prettier format

Vision integration

progress.md

@@ -45,3 +45,24 @@
 
 ### Next Steps
 - WiFi self-healing and MQTT reconnection & testing
+
+## Week 4
+### Completed
+- Tag & Scanner CLI for configuration & persistent config
+- Core script (MQTT, location estimation, Store in Redis)
+- NGSI-LD public api
+- public dashboard (Node-RED)
+
+### In Progress
+- Admin API with CRUD functions
+
+### Next Steps
+- Add verification with camera in core script
+
+## Week 5
+### Completed
+- camera scripts
+- adminjs configuration
+
+### In Progress
+- connect camera scripts to core script and adminjs

src/officesense_nodered/flows.json

@@ -0,0 +1,352 @@
+[
+    {
+        "id": "f1398f7c64b1d0ea",
+        "type": "tab",
+        "label": "OfficeSense Flow",
+        "disabled": false,
+        "info": "",
+        "env": []
+    },
+    {
+        "id": "20bb112ec6e856de",
+        "type": "ui-table",
+        "z": "f1398f7c64b1d0ea",
+        "group": "05cf402c93866d4e",
+        "name": "",
+        "label": "",
+        "order": 1,
+        "width": 0,
+        "height": 0,
+        "maxrows": 0,
+        "passthru": false,
+        "autocols": true,
+        "showSearch": true,
+        "deselect": true,
+        "selectionType": "none",
+        "columns": [],
+        "mobileBreakpoint": "sm",
+        "mobileBreakpointType": "defaults",
+        "action": "replace",
+        "className": "",
+        "x": 690,
+        "y": 360,
+        "wires": [
+            []
+        ]
+    },
+    {
+        "id": "0a5259b54388cdfc",
+        "type": "inject",
+        "z": "f1398f7c64b1d0ea",
+        "name": "",
+        "props": [
+            {
+                "p": "payload"
+            }
+        ],
+        "repeat": "3",
+        "crontab": "",
+        "once": false,
+        "onceDelay": 0.1,
+        "topic": "",
+        "payload": "",
+        "payloadType": "date",
+        "x": 70,
+        "y": 400,
+        "wires": [
+            [
+                "4030b9e7bcab5435",
+                "f37401387ca7a595"
+            ]
+        ]
+    },
+    {
+        "id": "4030b9e7bcab5435",
+        "type": "http request",
+        "z": "f1398f7c64b1d0ea",
+        "name": "",
+        "method": "GET",
+        "ret": "obj",
+        "paytoqs": "ignore",
+        "url": "http://192.168.1.2/livedata/entities",
+        "tls": "",
+        "persist": false,
+        "proxy": "",
+        "insecureHTTPParser": false,
+        "authType": "",
+        "senderr": false,
+        "headers": [],
+        "x": 270,
+        "y": 360,
+        "wires": [
+            [
+                "4aee360198b34403"
+            ]
+        ]
+    },
+    {
+        "id": "f37401387ca7a595",
+        "type": "http request",
+        "z": "f1398f7c64b1d0ea",
+        "name": "",
+        "method": "GET",
+        "ret": "obj",
+        "paytoqs": "ignore",
+        "url": "http://192.168.1.2/livedata/entities?type=room",
+        "tls": "",
+        "persist": false,
+        "proxy": "",
+        "insecureHTTPParser": false,
+        "authType": "",
+        "senderr": false,
+        "headers": [],
+        "x": 270,
+        "y": 440,
+        "wires": [
+            [
+                "448ba65b518d534d"
+            ]
+        ]
+    },
+    {
+        "id": "448ba65b518d534d",
+        "type": "function",
+        "z": "f1398f7c64b1d0ea",
+        "name": "ParseNGSI",
+        "func": "msg.payload = msg.payload.map(r => {\n    return {\n        Room: r.name?.value,\n        Occupancy: r.occupancy?.value\n    };\n});\n\nreturn msg;",
+        "outputs": 1,
+        "timeout": 0,
+        "noerr": 0,
+        "initialize": "",
+        "finalize": "",
+        "libs": [],
+        "x": 490,
+        "y": 440,
+        "wires": [
+            [
+                "586c57be87bf8bc6",
+                "49042a0c5086d4b8"
+            ]
+        ]
+    },
+    {
+        "id": "586c57be87bf8bc6",
+        "type": "ui-table",
+        "z": "f1398f7c64b1d0ea",
+        "group": "a98ec11a60f808be",
+        "name": "",
+        "label": "",
+        "order": 1,
+        "width": 0,
+        "height": 0,
+        "maxrows": 0,
+        "passthru": false,
+        "autocols": true,
+        "showSearch": true,
+        "deselect": true,
+        "selectionType": "none",
+        "columns": [],
+        "mobileBreakpoint": "sm",
+        "mobileBreakpointType": "defaults",
+        "action": "replace",
+        "className": "",
+        "x": 690,
+        "y": 440,
+        "wires": [
+            []
+        ]
+    },
+    {
+        "id": "4aee360198b34403",
+        "type": "function",
+        "z": "f1398f7c64b1d0ea",
+        "name": "ParseNGSI",
+        "func": "const entities = msg.payload;\n\nconst users = entities.filter(e => e.type === \"User\");\nconst rooms = entities.filter(e => e.type === \"Room\");\n\nconst roomMap = {};\nfor (const r of rooms) {\n    roomMap[r.id.replace(\"urn:ngsi-ld:Room:\", \"\")] = r;\n}\n\nmsg.payload = users.map(u => {\n\n    const roomId = u.locatedIn?.object;\n    const room = roomMap[roomId];\n\n    return {\n        Name: u.name?.value,\n        Room: room ? room.name?.value : \"Unknown\",\n        RSSI: u.rssi?.value,\n        Auth: u.authenticationStatus?.value,\n        Time: new Date(u.observedAt?.value)\n            .toLocaleString(\"el-GR\", { timeZone: \"Europe/Athens\" })\n    };\n});\n\nreturn msg;",
