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templates/data-app/examples/infrastructure-capacity/content/dashboard/DashboardContent.jsx
48.7 KB · Sep 30, 2026 · 23:19 UTC
import React from "react";
import {
CartesianGrid,
Line,
LineChart as RechartsLineChart,
ReferenceLine,
ResponsiveContainer,
Tooltip as RechartsTooltip,
XAxis,
YAxis,
} from "recharts";
import {
Chart,
ChartTooltip,
barChartSpec,
compact,
DataComponent,
DataTable,
ExecutiveSummary,
Filters,
Icon,
percentage,
RichNarrative,
SectionHeader,
SortableItem,
SortableRegion,
useDataApp,
useDashboardTabs,
} from "../../data-app-public.jsx";
import "./example.css";
import { queueHistory as aggregateQueueHistory } from "./queue-metrics.js";
const regionColors = {
"US East": "var(--infra-region-us-strong)",
"US West": "var(--infra-region-us-soft)",
"Western Europe": "var(--infra-region-europe-strong)",
"Northern Europe": "var(--infra-region-europe-soft)",
Japan: "var(--infra-region-asia-strong)",
Singapore: "var(--infra-region-asia-soft)",
};
const operatingEnvelopeSpec = {
type: "line",
x: "interval",
y: "utilizationRate",
series: "region",
showXAxisLabel: false,
showYAxisLabel: true,
yLabel: "Serving utilization",
yAxisPosition: "right",
showLegend: true,
startAtZero: false,
colors: {
...regionColors,
"Selected average": "var(--infra-reference)",
},
};
const demandTrendSpec = {
type: "line",
x: "hourLabel",
y: "Observed",
fields: ["Observed", "Plan"],
showXAxisLabel: false,
showYAxisLabel: false,
showLegend: true,
startAtZero: false,
yAxisPosition: "right",
colors: {
Observed: "var(--infra-data-strong)",
Plan: "var(--infra-reference)",
},
};
const failoverMarginSpec = {
type: "line",
x: "hourLabel",
y: "Margin",
showXAxisLabel: false,
showYAxisLabel: false,
showLegend: false,
startAtZero: false,
yAxisPosition: "right",
colors: { Margin: "var(--infra-data-2)" },
};
const placementDelaySpec = {
type: "line",
x: "hourLabel",
y: "P95 delay",
showXAxisLabel: false,
showYAxisLabel: false,
showLegend: false,
startAtZero: false,
yAxisPosition: "right",
colors: { "P95 delay": "var(--infra-data-3)" },
};
const admissionFailureSpec = {
type: "line",
x: "hourLabel",
y: "Failed",
showXAxisLabel: false,
showYAxisLabel: false,
showLegend: false,
startAtZero: false,
yAxisPosition: "right",
colors: { Failed: "var(--infra-data-4)" },
};
function microLineSpec(y, color) {
return {
type: "line",
x: "hourLabel",
y,
showXAxisLabel: false,
showYAxisLabel: false,
showLegend: false,
startAtZero: false,
colors: { [y]: color },
};
}
const availableTrendSpec = microLineSpec("Available", "var(--infra-data-5)");
const utilizationTrendSpec = microLineSpec("Utilization", "var(--infra-data-6)");
const unavailableTrendSpec = microLineSpec("Unavailable", "var(--infra-data-7)");
const queueDepthTrendSpec = microLineSpec("Queued", "var(--infra-data-strong)");
const pressureSpec = {
type: "line",
x: "hourLabel",
y: "utilizationRate",
series: "region",
showXAxisLabel: false,
showYAxisLabel: false,
showLegend: true,
startAtZero: false,
yAxisPosition: "right",
colors: regionColors,
};
const poolLoadRegions = Object.entries(regionColors)
.map(([name, color]) => ({ name, color }));
const poolLoadPools = [
{ name: "H100", strength: 66 },
{ name: "H200", strength: 83 },
{ name: "B200", strength: 100 },
];
const poolLoadColors = Object.fromEntries(poolLoadRegions.flatMap(({ name: region, color }) =>
poolLoadPools.map(({ name: pool, strength }) => [
`${region} · ${pool}`,
strength === 100 ? color : `color-mix(in srgb, ${color} ${strength}%, var(--surface))`,
])));
const regionalPoolLoadSpec = {
type: "stackedArea",
x: "interval",
y: "demandUnits",
series: "series",
showXAxisLabel: false,
yLabel: "Active demand · GPU-equivalent slots",
yAxisPosition: "left",
xTickLabelLayout: "date-time",
showLegend: true,
startAtZero: true,
legend: { position: "right" },
colors: poolLoadColors,
};
function groupBy(rows, field, measures) {
const groups = new Map();
for (const row of rows) {
const key = row[field];
if (!groups.has(key)) groups.set(key, { [field]: key });
const group = groups.get(key);
for (const measure of measures) group[measure] = (group[measure] ?? 0) + (Number(row[measure]) || 0);
}
return [...groups.values()];
}
function latestPair(rows) {
const ordered = [...rows].sort((left, right) => left.timestamp.localeCompare(right.timestamp));
return [ordered.at(-1), ordered.at(-2)];
}
function intervalLabel(timestamp) {
return new Intl.DateTimeFormat(undefined, {
month: "short",
day: "numeric",
hour: "numeric",
minute: "2-digit",
timeZone: "UTC",
}).format(new Date(timestamp)).replace(",", " ·");
}
function compactIntervalLabel(timestamp) {
const date = new Date(timestamp);
const day = new Intl.DateTimeFormat(undefined, {
month: "short",
day: "numeric",
timeZone: "UTC",
}).format(date);
const time = new Intl.DateTimeFormat(undefined, {
hour: "numeric",
minute: date.getUTCMinutes() ? "2-digit" : undefined,
timeZone: "UTC",
}).format(date);
return `${day} · ${time}`;
}
function lineBounds(rows, series, includeZero = false) {
const values = rows.flatMap((row) => series.map(({ key }) => Number(row[key])))
.filter((value) => Number.isFinite(value));
if (!values.length) return [0, 1];
const observedMinimum = Math.min(...values);
const observedMaximum = Math.max(...values);
let minimum = observedMinimum;
let maximum = observedMaximum;
if (includeZero) {
minimum = Math.min(0, minimum);
maximum = Math.max(0, maximum);
}
if (minimum === maximum) {
const fallback = Math.max(Math.abs(minimum) * 0.1, 1);
