWidth: 1, areaOpacity: 0.3 }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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# if your exporter labels kv metric with pod (the sim does), this works; otherwise it will just return empty
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query: (avg by (pod) (vllm:kv_cache_usage_perc{namespace="$NS",service="$SVC"}) * 100) or vector(0)
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minStep: "15s"
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# --- Real vLLM only (zeros on simulator) ---
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real_req_rate_ts:
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kind: Panel
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spec:
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display: { name: Request Rate (real vLLM) }
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plugin:
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kind: TimeSeriesChart
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spec:
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legend: { mode: table, position: bottom }
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visual: { display: line, lineWidth: 1, areaOpacity: 0.3 }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: sum by (model_name) (rate(vllm:request_success_total{namespace="$NS",service="$SVC",model_name=~"$MODEL"}[$__interval])) or vector(0)
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minStep: "15s"
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real_p50:
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kind: Panel
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spec:
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display: { name: p50 Latency (real vLLM) }
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plugin: { kind: StatChart, spec: { calculation: last-number } }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: histogram_quantile(0.50, sum by (le, model_name) (rate(vllm:e2e_request_latency_seconds_bucket{namespace="$NS",service="$SVC",model_name=~"$MODEL"}[$__interval]))) or vector(0)
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minStep: "15s"
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real_p90:
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kind: Panel
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spec:
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display: { name: p90 Latency (real vLLM) }
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plugin: { kind: StatChart, spec: { calculation: last-number } }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: histogram_quantile(0.90, sum by (le, model_name) (rate(vllm:e2e_request_latency_seconds_bucket{namespace="$NS",service="$SVC",model_name=~"$MODEL"}[$__interval]))) or vector(0)
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minStep: "15s"
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real_p99:
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kind: Panel
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spec:
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display: { name: p99 Latency (real vLLM) }
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plugin: { kind: StatChart, spec: { calculation: last-number } }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: histogram_quantile(0.99, sum by (le, model_name) (rate(vllm:e2e_request_latency_seconds_bucket{namespace="$NS",service="$SVC",model_name=~"$MODEL"}[$__interval]))) or vector(0)
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minStep: "15s"
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real_input_tokens_ts:
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kind: Panel
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spec:
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display: { name: Input Tokens / sec (real vLLM) }
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plugin:
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kind: TimeSeriesChart
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spec:
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legend: { mode: table, position: bottom }
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visual: { display: line, lineWidth: 1, areaOpacity: 0.3 }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: sum by (model_name) (rate(vllm:prompt_tokens_total{namespace="$NS",service="$SVC",model_name=~"$MODEL"}[$__interval])) or vector(0)
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minStep: "15s"
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real_output_tokens_ts:
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kind: Panel
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spec:
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display: { name: Output Tokens / sec (real vLLM) }
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plugin:
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kind: TimeSeriesChart
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spec:
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legend: { mode: table, position: bottom }
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visual: { display: line, lineWidth: 1, areaOpacity: 0.3 }
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queries:
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- kind: TimeSeriesQuery
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spec:
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plugin:
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kind: PrometheusTimeSeriesQuery
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spec:
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datasource: { kind: PrometheusDatasource, name: accelerators-thanos-querier-datasource }
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query: sum by (model_name) (rate(vllm:generation_tokens_total{namespace="$NS",service="$SVC",model_name=~"$MODEL"}[$__interval])) or vector(0)
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minStep: "15s"
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layouts:
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- kind: Grid
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spec:
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display: { title: Core (Sim & Real) }
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items:
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- { x: 0, y: 0, width: 6, height: 3, content: { $ref: '#/spec/panels/core_running_now' } }
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- { x: 6, y: 0, width: 6, height: 3, content: { $ref: '#/spec/panels/core_waiting_now' } }
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- { x: 12, y: 0, width: 6, height: 3, content: { $ref: '#/spec/panels/core_kv_usage_now' } }
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- { x: 18, y: 0, width: 6, height: 3, content: { $ref: '#/spec/panels/core_targets_up' } }
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- { x: 0, y: 3, width: 12, height: 6, content: { $ref: '#/spec/panels/core_running_ts' } }
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- { x: 12, y: 3, width: 12, height: 6, content: { $ref: '#/spec/panels/core_waiting_ts' } }
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- kind: Grid
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spec:
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display: { title: KV Cache (%) }
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items:
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- { x: 0, y: 9, width: 6, height: 3, content: { $ref: '#/spec/panels/core_kv_usage_pct_now' } }
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- { x: 6, y: 9, width: 18, height: 6, content: { $ref: '#/spec/panels/core_kv_usage_pct_ts' } }
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- kind: Grid
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spec:
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display: { title: Per-Pod breakdowns }
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items:
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- { x: 0, y: 15, width: 12, height: 6, content: { $ref: '#/spec/panels/per_pod_running_ts' } }
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- { x: 12, y: 15, width: 12, height: 6, content: { $ref: '#/spec/panels/per_pod_waiting_ts' } }
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- { x: 0, y: 21, width: 24, height: 6, content: { $ref: '#/spec/panels/per_pod_kv_pct_ts' } }
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- kind: Grid
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spec:
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display: { title: Real vLLM only (shows 0 on simulator) }
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items:
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- { x: 0, y: 27, width: 12, height: 6, content: { $ref: '#/spec/panels/real_req_rate_ts' } }
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- { x: 12, y: 27, width: 4, height: 3, content: { $ref: '#/spec/panels/real_p50' } }
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- { x: 16, y: 27, width: 4, height: 3, content: { $ref: '#/spec/panels/real_p90' } }
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- { x: 20, y: 27, width: 4, height: 3, content: { $ref: '#/spec/panels/real_p99' } }
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- { x: 0, y: 33, width: 12, height: 6, content: { $ref: '#/spec/panels/real_input_tokens_ts' } }
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- { x: 12, y: 33, width: 12, height: 6, content: { $ref: '#/spec/panels/real_output_tokens_ts' } }
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