From 82e9e5b806dbb409363ce31507725633f4d27968 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?F=C3=B6ldi=20Tam=C3=A1s?= Date: Wed, 12 Jul 2023 14:17:27 +0200 Subject: [PATCH 1/2] feat: predictive maintenance dashboards --- .github/workflows/pulumi_production.yml | 10 +- .../engine_details.json | 858 +++++++++++++++++ .../Predictive Maintenance PoC/overview.json | 911 ++++++++++++++++++ 3 files changed, 1774 insertions(+), 5 deletions(-) create mode 100644 containers/predictive_maintenance/dashboards/Predictive Maintenance PoC/engine_details.json create mode 100644 containers/predictive_maintenance/dashboards/Predictive Maintenance PoC/overview.json diff --git a/.github/workflows/pulumi_production.yml b/.github/workflows/pulumi_production.yml index dc79376..01664a1 100644 --- a/.github/workflows/pulumi_production.yml +++ b/.github/workflows/pulumi_production.yml @@ -4,7 +4,7 @@ on: branches: - production jobs: - update: + deploy: name: Update runs-on: ubuntu-latest steps: @@ -27,8 +27,8 @@ jobs: PULUMI_AWS_YAML: ${{ secrets.PULUMI_AWS_YAML }} - run: echo "$PULUMI_K8S_YAML" > deployment/kubernetes/Pulumi.production.yaml env: - PULUMI_K8S_YAML: ${{ secrets.PULUMI_K8S_YAML }} - # - name: Pulumi AWS + PULUMI_K8S_YAML: ${{ secrets.PULUMI_K8S_YAML }} + # - name: Pulumi AWS # uses: pulumi/actions@v3 # with: # command: up @@ -36,7 +36,7 @@ jobs: # github-token: ${{ secrets.GITHUB_TOKEN }} # work-dir: deployment/aws # env: - # PULUMI_ACCESS_TOKEN: ${{ secrets.PULUMI_ACCESS_TOKEN }} + # PULUMI_ACCESS_TOKEN: ${{ secrets.PULUMI_ACCESS_TOKEN }} - name: Pulumi K8s uses: pulumi/actions@v3 with: @@ -45,4 +45,4 @@ jobs: github-token: ${{ secrets.GITHUB_TOKEN }} work-dir: deployment/kubernetes env: - PULUMI_ACCESS_TOKEN: ${{ secrets.PULUMI_ACCESS_TOKEN }} \ No newline at end of file + PULUMI_ACCESS_TOKEN: ${{ secrets.PULUMI_ACCESS_TOKEN }} diff --git a/containers/predictive_maintenance/dashboards/Predictive Maintenance PoC/engine_details.json b/containers/predictive_maintenance/dashboards/Predictive Maintenance PoC/engine_details.json new file mode 100644 index 0000000..557b6e0 --- /dev/null +++ b/containers/predictive_maintenance/dashboards/Predictive Maintenance PoC/engine_details.json @@ -0,0 +1,858 @@ +{ + "annotations": { + "list": [ + { + "builtIn": 1, + "datasource": { + "type": "grafana", + "uid": "-- Grafana --" + }, + "enable": true, + "hide": true, + "iconColor": "rgba(0, 211, 255, 1)", + "name": "Annotations & Alerts", + "type": "dashboard" + } + ] + }, + "editable": true, + "fiscalYearStartMonth": 0, + "graphTooltip": 0, + "id": 4, + "links": [ + { + "asDropdown": false, + "icon": "dashboard", + "includeVars": false, + "keepTime": false, + "tags": [], + "targetBlank": false, + "title": "Back to Overview", + "tooltip": "", + "type": "link", + "url": "https://monitoring.aws.starschema.biz/d/c0ad6292-ce68-44de-b476-8f6788171c57/overview?orgId=1&refresh=5s" + } + ], + "liveNow": false, + "panels": [ + { + "collapsed": false, + "gridPos": { + "h": 1, + "w": 24, + "x": 0, + "y": 0 + }, + "id": 5, + "panels": [], + "title": "Details for Engine Number ${engine_id_manual}", + "type": "row" + }, + { + "datasource": {}, + "fieldConfig": { + "defaults": { + "color": { + "mode": "continuous-GrYlRd", + "seriesBy": "last" + }, + "custom": { + "axisCenteredZero": false, + "axisColorMode": "text", + "axisLabel": "", + "axisPlacement": "auto", + "barAlignment": -1, + "drawStyle": "line", + "fillOpacity": 25, + "gradientMode": "none", + "hideFrom": { + "legend": false, + "tooltip": false, + "viz": false + }, + "lineInterpolation": "linear", + "lineWidth": 1, + "pointSize": 5, + "scaleDistribution": { + "type": "linear" + }, + "showPoints": "auto", + "spanNulls": false, + "stacking": { + "group": "A", + "mode": "none" + }, + "thresholdsStyle": { + "mode": "dashed" + } + }, + "links": [ + { + "title": "Overview", + "url": "http://localhost:3000/d/c0ad6292-ce68-44de-b476-8f6788171c57/overview?orgId=1&refresh=5s" + } + ], + "mappings": [], + "max": 100, + "min": 0, + "thresholds": { + "mode": "percentage", + "steps": [ + { + "color": "green" + }, + { + "color": "red", + "value": 50 + } + ] + }, + "unit": "percent" + }, + "overrides": [ + { + "matcher": { + "id": "byName", + "options": "Probability of failure within 30 cycles" + }, + "properties": [ + { + "id": "unit", + "value": "percentunit" + }, + { + "id": "max", + "value": 1 + } + ] + } + ] + }, + "gridPos": { + "h": 6, + "w": 13, + "x": 0, + "y": 1 + }, + "id": 3, + "options": { + "legend": { + "calcs": [], + "displayMode": "list", + "placement": "bottom", + "showLegend": true + }, + "tooltip": { + "mode": "single", + "sort": "none" + } + }, + "pluginVersion": "9.5.2", + "targets": [ + { + "datasource": { + "type": "influxdb", + "uid": "f33f006a-c699-43ce-9e23-30046eb6fdc2" + }, + "query": "from(bucket: \"antares\")\r\n |> range(start: v.timeRangeStart, stop: v.timeRangeStop)\r\n |> filter(fn: (r) => r[\"_measurement\"] == \"measurement\")\r\n |> filter(fn: (r) => r[\"engine_no\"] == \"${engine_id_manual}\")\r\n |> filter(fn: (r) => r[\"_field\"] == \"Anomaly score\" or r[\"_field\"] == \"Probability