minimum -= fallback;
maximum += fallback;
}
const span = maximum - minimum;
const paddedMinimum = minimum - span * 0.08;
const paddedMaximum = maximum + span * 0.08;
const magnitude = 10 ** Math.floor(Math.log10(span));
const normalized = span / magnitude;
const step = normalized <= 2 ? magnitude * 0.5 : normalized <= 5 ? magnitude : magnitude * 2;
const lower = includeZero && observedMinimum >= 0 ? 0 : Math.floor(paddedMinimum / step) * step;
const upper = includeZero && observedMaximum <= 0 ? 0 : Math.ceil(paddedMaximum / step) * step;
return [lower, upper];
}
function CompactLineChart({ rows, xKey = "hourLabel", series, domain, ticks: authoredTicks,
tickFormatter = compact, valueFormatter = compact, includeZero = false, referenceAt,
ariaLabel = "Line chart" }) {
const [hidden, setHidden] = React.useState(() => new Set());
const tickIndexes = new Set([0, Math.round((rows.length - 1) * 0.25),
Math.round((rows.length - 1) * 0.5), Math.round((rows.length - 1) * 0.75), rows.length - 1]);
const xTicks = rows.filter((_, index) => tickIndexes.has(index)).map((row) => row[xKey]);
const yDomain = domain ?? lineBounds(rows, series, includeZero);
const yTicks = authoredTicks ?? yDomain;
const showLegend = series.length > 1;
const toggleSeries = (key) => setHidden((current) => {
const next = new Set(current);
if (next.has(key)) next.delete(key);
else next.add(key);
return next;
});
const isolateSeries = (key) => setHidden(new Set(series.map((item) => item.key).filter((name) => name !== key)));
return <div className="compact-line-visual" data-has-legend={showLegend} role="application"
aria-label={ariaLabel}>
<div className="compact-line-plot">
<ResponsiveContainer width="100%" height="100%">
<RechartsLineChart data={rows} margin={{ top: 10, right: 10, bottom: 0, left: 0 }}>
<CartesianGrid stroke="var(--border)" strokeWidth={0.5} vertical={false}
horizontalValues={yTicks} />
<XAxis dataKey={xKey} ticks={xTicks} axisLine={false} tickLine={false} tickMargin={8}
interval="preserveStartEnd" tick={{ fill: "var(--secondary)", fontSize: 10 }} />
<YAxis orientation="right" domain={yDomain} ticks={yTicks} axisLine={false} tickLine={false}
tickMargin={0} width={38} tick={{ fill: "var(--secondary)", fontSize: 11, textAnchor: "end", dx: 36 }}
tickFormatter={(value) => tickFormatter(Number(value))} />
<RechartsTooltip offset={12} allowEscapeViewBox={{ x: true, y: true }}
content={<ChartTooltip formatValue={value => valueFormatter(Number(value))}
formatLabel={item => item.name ?? item.dataKey}
resolveStyle={item => series.find(series => series.key === item.dataKey)?.reference ? { type: "target" } : undefined} />} />
{referenceAt !== undefined && <ReferenceLine y={referenceAt} stroke="var(--infra-reference)"
strokeDasharray="3 4" strokeWidth={1} />}
{series.map(({ key, color = "var(--infra-data-strong)", reference = false }) =>
<Line key={key} type="monotone" dataKey={key} stroke={color}
strokeWidth={reference ? 1.5 : 2.25} strokeDasharray={reference ? "4 4" : undefined}
opacity={reference ? 0.82 : 1} strokeLinecap="round" strokeLinejoin="round"
dot={false} hide={hidden.has(key)}
activeDot={{ r: 4, strokeWidth: 2, stroke: "var(--surface)" }} isAnimationActive={false} />)}
</RechartsLineChart>
</ResponsiveContainer>
</div>
{showLegend && <ul className="chart-legend compact-line-legend" aria-label="Chart legend">
{series.map(({ key, color = "var(--infra-data-strong)" }) => <li key={key}>
<button type="button" className="chart-legend-button" aria-label={`Toggle ${key}`}
aria-pressed={!hidden.has(key)} onClick={() => toggleSeries(key)}
onDoubleClick={() => isolateSeries(key)}>
<span className="chart-legend-mark line" aria-hidden="true"
style={{ "--legend-color": color }} />
<span>{key}</span>
</button>
</li>)}
</ul>}
</div>;
}
function MicroLineChart({ rows, dataKey, color = "var(--infra-data-strong)", valueFormatter = compact, ariaLabel }) {
if (!rows.length) return <div className="micro-line-empty">No data</div>;
const domain = lineBounds(rows, [{ key: dataKey }]);
const midpoint = (domain[0] + domain[1]) / 2;
const current = rows.at(-1)?.[dataKey];
return <div className="micro-line-visual" role="application" aria-label={ariaLabel}>
<strong className="micro-line-value">{Number.isFinite(current) ? valueFormatter(current) : "—"}</strong>
<ResponsiveContainer width="100%" height={30}>
<RechartsLineChart data={rows} margin={{ top: 5, right: 2, bottom: 3, left: 2 }}>
<XAxis dataKey="hourLabel" hide />
<YAxis domain={domain} hide />
<ReferenceLine y={midpoint} stroke="var(--border)" strokeWidth={0.75} />
<RechartsTooltip offset={12} allowEscapeViewBox={{ x: true, y: true }}
content={<ChartTooltip formatValue={value => valueFormatter(Number(value))} />} />
<Line type="monotone" dataKey={dataKey} stroke={color} strokeWidth={2}
strokeLinecap="round" strokeLinejoin="round"
dot={rows.length === 1 ? { r: 3, fill: color, strokeWidth: 0 } : false}
activeDot={{ r: 3, strokeWidth: 2, stroke: "var(--surface)" }} isAnimationActive={false} />
</RechartsLineChart>
</ResponsiveContainer>
</div>;
}
function StackedSignalChart({ rows, signals, ariaLabel }) {
if (!rows.length) return <div className="stacked-signal-empty">No data</div>;
const firstLabel = rows.at(0)?.hourLabel ?? "—";
const lastLabel = rows.at(-1)?.hourLabel ?? "—";
return <div className="stacked-signal-chart" role="application" aria-label={ariaLabel}>
{signals.map((signal) => {
const domain = lineBounds(rows, [{ key: signal.key }]);
const midpoint = (domain[0] + domain[1]) / 2;
