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llmgw/internal/web/templates/dashboard.html
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Ilker ManapandClaude Opus 5 eb9e9b348c
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Show who is using the cluster and what they are running
The dashboard could say what the cluster was made of and not who was
spending it. Usage was per key, which is the right unit for revoking
something and the wrong one for the question actually being asked: one
person holds a laptop key, a CI key and a notebook key, and adding three
rows up by eye is a chore that gets skipped.

Per person now, joined through the keys they own, and per model — counted
by the model that answered rather than the one requested, since those differ
whenever a fallback serves and what actually ran is the question. Headline
figures are stat tiles with a sparkline: a single current value is a number,
and plotting one is how a chart ends up with a single bar in it. The
sparkline says only rising, falling or flat, which is the one thing the
number cannot.

Ranked horizontal bars, because the labels are email addresses and model
names and the label is the point — the question is which person, not what
shape the distribution has. Rotated or truncated axis labels say the chart
matters more than reading it. Trimmed where drawn and complete on hover, so
the plot keeps its geometry and a reader can still find out whose row it is.

The palette is validated rather than chosen: every adjacent pair clears the
colour-vision separation threshold, and the dark values are the same hues
re-stepped for the dark surface instead of an automatic flip. Run through a
validator, because that is the only way anyone can honestly claim a palette
is colourblind-safe.

Which turned up a bug in the existing chart code. cssVar is an allowlist of
four names that silently returns --accent for anything else, and callers
wrap it in var() themselves — so every new series would have rendered in one
colour with accent-coloured text. Caught by a test written from the rule
that chart text wears text tokens, never the series colour.

A key with no owner is labelled "operator-issued keys" rather than unknown:
it predates accounts and is doing its job, and "unknown" would imply
something is wrong.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-17 18:38:21 +02:00

