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llmgw/internal/web/templates/dashboard.html
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Ilker ManapandClaude Opus 5.5 20479a2d5f Find multi-node NVLink domains, place across them, and show them as racks
A GB200 NVL72 rack or an NVLink Switch system is a scale-up island: its
GPUs reach each other over NVLink whatever node they are in. Each GPU
now reports its fabric from nvidia-smi -q - state, status, ClusterUUID,
CliqueId, bandwidth - at registration and once a minute after, since a
fabric manager restarting drops every card out at once; and each node
reports nvidia-imex and its channels, without which the domain's GPUs
cannot share memory across nodes. A single machine's NVSwitch, which
reports a cluster of zeros, is no domain.

A replica spanning nodes is placed inside one domain first, on nodes
whose every card is joined and whose IMEX is up, and its shards are
told NCCL_MNNVL_ENABLE=1; InfiniBand is the fallback.

/admin/nvlink draws each domain as a rack - the NVLink Switch band on
top, light running down a backplane, trays of GPU chips that glow when
joined, pulse red when not, turn amber on degraded bandwidth - and
lists what keeps a tray out. A node's page shows its GPU-by-GPU NVLink
matrix, each card's NUMA node and nearest adapter, and its domain and
IMEX. doctor checks joining, bandwidth, IMEX and its channel; metrics
llmgw_gpu_nvlink_joined and llmgw_imex_up; /api/v1/nvlink.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-09-29 09:07:59 +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">
<noscript><meta http-equiv="refresh" content="{{.RefreshSec}}"></noscript>
<script src="/_static/htmx-2.0.11.min.js"></script>
<title>llmgw — cluster</title><link rel="stylesheet" href="{{stylesheet}}">
</head><body><div class="wrap">
<header>
<h1>Cluster</h1>
<p class="sub">{{.NodeCount}} nodes · {{.ReadyReplicas}} of {{.TotalReplicas}} replicas ready · {{.ModelCount}} models</p>
{{if .OnAdminListener}}<nav>
<a href="/metrics">metrics</a>
<a href="/debug/pprof/">pprof</a>
<a href="/api/v1/nodes">api</a>
</nav>{{else}}{{template "nav" .Menu}}{{end}}
</header>
{{/* The page refreshes this part in place rather than reloading: a reload
every few seconds threw away the scroll position of anyone reading the
bottom of it. Paused while the tab is hidden. Without script, the meta
refresh in the head does the old thing. */}}
<div id="live" hx-get="{{if .OnAdminListener}}/{{else}}/admin{{end}}" hx-trigger="every {{.RefreshSec}}s [document.visibilityState === 'visible']" hx-select="#live" hx-swap="outerHTML">
{{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 if .CPU.Nodes}}
{{/* No GPUs is not no capacity: a CPU fleet still has memory and disk,
which is what decides what it can hold. */}}
<div class="capacity-cpu">
<div><b>{{.CPU.Ready}}/{{.CPU.Nodes}}</b> <span>nodes ready · CPU only</span></div>
<div><b>{{.CPU.MemoryGB}} GB</b> <span>memory</span></div>
{{if .CPU.DiskTotal}}<div><b>{{.CPU.DiskFreeGB}} of {{.CPU.DiskTotal}} GB</b> <span>free for weights</span></div>{{end}}
</div>
{{else}}<p class="empty">No nodes have registered.</p>{{end}}
<h2>Nodes</h2>
{{if .Nodes}}
<table class="nodes"><tr><th>Node</th><th>State</th><th>CPU</th><th>RAM</th><th class="num">GPUs</th><th class="num">Disk</th><th>Engines</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><a href="{{if $.OnAdminListener}}/nodes/{{.ID}}{{else}}/admin/nodes/{{.ID}}{{end}}"><code>{{.ID}}</code></a>{{if .MgmtAddr}} <span class="note">{{.MgmtAddr}}</span>{{end}}
<a class="note" href="{{if $.OnAdminListener}}/nodes/{{.ID}}/logs{{else}}/admin/nodes/{{.ID}}/logs{{end}}">logs</a></td>
<td class="state state-{{.State}}">{{.State}}</td>
{{/* A dash, not an empty bar, when the agent has not measured it lately:
unknown is not idle. */}}