const current = rows.at(-1)?.[signal.key];
return <div className="stacked-signal-row" key={signal.key}
style={{ "--signal-color": signal.color }}>
<div className="stacked-signal-label">
<span className="stacked-signal-dot" aria-hidden="true" />
<span>{signal.label}</span>
</div>
<div className="stacked-signal-plot">
<ResponsiveContainer width="100%" height="100%">
<RechartsLineChart data={rows} margin={{ top: 4, right: 3, bottom: 4, left: 3 }}>
<XAxis dataKey="hourLabel" hide />
<YAxis domain={domain} hide />
<ReferenceLine y={midpoint} stroke="var(--border)" strokeWidth={0.75} />
<RechartsTooltip offset={12} allowEscapeViewBox={{ x: true, y: true }}
content={<ChartTooltip formatValue={value => signal.formatter(Number(value))}
formatLabel={item => item.payload?.[signal.detailKey] ?? signal.label} />} />
<Line type="monotone" dataKey={signal.key} name={signal.label} stroke={signal.color}
strokeWidth={2} strokeLinecap="round" strokeLinejoin="round" dot={false}
activeDot={{ r: 3, strokeWidth: 2, stroke: "var(--surface)" }} isAnimationActive={false} />
</RechartsLineChart>
</ResponsiveContainer>
</div>
<strong className="stacked-signal-value">{Number.isFinite(current) ? signal.formatter(current) : "—"}</strong>
</div>;
})}
<div className="stacked-signal-time-row" aria-hidden="true">
<div className="stacked-signal-time"><span>{firstLabel}</span><span>{lastLabel} UTC</span></div>
</div>
</div>;
}
function RegionalPressureChart({ rows, regions, colors }) {
const plottedRows = [...rows.reduce((groups, row) => {
const point = groups.get(row.hourLabel) ?? { hourLabel: row.hourLabel };
point[row.region] = row.utilizationRate;
groups.set(row.hourLabel, point);
return groups;
}, new Map()).values()];
return <CompactLineChart rows={plottedRows}
series={regions.map((region) => ({ key: region, color: colors?.[region] }))}
domain={[0.5, 1]} ticks={[0.5, 1]}
tickFormatter={(value) => `${Math.round(value * 100)}%`}
valueFormatter={(value) => percentage(value).replace("+", "")}
ariaLabel="Regional pressure from 50 to 100 percent" />;
}
function failoverSummaryCopy(failoverMargin) {
return failoverMargin >= 0
? `${compact(failoverMargin)} slots remain before failover reserve is needed.`
: `${compact(Math.abs(failoverMargin))} slots of failover reserve are in use.`;
}
function ExecutiveSummaryCopy({ available, headroom, failoverMargin, hottestRegion, queue, failures,
concentration }) {
const utilization = hottestRegion?.utilizationRate;
const thresholdGap = Number.isFinite(utilization) ? 0.75 - utilization : null;
const failoverCopy = failoverSummaryCopy(failoverMargin);
const thresholdCopy = thresholdGap === null
? "Its distance from the next review threshold is not available."
: thresholdGap >= 0
? `It remains ${(thresholdGap * 100).toFixed(1)} percentage points below the 75% review threshold.`
: `It is ${(Math.abs(thresholdGap) * 100).toFixed(1)} percentage points above the 75% review threshold.`;
return <>
<RichNarrative id="capacity-summary-availability" value={`**${compact(available)} accelerator slots remain available.** Headroom is ${percentage(headroom).replace("+", "")}. ${failoverCopy}`} />
<RichNarrative id="capacity-summary-region" value={`**${hottestRegion?.region ?? "The leading region"} is carrying the highest regional load${Number.isFinite(utilization) ? ` at ${percentage(utilization).replace("+", "")}` : ""}.** ${thresholdCopy}`} />
<RichNarrative id="capacity-summary-queue" value={`**${compact(queue?.queueDepth ?? 0)} workloads are queued and ${compact(failures ?? 0)} admissions failed in the latest half-hour.** ${concentration?.queueLeader ?? "The leading region"} holds ${percentage(concentration?.queueShare ?? 0).replace("+", "")} of queued work; ${concentration?.failureLeader ?? "the leading failure region"} accounts for ${percentage(concentration?.failureShare ?? 0).replace("+", "")} of failed admissions.`} />
</>;
}
export function DashboardContent() {
useDashboardTabs([{ id: "capacity", label: "Capacity" }]);
const {
snapshot: dashboard,
appTitle, setAppTitle,
queries,
filters,
setFilter,
reviewedRows,
chartOverrides,
chartProps,
visible,
} = useDataApp();
React.useEffect(() => {
if (dashboard.status === "fixture" && ["Inference fleet capacity", "Infrastructure capacity"].includes(appTitle)) setAppTitle(dashboard.title);
}, [dashboard.title, dashboard.status, appTitle, setAppTitle]);
const capacitySource = reviewedRows("capacity", ["timestamp", "region", "pool"]);
const queueSource = reviewedRows("queues", ["timestamp", "region", "pool"]);
const failureSource = reviewedRows("failures", ["timestamp", "cause", "region", "pool"]);
const incidentSource = reviewedRows("incidents", ["incident", "region"]);
const concentrationSource = reviewedRows("concentration", ["timestamp", "region", "pool"]);
const capacityHistory = groupBy(capacitySource, "timestamp",
["capacityUnits", "plannedDemandUnits", "demandUnits", "safeCapacityUnits", "unavailableUnits", "reservedUnits"])
.map((row) => ({ ...row, interval: intervalLabel(row.timestamp),
utilizationRate: row.demandUnits / Math.max(1, row.capacityUnits - row.unavailableUnits) }))
.sort((left, right) => left.timestamp.localeCompare(right.timestamp));
const queueHistory = aggregateQueueHistory(queueSource)
.map(row => ({...row,interval:intervalLabel(row.timestamp)}));
const failureHistory = groupBy(failureSource, "timestamp", ["failures"])
.map((row) => ({ ...row, hourLabel: row.timestamp.slice(11, 16) }))
.sort((left, right) => left.timestamp.localeCompare(right.timestamp));
