Starlette + WebSocket dashboard run on the Pi as cis490-dashboard.service
(127.0.0.1:8447, Caddy-fronted at dashboard.wg). Tails
/var/lib/cis490/index.jsonl for episode events, snapshots host counts
every 30s, broadcasts to every connected browser. New connections get a
warm snapshot (recent_episodes, total_bytes, host_counts) so reloads
don't see a cold dashboard.
Frontend is a 10-scene scrollytelling deck following the project
outline: intro, collect, hosts, db explorer, baseline, attacks,
chunking, models, knn, perf. Sticky full-bleed canvas with a
right-aligned prose column (matrix-explorable layout). Hotkeys (arrows,
space, j/k, c, Home/End), prev/next chevrons, FAB, and an opt-in
click-to-advance toggle. Demo toggle drives synthetic data for the
five scenes that have no real producer yet (attack envelopes,
chunking, model bars, knn scatter, perf scatter); when off, those
scenes show "awaiting <event_type> events" rather than fake data.
Producers wire in by POSTing typed JSON to 127.0.0.1:8447/publish
(loopback only; Caddy 404s it externally). Event types the widgets
subscribe to: model_metric {model, accuracy}, embedding {x, y, phase},
model_perf {model, latency_us, accuracy}, prediction {episode_id,
window_idx, predicted, actual}, attack_profile {name, shape, curve},
phase {phase}.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
30 lines
662 B
Desktop File
30 lines
662 B
Desktop File
[Unit]
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Description=CIS490 live dashboard (dashboard.wg)
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Documentation=https://maxgit.wg/spectral/CIS490
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After=network-online.target
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Wants=network-online.target
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[Service]
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Type=simple
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User=cis490
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Group=cis490
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WorkingDirectory=/opt/cis490
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ExecStart=/opt/cis490/.venv/bin/python -m training.dashboard --host 127.0.0.1 --port 8447
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Restart=on-failure
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RestartSec=5
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# Hardening
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NoNewPrivileges=true
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PrivateTmp=true
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ProtectSystem=strict
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ProtectHome=true
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ProtectKernelTunables=true
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ProtectKernelModules=true
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ProtectControlGroups=true
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LockPersonality=true
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RestrictNamespaces=true
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RestrictRealtime=true
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SystemCallArchitectures=native
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[Install]
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WantedBy=multi-user.target
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