of failure within 30 cycles\")\r\n |> aggregateWindow(every: v.windowPeriod, fn: last, createEmpty: false)\r\n", + "refId": "A" + } + ], + "title": "Anomaly Score & Probability of Failure Score", + "type": "timeseries" + }, + { + "datasource": {}, + "fieldConfig": { + "defaults": { + "color": { + "mode": "continuous-GrYlRd" + }, + "mappings": [], + "max": 100, + "min": 0, + "thresholds": { + "mode": "absolute", + "steps": [ + { + "color": "green" + } + ] + } + }, + "overrides": [] + }, + "gridPos": { + "h": 6, + "w": 3, + "x": 13, + "y": 1 + }, + "id": 7, + "options": { + "colorMode": "value", + "graphMode": "area", + "justifyMode": "auto", + "orientation": "auto", + "reduceOptions": { + "calcs": [ + "lastNotNull" + ], + "fields": "", + "values": false + }, + "textMode": "auto" + }, + "pluginVersion": "9.5.3", + "targets": [ + { + "datasource": { + "type": "influxdb", + "uid": "f33f006a-c699-43ce-9e23-30046eb6fdc2" + }, + "query": "from(bucket: \"antares\")\r\n |> range(start: v.timeRangeStart, stop: v.timeRangeStop)\r\n |> filter(fn: (r) => r[\"_measurement\"] == \"measurement\")\r\n |> filter(fn: (r) => r[\"engine_no\"] == \"${engine_id_manual}\")\r\n |> filter(fn: (r) => r[\"_field\"] == \"Anomaly score\")\r\n |> aggregateWindow(every: v.windowPeriod, fn: last, createEmpty: false)", + "refId": "A" + } + ], + "title": "Last Anomaly Score", + "transformations": [], + "type": "stat" + }, + { + "datasource": {}, + "fieldConfig": { + "defaults": { + "color": { + "mode": "continuous-GrYlRd" + }, + "decimals": 2, + "mappings": [], + "max": 1, + "min": 0, + "thresholds": { + "mode": "absolute", + "steps": [ + { + "color": "green" + } + ] + } + }, + "overrides": [] + }, + "gridPos": { + "h": 6, + "w": 3, + "x": 16, + "y": 1 + }, + "id": 8, + "options": { + "colorMode": "value", + "graphMode": "area", + "justifyMode": "auto", + "orientation": "auto", + "reduceOptions": { + "calcs": [ + "lastNotNull" + ], + "fields": "", + "values": false + }, + "textMode": "auto" + }, + "pluginVersion": "9.5.3", + "targets": [ + { + "datasource": { + "type": "influxdb", + "uid": "f33f006a-c699-43ce-9e23-30046eb6fdc2" + }, + "query": "from(bucket: \"antares\")\r\n |> range(start: v.timeRangeStart, stop: v.timeRangeStop)\r\n |> filter(fn: (r) => r[\"_measurement\"] == \"measurement\")\r\n |> filter(fn: (r) => r[\"engine_no\"] == \"${engine_id_manual}\")\r\n |> filter(fn: (r) => r[\"_field\"] == \"Probability of failure within 30 cycles\")\r\n |> aggregateWindow(every: v.windowPeriod, fn: last, createEmpty: false)", + "refId": "A" + } + ], + "title": "Last Prediction Score", + "transformations": [], + "type": "stat" + }, + { + "datasource": {}, + "fieldConfig": { + "defaults": { + "color": { + "mode": "fixed" + }, + "mappings": [], + "thresholds": { + "mode": "absolute", + "steps": [ + { + "color": "green" + } + ] + } + }, + "overrides": [] + }, + "gridPos": { + "h": 6, + "w": 3, + "x": 19, + "y": 1 + }, + "id": 2, + "options": { + "colorMode": "value", + "graphMode": "none", + "justifyMode": "auto", + "orientation": "auto", + "reduceOptions": { + "calcs": [ + "lastNotNull" + ], + "fields": "", + "values": false + }, + "textMode": "auto" + }, + "pluginVersion": "9.5.3", + "targets": [ + { + "datasource": { + "type": "influxdb", + "uid": "f33f006a-c699-43ce-9e23-30046eb6fdc2" + }, + "query": "from(bucket: \"antares\")\r\n |> range(start: v.timeRangeStart, stop: v.timeRangeStop)\r\n |> filter(fn: (r) => r[\"_measurement\"] == \"measurement\")\r\n |> filter(fn: (r) => r[\"engine_no\"] == \"${engine_id_manual}\")\r\n |> filter(fn: (r) => r[\"_field\"] == \"Completed cycles\")\r\n |> aggregateWindow(every: v.windowPeriod, fn: last, createEmpty: false)", + "refId": "A" + } + ], + "title": "Last Cycle", + "transformations": [], + "type": "stat" + }, + { + "datasource": {}, + "fieldConfig": { + "defaults": { + "color": { + "mode": "palette-classic" + }, + "custom": { + "axisCenteredZero": false, + "axisColorMode": "text", + "axisLabel": "", + "axisPlacement": "auto", + "barAlignment": 0, + "drawStyle": "line", + "fillOpacity": 0, + "gradientMode": "none", + "hideFrom": { + "legend": false, + "tooltip": false, + "viz": false + }, + "lineInterpolation": "linear", + "lineWidth": 1, + "pointSize": 5, + "scaleDistribution": { + "type": "linear" + }, + "showPoints": "auto", + "spanNulls": false, + "stacking": { + "group": "A", + "mode": "none" + }, + "thresholdsStyle": { + "mode": "off" + } + }, + "mappings": [], + "thresholds": { + "mode": "absolute", + "steps": [ + { + "color": "green" + }, + { + "color": "red", + "value": 80 + } + ] + } + }, + "overrides": [ + { + "__systemRef": "hideSeriesFrom", + "matcher": { + "id": "byNames", + "options": { + "mode": "exclude", + "names": [ + "Altitude 1" + ], + "prefix": "All except:", + "readOnly": true + } + }, + "properties": [ + { + "id": "custom.hideFrom", + "value": { + "legend": false, + "tooltip": false, + "viz": true + } + } + ] + } + ] + }, + "gridPos": { + "h": 9, + "w": 22, + "x": 0, + "y": 7 + }, + "id": 1, + "options": { + "legend": { + "calcs": [], + "displayMode": "list", + "placement": "bottom", + "showLegend": true + }, + "tooltip": { + "mode": "single", + "sort": "none" + } + }, + "targets": [ + { + "datasource": { + "type": "influxdb", + "uid": "f33f006a-c699-43ce-9e23-30046eb6fdc2" + }, + "query": "from(bucket: \"antares\")\r\n |> range(start: v.timeRangeStart, stop: v.timeRangeStop)\r\n |> filter(fn: (r) => r[\"_measurement\"] == \"measurement\")\r\n |> filter(fn: (r) => r[\"engine_no\"] == \"${engine_id_manual}\")\r\n |> aggregateWindow(every: v.windowPeriod, fn: last, createEmpty: false)\r\n", + "refId": "A" + } + ], + "title": "Live Metrics", + "type": "timeseries" + }, + { + "datasource": { + "type": "influxdb", + "uid": "f8eaa14a-c9d5-4644-851e-3c226601c21c" + }, + "fieldConfig": { + "defaults": { + "color": { + "mode": "thresholds" + }, + "custom": { + "align": "auto", + "cellOptions": { + "type": "auto" + }, + "filterable": false, + "inspect": false + }, + "mappings": [], + "thresholds": { + "mode": "absolute", + "steps": [ + { + "color": "green" + }, + { + "color": "red", + "value": 80 + } + ] + } + }, + "overrides": [ + { + "matcher": { + "id": "byName", + "options": "Altitude" + }, + "properties": [ + { + "id": "custom.hidden", + "value": true + } + ] + }, + { + "matcher": { + "id": "byName", + "options": "Anomaly score {engine_no=\"2\", name=\"measurement\"}" + }, + "properties": [ + { + "id": "custom.width", + "value": 119 + } + ] + }, + { + "matcher": { + "id": "byName", + "options": "Completed cycles {engine_no=\"2\", name=\"measurement\"}" + }, + "properties": [ + { + "id": "custom.width" + } + ] + }, + { + "matcher": { + "id": "byName", + "options": "Probability of failure within 30 cycles {engine_no=\"2\", name=\"measurement\"}" + }, + "properties": [ + { + "id": "custom.width", + "value": 273 + } + ] + }, + { + "matcher": { + "id": "byName", + "options": "anomaly_feature_1 {engine_no=\"2\", name=\"measurement\"}" + }, + "properties": [ + { + "id": "custom.width", + "value": 416 + } + ] + }, + { + "matcher": { + "id": "byName", + "options": "Cycle" + }, + "properties": [ + { + "id": "custom.width" + } + ] + }, + { + "matcher": { + "id": "byName", + "options": "Anomaly Score" + }, + "properties": [ + { + "id": "custom.width" + } + ] + }, + { + "matcher": { + "id": "byName", + "options": "Predictive Score" + }, + "properties": [ + { + "id": "custom.width" + } + ] + }, + { + "matcher": { + "id": "byName", + "options": "Top Anomaly Feature" + }, + "properties": [ + { + "id": "custom.width" + } + ] + }, + { + "matcher": { + "id": "byType", + "options": "time" + }, + "properties": [ + { + "id": "custom.hidden", + "value": false + } + ] + } + ] + }, + "gridPos": { + "h": 8, + "w": 22, + "x": 0, + "y": 16 + }, + "id": 6, + "interval": "5", + "options": { + "cellHeight": "sm", + "footer": { + "countRows": false, + "enablePagination": false, + "fields": "", + "reducer": [ + "sum" + ], + "show": false + }, + "showHeader": true, + "sortBy": [ + { + "desc": true, + "displayName": "Time" + } + ] + }, + "pluginVersion": "9.5.3", + "targets": [ + { + "datasource": { + "type": "influxdb", + "uid": "f33f006a-c699-43ce-9e23-30046eb6fdc2" + }, + "query": "from(bucket: \"antares\")\r\n |> range(start: v.timeRangeStart, stop: v.timeRangeStop)\r\n |> filter(fn: (r) => r[\"_measurement\"] == \"measurement\")\r\n |> filter(fn: (r) => r[\"engine_no\"] == \"${engine_id_manual}\")\r\n |> aggregateWindow(every: v.windowPeriod, fn: last, createEmpty: false)", + "refId": "A" + } + ], + "title": "Top Anomaly & Predictive Features", + "transformations": [ + { + "id": "calculateField", + "options": { + "mode": "reduceRow", + "reduce": { + "reducer": "sum" + }, + "replaceFields": false + } + }, + { + "id": "organize", + "options": { + "excludeByName": { + "Altitude measurement2": true, + "Altitude {engine_no=\"1\", name=\"measurement\"}": true, + "Altitude {engine_no=\"2\", name=\"measurement\"}": true, + "Anomaly score measurement2": false, + "Bleed enthalpy measurement2": true, + "Bleed enthalpy {engine_no=\"1\", name=\"measurement\"}": true, + "Bleed enthalpy {engine_no=\"2\", name=\"measurement\"}": true, + "Bypass Ratio measurement2": true, + "Bypass Ratio {engine_no=\"1\", name=\"measurement\"}": true, + "Bypass Ratio {engine_no=\"2\", name=\"measurement\"}": true, + "Completed cycles measurement2": false, + "Completed cycles {engine_no=\"1\", name=\"measurement\"}": true, + "Completed cycles {engine_no=\"2\", name=\"measurement\"}": true, + "Corrected fan speed measurement2": true, + "Corrected fan speed {engine_no=\"1\", name=\"measurement\"}": true, + "Corrected fan speed {engine_no=\"2\", name=\"measurement\"}": true, + "Engine ID {engine_no=\"1\", name=\"measurement\"}": true, + "Engine ID {engine_no=\"2\", name=\"measurement\"}": true, + "HPT coolant bleed measurement2": true, + "HPT coolant bleed {engine_no=\"1\", name=\"measurement\"}": true, + "HPT coolant bleed {engine_no=\"2\", name=\"measurement\"}": true, + "LPT coolant bleed measurement2": true, + "LPT coolant bleed {engine_no=\"1\", name=\"measurement\"}": true, + "LPT coolant bleed {engine_no=\"2\", name=\"measurement\"}": true, + "Mach number measurement2": true, + "Mach