Five components that ship as one product:
- behavision/ the recognition engine. RTSP ingest, YuNet detection, IoU
tracking, ArcFace embeddings, a FAISS/SQLite gallery, and a
FastAPI dashboard. Identity is decided once per TRACK from an
average of at least three embeddings, never per frame.
- agent/ the Go edge agent: supervises the engine, holds a durable
spool, and drains it to MQTT. Nothing is acked before the
broker confirms.
- desktop/ the shop PC application (Wails + React + tray).
- server/ the cloud API, MQTT consumer, reports and assistant.
- web/ platform.loyaly.ai, the head-office app, embedded in the
server binary.
The gallery stores 512-float embeddings and timestamps - no images unless
`app.store_faces` is switched on. Those embeddings are biometric personal
data under GDPR and India's DPDP: template inversion reconstructs a
recognisable face from an ArcFace vector, so data/behavision.db is treated
as a biometric database and DELETE /api/visitors/{id} is a real erasure.
CLAUDE.md carries the reasoning behind every non-obvious decision here,
including the ones that were measured and the ones that were wrong first.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01HViLj9gYNRtSr7YVZmW5sn
172 lines
6.8 KiB
Go
172 lines
6.8 KiB
Go
// Package contract is the wire format between a store agent and the server.
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//
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// Written down rather than left to emerge from whichever struct happened to be
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// convenient: the agent ships to customer sites and cannot be redeployed on
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// demand, so the server must keep parsing what old agents send. Every field
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// added here must be optional, and no field may change meaning.
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//
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// Topics
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//
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// bv/<client>.<site>/visit agent -> server, one recognised person
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// bv/<client>.<site>/heartbeat agent -> server, "I am alive"
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// bv/<client>.<site>/status agent -> server, health and pipeline stats
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// bv/<client>.<site>/cmd/# server -> agent
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//
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// The prefix is the agent's MQTT username, which the broker enforces with
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// `pattern write bv/%u/...`. A site therefore cannot publish under another
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// site's prefix even if it tries, and the server does not have to trust the
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// topic - it re-derives the tenant from the username it was published under.
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package contract
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import (
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"errors"
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"fmt"
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"strings"
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"time"
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)
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// EmbeddingDim is fixed by the encoder. A payload with any other length is
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// rejected rather than stored: a wrong-length vector cannot be compared with
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// anything and would sit in the gallery poisoning every future search.
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const EmbeddingDim = 512
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// Visit is one person seen at one site.
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type Visit struct {
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// EventID is generated by the agent and is the idempotency key. MQTT
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// delivery is at-least-once by design, so a reconnect can redeliver; without
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// this a store's footfall silently doubles, and footfall is the number the
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// customer is paying for.
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EventID string `json:"event_id"`
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OccurredAt time.Time `json:"occurred_at"`
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CameraID string `json:"camera_id"`
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// IsNew is the agent's local verdict: did its own gallery already know this
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// face. Advisory only — the server re-decides against the client-wide
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// gallery, because a person new to this store may be known at another one.
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IsNew bool `json:"is_new"`
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Similarity float32 `json:"similarity"`
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Quality float32 `json:"quality"`
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// LocalVisitorID ties this event back to the identity in the agent's own
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// SQLite, so a support question ("which local record is this?") is
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// answerable without guessing.
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LocalVisitorID int64 `json:"local_visitor_id,omitempty"`
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// Embedding is biometric personal data. Optional: a site may be configured
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// to keep templates local and send only counts.
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Embedding []float32 `json:"embedding,omitempty"`
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Model string `json:"model,omitempty"`
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// ImageKey is an object-store KEY, never a URL. A stored URL is permanent
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// and unrevocable; a key is presigned on read and expires.
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ImageKey string `json:"image_key,omitempty"`
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Attributes map[string]any `json:"attributes,omitempty"`
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}
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// Validate rejects what cannot be stored meaningfully.
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//
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// Returns two kinds of failure deliberately: a permanent one means the message
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// will never become valid, so the consumer must drop it rather than retry
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// forever — one bad message at the head of a queue must not stop every good one
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// behind it.