<td class="load">{{with .Load}}{{template "minibar" pctbar .CPUPercent}}<span class="load-v">{{printf "%.0f" .CPUPercent}}%{{if .CPUs}} <span class="note">of {{.CPUs}}</span>{{end}}</span>{{else}}—{{end}}</td>
<td class="load">{{with .Load}}{{template "minibar" pctbar .MemPercent}}<span class="load-v">{{bytes .MemUsed}} <span class="note">of {{bytes .MemTotal}}</span></span>{{else}}{{if .MemoryGB}}{{.MemoryGB}}G{{else}}—{{end}}{{end}}</td>
<td class="num">{{if .GPUTotal}}{{.GPUFree}}/{{.GPUTotal}}{{else}}—{{end}}</td>
{{/* Free out of total, because the first is meaningless without the
second, and an em dash where nothing was reported: an agent that
was never asked about its disk must not read as a full one. */}}
<td class="num">{{if .DiskTotalGB}}{{.DiskFreeGB}}G/{{.DiskTotalGB}}G{{else}}—{{end}}</td>
<td>{{if .Engines}}{{join .Engines}}{{else}}<span class="note">none yet</span>{{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="12" class="note bad">{{join .Unhealthy}}</td></tr>{{end}}
{{range .Provision}}{{if ne .State "ready"}}<tr><td colspan="12" class="note{{if or (eq .State "failed") (eq .State "unsupported")}} bad{{end}}">{{.Engine}} {{.Version}}{{if .Variant}} ({{.Variant}}){{end}} {{.State}}: {{.Detail}}</td></tr>{{end}}{{end}}
{{range .Warnings}}<tr><td colspan="12" class="note bad">{{.}}</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>
{{/* Under the row rather than in a column: a sentence in a table cell either
wraps every other column into a stripe or gets cut off. */}}
{{if .Description}}<tr><td colspan="6" class="url-row">{{.Description}}</td></tr>{{end}}
{{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}}
{{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 or .Summary.Fabrics .Fabrics}}
<h2>Fabrics</h2>
{{with .Fabrics}}{{if .Problems}}
<ul class="fabric-problems">{{range .Problems}}
<li class="{{.Level}}"><span class="tag{{if eq (printf "%s" .Level) "fail"}} bad{{end}}">{{.Level}}</span> {{.Message}}</li>{{end}}
</ul>{{end}}{{end}}
{{if .Summary.Fabrics}}
<table><tr><th>Fabric</th><th>Is physically</th><th class="num">Nodes</th><th class="num">Fully free</th><th>Weights</th></tr>
{{range .Summary.Fabrics}}{{$name := .Fabric}}<tr>
<td><code>{{.Fabric}}</code></td>
<td>{{with $.Fabrics}}{{range .Physical}}{{if has .Declared $name}}<div>{{.Label}}{{if .RateGbps}} <span class="note">· {{.RateGbps}} Gb/s</span>{{end}}</div>{{end}}{{end}}{{end}}</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>
{{end}}
{{with .Fabrics}}{{if .Physical}}
<p><a href="{{if $.OnAdminListener}}/fabrics{{else}}/admin/fabrics{{end}}">See each fabric's map →</a></p>
<h3>Subnet managers</h3>
<table><tr><th>Fabric</th><th>Is physically</th><th>Master</th><th>Standby</th><th class="num">Nodes</th><th>Last change of master</th></tr>
{{range .Physical}}<tr>
<td>{{if .Declared}}{{range $i, $d := .Declared}}{{if $i}}, {{end}}<code>{{$d}}</code>{{end}}{{else}}<span class="note">undeclared</span>{{end}}</td>
<td>{{.Label}}{{if .RateGbps}} <span class="note">· {{.RateGbps}} Gb/s</span>{{end}}</td>
<td>{{if eq .Kind "roce"}}<span class="note">none: RoCE</span>{{else}}{{with .SM}}<code>{{.GUID}}</code>{{if .LID}} <span class="note">LID {{.LID}}, priority {{.Priority}}</span>{{end}}{{else}}—{{end}}{{end}}</td>
<td>{{if eq .Kind "roce"}}—{{else if .SMs}}{{if .Standbys}}{{.Standbys}}{{else}}<span class="bad">none</span>{{end}}{{else}}<span class="note">not listed</span>{{end}}</td>
<td class="num">{{len .Members}}</td>
<td>{{with .Changes}}{{with index . 0}}{{ago .At}}: <code>{{.From}}</code> → <code>{{.To}}</code>{{end}}{{if gt (len .) 1}} <span class="note">({{len .}} in a day)</span>{{end}}{{else}}<span class="note">none in a day</span>{{end}}</td>
</tr>{{end}}</table>
{{end}}{{end}}
<p class="note">A fabric's name is what the nodes were told; what it is physically is
the subnet manager its InfiniBand ports see, or the network its RoCE ports are on.
