apps/trainer (parking-trainer): inspect / train / evaluate / publish. Reads the wash collector's SQLite + crops read-only off its volume; time split (validation = newest slice); thin classes dropped; damped class weights; `features` mode (frozen ImageNet backbone, on-disk feature cache, seconds to retrain) and `finetune` mode (light augmentation). CPU-only torch from PyTorch's wheel index. ONNX export checked against the torch model; NO model file below the validation floor (exit 3, report still written); exit 2 = not enough labels. `evaluate` scores a shipped model on labels reviewed after training + the unlabelled pile; `publish` PUTs a version folder to a Gitea generic package. Light core deps; the `train` extra is heavy — CI syncs without it, torch tests skip. apps/vision: BodyTypeClassifier (bodytype.onnx + sidecar = the preprocessing contract: crop margin, input size, RGB 0-255, normalisation inside the graph) and RefinedVehicleDetector over YOLOX — refines only `car` or a class the classifier trained on, min-confidence, `detector_class` on the result; path set but no file = phase B off without an error; a broken file is a health detail. models/bodytype.version (tracked, empty) pins the published version the Dockerfile fetches at build (BuildKit secret; a pin that cannot be fetched fails the build). Verified: a trainer model gives identical probabilities inside the vision service; both images built and smoke-tested. Delivery: parking-trainer image in build-images.yml, the `trainer` compose profile on the collector stack (CPU, read-only data, TRAINER_OUT), commented TRAINER_OUT/PUBLISH_TOKEN in the wash-collector stack, .dockerignore for both Python contexts, trainer deps synced in CI. Wiki: bodytype-classifier-training rewritten as built (+ one fleet model not per site, secrets/access, where the crops live), opencv-anpr-service §Phase B, vision-review-outbox, vision-service-packaging, fleet-deployment-komodo, index, log. Claude-Session: https://claude.ai/code/session_01FWncR69HgGPuei1dLrW3cU
komodo/ — fleet deployment as code
Infra-as-code for the Komodo Core control plane that deploys the parking appliance to the
booth fleet over the NetBird mesh. See wiki/decisions/fleet-deployment-komodo.md for the
rationale, threat-model analysis, and the three settled choices (many/growing fleet · deploys
are manual + pinned · secrets are Komodo-managed, per-booth).
This directory does not change how images are built or how the app runs — it's only the
control plane. The booth still runs the same docker-compose.yml + docker-compose.prod.yml
(container-deployment); Komodo just drives them remotely instead of someone SSH-ing in to
run booth.sh.
Files
resources.toml— the Komodo resource definitions (Servers, Stacks, optional Builders/ Procedures), synced into Core via a ResourceSync. This is the reviewable, version- controlled source of truth for which booth runs what..env.komodo.example— the variables a Stack expects, documenting what comes from Core's secret store (per-boothJWT_SECRET/EVENT_SIGNING_KEY/BACKUP_KEY) vs. plain Stack env.
Promotion: dev → stage → main
Three tiers (see wiki/decisions/fleet-deployment-komodo.md):
dev— the working branch. CI builds:dev/:dev-<sha>. No booth deploys off it.stage— what the staging booth (park-buzi) runs, to test the app in real-world conditions. Whendevis confident-ready, mergedev → stage; CI builds:stage/:stage-<sha>; then bumpTAG=stage-<sha>inresources.tomlto that build and deploy from Core (manual, pinned — no webhook even on staging).main— vetted production booths::main-<sha>, manual + pinned.mainonly gets what survived staging.
The
TAG=stage-<sha>inresources.tomlis a pinned pointer: the moving:stagetag exists but we deploy the immutable sha so a booth runs a known image. Re-pin on each promotion.
How Core consumes this (one-time)
In Komodo Core, create a ResourceSync pointing at this repo + path (komodo/resources.toml),
on the branch you manage from (e.g. main). Core reads the file and reconciles Servers/Stacks to
match. Thereafter, a PR to this directory + a sync is how you change the fleet — no clicking.
Komodo's TOML schema evolves across releases. Treat
resources.tomlas a starting sketch:resources.tomlmirrors the workingpark-buziStack (built by hand in the Core UI, then exported to TOML — so field names match the running Komodo version, v2.2). Import it into the sync Unmanaged first and review the diff; it should be ~empty against the live Stack.
How servers get created — NOT here
There is no [[server]] block in resources.toml. Servers are created by the Periphery
agent onboarding outbound: in Core, create a one-time Onboarding Key (Settings →
Onboarding), then install Periphery on the booth passing --onboarding-key + --core-address
(Core's reverse-proxy URL, reached over the NetBird mesh) + --connect-as=<booth-name>. The
agent self-registers, generates its own auto-rotating key pair (private key never leaves the
booth), and connects outbound — the booth opens no inbound port. The sync owns only the
Stack, which references the server by the name it onboarded as (server = "park-buzi"). See
wiki/decisions/fleet-deployment-komodo.md.
Adding booth N
Copy the [[stack]] block, change name, server (its onboarded name), and the per-booth
secret references ([[park_<site>_jwt_secret]], [[park_<site>_event_signing_key]],
[[park_<site>_backup_key]]). Create those secrets in Core's store first. Set branch +
TAG for the tier the booth runs (staging → stage / stage-<sha>; production → main /
main-<sha>).
Hard rules encoded here (do not relax without updating the decision page)
- No deploy webhook on a booth Stack. Deploys are a human action; pin an immutable
TAG=<branch>-<sha>(staging →stage-<sha>, production →main-<sha>). A moving tag on a booth is the non-determinism we rejected — and we hold that line even on the staging booth. - Onboarding, outbound, mesh-only. Servers self-register via an onboarding key; Periphery connects outbound to Core's mesh URL and exposes no inbound port. Never a LAN/WAN address.
- Secrets are per-booth and unique.
EVENT_SIGNING_KEYsigns the anti-fraud ledger — one leak must taint one booth, never the fleet. Reference Core secrets by name; never inline a real value in this file (it's in git). - Volumes preserved. The Stack must never run
compose down -v— that would wipe theparking-datavolume (the signed ledger). Komodo's "destroy" is gated for the same reason.