number {engine_no=\"1\", name=\"measurement\"}": true, + "Mach number {engine_no=\"2\", name=\"measurement\"}": true, + "Physical core speed measurement2": true, + "Physical core speed {engine_no=\"1\", name=\"measurement\"}": true, + "Physical core speed {engine_no=\"2\", name=\"measurement\"}": true, + "Physical fan speed measurement2": true, + "Physical fan speed {engine_no=\"1\", name=\"measurement\"}": true, + "Physical fan speed {engine_no=\"2\", name=\"measurement\"}": true, + "Probability of failure within 30 cycles measurement2": false, + "Ratio of fuel flow to Ps measurement2": true, + "Ratio of fuel flow to Ps {engine_no=\"1\", name=\"measurement\"}": true, + "Ratio of fuel flow to Ps {engine_no=\"2\", name=\"measurement\"}": true, + "Static pressure at HPC outlet measurement2": true, + "Static pressure at HPC outlet {engine_no=\"1\", name=\"measurement\"}": true, + "Static pressure at HPC outlet {engine_no=\"2\", name=\"measurement\"}": true, + "Time": false, + "Total": true, + "Total Temperature LPT outlet measurement2": true, + "Total Temperature LPT outlet {engine_no=\"1\", name=\"measurement\"}": true, + "Total Temperature LPT outlet {engine_no=\"2\", name=\"measurement\"}": true, + "Total pressure at HPC outlet measurement2": true, + "Total pressure at HPC outlet {engine_no=\"1\", name=\"measurement\"}": true, + "Total pressure at HPC outlet {engine_no=\"2\", name=\"measurement\"}": true, + "Total pressure in bypass-duct measurement2": true, + "Total pressure in bypass-duct {engine_no=\"1\", name=\"measurement\"}": true, + "Total pressure in bypass-duct {engine_no=\"2\", name=\"measurement\"}": true, + "Total temperature at HPC outlet measurement2": true, + "Total temperature at HPC outlet {engine_no=\"1\", name=\"measurement\"}": true, + "Total temperature at HPC outlet {engine_no=\"2\", name=\"measurement\"}": true, + "Total temperature at LPC outlet measurement2": true, + "Total temperature at LPC outlet {engine_no=\"1\", name=\"measurement\"}": true, + "Total temperature at LPC outlet {engine_no=\"2\", name=\"measurement\"}": true, + "anomaly_feature_2 {engine_no=\"1\", name=\"measurement\"}": true, + "anomaly_feature_2 {engine_no=\"2\", name=\"measurement\"}": true, + "anomaly_feature_3 measurement2": false, + "anomaly_feature_3 {engine_no=\"1\", name=\"measurement\"}": true, + "anomaly_feature_3 {engine_no=\"2\", name=\"measurement\"}": true, + "top_2_predictive_feature {engine_no=\"1\", name=\"measurement\"}": true, + "top_2_predictive_feature {engine_no=\"2\", name=\"measurement\"}": true, + "top_3_predictive_feature {engine_no=\"1\", name=\"measurement\"}": true, + "top_3_predictive_feature {engine_no=\"2\", name=\"measurement\"}": true + }, + "indexByName": { + "Altitude {engine_no=\"2\", name=\"measurement\"}": 2, + "Anomaly score {engine_no=\"2\", name=\"measurement\"}": 3, + "Bleed enthalpy {engine_no=\"2\", name=\"measurement\"}": 5, + "Bypass Ratio {engine_no=\"2\", name=\"measurement\"}": 6, + "Completed cycles {engine_no=\"2\", name=\"measurement\"}": 4, + "Corrected fan speed {engine_no=\"2\", name=\"measurement\"}": 7, + "Engine ID {engine_no=\"2\", name=\"measurement\"}": 8, + "HPT coolant bleed {engine_no=\"2\", name=\"measurement\"}": 9, + "LPT coolant bleed {engine_no=\"2\", name=\"measurement\"}": 10, + "Mach number {engine_no=\"2\", name=\"measurement\"}": 11, + "Physical core speed {engine_no=\"2\", name=\"measurement\"}": 12, + "Physical fan speed {engine_no=\"2\", name=\"measurement\"}": 13, + "Probability of failure within 30 cycles {engine_no=\"2\", name=\"measurement\"}": 14, + "Ratio of fuel flow to Ps {engine_no=\"2\", name=\"measurement\"}": 15, + "Static pressure at HPC outlet {engine_no=\"2\", name=\"measurement\"}": 16, + "Time": 0, + "Total": 1, + "Total Temperature LPT outlet {engine_no=\"2\", name=\"measurement\"}": 17, + "Total pressure at HPC outlet {engine_no=\"2\", name=\"measurement\"}": 18, + "Total pressure in bypass-duct {engine_no=\"2\", name=\"measurement\"}": 19, + "Total temperature at HPC outlet {engine_no=\"2\", name=\"measurement\"}": 20, + "Total temperature at LPC outlet {engine_no=\"2\", name=\"measurement\"}": 21, + "anomaly_feature_1 {engine_no=\"2\", name=\"measurement\"}": 22, + "anomaly_feature_2 {engine_no=\"2\", name=\"measurement\"}": 23, + "anomaly_feature_3 {engine_no=\"2\", name=\"measurement\"}": 24, + "top_1_predictive_feature {engine_no=\"2\", name=\"measurement\"}": 25, + "top_2_predictive_feature {engine_no=\"2\", name=\"measurement\"}": 26, + "top_3_predictive_feature {engine_no=\"2\", name=\"measurement\"}": 27 + }, + "renameByName": { + "Anomaly score measurement2": "Anomaly Score", + "Anomaly score {engine_no=\"1\", name=\"measurement\"}": "Anomaly Score", + "Anomaly score {engine_no=\"2\", name=\"measurement\"}": "Anomaly Score", + "Bleed enthalpy measurement2": "", + "Bypass Ratio {engine_no=\"1\", name=\"measurement\"}": "", + "Completed cycles measurement2": "Cycle", + "Completed cycles {engine_no=\"1\", name=\"measurement\"}": "Cycle", + "Completed cycles {engine_no=\"2\", name=\"measurement\"}": "Cycle", + "Engine