+        "outputs": 1,
+        "timeout": 0,
+        "noerr": 0,
+        "initialize": "",
+        "finalize": "",
+        "libs": [],
+        "x": 490,
+        "y": 360,
+        "wires": [
+            [
+                "20bb112ec6e856de"
+            ]
+        ]
+    },
+    {
+        "id": "49042a0c5086d4b8",
+        "type": "ui-chart",
+        "z": "f1398f7c64b1d0ea",
+        "group": "a98ec11a60f808be",
+        "name": "",
+        "label": "Room Occupancy Chart",
+        "order": 2,
+        "chartType": "bar",
+        "category": "",
+        "categoryType": "none",
+        "xAxisLabel": "Room",
+        "xAxisProperty": "Room",
+        "xAxisPropertyType": "property",
+        "xAxisType": "category",
+        "xAxisFormat": "",
+        "xAxisFormatType": "auto",
+        "xmin": "",
+        "xmax": "",
+        "yAxisLabel": "Occupancy",
+        "yAxisProperty": "Occupancy",
+        "yAxisPropertyType": "property",
+        "ymin": "0",
+        "ymax": "10",
+        "bins": 10,
+        "action": "replace",
+        "stackSeries": false,
+        "pointShape": "circle",
+        "pointRadius": 4,
+        "showLegend": true,
+        "removeOlder": 1,
+        "removeOlderUnit": "3600",
+        "removeOlderPoints": "",
+        "colors": [
+            "#0095ff",
+            "#ff0000",
+            "#ff7f0e",
+            "#2ca02c",
+            "#a347e1",
+            "#d62728",
+            "#ff9896",
+            "#9467bd",
+            "#c5b0d5"
+        ],
+        "textColor": [
+            "#666666"
+        ],
+        "textColorDefault": true,
+        "gridColor": [
+            "#e5e5e5"
+        ],
+        "gridColorDefault": true,
+        "width": 6,
+        "height": 8,
+        "className": "",
+        "interpolation": "linear",
+        "x": 750,
+        "y": 520,
+        "wires": [
+            []
+        ]
+    },
+    {
+        "id": "05cf402c93866d4e",
+        "type": "ui-group",
+        "name": "Users",
+        "page": "fc203945d260d5ec",
+        "width": 6,
+        "height": 1,
+        "order": 1,
+        "showTitle": true,
+        "className": "",
+        "visible": "true",
+        "disabled": "false",
+        "groupType": "default"
+    },
+    {
+        "id": "a98ec11a60f808be",
+        "type": "ui-group",
+        "name": "Rooms",
+        "page": "fc203945d260d5ec",
+        "width": 6,
+        "height": 1,
+        "order": 2,
+        "showTitle": true,
+        "className": "",
+        "visible": "true",
+        "disabled": "false",
+        "groupType": "default"
+    },
+    {
+        "id": "fc203945d260d5ec",
+        "type": "ui-page",
+        "name": "OfficeSense",
+        "ui": "7d0f4d8165214cca",
+        "path": "/officesense",
+        "icon": "home",
+        "layout": "grid",
+        "theme": "f49a05b173b6cac3",
+        "breakpoints": [
+            {
+                "name": "Default",
+                "px": "0",
+                "cols": "3"
+            },
+            {
+                "name": "Tablet",
+                "px": "576",
+                "cols": "6"
+            },
+            {
+                "name": "Small Desktop",
+                "px": "768",
+                "cols": "9"
+            },
+            {
+                "name": "Desktop",
+                "px": "1024",
+                "cols": "12"
+            }
+        ],
+        "order": 1,
+        "className": "",
+        "visible": "true",
+        "disabled": "false"
+    },
+    {
+        "id": "7d0f4d8165214cca",
+        "type": "ui-base",
+        "name": "My Dashboard",
+        "path": "/dashboard",
+        "appIcon": "",
+        "includeClientData": true,
+        "acceptsClientConfig": [
+            "ui-notification",
+            "ui-control"
+        ],
+        "showPathInSidebar": false,
+        "headerContent": "page",
+        "navigationStyle": "default",
+        "titleBarStyle": "default",
+        "showReconnectNotification": true,
+        "notificationDisplayTime": 1,
+        "showDisconnectNotification": true,
+        "allowInstall": false
+    },
+    {
+        "id": "f49a05b173b6cac3",
+        "type": "ui-theme",
+        "name": "Default Theme",
+        "colors": {
+            "surface": "#ffffff",
+            "primary": "#0094ce",
+            "bgPage": "#eeeeee",
+            "groupBg": "#ffffff",
+            "groupOutline": "#cccccc"
+        },
+        "sizes": {
+            "density": "default",
+            "pagePadding": "12px",
+            "groupGap": "12px",
+            "groupBorderRadius": "4px",
+            "widgetGap": "12px"
+        }
+    },
+    {
+        "id": "2372b8eb214a55ee",
+        "type": "global-config",
+        "env": [],
+        "modules": {
+            "@flowfuse/node-red-dashboard": "1.30.2"
+        }
+    }
+]

src/officesense_pi/.gitignore

@@ -2,4 +2,6 @@ node_modules
 # Keep environment variables out of version control
 .env
 