const regionalOperatingHistory = capacitySource.reduce((groups, row) => {
const key = `${row.timestamp}:${row.region}`;
const group = groups.get(key) ?? { timestamp: row.timestamp, region: row.region,
capacityUnits: 0, demandUnits: 0, unavailableUnits: 0 };
group.capacityUnits += row.capacityUnits;
group.demandUnits += row.demandUnits;
group.unavailableUnits += row.unavailableUnits;
groups.set(key, group);
return groups;
}, new Map());
const operatingEnvelopeRows = [
...[...regionalOperatingHistory.values()].map((row) => ({
timestamp: row.timestamp,
interval: intervalLabel(row.timestamp),
region: row.region,
utilizationRate: row.demandUnits / Math.max(1, row.capacityUnits - row.unavailableUnits),
})),
...capacityHistory.map((row) => ({
timestamp: row.timestamp,
interval: row.interval,
region: "Selected average",
utilizationRate: row.utilizationRate,
})),
].sort((left, right) => left.timestamp.localeCompare(right.timestamp));
const compactCapacityHistory = capacityHistory.slice(-24);
const demandTrendRows = compactCapacityHistory.map((row) => ({
hourLabel: row.timestamp.slice(11, 16),
Observed: row.demandUnits,
Plan: row.plannedDemandUnits,
}));
const failoverMarginRows = compactCapacityHistory.map((row) => ({
hourLabel: row.timestamp.slice(11, 16),
Margin: Math.max(0, row.safeCapacityUnits - row.unavailableUnits) - row.demandUnits,
}));
const placementDelayRows = queueHistory.slice(-24).map((row) => ({
hourLabel: row.timestamp.slice(11, 16),
"P95 delay": row.p95DelaySeconds,
}));
const admissionFailureRows = failureHistory.slice(-24).map((row) => ({
hourLabel: row.hourLabel,
Failed: row.failures,
}));
const availableTrendRows = compactCapacityHistory.map((row) => ({
hourLabel: row.timestamp.slice(11, 16),
Available: Math.max(0, row.capacityUnits - row.demandUnits - row.unavailableUnits),
}));
const utilizationTrendRows = compactCapacityHistory.map((row) => ({
hourLabel: row.timestamp.slice(11, 16),
Utilization: row.utilizationRate,
}));
const unavailableTrendRows = compactCapacityHistory.map((row) => ({
hourLabel: row.timestamp.slice(11, 16),
Unavailable: row.unavailableUnits,
}));
const queueDepthTrendRows = queueHistory.slice(-24).map((row) => ({
hourLabel: row.timestamp.slice(11, 16),
Queued: row.queueDepth,
}));
const concentrationByRegion = concentrationSource.reduce((groups, row) => {
const key = `${row.timestamp}:${row.region}`;
const group = groups.get(key) ?? { timestamp: row.timestamp, hourLabel: row.hourLabel, region: row.region,
capacityUnits: 0, demandUnits: 0, unavailableUnits: 0, queueDepth: 0, failures: 0 };
group.capacityUnits += row.capacityUnits;
group.demandUnits += row.demandUnits;
group.unavailableUnits += row.unavailableUnits;
group.queueDepth += row.queueDepth;
group.failures += row.failures;
groups.set(key, group);
return groups;
}, new Map());
const concentrationByTimestamp = [...concentrationByRegion.values()].reduce((groups, row) => {
const group = groups.get(row.timestamp) ?? [];
group.push({ ...row, utilizationRate: row.demandUnits /
Math.max(1, row.capacityUnits - row.unavailableUnits) });
groups.set(row.timestamp, group);
return groups;
}, new Map());
const regionalConcentrationRows = [...concentrationByTimestamp.entries()]
.sort(([left], [right]) => left.localeCompare(right)).slice(-24)
.map(([timestamp, regionalRows]) => {
const utilizationRanked = [...regionalRows].sort((left, right) => right.utilizationRate - left.utilizationRate);
const queueRanked = [...regionalRows].sort((left, right) => right.queueDepth - left.queueDepth);
const failureRanked = [...regionalRows].sort((left, right) => right.failures - left.failures);
const totalQueue = regionalRows.reduce((sum, row) => sum + row.queueDepth, 0);
const totalFailures = regionalRows.reduce((sum, row) => sum + row.failures, 0);
return {
timestamp,
hourLabel: regionalRows.at(0)?.hourLabel ?? timestamp.slice(11, 16),
utilizationSpread: (utilizationRanked.at(0)?.utilizationRate ?? 0) -
(utilizationRanked.at(-1)?.utilizationRate ?? 0),
utilizationLeader: utilizationRanked.at(0)?.region,
queueShare: (queueRanked.at(0)?.queueDepth ?? 0) / Math.max(1, totalQueue),
queueLeader: queueRanked.at(0)?.region,
failureShare: (failureRanked.at(0)?.failures ?? 0) / Math.max(1, totalFailures),
failureLeader: failureRanked.at(0)?.region,
};
});
const [currentCapacity] = latestPair(capacityHistory);
const [currentQueue] = latestPair(queueHistory);
const [currentFailures] = latestPair(failureHistory);
const latestTimestamp = currentCapacity?.timestamp;
const availableNow = Math.max(0, (currentCapacity?.capacityUnits ?? 0) -
(currentCapacity?.demandUnits ?? 0) - (currentCapacity?.unavailableUnits ?? 0));
const headroomNow = availableNow / Math.max(1, (currentCapacity?.capacityUnits ?? 0) -
(currentCapacity?.unavailableUnits ?? 0));
const failoverMarginNow = Math.max(0, (currentCapacity?.safeCapacityUnits ?? 0) -
(currentCapacity?.unavailableUnits ?? 0)) - (currentCapacity?.demandUnits ?? 0);
const executiveSummaryPreview = `${compact(availableNow)} accelerator slots remain available. Headroom is ${
percentage(headroomNow).replace("+", "")}. ${failoverSummaryCopy(failoverMarginNow)}`;
const failoverEnvelope = Math.max(1, (currentCapacity?.safeCapacityUnits ?? 0) -
(currentCapacity?.unavailableUnits ?? 0));
const failoverMarginShare = Math.max(0, failoverMarginNow) / failoverEnvelope;
const peakQueue = Math.max(1, ...queueHistory.slice(-24).map((row) => row.queueDepth ?? 0));