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func (v *Visit) Validate() error {
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if strings.TrimSpace(v.EventID) == "" {
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return fmt.Errorf("%w: event_id is required (idempotency key)", ErrPermanent)
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}
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if len(v.EventID) > 128 {
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return fmt.Errorf("%w: event_id too long", ErrPermanent)
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}
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if v.OccurredAt.IsZero() {
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return fmt.Errorf("%w: occurred_at is required", ErrPermanent)
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}
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// A clock skewed years into the future would park a visit at the top of
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// every "recent" report forever. Reject rather than clamp: silently moving
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// a timestamp makes the footfall report a lie that looks fine.
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if v.OccurredAt.After(time.Now().Add(24 * time.Hour)) {
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return fmt.Errorf("%w: occurred_at is more than a day in the future "+
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"(%s) - check the site's clock", ErrPermanent, v.OccurredAt)
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}
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if len(v.Embedding) > 0 {
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if len(v.Embedding) != EmbeddingDim {
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return fmt.Errorf("%w: embedding has %d dimensions, want %d",
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ErrPermanent, len(v.Embedding), EmbeddingDim)
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}
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if v.Model == "" {
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// Vectors from different encoders occupy different spaces and must
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// never be compared. An untagged one cannot be safely stored.
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return fmt.Errorf("%w: embedding sent without a model tag", ErrPermanent)
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}
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}
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return nil
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}
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// Heartbeat says a site is alive.
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//
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// Without it "this site is switched off" and "this shop had no customers" are
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// the same row of zeroes on the customer's report, and only one of them is
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// something to act on.
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type Heartbeat struct {
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SentAt time.Time `json:"sent_at"`
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AgentVersion string `json:"agent_version,omitempty"`
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EngineVersion string `json:"engine_version,omitempty"`
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RecognitionModel string `json:"recognition_model,omitempty"`
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Cameras map[string]bool `json:"cameras,omitempty"`
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// Queued and Dropped come from the agent's spool. Dropped is non-zero only
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// when a site was offline long enough to overflow its queue, which means
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// that site genuinely lost footfall - it must be visible, not inferred.
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Queued int `json:"queued,omitempty"`
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Dropped uint64 `json:"dropped,omitempty"`
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// FractionBelowGate is the share of faces this site's cameras saw that fell
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// under the enrolment gate — the number that decides whether a footfall
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// figure can be believed at all. It travels on the heartbeat rather than on
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// each visit because it describes the SITE, and because the visits it is
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// about are precisely the ones that never became visits.
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//
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// Optional: an old agent sends nothing and the server keeps the last value
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// it had rather than recording a perfect zero it was never told.
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FractionBelowGate float32 `json:"fraction_below_gate,omitempty"`
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}
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var (
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// ErrPermanent means the message will never be valid. Drop it.
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ErrPermanent = errors.New("permanent")
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// ErrTransient means try again later.
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ErrTransient = errors.New("transient")
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)
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// Topic is a parsed agent topic.
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type Topic struct {
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Username string // "<client>.<site>", as the broker authenticated it
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Client string
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Site string
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Kind string // visit | heartbeat | status | cmd
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Rest string
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}
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// ParseTopic splits bv/<client>.<site>/<kind>[/...].
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func ParseTopic(topic string) (Topic, error) {
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parts := strings.Split(strings.Trim(topic, "/"), "/")
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if len(parts) < 3 || parts[0] != "bv" {
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return Topic{}, fmt.Errorf("%w: unexpected topic %q", ErrPermanent, topic)
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}
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user := parts[1]
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// Exactly one dot: "acme.store1". Splitting on the first dot would let
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// "acme.store.1" through as client "acme", site "store.1", which is a
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// different site than the one the broker authenticated.
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dot := strings.Split(user, ".")
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if len(dot) != 2 || dot[0] == "" || dot[1] == "" {
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return Topic{}, fmt.Errorf("%w: topic %q has no <client>.<site> segment",
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ErrPermanent, topic)
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}
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return Topic{
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Username: user,
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Client: dot[0],
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Site: dot[1],
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Kind: parts[2],
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Rest: strings.Join(parts[3:], "/"),
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}, nil
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}
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