ID measurement2": "", + "Physical fan speed {engine_no=\"2\", name=\"measurement\"}": "", + "Probability of failure within 30 cycles measurement2": "Probability of Failure", + "Probability of failure within 30 cycles {engine_no=\"1\", name=\"measurement\"}": "Probability of Failure", + "Probability of failure within 30 cycles {engine_no=\"2\", name=\"measurement\"}": "Predictive Score", + "Total pressure at HPC outlet measurement2": "", + "anomaly_feature_1 {engine_no=\"1\", name=\"measurement\"}": "Top Anomaly Feature", + "anomaly_feature_1 {engine_no=\"2\", name=\"measurement\"}": "Top Anomaly Feature", + "anomaly_feature_2 {engine_no=\"1\", name=\"measurement\"}": "", + "top_1_predictive_feature {engine_no=\"1\", name=\"measurement\"}": "Top Predictive Feature", + "top_1_predictive_feature {engine_no=\"2\", name=\"measurement\"}": "Top Predicitive Feature" + } + } + } + ], + "type": "table" + } + ], + "refresh": "5s", + "schemaVersion": 38, + "style": "dark", + "tags": [], + "templating": { + "list": [ + { + "current": { + "selected": true, + "text": "1", + "value": "1" + }, + "hide": 0, + "includeAll": false, + "label": "engine_id_manual", + "multi": false, + "name": "engine_id_manual", + "options": [ + { + "selected": true, + "text": "1", + "value": "1" + }, + { + "selected": false, + "text": "2", + "value": "2" + }, + { + "selected": false, + "text": "3", + "value": "3" + }, + { + "selected": false, + "text": "4", + "value": "4" + }, + { + "selected": false, + "text": "5", + "value": "5" + }, + { + "selected": false, + "text": "6", + "value": "6" + }, + { + "selected": false, + "text": "7", + "value": "7" + }, + { + "selected": false, + "text": "8", + "value": "8" + }, + { + "selected": false, + "text": "9", + "value": "9" + }, + { + "selected": false, + "text": "10", + "value": "10" + } + ], + "query": "1,2,3,4,5,6,7,8,9,10", + "queryValue": "", + "skipUrlSync": false, + "type": "custom" + } + ] + }, + "time": { + "from": "now-30m", + "to": "now" + }, + "timepicker": {}, + "timezone": "", + "title": "Engine Details", + "uid": "b0e055a7-8f34-479a-af09-6d07578aa723", + "version": 13, + "weekStart": "" +} \ No newline at end of file diff --git a/containers/predictive_maintenance/dashboards/Predictive Maintenance PoC/overview.json b/containers/predictive_maintenance/dashboards/Predictive Maintenance PoC/overview.json new file mode 100644 index 0000000..0ebd109 --- /dev/null +++ b/containers/predictive_maintenance/dashboards/Predictive Maintenance PoC/overview.json @@ -0,0 +1,911 @@ +{ + "annotations": { + "list": [ + { + "builtIn": 1, + "datasource": { + "type": "grafana", + "uid": "-- Grafana --" + }, + "enable": true, + "hide": true, + "iconColor": "rgba(0, 211, 255, 1)", + "name": "Annotations & Alerts", + "type": "dashboard" + } + ] + }, + "editable": true, + "fiscalYearStartMonth": 0, + "graphTooltip": 0, + "id": 2, + "links": [ + { + "asDropdown": false, + "icon": "dashboard", + "includeVars": false, + "keepTime": false, + "tags": [], + "targetBlank": false, + "title": "Go to Engine Details", + "tooltip": "", + "type": "link", + "url": "https://monitoring.aws.starschema.biz/d/b0e055a7-8f34-479a-af09-6d07578aa723/engine-details?orgId=1&refresh=5s" + } + ], + "liveNow": false, + "panels": [ + { + 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v.timeRangeStop)\r\n |> filter(fn: (r) => r[\"_measurement\"] == \"measurement2\")\r\n |> filter(fn: (r) => r[\"_field\"] == \"Engine ID\")\r\n |> aggregateWindow(every: v.windowPeriod, fn: last, createEmpty: false)\r\n |> yield(name: \"last\")", + "refId": "A" + } + ], + "title": "Number of Engines", + "transformations": [], + "type": "stat" + }, + { + "datasource": {}, + "fieldConfig": { + "defaults": { + "color": { + "mode": "thresholds" + }, + "mappings": [], + "thresholds": { + "mode": "absolute", + "steps": [ + { + "color": "green", + "value": null + } + ] + } + }, + "overrides": [] + }, + "gridPos": { + "h": 4, + "w": 6, + "x": 6, + "y": 1 + }, + "id": 4, + "options": { + "colorMode": "value", + "graphMode": "none", + "justifyMode": "auto", + "orientation": "auto", + "reduceOptions": { + "calcs": [ + "mean" + ], + "fields": "/^Completed cycles$/", + "values": false + }, + "textMode": "auto" + }, + "pluginVersion": "9.5.3", + "targets": [ + { + "datasource": { + "type": "influxdb", + "uid": "f33f006a-c699-43ce-9e23-30046eb6fdc2" + }, + "query": "from(bucket: \"antares\")\r\n |> range(start: v.timeRangeStart, stop: v.timeRangeStop)\r\n |> filter(fn: (r) => r[\"_measurement\"] == \"measurement2\")\r\n |> filter(fn: (r) => r[\"_field\"] == \"Anomaly score\" or r[\"_field\"] == \"Engine ID\" or r[\"_field\"] == \"Probability of failure within 30 cycles\" or r[\"_field\"] == \"Completed cycles\")\r\n |> aggregateWindow(every: v.windowPeriod, fn: last, createEmpty: false)\r\n |> yield(name: \"last\")", + "refId": "A" + } + ], + "title": "Average # of Cycles", + "transformations": [], + "type": "stat" + }, + { + "datasource": { + "type": "influxdb", + "uid": "f8eaa14a-c9d5-4644-851e-3c226601c21c" + }, + "fieldConfig": { + "defaults": { + "color": { + "mode": "continuous-GrYlRd" + }, + "mappings": [], + "max": 