-**/generated/prisma
+/generated/prisma
+
+/generated/prisma

src/officesense_pi/.prettierrc

@@ -0,0 +1,7 @@
+{
+    "semi": true,
+    "singleQuote": false,
+    "tabWidth": 4,
+    "trailingComma": "es5",
+    "printWidth": 100
+}

src/officesense_pi/package.json

@@ -9,22 +9,27 @@
   "scripts": {
     "dev": "tsx src/index.ts",
     "build": "tsc",
-    "start": "node dist/index.js"
+    "start": "node dist/index.js",
+    "format": "prettier --write \"src/**/*.{ts,tsx}\"",
+    "format:check": "prettier --check \"src/**/*.{ts,tsx}\""
   },
   "devDependencies": {
-    "@types/better-sqlite3": "^7.6.13",
     "@types/express": "^5.0.6",
+    "@types/express-session": "^1.19.0",
     "@types/node": "^25.7.0",
-    "prisma": "^7.8.0",
+    "prettier": "^3.8.3",
     "tsx": "^4.21.0",
     "typescript": "^6.0.3"
   },
   "dependencies": {
-    "@prisma/adapter-better-sqlite3": "^7.8.0",
+    "@adminjs/express": "^6.1.1",
-    "@prisma/client": "^7.8.0",
+    "@adminjs/prisma": "^5.0.4",
-    "dotenv": "^17.4.2",
+    "@prisma/client": "^6.19.3",
+    "adminjs": "^7.8.17",
     "express": "^5.2.1",
+    "express-session": "^1.19.0",
     "mqtt": "^5.15.1",
+    "prisma": "^6.19.3",
     "redis": "^5.12.1"
   }
 }

src/officesense_pi/prisma.config.ts

@@ -1,14 +0,0 @@
-// This file was generated by Prisma, and assumes you have installed the following:
-// npm install --save-dev prisma dotenv
-import "dotenv/config";
-import { defineConfig } from "prisma/config";
-
-export default defineConfig({
-  schema: "prisma/schema.prisma",
-  migrations: {
-    path: "prisma/migrations",
-  },
-  datasource: {
-    url: process.env["DATABASE_URL"],
-  },
-});

src/officesense_pi/prisma/migrations/20260529233813_embedding_string/migration.sql

@@ -0,0 +1,14 @@
+-- RedefineTables
+PRAGMA defer_foreign_keys=ON;
+PRAGMA foreign_keys=OFF;
+CREATE TABLE "new_User" (
+    "id" TEXT NOT NULL PRIMARY KEY,
+    "firstName" TEXT NOT NULL,
+    "lastName" TEXT NOT NULL,
+    "faceEmbedding" TEXT
+);
+INSERT INTO "new_User" ("faceEmbedding", "firstName", "id", "lastName") SELECT "faceEmbedding", "firstName", "id", "lastName" FROM "User";
+DROP TABLE "User";
+ALTER TABLE "new_User" RENAME TO "User";
+PRAGMA foreign_keys=ON;
+PRAGMA defer_foreign_keys=OFF;

src/officesense_pi/prisma/migrations/20260530004132_cascade_user_tag/migration.sql

@@ -0,0 +1,14 @@
+-- RedefineTables
+PRAGMA defer_foreign_keys=ON;
+PRAGMA foreign_keys=OFF;
+CREATE TABLE "new_Tag" (
+    "id" TEXT NOT NULL PRIMARY KEY,
+    "userId" TEXT NOT NULL,
+    CONSTRAINT "Tag_userId_fkey" FOREIGN KEY ("userId") REFERENCES "User" ("id") ON DELETE CASCADE ON UPDATE CASCADE
+);
+INSERT INTO "new_Tag" ("id", "userId") SELECT "id", "userId" FROM "Tag";
+DROP TABLE "Tag";
+ALTER TABLE "new_Tag" RENAME TO "Tag";
+CREATE UNIQUE INDEX "Tag_userId_key" ON "Tag"("userId");
+PRAGMA foreign_keys=ON;
+PRAGMA defer_foreign_keys=OFF;

src/officesense_pi/prisma/schema.prisma

@@ -1,24 +1,24 @@
 generator client {
-  provider = "prisma-client"
+  provider = "prisma-client-js"
-  output   = "../src/generated/prisma"
 }
 
 datasource db {
   provider = "sqlite"
+  url      = env("DATABASE_URL")
 }
 
 model User {
   id            String  @id @default(uuid())
   firstName     String
   lastName      String
-  faceEmbedding Bytes?
+  faceEmbedding String?
   tag           Tag?
 }
 
 model Tag {
   id     String @id @default(uuid())
   userId String @unique
-  user   User   @relation(fields: [userId], references: [id])
+  user   User   @relation(fields: [userId], references: [id], onDelete: Cascade, onUpdate: Cascade)
 }
 
 model Room {

src/officesense_pi/src/api/livedata/livadata.routes.ts

@@ -0,0 +1,9 @@
+import express from "express";
+import { getEntities, getEntitiesOfType, getEntity } from "./livedata.controller.js";
+
+const router = express.Router();
+
+router.get("/entities", getEntities, getEntitiesOfType);
+router.get("/entities/:urn", getEntity);
+
+export default router;