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{{define "dashboard"}}<!doctype html>
<html lang="en"><head>
<meta charset="utf-8"><meta name="viewport" content="width=device-width,initial-scale=1">
<meta http-equiv="refresh" content="{{.RefreshSec}}">
<title>llmgw — cluster</title><link rel="stylesheet" href="/_static/base.css">
</head><body><div class="wrap">
<header>
<h1>Cluster</h1>
<p class="sub">{{.NodeCount}} nodes · {{.ReadyReplicas}} of {{.TotalReplicas}} replicas ready · {{.ModelCount}} models</p>
<nav>
{{if .OnAdminListener}}
<a href="/metrics">metrics</a>
<a href="/debug/pprof/">pprof</a>
<a href="/api/v1/nodes">api</a>
{{else}}
<a href="/admin/users">accounts</a>
<a href="/profile">your keys</a>
<a href="/chat">chat</a>
{{end}}
</nav>
</header>
{{if .HasCharts}}
<div class="tiles">
<div class="tile"><div class="v">{{.Requests24h}}</div><div class="k">requests · 24h</div>{{.RequestSpark}}</div>
<div class="tile"><div class="v">{{compact .Tokens24h}}</div><div class="k">tokens · 24h</div>{{.TokenSpark}}</div>
<div class="tile"><div class="v">{{.Errors24h}}</div><div class="k">errors · 24h</div></div>
<div class="tile"><div class="v">{{units .Spend24h}}</div><div class="k">spend · 24h</div></div>
</div>
{{end}}
<h2>Capacity</h2>
{{if .Summary.GPUs}}
<table><tr><th>Class</th><th class="num">In use</th><th class="num">Free</th><th class="num">Faulty</th><th>Usage</th></tr>
{{range .Summary.GPUs}}<tr>
<td><code>{{.Class}}</code></td>
<td class="num">{{.Used}}/{{.Total}}</td>
<td class="num">{{.Free}}</td>
<td class="num">{{if .Unhealthy}}<span class="bad">{{.Unhealthy}}</span>{{else}}—{{end}}</td>
<td class="meter"><span style="width:{{pct .Used .Total}}%"></span><em>{{pct .Used .Total}}%</em></td>
</tr>{{end}}</table>
{{else}}<p class="empty">No GPUs have been reported.</p>{{end}}
{{if .Summary.Fabrics}}
<h2>Fabrics</h2>
<table><tr><th>Fabric</th><th class="num">Nodes</th><th class="num">Fully free</th><th>Weights</th></tr>
{{range .Summary.Fabrics}}<tr>
<td><code>{{.Fabric}}</code></td>
<td class="num">{{.Nodes}}</td>
<td class="num">{{.LargestFreeBlock}}</td>
<td>{{if .NodesWithWeights}}{{.Models}} model(s) on {{.NodesWithWeights}}/{{.Nodes}} nodes{{else}}<span class="note">not reported</span>{{end}}</td>
</tr>{{end}}</table>
<p class="note">Fully free counts whole unused nodes, which is what decides whether a
replica spanning nodes can land: free cards on the wrong fabric are not capacity
for a model that needs this one.</p>
{{end}}
{{if .Summary.IdleReplicas}}
<h2>Holding hardware nothing is asking for</h2>
<table><tr><th>Replica</th><th>Model</th><th class="num">GPUs</th><th class="num">Unused for</th></tr>
{{range .Summary.IdleReplicas}}<tr>
<td><code>{{.ID}}</code></td>
<td>{{.Model}}</td>
<td class="num">{{.GPUs}}</td>
<td class="num">{{duration .IdleSec}}</td>
</tr>{{end}}</table>
{{end}}
{{if .HasPeople}}
<h2>People</h2>
{{.UserChart}}
<table><tr><th>Person</th><th class="num">Keys</th><th class="num">Requests</th><th class="num">Tokens</th><th class="num">Errors</th><th class="num">Spend</th><th>Last seen</th></tr>
{{range .Users}}<tr>
<td>{{if .Email}}{{.Email}}{{else}}<span class="note">operator-issued keys</span>{{end}}</td>
<td class="num">{{.Keys}}</td>
<td class="num">{{.Requests}}</td>
<td class="num">{{compact .Tokens}}</td>
<td class="num">{{if .Errors}}<span class="bad">{{.Errors}}</span>{{else}}—{{end}}</td>
<td class="num">{{units .CostMicros}}</td>
<td>{{ago .LastSeen}}</td>
</tr>{{end}}</table>
{{end}}
{{if .Models2}}
<h2>What is being run</h2>
{{.ModelChart}}
<table><tr><th>Model</th><th class="num">Requests</th><th class="num">Tokens</th><th class="num">Errors</th><th class="num">Mean latency</th></tr>
{{range .Models2}}<tr>
<td><code>{{.Model}}</code></td>
<td class="num">{{.Requests}}</td>
<td class="num">{{compact .Tokens}}</td>
<td class="num">{{if .Errors}}<span class="bad">{{.Errors}}</span>{{else}}—{{end}}</td>
<td class="num">{{printf "%.0f" .AvgLatency}} ms</td>
</tr>{{end}}</table>
<p class="note">Counted by the model that actually answered, which differs from the one
requested whenever a fallback served it.</p>
