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warren830tamas-la
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feat(q-dev): add Language AI Heatmap dashboard (#8796)
Analyze AI-assisted coding patterns by programming language: - Language Completion Profile table (requests, avg completions, context sizes, users per language) - Daily Completions by Language (stacked bar) - Active File Types During Chat (donut) - Avg Context Size by Language trend (top 5)
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‎grafana/dashboards/LanguageAIHeatmap.json‎

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{
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"annotations": {
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"list": [
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{
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"builtIn": 1,
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"datasource": "-- Grafana --",
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"enable": true,
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"hide": true,
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"iconColor": "rgba(0, 211, 255, 1)",
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"name": "Annotations & Alerts",
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"type": "dashboard"
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}
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]
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},
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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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"panels": [
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{
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"datasource": "mysql",
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"description": "Completion requests, avg context size, and completion rate per language",
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"fieldConfig": {
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"defaults": {
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"color": { "mode": "thresholds" },
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"custom": { "align": "auto", "cellOptions": { "type": "auto" }, "filterable": true },
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"thresholds": { "mode": "absolute", "steps": [{ "color": "green" }] }
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},
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"overrides": []
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},
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"gridPos": { "h": 9, "w": 24, "x": 0, "y": 0 },
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"id": 1,
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"options": { "cellHeight": "sm", "showHeader": true, "sortBy": [{ "desc": true, "displayName": "Requests" }] },
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"targets": [
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{
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"datasource": "mysql",
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"format": "table",
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"rawQuery": true,
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"rawSql": "SELECT\n CASE WHEN file_extension = '' THEN '(unknown)' ELSE file_extension END AS 'Language',\n COUNT(*) AS 'Requests',\n ROUND(AVG(completions_count), 2) AS 'Avg Completions',\n ROUND(AVG(left_context_length)) AS 'Avg Left Context',\n ROUND(AVG(right_context_length)) AS 'Avg Right Context',\n ROUND(AVG(left_context_length + right_context_length)) AS 'Avg Total Context',\n COUNT(DISTINCT user_id) AS 'Users'\nFROM _tool_q_dev_completion_log\nWHERE $__timeFilter(timestamp)\nGROUP BY file_extension\nORDER BY COUNT(*) DESC",
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"refId": "A"
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}
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],
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"title": "Language Completion Profile",
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"type": "table"
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},
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{
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"datasource": "mysql",
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"description": "Daily completion requests by language",
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"fieldConfig": {
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"defaults": {
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"color": { "mode": "palette-classic" },
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"custom": {
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"drawStyle": "bars", "fillOpacity": 80, "lineWidth": 1,
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"stacking": { "mode": "normal" }, "thresholdsStyle": { "mode": "off" }
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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": 24, "x": 0, "y": 9 },
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"id": 2,
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"options": {
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"legend": { "calcs": ["sum"], "displayMode": "table", "placement": "right", "showLegend": true },
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"tooltip": { "mode": "multi" }
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},
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"targets": [
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{
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"datasource": "mysql",
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"format": "time_series",
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"rawQuery": true,
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"rawSql": "SELECT DATE(timestamp) AS time,\n CASE WHEN file_extension = '' THEN '(unknown)' ELSE file_extension END AS metric,\n COUNT(*) AS value\nFROM _tool_q_dev_completion_log\nWHERE $__timeFilter(timestamp)\nGROUP BY DATE(timestamp), file_extension\nORDER BY time",
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"refId": "A"
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}
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],
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"title": "Daily Completions by Language",
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"type": "timeseries"
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},
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{
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"datasource": "mysql",
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"description": "Which file types are most active during chat sessions",
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"fieldConfig": {
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"defaults": {
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"color": { "mode": "palette-classic" },
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"mappings": [],
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"thresholds": { "mode": "absolute", "steps": [{ "color": "green" }] }
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},
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"overrides": []
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},
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"gridPos": { "h": 8, "w": 12, "x": 0, "y": 17 },
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"id": 3,
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"options": {
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"displayLabels": ["name", "percent"],
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"legend": { "displayMode": "table", "placement": "right", "showLegend": true, "values": ["value", "percent"] },
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"pieType": "donut",
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"reduceOptions": { "calcs": ["lastNotNull"], "fields": "", "values": true },
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"tooltip": { "mode": "single" }
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},
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"targets": [
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{
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"datasource": "mysql",
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"format": "table",
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"rawQuery": true,
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"rawSql": "SELECT\n CASE WHEN active_file_extension = '' OR active_file_extension IS NULL THEN '(no file)' ELSE active_file_extension END AS 'File Type',\n COUNT(*) AS 'Chat Events'\nFROM _tool_q_dev_chat_log\nWHERE $__timeFilter(timestamp)\nGROUP BY active_file_extension\nORDER BY COUNT(*) DESC\nLIMIT 10",
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"refId": "A"
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}
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],
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"title": "Active File Types During Chat",
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"type": "piechart"
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},
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{
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"datasource": "mysql",
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"description": "Context size trends for top languages",
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"fieldConfig": {
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"defaults": {
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"color": { "mode": "palette-classic" },
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"custom": {
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"drawStyle": "line", "fillOpacity": 10, "lineInterpolation": "smooth", "lineWidth": 2,
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"showPoints": "never", "spanNulls": true,
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"stacking": { "mode": "none" }, "thresholdsStyle": { "mode": "off" }
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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": 12, "x": 12, "y": 17 },
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"id": 4,
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"options": {
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"legend": { "calcs": ["mean"], "displayMode": "table", "placement": "right", "showLegend": true },
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"tooltip": { "mode": "multi" }
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},
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"targets": [
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{
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"datasource": "mysql",
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"format": "time_series",
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"rawQuery": true,
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"rawSql": "SELECT DATE(timestamp) AS time,\n file_extension AS metric,\n ROUND(AVG(left_context_length + right_context_length)) AS value\nFROM _tool_q_dev_completion_log\nWHERE $__timeFilter(timestamp)\n AND file_extension IN (SELECT file_extension FROM _tool_q_dev_completion_log GROUP BY file_extension ORDER BY COUNT(*) DESC LIMIT 5)\nGROUP BY DATE(timestamp), file_extension\nORDER BY time",
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"refId": "A"
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}
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],
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"title": "Avg Context Size by Language (Top 5)",
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"type": "timeseries"
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}
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],
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"preload": false,
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"refresh": "5m",
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"schemaVersion": 41,
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"tags": ["q_dev", "kiro", "language", "completions"],
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"templating": { "list": [] },
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"time": { "from": "now-90d", "to": "now" },
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"timepicker": {},
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"timezone": "utc",
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"title": "Kiro Language AI Heatmap",
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"uid": "kiro_language_heatmap",
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"version": 1
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}

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