src/officesense_pi/src/api/livedata/livedata.controller.ts

@@ -0,0 +1,178 @@
+import type { Request, Response, NextFunction } from "express";
+import {
+    getActiveUserData,
+    getRedisRoomData,
+    type RedisRoomData,
+    type RedisUserData,
+} from "./livedata.repository.js";
+import { prisma } from "../../lib/prisma.js";
+
+interface Params {
+    urn: string;
+}
+
+type Relationship = {
+    type: "Relationship";
+    object: string;
+};
+
+type Property<T = any> = {
+    type: "Property";
+    value: T;
+};
+
+interface Entity {
+    id: string;
+    type: string;
+    name: {
+        type: "Property";
+        value: string;
+    };
+}
+
+interface User extends Entity {
+    type: "User";
+    locatedIn: Relationship;
+    rssi: Property<number>;
+    authenticationStatus: Property<string>;
+    observedAt: Property<string>;
+}
+
+interface Room extends Entity {
+    type: "Room";
+    occupancy: Property<number>;
+}
+
+function convertToNGSIUser(user: RedisUserData): User {
+    return {
+        id: `urn:ngsi-ld:User:${user.userID}`,
+        type: "User",
+        name: {
+            type: "Property",
+            value: user.name,
+        },
+        locatedIn: {
+            type: "Relationship",
+            object: user.room,
+        },
+        rssi: {
+            type: "Property",
+            value: user.rssi,
+        },
+        authenticationStatus: {
+            type: "Property",
+            value: user.verified ? "verified" : "unverified",
+        },
+        observedAt: {
+            type: "Property",
+            value: new Date(user.timestamp).toISOString(),
+        },
+    };
+}
+
+async function convertToNGSIRoom(room: RedisRoomData): Promise<Room | null> {
+    const roomName = await prisma.room.findUnique({
+        where: { id: room.roomID },
+        select: { name: true },
+    });
+
+    if (!roomName?.name) return null;
+
+    return {
+        id: `urn:ngsi-ld:Room:${room.roomID}`,
+        type: "Room",
+        name: {
+            type: "Property",
+            value: roomName.name,
+        },
+        occupancy: {
+            type: "Property",
+            value: room.occupancy,
+        },
+    };
+}
+
+async function getNGSIUsers(): Promise<User[]> {
+    let users: User[] = [];
+
+    const result: RedisUserData[] = await getActiveUserData();
+
+    for (const r of result) {
+        const user = convertToNGSIUser(r);
+
+        users.push(user);
+    }
+
+    return users;
+}
+
+async function getNGSIRooms(): Promise<Room[]> {
+    let rooms: Room[] = [];
+
+    const result: RedisRoomData[] = await getRedisRoomData();
+
+    for (const r of result) {
+        const room = await convertToNGSIRoom(r);
+        if (room == null) continue;
+
+        rooms.push(room);
+    }
+
+    return rooms;
+}
+
+export async function getEntities(req: Request, res: Response, next: NextFunction) {
+    if (Object.keys(req.query).length > 0) return next();
+
+    let entities: Entity[] = [];
+
+    entities.push(...(await getNGSIUsers()));
+    entities.push(...(await getNGSIRooms()));
+
+    return res.status(200).send(entities);
+}
+
+export async function getEntitiesOfType(req: Request, res: Response) {
+    const { type } = req.query;
+
+    switch (type) {
+        case "user":
+            return res.status(200).send(await getNGSIUsers());
+        case "room":
+            return res.status(200).send(await getNGSIRooms());
+        default:
+            return res.sendStatus(400);
+    }
+}
+
+export async function getEntity(req: Request<Params>, res: Response) {
+    const { urn } = req.params;
+
+    if (!urn || !urn.startsWith("urn:ngsi-ld:")) return res.sendStatus(400);
+
+    const entity = urn.slice(12);
+
+    if (!entity) return res.sendStatus(400);
+
+    if (entity.toLowerCase().startsWith("room:")) {
+        const roomID = entity.slice(5);
+
+        if (!roomID) return res.sendStatus(400);
+
+        const data = await getRedisRoomData(roomID);
+
+        if (!data.length) return res.sendStatus(404);
+
+        return res.status(200).send(await convertToNGSIRoom(data[0]!));
+    } else if (entity.toLowerCase().startsWith("user:")) {
+        const userID = entity.slice(5);
+
+        if (!userID) return res.sendStatus(400);
+
+        const data = await getActiveUserData(userID);
+
+        if (!data.length) return res.sendStatus(404);
+
+        return res.status(200).send(convertToNGSIUser(data[0]!));
+    } else return res.sendStatus(400);
+}

src/officesense_pi/src/api/livedata/livedata.repository.ts

@@ -0,0 +1,100 @@
+import { prisma } from "../../lib/prisma.js";
+import { getRedis } from "../../redis/redis.js";
+
+export interface RedisUserData {
+    userID: string;
+    name: string;
+    rssi: number;
+    room: string;
+    verified: boolean;
+    timestamp: number;
+}
+
+export interface RedisRoomData {
+    roomID: string;
+    occupancy: number;
+}
+
+export async function getActiveUserData(userID?: string): Promise<RedisUserData[]> {
+    const redis = getRedis();
+
+    if (!userID) {
+        let cursor = "0";
+        let result: RedisUserData[] = [];
+
+        do {
+            const res = await redis.scan(cursor, {
+                MATCH: "user:*",
+                COUNT: 100,
+            });
+
+            cursor = res.cursor;
+
+            const values = await Promise.all(res.keys.map((key) => redis.get(key)));
+
+            result.push(...values.filter((v): v is string => v !== null).map((v) => JSON.parse(v)));
+        } while (cursor !== "0");
+
+        return result;
+    }
+
+    const _userID = await redis.get(`_user:${userID}`);
+
+    if (!_userID) return [];
+
+    const res = await redis.get(`user:${_userID}`);
+
+    if (!res) return [];
+
+    const resObj: RedisUserData = JSON.parse(res);
+
+    return [resObj];
+}
+
+export async function getRedisRoomData(roomID?: string): Promise<RedisRoomData[]> {
+    const redis = getRedis();
+
+    if (!roomID) {
+        let cursor = "0";
+        let result: RedisRoomData[] = [];
+
+        do {
+            const res = await redis.scan(cursor, {
+                MATCH: "room:*",
+                COUNT: 100,
+            });
+
+            cursor = res.cursor;
+
+            const values = await Promise.all(
+                res.keys.map(async (key) => ({
+                    roomID: key,
+                    occupancy: await redis.get(key),
+                }))
+            );
+
+            result.push(
+                ...values
+                    .filter((v) => v.occupancy !== null)
+                    .map((v) => ({
+                        roomID: v.roomID.slice(5),
+                        occupancy: Number(v.occupancy),
+                    }))
+            );
+        } while (cursor !== "0");
+
+        return result;
+    }
+
+    const res = await redis.get(`room:${roomID}`);
+
+    if (!res) return [];
+
+    return [{ roomID: roomID, occupancy: Number(res) }];
+}
+
+export async function getRoomIDs(): Promise<{ id: string }[]> {
+    return await prisma.room.findMany({
+        select: { id: true },
+    });
+}

