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P3.2 配套測試 + CI 環境同步 + ADR-100 Grafana 視覺化：
CI test_schema 補齊（解 1162-1172 阻塞之延伸）:
- setup_test_schema.sql 加 ai_provider_version_history 表
- 對齊 production p3_2_provider_version_history.sql（已 K8s exec 上線）
新增測試 (636 行):
- test_model_version_probe.py (387) — Provider 探測單元測試
- test_model_version_tracker.py (249) — Tracker 整合測試
· 4 個 DB-dependent tests 標 @pytest.mark.integration
· 15 unit + 4 integration（unit step 跳過 integration class）
新增配套:
- ai-slo-dashboard.json (496 行) — Grafana 儀表板
· 對應 ADR-100 SLO 規則的 4 大面板：
自主修復成功率 / 飛輪閉環延遲 / 治理事件 / Provider 健康度
修改:
- governance_agent.py +122 行 — SLO 指標暴露 + retrieve metric 整合
Tests: 15 passed (probe + tracker unit), 4 deselected (integration class)
Production 部署狀態:
- p2_decision_fusion_columns.sql ✅ K8s exec 完成（commit c58bdd0c）
- p3_2_provider_version_history.sql ✅ K8s exec 完成（this commit）
- 兩個 production migration 都已上線，CI test_schema 同步補齊
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
497 lines
15 KiB
JSON
497 lines
15 KiB
JSON
{
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"__inputs": [],
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"__requires": [
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{
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"type": "grafana",
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"id": "grafana",
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"name": "Grafana",
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"version": "10.0.0"
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},
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{
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"type": "panel",
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"id": "timeseries",
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"name": "Time series",
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"version": ""
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},
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{
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"type": "panel",
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"id": "gauge",
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"name": "Gauge",
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"version": ""
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},
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{
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"type": "panel",
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"id": "barchart",
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"name": "Bar chart",
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"version": ""
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},
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{
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"type": "panel",
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"id": "table",
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"name": "Table",
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"version": ""
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},
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{
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"type": "datasource",
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"id": "prometheus",
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"name": "Prometheus",
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"version": "1.0.0"
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}
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],
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"annotations": {
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"list": []
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},
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"description": "AI 自主化飛輪 SLO Dashboard — 自主化率/決策準確率/信心校準/KM 增長率 | ADR-100 2026-04-27 P3.4 台北時區",
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"editable": true,
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"fiscalYearStartMonth": 0,
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"graphTooltip": 1,
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"id": null,
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"links": [],
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"refresh": "60s",
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"schemaVersion": 39,
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"tags": ["slo", "ai", "autonomous", "flywheel"],
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"templating": {
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"list": [
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{
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"current": {},
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"hide": 0,
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"includeAll": false,
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"name": "datasource",
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"options": [],
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"query": "prometheus",
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"refresh": 1,
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"type": "datasource"
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}
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]
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},
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"time": {
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"from": "now-24h",
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"to": "now"
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},
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"timepicker": {},
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"timezone": "Asia/Taipei",
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"title": "AI 自主化飛輪 SLO",
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"uid": "ai-autonomous-slo-v1",
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"version": 1,
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"panels": [
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{
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"datasource": {
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"type": "prometheus",
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"uid": "${datasource}"
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},
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"fieldConfig": {
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"defaults": {
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"color": {
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"mode": "palette-classic"
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},
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"custom": {
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"axisCenteredZero": false,
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"axisColorMode": "text",
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"axisLabel": "比率",
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"axisPlacement": "auto",
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"barAlignment": 0,
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"drawStyle": "line",
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"fillOpacity": 10,
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"gradientMode": "none",
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"hideFrom": { "legend": false, "tooltip": false, "viz": false },
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"lineInterpolation": "smooth",
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"lineWidth": 2,
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"pointSize": 5,
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"scaleDistribution": { "type": "linear" },
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"showPoints": "never",
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"spanNulls": false
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},
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"mappings": [],
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"max": 1,
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"min": 0,
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"thresholds": {
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"mode": "absolute",
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"steps": [
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{ "color": "red", "value": null },
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{ "color": "yellow", "value": 0.7 },
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{ "color": "green", "value": 0.8 }
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]
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},
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"unit": "percentunit"
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},
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"overrides": [