A replica spanning nodes is only ever formed on one of those. Fully free counts whole
unused nodes, which is what decides whether such a replica can land.</p>
{{end}}
{{with .NVLink}}
<h2>NVLink domains</h2>
<p>{{len .Domains}} multi-node domain{{if ne (len .Domains) 1}}s{{end}}{{range .Domains}} · <code>{{shortDomain .Key}}</code> {{.Usable}}/{{len .Members}} trays usable{{end}}
{{if .Problems}} · <span class="bad">{{len .Problems}} problem{{if ne (len .Problems) 1}}s{{end}}</span>{{end}}
· <a href="{{if $.OnAdminListener}}/nvlink{{else}}/admin/nvlink{{end}}">see the racks →</a></p>
{{end}}
{{with .Fleet}}
<h2>What the cluster is doing <span class="opt">last {{.Window}}</span></h2>
{{if .Err}}
{{/* Said outright. An empty panel reads as a healthy cluster with nothing
happening, which is the opposite of not knowing. */}}
<p class="note error-row">No history: {{.Err}}</p>
{{else}}
<div class="chart-row">
{{template "tschart" dict "t" .Saturation "title" "Pool saturation, by model"
"note" "The worse of queue depth and cache pressure. 1 is the limit measured as healthy, not the point of failure."}}
{{template "tschart" dict "t" .Ready "title" "Replicas ready, by model"
"note" "A model deliberately stopped has no line at all, which is why an on-demand catalogue looks quiet here."}}
</div>
<div class="chart-row">
{{template "tschart" dict "t" .Queue "title" "Engine queue depth, by replica"
"note" "Requests accepted and not yet started. The first thing to move when a replica is falling behind."}}
{{template "tschart" dict "t" .KV "title" "KV cache occupancy, by replica"
"note" "How full the attention cache is. Long contexts fill it with an empty queue, which is why saturation reads both."}}
</div>
{{end}}
{{end}}
<hr class="part">
<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}}
{{if .HasPeople}}
<h2>People</h2>
<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>
<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">{{latency .AvgLatency}}</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>Usage <span class="note">— last 24 hours</span></h2>
{{if .AuthEnabled}}
{{if .Usage}}
<table><tr><th>Person</th><th>Through</th><th>Spends against</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>{{or .Email "—"}}</td>
<td>{{if .Chat}}chat page{{else if .KeyName}}{{.KeyName}} <code class="note">{{.KeyPrefix}}</code>{{else}}<code title="{{.KeyID}}">{{.KeyID}}</code>{{end}}</td>
<td>{{if .ProjectPath}}{{.ProjectPath}}{{else if .ProjectID}}<code>{{.ProjectID}}</code>{{else}}personal{{end}}</td>
<td class="num">{{.Requests}}</td>
<td class="num">{{if .Errors}}<span class="state-failed">{{.Errors}}</span>{{else}}0{{end}}</td>
<td class="num">{{compact .Prompt}}</td>
<td class="num">{{compact .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}}
</div>
<footer>
<span>llmgw {{.Version}} · refreshes every {{.RefreshSec}}s</span>
<span>{{.Now}}</span>
</footer>
</div></body></html>{{end}}
{{/* One chart: the SVG, its legend, and the sentence that says how to read it.
A legend is always present for two lines or more — colour alone is not an
encoding a reader can rely on — and a single line needs none, because the
title already names it. */}}
{{define "tschart"}}
<div class="chart-wrap">
<h3 class="chart-title">{{.title}}</h3>
{{if .t.Empty}}
<p class="empty">Nothing recorded yet.</p>
{{else}}
{{.t.SVG}}
<span class="chart-peak">peak {{.t.Peak}}</span>
{{if gt (len .t.Legend) 1}}
<div class="legend">
{{range .t.Legend}}<span><i style="background:var({{cssvar .Colour}})"></i>{{.Name}} <b>{{.Last}}</b></span>{{end}}
</div>
{{end}}
{{end}}
<p class="note">{{.note}}</p>
</div>
{{end}}
{{/* A small horizontal bar for a percentage, coloured as it fills. */}}
{{define "minibar"}}<span class="minibar{{if ge .P 90}} hot{{else if ge .P 75}} warm{{end}}"><span style="width: {{.P}}%"></span></span>{{end}}