src/officesense_pi/src/api/lookup/lookup.repository.ts

@@ -2,7 +2,7 @@ import { prisma } from "../../lib/prisma.js";
 
 export async function existsByUUID(uuid: string): Promise<boolean> {
     const tag = await prisma.tag.findUnique({
-        where: { id: uuid }
+        where: { id: uuid },
     });
 
     return !!tag;

src/officesense_pi/src/api/management/adminjs.routes.ts

@@ -0,0 +1,56 @@
+import AdminJS from "adminjs";
+import AdminJSExpress from "@adminjs/express";
+import * as AdminJSPrisma from "@adminjs/prisma";
+import session from "express-session";
+import { componentLoader, Components } from "./components.js";
+
+import userResource from "./resources/adminjs.user.resource.js";
+import tagResource from "./resources/adminjs.tag.resource.js";
+import roomResource from "./resources/adminjs.room.resource.js";
+
+AdminJS.registerAdapter({
+    Database: AdminJSPrisma.Database,
+    Resource: AdminJSPrisma.Resource,
+});
+
+async function createAdmin() {
+    const admin = new AdminJS({
+        rootPath: "/admin",
+        resources: [userResource, tagResource, roomResource],
+        branding: { companyName: "OfficeSense", logo: false },
+        dashboard: { component: Components.Dashboard },
+        componentLoader,
+    });
+
+    await admin.watch();
+
+    const router = AdminJSExpress.buildAuthenticatedRouter(
+        admin,
+        {
+            authenticate: async (email, password) => {
+                if (email === process.env.ADMIN_EMAIL && password === process.env.ADMIN_PASSWORD) {
+                    return { email };
+                }
+                return null;
+            },
+            cookieName: "adminjs",
+            cookiePassword: process.env.ADMIN_COOKIE_SECRET ?? "change-me",
+        },
+        null,
+        {
+            resave: false,
+            saveUninitialized: false,
+            secret: process.env.ADMIN_COOKIE_SECRET ?? "change-me",
+        }
+    );
+
+    return { admin, router };
+}
+
+const sessionMiddleware = session({
+    secret: process.env.ADMIN_COOKIE_SECRET ?? "change-me",
+    resave: false,
+    saveUninitialized: false,
+});
+
+export { createAdmin, sessionMiddleware };

src/officesense_pi/src/api/management/components.ts

@@ -0,0 +1,25 @@
+import { ComponentLoader } from "adminjs";
+import { fileURLToPath } from "url";
+import path from "path";
+
+const __dirname = path.dirname(fileURLToPath(import.meta.url));
+
+export const componentLoader = new ComponentLoader();
+
+export const Components = {
+    Dashboard: componentLoader.add(
+        "Dashboard",
+        path.join(__dirname, "./components/Dashboard.tsx"),
+        "components"
+    ),
+    UploadFace: componentLoader.add(
+        "UploadFace",
+        path.join(__dirname, "./components/UploadFace.tsx"),
+        "components"
+    ),
+    FaceEmbeddingField: componentLoader.add(
+        "FaceEmbeddingField",
+        path.join(__dirname, "./components/FaceEmbeddingField.tsx"),
+        "components"
+    ),
+};