{{end}}
<h2>Nodes</h2>
{{if .Nodes}}
<table><tr><th>Node</th><th>State</th><th class="num">GPUs</th><th class="num">RAM</th><th>Classes</th><th>Fabrics</th><th class="num">Models</th><th class="num">Replicas</th><th>Last seen</th></tr>
{{range .Nodes}}<tr>
<td><code>{{.ID}}</code>{{if .MgmtAddr}} <span class="note">{{.MgmtAddr}}</span>{{end}}</td>
<td class="state state-{{.State}}">{{.State}}</td>
<td class="num">{{.GPUFree}}/{{.GPUTotal}}</td>
<td class="num">{{if .MemoryGB}}{{.MemoryGB}}G{{else}}—{{end}}</td>
<td>{{join .Classes}}</td>
<td>{{join .Fabrics}}</td>
<td class="num">{{if .Models}}{{len .Models}}{{else}}—{{end}}</td>
<td class="num">{{.Replicas}}</td>
<td>{{or .LastSeenAgo "—"}}</td>
</tr>{{if .Unhealthy}}<tr><td colspan="9" class="note bad">{{join .Unhealthy}}</td></tr>{{end}}
{{end}}</table>
{{else}}<p class="empty">No agents have registered.</p>{{end}}
<h2>Models</h2>
{{if .Models}}
<table><tr><th>Model</th><th>Aliases</th><th class="num">Ready</th><th class="num">Wanted</th><th>Profiles</th><th>Fallbacks</th></tr>
{{range .Models}}<tr>
<td><code>{{.Name}}</code></td>
<td>{{join .Aliases}}</td>
<td class="num">{{.Ready}}</td>
<td class="num">{{.Min}}–{{.Max}}</td>
<td>{{join .Profiles}}</td>
<td>{{join .Fallbacks}}</td>
</tr>{{end}}</table>
{{else}}<p class="empty">The catalog is empty.</p>{{end}}
{{if .Unplaced}}
<h2>Why nothing was placed</h2>
{{range .Unplaced}}
<p><code>{{.Model}}</code></p>
<pre>{{range .Rejections}}{{.Profile}} @ {{or .Pool "-"}}{{if .Node}}/{{.Node}}{{end}}: {{.Reason}}
{{end}}</pre>
{{end}}
{{end}}
<h2>Replicas</h2>
{{if .Replicas}}
<table><tr><th>Replica</th><th>Model</th><th>State</th><th>Pool</th><th>Endpoint</th><th class="num">Age</th><th>Nodes</th></tr>
{{range .Replicas}}<tr>
<td><code>{{.ID}}</code></td>
<td>{{.Model}}</td>
<td class="state state-{{.State}}">{{.State}}</td>
<td>{{or .Pool "—"}}</td>
<td>{{if .Endpoint}}<code>{{.Endpoint}}</code>{{else}}—{{end}}</td>
<td class="num">{{duration .AgeSec}}</td>
<td>{{range .Shards}}<code>{{.Node}}</code> {{end}}</td>
</tr>{{if .Err}}<tr><td colspan="7" class="note">{{.Err}}</td></tr>{{end}}
{{end}}</table>
{{else}}<p class="empty">No replicas.</p>{{end}}
<h2>Traffic <span class="note">— last 24 hours, hourly</span></h2>
{{if .HasCharts}}
<p class="note">Requests</p>{{.RequestChart}}
<div class="chart-row">
<div><p class="note">Tokens</p>{{.TokenChart}}</div>
<div><p class="note">Mean latency</p>{{.LatencyChart}}</div>
</div>
{{else if .AuthEnabled}}
<p class="empty">No traffic recorded yet.</p>
{{end}}
<h2>Usage <span class="note">— last 24 hours</span></h2>
{{if .AuthEnabled}}
{{if .Usage}}
<table><tr><th>Key</th><th>Project</th><th class="num">Requests</th><th class="num">Errors</th><th class="num">Prompt</th><th class="num">Completion</th><th class="num">Spend</th><th>Last</th></tr>
{{range .Usage}}<tr>
<td>{{if .KeyName}}{{.KeyName}} <span class="note">{{.KeyPrefix}}</span>{{else}}<code>{{.KeyID}}</code>{{end}}</td>
<td>{{.ProjectID}}</td>
<td class="num">{{.Requests}}</td>
<td class="num">{{if .Errors}}<span class="state-failed">{{.Errors}}</span>{{else}}0{{end}}</td>
<td class="num">{{.Prompt}}</td>
<td class="num">{{.Completion}}</td>
<td class="num">{{units .CostMicros}}</td>
<td><span class="note">{{ago .LastAt}}</span></td>
</tr>{{end}}</table>
<p class="note">Spend is in units, whatever a unit was configured to mean. Usage is
written in batches, so the last few seconds may be missing.</p>
{{else}}<p class="empty">No requests recorded in the last 24 hours.</p>{{end}}
{{else}}
<p class="empty">Authentication is off, so there is no identity to account against.</p>
{{end}}
{{if not .OnAdminListener}}
<p class="note">Metrics, pprof and the management API are on the admin listener,
which is bound to loopback and not reachable from here. pprof can dump the
process heap, where API keys sit in plaintext, which is why that port is not
exposed:
<code>ssh -L 9090:127.0.0.1:9090 &lt;control-plane&gt;</code></p>
{{end}}
<footer>
<span>llmgw {{.Version}} · refreshes every {{.RefreshSec}}s</span>
<span>{{.Now}}</span>
</footer>
</div></body></html>{{end}}