const peakFailures = Math.max(1, ...failureHistory.slice(-24).map((row) => row.failures ?? 0));
const incidentStatusRows = [...incidentSource.reduce((groups, row) => {
const group = groups.get(row.status) ?? { status: row.status, incidents: 0 };
group.incidents += 1;
groups.set(row.status, group);
return groups;
}, new Map()).values()];
const incidentCount = incidentStatusRows.reduce((total, row) => total + row.incidents, 0);
const stableIncidentCount = incidentStatusRows
.filter((row) => row.status === "Monitoring" || row.status === "Resolved")
.reduce((total, row) => total + row.incidents, 0);
const incidentResponseProgress = incidentCount ? stableIncidentCount / incidentCount : 0;
const progressMetrics = [
{
id: "failover-envelope-progress",
title: "Failover margin",
description: "Share of the N+1 safe envelope remaining after demand and unavailable capacity.",
queryId: "capacity",
value: failoverMarginShare,
detail: `${compact(Math.max(0, failoverMarginNow))} left`,
color: "var(--infra-data-strong)",
displayRows: [{ timestamp: latestTimestamp, metric: "Failover margin",
safeCapacityUnits: currentCapacity?.safeCapacityUnits ?? 0,
unavailableUnits: currentCapacity?.unavailableUnits ?? 0,
demandUnits: currentCapacity?.demandUnits ?? 0, marginUnits: Math.max(0, failoverMarginNow),
progress: failoverMarginShare }],
sourceRows: capacitySource,
},
{
id: "incident-response-progress",
title: "Incident response",
description: "Share of current incidents that are monitoring or resolved.",
queryId: "incidents",
value: incidentResponseProgress,
detail: `${stableIncidentCount} / ${incidentCount} stable`,
color: "var(--infra-data-2)",
displayRows: incidentStatusRows,
sourceRows: incidentSource,
},
{
id: "queue-recovery-progress",
title: "Queue recovery",
description: "Share of peak placement backlog cleared during the observed window.",
queryId: "queues",
value: (peakQueue - (currentQueue?.queueDepth ?? 0)) / peakQueue,
detail: `${compact(currentQueue?.queueDepth ?? 0)} left`,
color: "var(--infra-data-3)",
displayRows: [{ timestamp: currentQueue?.timestamp, metric: "Queue recovery",
queueDepth: currentQueue?.queueDepth ?? 0, peakQueueDepth: peakQueue,
progress: (peakQueue - (currentQueue?.queueDepth ?? 0)) / peakQueue }],
sourceRows: queueSource,
},
{
id: "admission-recovery-progress",
title: "Failure recovery",
description: "Share of peak failed admissions eliminated during the observed window.",
queryId: "failures",
value: (peakFailures - (currentFailures?.failures ?? 0)) / peakFailures,
detail: `${compact(currentFailures?.failures ?? 0)} latest`,
color: "var(--infra-data-4)",
displayRows: [{ timestamp: currentFailures?.timestamp, metric: "Failure recovery",
failures: currentFailures?.failures ?? 0, peakFailures,
progress: (peakFailures - (currentFailures?.failures ?? 0)) / peakFailures }],
sourceRows: failureSource,
},
];
const pressureRows = capacitySource.filter((row) => row.timestamp >= capacityHistory.at(-24)?.timestamp)
.reduce((groups, row) => {
const key = `${row.timestamp}:${row.region}`;
const group = groups.get(key) ?? { timestamp: row.timestamp, hourLabel: row.timestamp.slice(11, 16),
region: row.region, capacityUnits: 0, demandUnits: 0, unavailableUnits: 0 };
group.capacityUnits += row.capacityUnits;
group.demandUnits += row.demandUnits;
group.unavailableUnits += row.unavailableUnits;
groups.set(key, group);
return groups;
}, new Map());
const regionalLatest = groupBy(capacitySource.filter((row) => row.timestamp === latestTimestamp), "region",
["capacityUnits", "demandUnits", "unavailableUnits"])
.map((row) => ({ ...row, utilizationRate: row.demandUnits /
Math.max(1, row.capacityUnits - row.unavailableUnits) }));
const priorityRegions = new Set([...regionalLatest]
.sort((left, right) => right.utilizationRate - left.utilizationRate)
.slice(0, 3).map((row) => row.region));
const regionalPressureRows = [...pressureRows.values()]
.map((row) => ({ ...row,
utilizationRate: row.demandUnits / Math.max(1, row.capacityUnits - row.unavailableUnits) }))
.filter((row) => priorityRegions.has(row.region));
const pressureRegionNames = [...new Set(regionalPressureRows.map((row) => row.region))];
const hottestRegion = [...regionalLatest].sort((left, right) => right.utilizationRate - left.utilizationRate).at(0);
const poolLoadRegionOrder = new Map(poolLoadRegions.map(({ name }, index) => [name, index]));
const poolLoadPoolOrder = new Map(poolLoadPools.map(({ name }, index) => [name, index]));
const regionalPoolLoadGroups = capacitySource.reduce((groups, row) => {
const key = `${row.timestamp}:${row.region}:${row.pool}`;
const group = groups.get(key) ?? { timestamp: row.timestamp, region: row.region, pool: row.pool,
capacityUnits: 0, demandUnits: 0, unavailableUnits: 0 };
group.capacityUnits += row.capacityUnits;
group.demandUnits += row.demandUnits;
group.unavailableUnits += row.unavailableUnits;
groups.set(key, group);
return groups;
}, new Map());
const regionalPoolLoadRows = [...regionalPoolLoadGroups.values()].map((row) => ({
...row,
interval: compactIntervalLabel(row.timestamp),
series: `${row.region} · ${row.pool}`,
usableCapacityUnits: Math.max(0, row.capacityUnits - row.unavailableUnits),
utilizationRate: row.demandUnits / Math.max(1, row.capacityUnits - row.unavailableUnits),
})).sort((left, right) => left.timestamp.localeCompare(right.timestamp)
|| (poolLoadRegionOrder.get(left.region) ?? Number.MAX_SAFE_INTEGER) -
(poolLoadRegionOrder.get(right.region) ?? Number.MAX_SAFE_INTEGER)
|| (poolLoadPoolOrder.get(left.pool) ?? Number.MAX_SAFE_INTEGER) -