src/officesense_pi/src/api/management/components/Dashboard.tsx

@@ -0,0 +1,173 @@
+import React, { useEffect, useState } from "react";
+import { Box, H2, Text, Loader } from "@adminjs/design-system";
+import { ApiClient } from "adminjs";
+
+type Session = {
+    realUserId: string;
+    firstName: string;
+    lastName: string;
+    pseudoId: string;
+    pseudoName: string;
+};
+
+const Dashboard = () => {
+    const [sessions, setSessions] = useState<Session[]>([]);
+    const [loading, setLoading] = useState(true);
+    const [updated, setUpdated] = useState<string>("");
+
+    const load = async () => {
+        try {
+            const res = await fetch("/admin/map", { credentials: "include" });
+            const data = await res.json();
+            setSessions(data);
+            setUpdated(new Date().toLocaleTimeString());
+        } catch (e) {
+            console.error(e);
+        } finally {
+            setLoading(false);
+        }
+    };
+
+    useEffect(() => {
+        load();
+        const interval = setInterval(load, 10000);
+        return () => clearInterval(interval);
+    }, []);
+
+    const initials = (first: string, last: string) =>
+        ((first?.[0] ?? "") + (last?.[0] ?? "")).toUpperCase() || "?";
+
+    return (
+        <Box padding="xl">
+            <Box
+                display="flex"
+                alignItems="center"
+                justifyContent="space-between"
+                marginBottom="xl"
+            >
+                <Box>
+                    <H2>OfficeSense Admin Dashboard</H2>
+                    <Text color="grey60">Live Redis sessions mapped to registered users</Text>
+                </Box>
+                <Box display="flex" alignItems="center">
+                    <Text color="grey60" fontSize="sm" marginRight="md">
+                        Updated {updated}
+                    </Text>
+                    <Box
+                        as="button"
+                        onClick={load}
+                        style={{
+                            padding: "6px 14px",
+                            borderRadius: "6px",
+                            border: "1px solid #e5e7eb",
+                            background: "#fff",
+                            cursor: "pointer",
+                            fontSize: "13px",
+                        }}
+                    >
+                        Refresh
+                    </Box>
+                </Box>
+            </Box>
+
+            {loading ? (
+                <Loader />
+            ) : sessions.length === 0 ? (
+                <Text color="grey60">No active sessions.</Text>
+            ) : (
+                <Box
+                    style={{
+                        background: "#fff",
+                        border: "1px solid #e5e7eb",
+                        borderRadius: "12px",
+                        overflow: "hidden",
+                    }}
+                >
+                    <table style={{ width: "100%", borderCollapse: "collapse", fontSize: "13px" }}>
+                        <thead>
+                            <tr style={{ background: "#fafafa" }}>
+                                {["User", "Real UUID", "Pseudo UUID", "Pseudo name"].map((h) => (
+                                    <th
+                                        key={h}
+                                        style={{
+                                            textAlign: "left",
+                                            padding: "10px 16px",
+                                            fontSize: "11px",
+                                            color: "#9ca3af",
+                                            textTransform: "uppercase",
+                                            letterSpacing: "0.05em",
+                                            borderBottom: "1px solid #f3f4f6",
+                                            fontWeight: 500,
+                                        }}
+                                    >
+                                        {h}
+                                    </th>
+                                ))}
+                            </tr>
+                        </thead>
+                        <tbody>
+                            {sessions.map((s) => (
+                                <tr
+                                    key={s.realUserId}
+                                    style={{ borderBottom: "1px solid #f9fafb" }}
+                                >
+                                    <td style={{ padding: "12px 16px" }}>
+                                        <div
+                                            style={{
+                                                display: "flex",
+                                                alignItems: "center",
+                                                gap: "8px",
+                                            }}
+                                        >
+                                            <div
+                                                style={{
+                                                    width: 28,
+                                                    height: 28,
+                                                    borderRadius: "50%",
+                                                    background: "#eff6ff",
+                                                    color: "#2563eb",
+                                                    display: "flex",
+                                                    alignItems: "center",
+                                                    justifyContent: "center",
+                                                    fontSize: "11px",
+                                                    fontWeight: 600,
+                                                    flexShrink: 0,
+                                                }}
+                                            >
+                                                {initials(s.firstName, s.lastName)}
+                                            </div>
+                                            {s.firstName} {s.lastName}
+                                        </div>
+                                    </td>
+                                    <td
+                                        style={{
+                                            padding: "12px 16px",
+                                            fontFamily: "monospace",
+                                            fontSize: "12px",
+                                            color: "#6b7280",
+                                        }}
+                                    >
+                                        {s.realUserId}
+                                    </td>
+                                    <td
+                                        style={{
+                                            padding: "12px 16px",
+                                            fontFamily: "monospace",
+                                            fontSize: "12px",
+                                            color: "#6b7280",
+                                        }}
+                                    >
+                                        {s.pseudoId}
+                                    </td>
+                                    <td style={{ padding: "12px 16px" }}>{s.pseudoName ?? "—"}</td>
+                                </tr>
+                            ))}
+                        </tbody>
+                    </table>
+                </Box>
+            )}
+        </Box>
+    );
+};
+
+export default Dashboard;

src/officesense_pi/src/api/management/components/FaceEmbeddingField.tsx

@@ -0,0 +1,28 @@
+import React from "react";
+import { BasePropertyProps } from "adminjs";
+import { Label } from "@adminjs/design-system";
+
+const FaceEmbeddingField: React.FC<BasePropertyProps> = ({ record, property }) => {
+    const has = !!record?.params?.faceEmbedding;
+    return (
+        <div style={{ marginBottom: "16px" }}>
+            <Label>{property.label}</Label>
+            <div style={{ marginTop: 6 }}>
+                <span
+                    style={{
+                        fontSize: "12px",
+                        fontWeight: 600,
+                        padding: "3px 10px",
+                        borderRadius: "4px",
+                        background: has ? "#dcfce7" : "#fee2e2",
+                        color: has ? "#16a34a" : "#dc2626",
+                    }}
+                >
+                    {has ? "SET" : "UNSET"}
+                </span>
+            </div>
+        </div>
+    );
+};
+
+export default FaceEmbeddingField;