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{
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"matcher": { "id": "byName", "options": "SLO 目標 80%" },
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"properties": [
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{ "id": "custom.lineStyle", "value": { "dash": [10, 5], "fill": "dash" } },
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{ "id": "color", "value": { "fixedColor": "orange", "mode": "fixed" } },
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{ "id": "custom.lineWidth", "value": 1 }
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]
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}
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]
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},
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"gridPos": { "h": 8, "w": 12, "x": 0, "y": 0 },
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"id": 1,
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"options": {
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"legend": { "calcs": ["lastNotNull", "min"], "displayMode": "list", "placement": "bottom" },
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"tooltip": { "mode": "multi", "sort": "none" }
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},
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"title": "SLO 1 — 自主化率（24h 趨勢）",
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"description": "SLI = auto_executed / all_operations（5m rate）\n目標 SLO ≥ 80%\n橙色虛線 = 80% 閾值",
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"targets": [
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{
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"datasource": { "type": "prometheus", "uid": "${datasource}" },
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"expr": "sli:autonomy_rate:5m",
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"legendFormat": "自主化率",
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"refId": "A"
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},
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{
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"datasource": { "type": "prometheus", "uid": "${datasource}" },
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"expr": "vector(0.80)",
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"legendFormat": "SLO 目標 80%",
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"refId": "B"
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}
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],
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"type": "timeseries"
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},
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{
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"datasource": {
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"type": "prometheus",
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"uid": "${datasource}"
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},
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"fieldConfig": {
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"defaults": {
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"color": {
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"mode": "palette-classic"
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},
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"custom": {
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"axisCenteredZero": false,
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"axisColorMode": "text",
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"axisLabel": "比率",
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"axisPlacement": "auto",
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"barAlignment": 0,
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"drawStyle": "line",
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"fillOpacity": 10,
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"gradientMode": "none",
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"hideFrom": { "legend": false, "tooltip": false, "viz": false },
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"lineInterpolation": "smooth",
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"lineWidth": 2,
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"pointSize": 5,
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"scaleDistribution": { "type": "linear" },
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"showPoints": "never",
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"spanNulls": false
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},
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"mappings": [],
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"max": 1,
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"min": 0,
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"thresholds": {
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"mode": "absolute",
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"steps": [
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{ "color": "red", "value": null },
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{ "color": "yellow", "value": 0.85 },
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{ "color": "green", "value": 0.9 }
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]
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},
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"unit": "percentunit"
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},
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"overrides": [
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{
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"matcher": { "id": "byName", "options": "SLO 目標 90%" },
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"properties": [
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{ "id": "custom.lineStyle", "value": { "dash": [10, 5], "fill": "dash" } },
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{ "id": "color", "value": { "fixedColor": "orange", "mode": "fixed" } },
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{ "id": "custom.lineWidth", "value": 1 }
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]
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}
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]
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},
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"gridPos": { "h": 8, "w": 12, "x": 12, "y": 0 },
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"id": 2,
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"options": {
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"legend": { "calcs": ["lastNotNull", "min"], "displayMode": "list", "placement": "bottom" },
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"tooltip": { "mode": "multi", "sort": "none" }
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},
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"title": "SLO 2 — 決策準確率（24h 趨勢）",
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"description": "SLI = verifier_success / auto_executed（5m rate）\n目標 SLO ≥ 90%\n橙色虛線 = 90% 閾值",
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"targets": [
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{
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"datasource": { "type": "prometheus", "uid": "${datasource}" },
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"expr": "sli:decision_accuracy:5m",
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"legendFormat": "決策準確率",
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"refId": "A"
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},
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{
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"datasource": { "type": "prometheus", "uid": "${datasource}" },
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"expr": "vector(0.90)",
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"legendFormat": "SLO 目標 90%",
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"refId": "B"
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}
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],
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"type": "timeseries"
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},
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{
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"datasource": {
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"type": "prometheus",
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"uid": "${datasource}"
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},
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"fieldConfig": {
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"defaults": {
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"color": {
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"mode": "thresholds"
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},