(poolLoadPoolOrder.get(right.pool) ?? Number.MAX_SAFE_INTEGER));
const availablePoolLoadSeries = new Set(regionalPoolLoadRows.map((row) => row.series));
const allPoolLoadSeries = poolLoadRegions.flatMap(({ name: region }) =>
poolLoadPools.map(({ name: pool }) => `${region} · ${pool}`))
.filter((series) => availablePoolLoadSeries.has(series));
const operatingEnvelopeChart = chartOverrides["fleet-operating-envelope"] ?? operatingEnvelopeSpec;
const demandTrendChart = chartOverrides["demand-trend"] ?? demandTrendSpec;
const failoverMarginChart = chartOverrides["failover-margin"] ?? failoverMarginSpec;
const placementDelayChart = chartOverrides["placement-delay-trend"] ?? placementDelaySpec;
const admissionFailureChart = chartOverrides["admission-failure-trend"] ?? admissionFailureSpec;
const availableTrendChart = chartOverrides["available-trend"] ?? availableTrendSpec;
const utilizationTrendChart = chartOverrides["utilization-trend"] ?? utilizationTrendSpec;
const unavailableTrendChart = chartOverrides["unavailable-trend"] ?? unavailableTrendSpec;
const queueDepthTrendChart = chartOverrides["queue-depth-trend"] ?? queueDepthTrendSpec;
const pressureChart = chartOverrides["regional-pressure"] ?? pressureSpec;
const regionalPoolLoadChart = chartOverrides["regional-pool-saturation"] ?? regionalPoolLoadSpec;
const regionalPoolLoadDisplayChart = {
...regionalPoolLoadChart,
yAxisPosition: "left",
xTickLabelLayout: "date-time",
showLegend: false,
legend: undefined,
};
const regionalPoolLoadChartProps = chartProps("regional-pool-saturation");
const controlledPoolLoadSeries = regionalPoolLoadChartProps.visibleSeries == null
? allPoolLoadSeries
: [...regionalPoolLoadChartProps.visibleSeries].filter((series) => availablePoolLoadSeries.has(series));
const visiblePoolLoadSeries = controlledPoolLoadSeries.length > 0
? controlledPoolLoadSeries : allPoolLoadSeries;
const visiblePoolLoadSeriesSet = new Set(visiblePoolLoadSeries);
const poolLoadHasFocus = visiblePoolLoadSeries.length < allPoolLoadSeries.length;
const focusedPoolLoadRegion = poolLoadRegions.find(({ name: region }) => {
const regionSeries = poolLoadPools.map(({ name: pool }) => `${region} · ${pool}`)
.filter((series) => availablePoolLoadSeries.has(series));
return regionSeries.length === visiblePoolLoadSeries.length
&& regionSeries.every((series) => visiblePoolLoadSeriesSet.has(series));
})?.name;
const focusedPoolLoadSeries = visiblePoolLoadSeries.length === 1 ? visiblePoolLoadSeries[0] : null;
const poolLoadScopeLabel = focusedPoolLoadSeries ?? focusedPoolLoadRegion
?? (poolLoadHasFocus ? "Custom selection" : "All regions");
const updateVisiblePoolLoadSeries = (series) => {
if (series.length > 0) regionalPoolLoadChartProps.onVisibleSeriesChange?.(series);
};
return <article className="page infrastructure-page">
<SectionHeader id="infrastructure-capacity-title" as="h1" title="Capacity overview" />
<Filters sticky filters={dashboard.filters ?? []} queries={queries} values={filters} onChange={setFilter} />
<ExecutiveSummary preview={executiveSummaryPreview} className="infrastructure-executive-summary">
<ExecutiveSummaryCopy available={availableNow} headroom={headroomNow} failoverMargin={failoverMarginNow}
hottestRegion={hottestRegion} queue={currentQueue} failures={currentFailures?.failures}
concentration={regionalConcentrationRows.at(-1)} />
</ExecutiveSummary>
<SortableRegion id="infrastructure-capacity:layout" label="Inference capacity dashboard blocks"
authoredRevision={8} variant="freeform" className="infrastructure-grid">
{visible("fleet-operating-envelope") && <SortableItem id="fleet-operating-envelope"
label="Regional operating envelope" kind="chart" className="operating-envelope-item">
<DataComponent variant="card" padding="spacious" id="fleet-operating-envelope" queryId="capacity"
kind="chart" chart={operatingEnvelopeChart} title="Regional operating envelope"
description="Serving utilization for all six regions against the fleet-wide average."
displayRows={operatingEnvelopeRows} sourceRows={capacitySource} className="operating-envelope-card">
<div className="operating-envelope-chart-stage">
<Chart spec={operatingEnvelopeChart} rows={operatingEnvelopeRows} height={260}
{...chartProps("fleet-operating-envelope")} />
</div>
</DataComponent>
</SortableItem>}
{visible("demand-trend") && <SortableItem id="demand-trend" label="Live demand"
kind="chart" className="compact-line-item">
<DataComponent variant="card" padding="spacious" id="demand-trend" queryId="capacity" kind="chart"
chart={demandTrendChart} title="Live demand"
description="Observed accelerator demand against the traffic plan during the rollout window."
displayRows={demandTrendRows} sourceRows={capacitySource} className="compact-line-card">
<CompactLineChart rows={demandTrendRows} ariaLabel="Observed demand compared with the traffic plan"
series={[
{ key: "Observed", color: demandTrendChart.colors?.Observed ?? "var(--infra-data-strong)" },
{ key: "Plan", color: demandTrendChart.colors?.Plan ?? "var(--infra-reference)", reference: true },
]} />
</DataComponent>
</SortableItem>}
{visible("failover-margin") && <SortableItem id="failover-margin" label="Failover margin"
kind="chart" className="compact-line-item">
<DataComponent variant="card" padding="spacious" id="failover-margin" queryId="capacity" kind="chart"
chart={failoverMarginChart} title="Failover margin"
description="Accelerator slots remaining below the N+1 limit; a negative value means reserve is in use."