src/officesense_pi/src/api/management/components/UploadFace.tsx

@@ -0,0 +1,100 @@
+import React, { useState, useRef } from "react";
+import { Box, H3, Text, Button, MessageBox } from "@adminjs/design-system";
+import { ActionProps, useRecord } from "adminjs";
+
+const UploadFace: React.FC<ActionProps> = ({ record, action }) => {
+    const [preview, setPreview] = useState<string | null>(null);
+    const [base64, setBase64] = useState<string | null>(null);
+    const [loading, setLoading] = useState(false);
+    const [notice, setNotice] = useState<{ message: string; type: "success" | "error" } | null>(
+        null
+    );
+    const inputRef = useRef<HTMLInputElement>(null);
+
+    const handleFile = (e: React.ChangeEvent<HTMLInputElement>) => {
+        const file = e.target.files?.[0];
+        if (!file) return;
+        const reader = new FileReader();
+        reader.onload = () => {
+            const result = reader.result as string;
+            setPreview(result);
+            setBase64(result.split(",")[1]); // strip data:image/jpeg;base64,
+        };
+        reader.readAsDataURL(file);
+    };
+
+    const handleSubmit = async () => {
+        if (!base64) return;
+        setLoading(true);
+        setNotice(null);
+        try {
+            const res = await fetch(
+                `/admin/api/resources/User/records/${record?.params.id}/uploadFace`,
+                {
+                    method: "POST",
+                    headers: { "Content-Type": "application/json" },
+                    credentials: "include",
+                    body: JSON.stringify({ base64 }),
+                }
+            );
+            const data = await res.json();
+            setNotice(data.notice);
+        } catch (e: any) {
+            setNotice({ message: e.message, type: "error" });
+        } finally {
+            setLoading(false);
+        }
+    };
+
+    return (
+        <Box padding="xl">
+            <H3 marginBottom="md">Upload face image</H3>
+            <Text color="grey60" marginBottom="lg">
+                Upload a JPEG photo of the user to generate and store their face embedding.
+            </Text>
+
+            {notice && (
+                <MessageBox
+                    message={notice.message}
+                    variant={notice.type === "success" ? "success" : "danger"}
+                    marginBottom="lg"
+                />
+            )}
+
+            <Box marginBottom="lg">
+                <input
+                    ref={inputRef}
+                    type="file"
+                    accept="image/jpeg"
+                    onChange={handleFile}
+                    style={{ display: "none" }}
+                />
+                <Button onClick={() => inputRef.current?.click()} variant="outlined">
+                    Choose JPEG
+                </Button>
+            </Box>
+
+            {preview && (
+                <Box marginBottom="lg">
+                    <img
+                        src={preview}
+                        alt="Preview"
+                        style={{
+                            width: 160,
+                            height: 160,
+                            objectFit: "cover",
+                            borderRadius: 8,
+                            border: "1px solid #e5e7eb",
+                        }}
+                    />
+                </Box>
+            )}
+
+            <Button onClick={handleSubmit} disabled={!base64 || loading} variant="contained">
+                {loading ? "Processing…" : "Save embedding"}
+            </Button>
+        </Box>
+    );
+};
+
+export default UploadFace;

src/officesense_pi/src/api/management/resources/adminjs.room.resource.ts

@@ -0,0 +1,16 @@
+import { prisma } from "../../../lib/prisma.js";
+import { getModelByName } from "@adminjs/prisma";
+
+export default {
+    resource: {
+        model: getModelByName("Room"),
+        client: prisma,
+    },
+    options: {
+        navigation: { icon: "Map" },
+        listProperties: ["id", "name"],
+        showProperties: ["id", "name"],
+        editProperties: ["name"],
+        filterProperties: ["name"],
+    },
+};

src/officesense_pi/src/api/management/resources/adminjs.tag.resource.ts

@@ -0,0 +1,21 @@
+import { prisma } from "../../../lib/prisma.js";
+import { getModelByName } from "@adminjs/prisma";
+
+export default {
+    resource: {
+        model: getModelByName("Tag"),
+        client: prisma,
+    },
+    options: {
+        navigation: { icon: "Tag" },
+        listProperties: ["id", "user"],
+        showProperties: ["id", "user"],
+        editProperties: ["user"],
+        filterProperties: ["user"],
+        properties: {
+            user: {
+                reference: "User",
+            },
+        },
+    },
+};

src/officesense_pi/src/api/management/resources/adminjs.user.resource.ts

@@ -0,0 +1,109 @@
+import { prisma } from "../../../lib/prisma.js";
+import { getModelByName } from "@adminjs/prisma";
+import { spawn } from "child_process";
+import { Components } from "../components.js";
+import { fileURLToPath } from "url";
+import path from "path";
+
+const __dirname = path.dirname(fileURLToPath(import.meta.url));
+const execPath = "../../../../bin";
+const binaryPath = path.join(__dirname, execPath, "extractEmbeddings");
+
+async function extractEmbedding(base64: string): Promise<string> {
+    return new Promise((resolve, reject) => {
+        const proc = spawn(binaryPath, [], {
+            cwd: path.join(__dirname, execPath),
+        });
+        let stdout = "";
+        let stderr = "";
+
+        proc.stdout.on("data", (d) => (stdout += d));
+        proc.stderr.on("data", (d) => (stderr += d));
+
+        proc.stdin.on("error", (err) => {});
+
+        proc.on("error", (err) => {
+            reject(new Error(`Failed to start binary: ${err.message}`));
+        });
+
+        proc.on("close", (code) => {
+            console.log("extractEmbeddings exited with code", code);
+            console.log("stdout:", stdout);
+            console.log("stderr:", stderr);
+            if (code !== 0) return reject(new Error(stderr || `exited with code ${code}`));
+            try {
+                const result = JSON.parse(stdout);
+                if (!result.success) return reject(new Error(result.error));
+                resolve(JSON.stringify(result.descriptor));
+            } catch (e) {
+                reject(new Error(`Failed to parse output: ${stdout}`));
+            }
+        });
+
+        proc.stdin.write(base64);
+        proc.stdin.end();
+    });
+}
+
+export default {
+    resource: {
+        model: getModelByName("User"),
+        client: prisma,
+    },
+    options: {
+        titleProperty: "id",
+        navigation: { icon: "User" },
+        listProperties: ["id", "firstName", "lastName"],
+        showProperties: ["id", "firstName", "lastName", "faceEmbedding"],
+        editProperties: ["firstName", "lastName"],
+        filterProperties: ["firstName", "lastName"],
+        properties: {
+            faceEmbedding: {
+                isVisible: { list: false, show: true, edit: false, filter: false },
+                type: "string",
+                components: {
+                    list: Components.FaceEmbeddingField,
+                    show: Components.FaceEmbeddingField,
+                },
+            },
+        },
+        actions: {
+            uploadFace: {
+                actionType: "record",
+                icon: "Camera",
+                label: "Upload face",
+                showInDrawer: true,
+                handler: async (request: any, response: any, context: any) => {
+                    const { record, currentAdmin } = context;
+                    if (request.method === "post") {
+                        const { base64 } = request.payload;
+                        if (!base64) {
+                            return {
+                                record: record.toJSON(currentAdmin),
+                                notice: { message: "No image provided", type: "error" },
+                            };
+                        }
+                        try {
+                            const embedding = await extractEmbedding(base64);
+                            await prisma.user.update({
+                                where: { id: record.params.id },
+                                data: { faceEmbedding: embedding },
+                            });
+                            return {
+                                record: record.toJSON(currentAdmin),
+                                notice: { message: "Face embedding saved!", type: "success" },
+                            };
+                        } catch (e: any) {
+                            return {
+                                record: record.toJSON(currentAdmin),
+                                notice: { message: `Failed: ${e.message}`, type: "error" },
+                            };
+                        }
+                    }
+                    return { record: record.toJSON(currentAdmin) };
+                },
+                component: Components.UploadFace,
+            },
+        },
+    },
+};