100, + "thresholds": { + "mode": "absolute", + "steps": [ + { + "color": "green", + "value": null + } + ] + }, + "unit": "percent" + }, + "overrides": [] + }, + "gridPos": { + "h": 4, + "w": 6, + "x": 12, + "y": 1 + }, + "id": 5, + "options": { + "colorMode": "value", + "graphMode": "none", + "justifyMode": "auto", + "orientation": "auto", + "reduceOptions": { + "calcs": [ + "mean" + ], + "fields": "/^Anomaly score$/", + "values": false + }, + "text": {}, + "textMode": "auto" + }, + "pluginVersion": "9.5.3", + "targets": [ + { + "datasource": { + "type": "influxdb", + "uid": "f33f006a-c699-43ce-9e23-30046eb6fdc2" + }, + "query": "from(bucket: \"antares\")\r\n |> range(start: v.timeRangeStart, stop: v.timeRangeStop)\r\n |> filter(fn: (r) => r[\"_measurement\"] == \"measurement2\")\r\n |> filter(fn: (r) => r[\"_field\"] == \"Anomaly score\" or r[\"_field\"] == \"Engine ID\" or r[\"_field\"] == \"Probability of failure within 30 cycles\" or r[\"_field\"] == \"Completed cycles\")\r\n |> aggregateWindow(every: v.windowPeriod, fn: last, createEmpty: false)\r\n |> yield(name: \"last\")", + "refId": "A" + } + ], + "title": "Average Anomaly Score", + "transformations": [], + "type": "stat" + }, + { + "datasource": {}, + "fieldConfig": { + "defaults": { + "color": { + "mode": "continuous-GrYlRd" + }, + "mappings": [], + "max": 1, + "thresholds": { + "mode": "absolute", + "steps": [ + { + "color": "green", + "value": null + } + ] + }, + "unit": "percentunit" + }, + "overrides": [] + }, + "gridPos": { + "h": 4, + "w": 6, + "x": 18, + "y": 1 + }, + "id": 6, + "options": { + "colorMode": "value", + "graphMode": "none", + "justifyMode": "auto", + "orientation": "auto", + "reduceOptions": { + "calcs": [ + "mean" + ], + "fields": "/^Probability of failure within 30 cycles$/", + "values": false + }, + "text": {}, + "textMode": "auto" + }, + "pluginVersion": "9.5.3", + "targets": [ + { + "datasource": { + "type": "influxdb", + "uid": "f33f006a-c699-43ce-9e23-30046eb6fdc2" + }, + "query": "from(bucket: \"antares\")\r\n |> range(start: v.timeRangeStart, stop: v.timeRangeStop)\r\n |> filter(fn: (r) => r[\"_measurement\"] == \"measurement2\")\r\n |> filter(fn: (r) => r[\"_field\"] == \"Anomaly score\" or r[\"_field\"] == \"Engine ID\" or r[\"_field\"] == \"Probability of failure within 30 cycles\" or r[\"_field\"] == \"Completed cycles\")\r\n |> aggregateWindow(every: v.windowPeriod, fn: last, createEmpty: false)\r\n |> yield(name: \"last\")", + "refId": "A" + } + ], + "title": "Average Prediction of Failure Score", + "transformations": [], + "type": "stat" + }, + { + "datasource": {}, + "fieldConfig": { + "defaults": { + "color": { + "mode": "fixed" + }, + "custom": { + "align": "auto", + "cellOptions": { + "type": "auto" + }, + "filterable": false, + "inspect": false + }, + "links": [ + { + "targetBlank": false, + "title": "Engine Details", + "url": "https://monitoring.aws.starschema.biz/d/b0e055a7-8f34-479a-af09-6d07578aa723/engine-details?orgId=1&refresh=5s&var-engine_id_manual=${__data.fields[\"Engine ID\"]}" + } + ], + "mappings": [], + "thresholds": { + "mode": "percentage", + "steps": [ + { + "color": "green", + "value": null + }, + { + "color": "#EAB839", + "value": 50 + } + ] + }, + "unit": "none" + }, + "overrides": [ + { + "matcher": { + "id": "byName", + "options": "Anomaly Score (last)" + }, + "properties": [ + { + "id": "unit", + "value": "percent" + }, + { + "id": "max", + "value": 100 + }, + { + "id": "color", + "value": { + "fixedColor": "blue", + "mode": "continuous-GrYlRd" + } + }, + { + "id": "custom.cellOptions", + "value": { + "mode": "lcd", + "type": "gauge" + } + } + ] + }, + { + "matcher": { + "id": "byName", + "options": "Probability of Failure Score (last)" + }, + "properties": [ + { + "id": "unit", + "value": "percentunit" + }, + { + "id": "max", + "value": 1 + }, + { + "id": "color", + "value": { + "fixedColor": "yellow", + "mode": "continuous-GrYlRd" + } + }, + { + "id": "custom.cellOptions", + "value": { + "mode": "lcd", + "type": "gauge" + } + } + ] + }, + { + "matcher": { + "id": "byName", + "options": "Engine ID" + }, + "properties": [ + { + "id": "custom.width", + "value": 113 + } + ] + }, + { + "matcher": { + "id": "byName", + "options": "Cycle (last)" + }, + "properties": [ + { + "id": "custom.width", + "value": 125 + } + ] + } + ] + }, + "gridPos": { + "h": 11, + "w": 24, + "x": 0, + "y": 5 + }, + "id": 3, + "options": { + "cellHeight": "sm", + "footer": { + "countRows": false, + "fields": "", + "reducer": [ + "sum" + ], + "show": false + }, + "showHeader": true, + "sortBy": [ + { + "desc": false, + "displayName": "Engine ID" + } + ] + }, + "pluginVersion": "9.5.3", + "targets": [ + { + "datasource": { + "type": "influxdb", + "uid": "f33f006a-c699-43ce-9e23-30046eb6fdc2" + }, + "query": "from(bucket: \"antares\")\r\n |> range(start: v.timeRangeStart, stop: v.timeRangeStop)\r\n |> filter(fn: (r) => r[\"_measurement\"] == \"measurement2\")\r\n |> filter(fn: (r) => r[\"_field\"] == \"Anomaly score\" or r[\"_field\"] == \"Engine ID\" or r[\"_field\"] == \"Probability of failure