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"mappings": [],
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"max": 1,
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"min": 0,
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"thresholds": {
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"mode": "absolute",
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"steps": [
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{ "color": "red", "value": null },
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{ "color": "yellow", "value": 0.7 },
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{ "color": "green", "value": 0.8 }
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]
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},
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"unit": "percentunit"
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},
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"overrides": []
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},
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"gridPos": { "h": 8, "w": 6, "x": 0, "y": 8 },
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"id": 3,
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"options": {
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"minVizHeight": 75,
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"minVizWidth": 75,
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"orientation": "auto",
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"reduceOptions": {
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"calcs": ["lastNotNull"],
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"fields": "",
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"values": false
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},
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"showThresholdLabels": true,
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"showThresholdMarkers": true
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},
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"title": "SLO 3 — 信心校準（當前值）",
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"description": "SLI = high_confidence_success / high_confidence_total（1h 滑動窗口）\n目標 SLO ≥ 80%（綠線）\n≥ 0.8 = 綠色，0.7~0.8 = 黃色，< 0.7 = 紅色",
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"targets": [
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{
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"datasource": { "type": "prometheus", "uid": "${datasource}" },
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"expr": "sli:confidence_calibration:1h",
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"legendFormat": "信心校準",
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"refId": "A"
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}
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],
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"type": "gauge"
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},
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{
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"datasource": {
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"type": "prometheus",
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"uid": "${datasource}"
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},
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"fieldConfig": {
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"defaults": {
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"color": {
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"mode": "palette-classic"
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},
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"custom": {
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"fillOpacity": 70,
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"gradientMode": "none",
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"hideFrom": { "legend": false, "tooltip": false, "viz": false },
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"lineWidth": 1
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},
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"mappings": [],
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"thresholds": {
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"mode": "absolute",
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"steps": [
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{ "color": "red", "value": null },
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{ "color": "yellow", "value": 5 },
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{ "color": "green", "value": 20 }
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]
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},
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"unit": "short"
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},
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"overrides": []
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},
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"gridPos": { "h": 8, "w": 6, "x": 6, "y": 8 },
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"id": 4,
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"options": {
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"barRadius": 0,
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"barWidth": 0.8,
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"colorByField": "Value",
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"fullHighlight": false,
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"groupWidth": 0.7,
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"legend": { "calcs": [], "displayMode": "list", "placement": "bottom" },
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"orientation": "auto",
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"showValue": "always",
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"stacking": "none",
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"tooltip": { "mode": "single", "sort": "none" },
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"xTickLabelRotation": 0,
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"xTickLabelSpacing": 0
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},
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"title": "SLO 4 — KM 增長率（7d 每日新增）",
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"description": "SLI = increase(knowledge_entries_total[24h])\n目標 SLO ≥ 20 筆/day（綠色）\n5~20 = 黃色，< 5 = 紅色（疑似 KM 鏈斷裂）",
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"targets": [
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{
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"datasource": { "type": "prometheus", "uid": "${datasource}" },
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"expr": "sli:km_growth_rate:24h",
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"legendFormat": "KM 增長/day",
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"refId": "A"
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}
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],
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"type": "barchart"
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},
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{
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"datasource": {
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"type": "prometheus",
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"uid": "${datasource}"
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},
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"fieldConfig": {
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"defaults": {
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"color": {
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"mode": "thresholds"
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},
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"mappings": [
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{
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"options": { "from": 0, "to": 0, "result": { "color": "red", "text": "已耗盡" } },
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"type": "range"
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}
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],
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"max": 1,
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"min": 0,
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"thresholds": {
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"mode": "absolute",
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"steps": [
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{ "color": "red", "value": null },
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{ "color": "yellow", "value": 0.25 },
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{ "color": "green", "value": 0.5 }
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]
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},