displayRows={failoverMarginRows} sourceRows={capacitySource} className="compact-line-card">
<CompactLineChart rows={failoverMarginRows} includeZero referenceAt={0}
ariaLabel="Accelerator slots remaining below the N plus one failover limit"
series={[{ key: "Margin", color: failoverMarginChart.colors?.Margin ?? "var(--infra-data-2)" }]} />
</DataComponent>
</SortableItem>}
{visible("placement-delay-trend") && <SortableItem id="placement-delay-trend" label="Placement delay"
kind="chart" className="compact-line-item">
<DataComponent variant="card" padding="spacious" id="placement-delay-trend" queryId="queues" kind="chart"
chart={placementDelayChart} title="Placement delay"
description="P95 placement delay in the selected scope, calculated from combined placement frequencies in each half-hour window."
displayRows={placementDelayRows} sourceRows={queueSource} className="compact-line-card">
<CompactLineChart rows={placementDelayRows} includeZero
tickFormatter={(value) => `${Math.round(value)}s`} valueFormatter={(value) => `${value.toFixed(1)}s`}
ariaLabel="P95 inference workload placement delay"
series={[{ key: "P95 delay", color: placementDelayChart.colors?.["P95 delay"]
?? "var(--infra-data-3)" }]} />
</DataComponent>
</SortableItem>}
{visible("admission-failure-trend") && <SortableItem id="admission-failure-trend" label="Admission failures"
kind="chart" className="compact-line-item">
<DataComponent variant="card" padding="spacious" id="admission-failure-trend" queryId="failures" kind="chart"
chart={admissionFailureChart} title="Admission failures"
description="Inference workloads rejected during each half-hour window in the rollout."
displayRows={admissionFailureRows} sourceRows={failureSource} className="compact-line-card">
<CompactLineChart rows={admissionFailureRows} includeZero ariaLabel="Inference workload admission failures"
series={[{ key: "Failed", color: admissionFailureChart.colors?.Failed
?? "var(--infra-data-4)" }]} />
</DataComponent>
</SortableItem>}
{visible("available-trend") && <SortableItem id="available-trend" label="Available capacity"
kind="chart" className="micro-line-item">
<DataComponent variant="card" id="available-trend" queryId="capacity" kind="chart"
chart={availableTrendChart} title="Available"
description="Accelerator slots available after demand and unavailable hosts."
displayRows={availableTrendRows} sourceRows={capacitySource} className="micro-line-card">
<MicroLineChart rows={availableTrendRows} dataKey="Available" ariaLabel="Available accelerator slots"
color={availableTrendChart.colors?.Available ?? "var(--infra-data-5)"} />
</DataComponent>
</SortableItem>}
{visible("utilization-trend") && <SortableItem id="utilization-trend" label="Fleet utilization"
kind="chart" className="micro-line-item">
<DataComponent variant="card" id="utilization-trend" queryId="capacity" kind="chart"
chart={utilizationTrendChart} title="Utilization"
description="Share of usable accelerator capacity serving active demand."
displayRows={utilizationTrendRows} sourceRows={capacitySource} className="micro-line-card">
<MicroLineChart rows={utilizationTrendRows} dataKey="Utilization"
valueFormatter={(value) => percentage(value).replace("+", "")} ariaLabel="Fleet utilization"
color={utilizationTrendChart.colors?.Utilization ?? "var(--infra-data-6)"} />
</DataComponent>
</SortableItem>}
{visible("unavailable-trend") && <SortableItem id="unavailable-trend" label="Unavailable capacity"
kind="chart" className="micro-line-item">
<DataComponent variant="card" id="unavailable-trend" queryId="capacity" kind="chart"
chart={unavailableTrendChart} title="Offline"
description="Accelerator slots unavailable because of host health or maintenance."
displayRows={unavailableTrendRows} sourceRows={capacitySource} className="micro-line-card">
<MicroLineChart rows={unavailableTrendRows} dataKey="Unavailable" ariaLabel="Unavailable accelerator slots"
color={unavailableTrendChart.colors?.Unavailable ?? "var(--infra-data-7)"} />
</DataComponent>
</SortableItem>}
{visible("queue-depth-trend") && <SortableItem id="queue-depth-trend" label="Queue depth"
kind="chart" className="micro-line-item">
<DataComponent variant="card" id="queue-depth-trend" queryId="queues" kind="chart"
chart={queueDepthTrendChart} title="Queued"
description="Inference workloads waiting for accelerator placement."
displayRows={queueDepthTrendRows} sourceRows={queueSource} className="micro-line-card">
<MicroLineChart rows={queueDepthTrendRows} dataKey="Queued" ariaLabel="Queued inference workloads"
color={queueDepthTrendChart.colors?.Queued ?? "var(--infra-data-strong)"} />
</DataComponent>
</SortableItem>}
{visible("regional-concentration") && <SortableItem id="regional-concentration"
label="Regional concentration" kind="custom" className="stacked-signals-item">
<DataComponent variant="card" padding="spacious" id="regional-concentration" queryId="concentration"
kind="custom" title="Regional concentration"
description="How unevenly utilization, queued work, and failed admissions are distributed across regions."
displayRows={regionalConcentrationRows} sourceRows={concentrationSource}
className="stacked-signals-card">
<StackedSignalChart rows={regionalConcentrationRows}
ariaLabel="Regional concentration trends for utilization, queued work, and failed admissions"
signals={[
{ key: "utilizationSpread", label: "Utilization spread", color: "var(--infra-data-2)",
detailKey: "utilizationLeader", formatter: (value) => `${(value * 100).toFixed(1)} pp` },
{ key: "queueShare", label: "Top queue share", color: "var(--infra-data-4)",
detailKey: "queueLeader", formatter: (value) => percentage(value).replace("+", "") },
{ key: "failureShare", label: "Top failure share", color: "var(--infra-data-7)",
detailKey: "failureLeader", formatter: (value) => percentage(value).replace("+", "") },
]} />
</DataComponent>
</SortableItem>}
{visible("regional-pressure") && <SortableItem id="regional-pressure" label="Regional pressure"
kind="chart" className="regional-pressure-item">
<DataComponent variant="card" padding="spacious" id="regional-pressure" queryId="capacity" kind="chart"
chart={pressureChart} title="Regional pressure"
description="Twelve-hour serving-utilization trend for the three regions under the most pressure."