within 30 cycles\" or r[\"_field\"] == \"Completed cycles\")\r\n |> aggregateWindow(every: v.windowPeriod, fn: last, createEmpty: false)\r\n |> yield(name: \"last\")", + "refId": "A" + } + ], + "title": "Engine Health Status", + "transformations": [ + { + "id": "calculateField", + "options": {} + }, + { + "id": "organize", + "options": { + "excludeByName": {}, + "indexByName": { + "Anomaly score measurement2": 2, + "Completed cycles measurement2": 1, + "Engine ID measurement2": 3, + "Probability of failure within 30 cycles measurement2": 4, + "Time": 0, + "Total": 5 + }, + "renameByName": { + "Anomaly score measurement2": "Anomaly Score", + "Completed cycles measurement2": "Cycle", + "Engine ID measurement2": "Engine ID", + "Probability of failure within 30 cycles measurement2": "Probability of Failure Score" + } + } + }, + { + "id": "groupBy", + "options": { + "fields": { + "Anomaly Score": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Anomaly score": { + "aggregations": [ + "lastNotNull" + ], + "operation": "aggregate" + }, + "Cycle": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Engine ID": { + "aggregations": [], + "operation": "groupby" + }, + "Engine ID measurement2": { + "aggregations": [], + "operation": "groupby" + }, + "Probability of Failure Score": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Probability of failure within 30 cycles": { + "aggregations": [ + "lastNotNull" + ], + "operation": "aggregate" + }, + "Time": { + "aggregations": [] + } + } + } + } + ], + "type": "table" + }, + { + "datasource": {}, + "fieldConfig": { + "defaults": { + "color": { + "mode": "thresholds" + }, + "custom": { + "align": "auto", + "cellOptions": { + "type": "auto" + }, + "inspect": false + }, + "mappings": [], + "thresholds": { + "mode": "absolute", + "steps": [ + { + "color": "green", + "value": null + }, + { + "color": "red", + "value": 80 + } + ] + }, + "unit": "percentunit" + }, + "overrides": [] + }, + "gridPos": { + "h": 7, + "w": 12, + "x": 0, + "y": 16 + }, + "id": 8, + "options": { + "cellHeight": "sm", + "footer": { + "countRows": false, + "fields": "", + "reducer": [ + "sum" + ], + "show": false + }, + "showHeader": true, + "sortBy": [ + { + "desc": true, + "displayName": "Probability of Failure Score" + } + ] + }, + "pluginVersion": "9.5.3", + "targets": [ + { + "datasource": { + "type": "influxdb", + "uid": "f33f006a-c699-43ce-9e23-30046eb6fdc2" + }, + "query": "from(bucket: \"antares\")\r\n |> range(start: v.timeRangeStart, stop: v.timeRangeStop)\r\n |> filter(fn: (r) => r[\"_measurement\"] == \"measurement2\")\r\n |> filter(fn: (r) => r[\"_field\"] == \"Engine ID\" or r[\"_field\"] == \"Completed cycles\" or r[\"_field\"] == \"Probability of failure within 30 cycles\" or r[\"_field\"] == \"top_1_predictive_feature\" or r[\"_field\"] == \"top_2_predictive_feature\" or r[\"_field\"] == \"top_3_predictive_feature\")\r\n |> aggregateWindow(every: v.windowPeriod, fn: last, createEmpty: false)\r\n |> yield(name: \"last\")", + "refId": "A" + } + ], + "title": "Top Failure Prediction Feature List (Score Over 50%)", + "transformations": [ + { + "id": "calculateField", + "options": {} + }, + { + "id": "organize", + "options": { + "excludeByName": { + "Anomaly score measurement2": false, + "Completed cycles measurement2": false, + "Probability of failure within 30 cycles measurement2": false, + "Total": true + }, + "indexByName": {}, + "renameByName": { + "Anomaly score measurement2": "Anomaly Score", + "Engine ID measurement2": "Engine ID", + "Probability of failure within 30 cycles measurement2": "Probability of Failure Score", + "anomaly_feature_1 measurement2": "Top 1 Anomaly Feature", + "anomaly_feature_2 measurement2": "Top 2 Anomaly Feature", + "anomaly_feature_3 measurement2": "Top 3 Anomaly Feature", + "top_1_predictive_feature measurement2": "Top 1 Failure Prediction Feature", + "top_2_predictive_feature measurement2": "Top 2 Failure Prediction Feature", + "top_3_predictive_feature measurement2": "Top 3 Failure Prediction Feature" + } + } + }, + { + "id": "groupBy", + "options": { + "fields": { + "Anomaly Score": { + "aggregations": [ + "max" + ], + "operation": "groupby" + }, + "Completed cycles measurement2": { + "aggregations": [ + "last" + ] + }, + "Engine ID": { + "aggregations": [] + }, + "Probability of Failure Score": { + "aggregations": [], + "operation": "groupby" + }, + "Top 1 Anomaly Feature": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Top 1 Failure Prediction Feature": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Top 2 Anomaly Feature": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Top 2 Failure Prediction Feature": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Top 3 Anomaly Feature": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Top 3 Failure Prediction Feature": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Top Anomaly Feature": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Top Failure Prediction Feature": { + "aggregations": [ + "last" + ] + }, + "anomaly_feature_1 measurement2": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + } + } + } + }, + { + "id": "filterByValue", + "options": { + "filters": [ + { + "config": { + "id": "greater", + "options": { + "value": 0.5 + } + }, + "fieldName": "Probability of Failure Score" + } + ], + "match": "any", + "type": "include" + } + } + ], + "type": "table" + }, + { + "datasource": {}, + "fieldConfig": { + "defaults": { + "color": { + "mode": "thresholds" + }, + "custom": { + "align": "auto", + "cellOptions": { + "type": "auto" + }, + "inspect": false + }, + "mappings": [], + "thresholds": { + "mode": "absolute", + "steps": [ + { + "color": "green", + "value": null + }, + { + "color": "red", + "value": 80 + } + ] + }, + "unit": "percent" + }, + "overrides": [] + }, + "gridPos": { + "h": 7, + "w": 12, + "x": 12, + "y": 16 + }, + "id": 7, + "options": { + "cellHeight": "sm", + "footer": { + "countRows": false, + "fields": "", + "reducer": [ + "sum" + ], + "show": false + }, + "showHeader": true, + "sortBy": [ + { + "desc": true, + "displayName": "Anomaly Score" + } + ] + }, + "pluginVersion": "9.5.3", + "targets": [ + { + "datasource": { + "type": "influxdb", + "uid": "f33f006a-c699-43ce-9e23-30046eb6fdc2" + }, + "query": "from(bucket: \"antares\")\r\n |> range(start: v.timeRangeStart, stop: v.timeRangeStop)\r\n |> filter(fn: (r) => r[\"_measurement\"] == \"measurement2\")\r\n |> filter(fn: (r) => r[\"_field\"] == \"Anomaly score\" or r[\"_field\"] == \"Engine ID\" or r[\"_field\"] == \"Completed cycles\" or r[\"_field\"] == \"anomaly_feature_1\" or r[\"_field\"] == \"anomaly_feature_2\" or r[\"_field\"] == \"anomaly_feature_3\")\r\n |> aggregateWindow(every: v.windowPeriod, fn: last, createEmpty: false)\r\n |> yield(name: \"last\")", + "refId": "A" + } + ], + "title": "Top Anomaly Feature List ( Anomaly Score Over 50%)", + "transformations": [ + { + "id": "calculateField", + "options": {} + }, + { + "id": "organize", + "options": { + "excludeByName": { + "Anomaly score measurement2": false, + "Completed cycles measurement2": false, + "Probability of failure within 30 cycles measurement2": true, + "Total": true + }, + "indexByName": {}, + "renameByName": { + "Anomaly score measurement2": "Anomaly Score", + "Engine ID measurement2": "Engine ID", + "anomaly_feature_1 measurement2": "Top 1 Anomaly Feature", + "anomaly_feature_2 measurement2": "Top 2 Anomaly Feature", + "anomaly_feature_3 measurement2": "Top 3 Anomaly Feature", + "top_1_predictive_feature measurement2": "Top Failure Prediction Feature" + } + } + }, + { + "id": "groupBy", + "options": { + "fields": { + "Anomaly Score": { + "aggregations": [ + "max" + ], + "operation": "groupby" + }, + "Completed cycles measurement2": { + "aggregations": [ + "last" + ] + }, + "Engine ID": { + "aggregations": [] + }, + "Top 1 Anomaly Feature": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Top 2 Anomaly Feature": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Top 3 Anomaly Feature": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Top Anomaly Feature": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + }, + "Top Failure Prediction Feature": { + "aggregations": [ + "last" + ] + }, + "anomaly_feature_1 measurement2": { + "aggregations": [ + "last" + ], + "operation": "aggregate" + } + } + } + }, + { + "id": "filterByValue", + "options": { + "filters": [ + { + "config": { + "id": "greater", + "options": { + "value": 50 + } + }, + "fieldName": "Anomaly Score" + } + ], + "match": "any", + "type": "include" + } + } + ], + "type": "table" + } + ], + "refresh": "5s", + "schemaVersion": 38, + "style": "dark", + "tags": [], + "templating": { + "list": [] + }, + "time": { + "from": "now-6h", + "to": "now" + }, + "timepicker": {}, + "timezone": "", + "title": "Overview", + "uid": "c0ad6292-ce68-44de-b476-8f6788171c57", + "version": 15, + "weekStart": "" +} \ No newline at end of file From 27ea79a4416a3998e8ac046d5273e9625cef2ee6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?F=C3=B6ldi=20Tam=C3=A1s?= Date: Wed, 12 Jul 2023 14:59:53 +0200 Subject: [PATCH 2/2] feat: add influxdb connection if component enabled --- deployment/kubernetes/grafana.py | 31 +++++++++++++++++++++++++++++++ 1 file changed, 31 insertions(+) diff --git a/deployment/kubernetes/grafana.py b/deployment/kubernetes/grafana.py index f7329de..4d256f9 100644 --- a/deployment/kubernetes/grafana.py +++ b/deployment/kubernetes/grafana.py @@ -63,6 +63,37 @@ def deploy(): "existingSecret": "grafana-admin", } + if component_enabled("influxdb2"): + # TODO: append to existing datasources.yaml if exists + grafana_helm_values["datasources"] = { + "datasources.yaml": { + "apiVersion": 1, + "datasources": [ + { + "name": "InfluxDB", + "type": "influxdb", + "access": "proxy", + "url": "http://influxdb2:80", + "jsonData": { + "version": "Flux", + "organization": config.get( + "/influxdb2/helm-values/adminUser/organization" + ), + "defaultBucket": config.get( + "/influxdb2/helm-values/adminUser/bucket", "default" + ), + "tlsSkipVerify": True, + }, + "secureJsonData": { + "token": config.get( + "/influxdb2/helm-values/adminUser/token" + ) + }, + } + ], + } + } + grafana_release = Release( "grafana", ReleaseArgs(