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"unit": "percentunit"
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},
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"overrides": []
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},
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"gridPos": { "h": 8, "w": 12, "x": 12, "y": 8 },
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"id": 5,
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"options": {
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"minVizHeight": 75,
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"minVizWidth": 75,
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"orientation": "horizontal",
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"reduceOptions": {
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"calcs": ["lastNotNull"],
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"fields": "",
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"values": false
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},
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"showThresholdLabels": false,
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"showThresholdMarkers": true
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},
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"title": "Error Budget Remaining（4 SLO）",
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"description": "剩餘 error budget 比例（1 = 100% 剩餘，0 = 已耗盡）\n- SLO 3 信心校準 budget 計算：(1 - SLI) / 0.20\n- SLO 1/2 用 5m rate 估算\n- 顯示: 各 SLO 剩餘預算 %",
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"targets": [
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{
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"datasource": { "type": "prometheus", "uid": "${datasource}" },
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"expr": "clamp(slo:autonomy_rate:error_budget_remaining, 0, 1)",
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"legendFormat": "SLO1 自主化率",
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"refId": "A"
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},
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{
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"datasource": { "type": "prometheus", "uid": "${datasource}" },
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"expr": "clamp(slo:decision_accuracy:error_budget_remaining, 0, 1)",
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"legendFormat": "SLO2 決策準確率",
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"refId": "B"
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},
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{
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"datasource": { "type": "prometheus", "uid": "${datasource}" },
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"expr": "clamp(slo:confidence_calibration:error_budget_remaining, 0, 1)",
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"legendFormat": "SLO3 信心校準",
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"refId": "C"
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}
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],
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"type": "gauge"
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},
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{
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"datasource": {
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"type": "prometheus",
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"uid": "${datasource}"
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},
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"fieldConfig": {
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"defaults": {
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"color": { "mode": "thresholds" },
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"custom": {
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"align": "auto",
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"cellOptions": { "type": "auto" },
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"filterable": false,
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"inspect": false
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},
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"mappings": [],
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"thresholds": {
|
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"mode": "absolute",
|
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"steps": [
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{ "color": "green", "value": null },
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{ "color": "yellow", "value": 1 },
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{ "color": "red", "value": 2 }
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]
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}
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},
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"overrides": [
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{
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"matcher": { "id": "byName", "options": "alertname" },
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"properties": [{ "id": "custom.width", "value": 300 }]
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},
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{
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"matcher": { "id": "byName", "options": "severity" },
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"properties": [
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{ "id": "custom.width", "value": 100 },
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{
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"id": "mappings",
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"value": [
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{ "options": { "critical": { "color": "red", "index": 0 } }, "type": "value" },
|
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{ "options": { "warning": { "color": "yellow", "index": 1 } }, "type": "value" },
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{ "options": { "info": { "color": "blue", "index": 2 } }, "type": "value" }
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]
|
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},
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{ "id": "custom.cellOptions", "value": { "type": "color-background" } }
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]
|
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},
|
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{
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"matcher": { "id": "byName", "options": "slo_name" },
|
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"properties": [{ "id": "custom.width", "value": 200 }]
|
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},
|
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{
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"matcher": { "id": "byName", "options": "burn_window" },
|
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"properties": [{ "id": "custom.width", "value": 100 }]
|
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}
|
||
]
|
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},
|
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"gridPos": { "h": 8, "w": 24, "x": 0, "y": 16 },
|
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"id": 6,
|
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"options": {
|
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"cellHeight": "sm",
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"footer": { "countRows": false, "enablePagination": false, "fields": "", "reducer": ["sum"], "show": false },
|
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"showHeader": true,
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"sortBy": [{ "desc": true, "displayName": "severity" }]
|
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},
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"title": "Burn Rate Alerts（當前觸發）",
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"description": "列出當前觸發中的 SLO burn rate alerts\n按 severity 排序（critical > warning > info）\n空白 = 所有 SLO 健康",
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"targets": [
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{
|
||
"datasource": { "type": "prometheus", "uid": "${datasource}" },
|
||
"expr": "ALERTS{slo_name=~\".+\", alertstate=\"firing\"}",
|
||
"format": "table",
|
||
"instant": true,
|
||
"legendFormat": "",
|
||
"refId": "A"
|
||
}
|
||
],
|
||
"transformations": [
|
||
{
|
||
"id": "filterFieldsByName",
|
||
"options": {
|
||
"include": {
|
||
"names": ["alertname", "severity", "slo_name", "burn_window", "team", "alertstate"]
|
||
}
|
||
}
|
||
},
|
||
{
|
||
"id": "sortBy",
|
||
"options": {
|
||
"fields": [{ "desc": true, "displayName": "severity" }]
|
||
}
|
||
}
|
||
],
|
||
"type": "table"
|
||
}
|
||
]
|
||
}
|