displayRows={regionalPressureRows} sourceRows={capacitySource}
className="compact-line-card regional-pressure-card">
<RegionalPressureChart rows={regionalPressureRows} regions={pressureRegionNames}
colors={pressureChart.colors ?? pressureSpec.colors} />
</DataComponent>
</SortableItem>}
{progressMetrics.map((metric) => {
const rows = [{ ...metric.displayRows[0], metric: metric.title, progress: metric.value, goal: 1, detail: metric.detail }];
const spec = chartOverrides[metric.id] ?? barChartSpec({ presentation: "progress", category: "metric", value: "progress",
track: { max: "goal" }, detailField: "detail", labels: { position: "summary", value: "formatted" },
format: { style: "percent", maximumFractionDigits: 1 },
interaction: { tooltip: false },
style: { segments: 10, thickness: 7, color: metric.color } });
return visible(metric.id) && <SortableItem key={metric.id} id={metric.id}
label={metric.title} kind="chart" className="segmented-progress-item">
<DataComponent variant="card" id={metric.id} queryId={metric.queryId} kind="chart" chart={spec}
title={metric.title} description={metric.description} displayRows={rows}
sourceRows={metric.sourceRows} className="segmented-progress-card">
<Chart className="segmented-progress-visual" rows={rows} spec={spec} {...chartProps(metric.id)} />
</DataComponent>
</SortableItem>;
})}
</SortableRegion>
{visible("regional-pool-saturation") && <section className="regional-pool-saturation-section">
<DataComponent variant="card" padding="spacious" id="regional-pool-saturation" queryId="capacity"
kind="chart" chart={regionalPoolLoadChart} title="Regional pool load"
description="Active GPU-equivalent demand by region and accelerator pool across the rollout window."
displayRows={regionalPoolLoadRows} sourceRows={capacitySource}
className="regional-pool-saturation-card">
<p className="regional-pool-saturation-subtitle" id="regional-pool-load-context" aria-live="polite">
30-minute intervals · {poolLoadScopeLabel} · {visiblePoolLoadSeries.length} series · UTC
</p>
<div className="regional-pool-load-layout">
<div className="pool-load-chart-stage" id="regional-pool-load-plot" role="group"
aria-label="Regional pool load chart" aria-describedby="regional-pool-load-context">
<Chart spec={regionalPoolLoadDisplayChart} rows={regionalPoolLoadRows} height={300}
{...regionalPoolLoadChartProps} visibleSeries={visiblePoolLoadSeries} />
</div>
<aside className="pool-load-series-panel" aria-label="Filter regional pool series">
<div className="pool-load-series-groups">
{poolLoadRegions.map(({ name: region, color }) => {
const regionSeries = poolLoadPools.map(({ name: pool }) => `${region} · ${pool}`)
.filter((series) => availablePoolLoadSeries.has(series));
const regionFocused = region === focusedPoolLoadRegion;
const regionContainsSolo = focusedPoolLoadSeries?.startsWith(`${region} · `) ?? false;
const regionMuted = poolLoadHasFocus && !regionFocused && !regionContainsSolo;
return <section className="pool-load-series-group" key={region}
data-muted={regionMuted || undefined} data-context={regionContainsSolo || undefined}
data-focused={regionFocused || undefined}>
<button className="pool-load-series-header" type="button"
aria-label={regionFocused ? `Clear ${region} focus` : `Focus ${region}`}
aria-pressed={regionFocused} aria-controls="regional-pool-load-plot"
disabled={regionSeries.length === 0}
onClick={() => updateVisiblePoolLoadSeries(regionFocused ? allPoolLoadSeries : regionSeries)}>
<span className="pool-load-group-swatch" style={{ "--pool-load-group-color": color }}
aria-hidden="true" />
<span>{region}</span>
{regionFocused && <Icon name="cross" size={14} className="pool-load-clear-icon" />}
</button>
<div className="pool-load-series-options">
{poolLoadPools.map(({ name: pool }) => {
const series = `${region} · ${pool}`;
const seriesAvailable = availablePoolLoadSeries.has(series);
const seriesSoloed = focusedPoolLoadSeries === series;
const seriesMuted = poolLoadHasFocus && !visiblePoolLoadSeriesSet.has(series);
return <button className="pool-load-series-option" type="button" key={series}
aria-label={seriesSoloed ? `Clear ${series} focus` : `Focus ${series}`}
aria-pressed={seriesSoloed} aria-controls="regional-pool-load-plot"
data-muted={seriesMuted || undefined} disabled={!seriesAvailable}
onClick={() => updateVisiblePoolLoadSeries(seriesSoloed ? allPoolLoadSeries : [series])}>
<span className="pool-load-series-mark"
style={{ "--pool-load-series-color": poolLoadColors[series] }} aria-hidden="true" />
<span>{pool}</span>
{seriesSoloed && <Icon name="cross" size={14} className="pool-load-clear-icon" />}
</button>;
})}
</div>
</section>;
})}
</div>
</aside>
</div>
</DataComponent>
</section>}
{visible("capacity-incidents") && <DataComponent variant="card" id="capacity-incidents" queryId="incidents" kind="table"
title="Incident response" description="Incident status at the snapshot cutoff. Select an incident to scope all capacity, queue and admission charts to its environment, region and pool."
sourceRows={incidentSource} displayRows={incidentSource}>
<DataTable rows={incidentSource} columns={[{key:"incident",label:"Incident"},{key:"region",label:"Region"},
{key:"pool",label:"Pool"},{key:"service",label:"Service"},{key:"status",label:"Status",presentation:"status"},{key:"nextAction",label:"Next step"}]}
rowKey="incident" rowActionLabel={row => `Inspect ${row.region} ${row.pool}`} onRowSelect={row => {
setFilter("environment",row.environment); setFilter("region",row.region); setFilter("pool",row.pool);
document.getElementById("infrastructure-capacity-title")?.scrollIntoView({block:"start",behavior:"smooth"});
}} />
</DataComponent>}
</article>;
}
SHA-256: 7cf5521ae31ca1cdcef92c85a05f19d300581b093062df06b2481ac2d2d4de25