src/officesense_pi/src/api/mapper/mapper.controller.ts

@@ -0,0 +1,17 @@
+import type { NextFunction, Request, Response } from "express";
+import { generateMap } from "./mapper.repository.js";
+
+export function checkSession(req: Request, res: Response, next: NextFunction) {
+    if (!(req.session as any)?.adminUser) {
+        return res.status(401).json({ error: "Unauthorized" });
+    }
+    next();
+}
+
+export async function getRedisMapping(req: Request, res: Response) {
+    try {
+        res.status(200).send(await generateMap());
+    } catch (err) {
+        res.status(500).json({ error: "Failed to fetch sessions" });
+    }
+}

src/officesense_pi/src/api/mapper/mapper.repository.ts

@@ -0,0 +1,31 @@
+import { getRedis } from "../../redis/redis.js";
+import { prisma } from "../../lib/prisma.js";
+
+export async function generateMap() {
+    const redis = getRedis();
+
+    const keys = await redis.keys("user:*");
+
+    const sessions = await Promise.all(
+        keys.map(async (key) => {
+            const raw = await redis.get(key);
+            const session = JSON.parse(raw!);
+            const realUserId = key.replace("user:", "");
+
+            const user = await prisma.user.findUnique({
+                where: { id: realUserId },
+                select: { id: true, firstName: true, lastName: true },
+            });
+
+            return {
+                realUserId,
+                firstName: user?.firstName ?? "Unknown",
+                lastName: user?.lastName ?? "Unknown",
+                pseudoId: session.userID,
+                pseudoName: session.name,
+            };
+        })
+    );
+
+    return sessions;
+}

src/officesense_pi/src/api/mapper/mapper.routes.ts

@@ -0,0 +1,8 @@
+import express from "express";
+import { getRedisMapping, checkSession } from "./mapper.controller.js";
+
+const router = express.Router();
+
+router.get("/map", checkSession, getRedisMapping);
+
+export default router;

src/officesense_pi/src/config/config.ts

@@ -23,6 +23,7 @@ interface Config {
         transitionCleanupInterval: number;
         lossThreshold: number;
         userTTL: number;
+        verifyTimeout: number;
     };
 }
 
@@ -50,8 +51,9 @@ const config: Config = {
         transitionTTL: 5 * 60 * 1000,
         transitionCleanupInterval: 60 * 1000,
         lossThreshold: 5000,
-        userTTL: 3 * 60 * 1000
+        userTTL: 3 * 60 * 1000,
+        verifyTimeout: 30 * 1000,
     },
-}
+};
 
 export default config;

src/officesense_pi/src/core/analyze.ts

@@ -1,54 +1,75 @@
-import { getRedis } from "./redis.js";
+import { getRedis } from "../redis/redis.js";
 import { prisma } from "../lib/prisma.js";
 import { RoomTransition, transitions } from "./transition.js";
 import config from "../config/config.js";
+import { type RedisUserData } from "../api/livedata/livedata.repository.js";
 
-const adjectives = [
+const adjectives = ["Crazy", "Silent", "Dark", "Fast", "Lucky", "Wild", "Epic"];
-    "Crazy",
-    "Silent",
-    "Dark",
-    "Fast",
-    "Lucky",
-    "Wild",
-    "Epic"
-];
 
-const nouns = [
+const nouns = ["Tiger", "Wolf", "Falcon", "Shadow", "Ninja", "Dragon", "Phoenix"];
-    "Tiger",
+
-    "Wolf",
+const running = new Set<string>();
-    "Falcon",
+const userRooms = new Map<string, string>();
-    "Shadow",
+const userPseudo = new Map<string, string>();
-    "Ninja",
+
-    "Dragon",
+export async function updateRoomOccupancyListener(message: string, channel: string) {
-    "Phoenix"
+    console.log(`[Redis] Key ${message} expired.`);
-];
+
+    const id = message.startsWith("user:") ? message.slice(5) : message;
+    const lastRoomID = userRooms.get(id);
+    const userPseudoID = userPseudo.get(id);
+
+    const redis = getRedis();
+
+    if (!lastRoomID) {
+        console.log("[!] Key not found in local map");
+    } else {
+        await redis.decr(`room:${lastRoomID}`);
+    }
+
+    await redis.del(`_user:${userPseudoID}`);
+
+    userRooms.delete(id);
+    userPseudo.delete(id);
+}
 
 function generateNickname() {
-    const adjective =
+    const adjective = adjectives[Math.floor(Math.random() * adjectives.length)];
-        adjectives[Math.floor(Math.random() * adjectives.length)];
 
-    const noun =
+    const noun = nouns[Math.floor(Math.random() * nouns.length)];
-        nouns[Math.floor(Math.random() * nouns.length)];
 
     const number = Math.floor(Math.random() * 1000);
 
     return `${adjective}${noun}${number}`;
 }
 
-function newUser(): { pseudoID: string, psuedoName: string } {
+function newUser(): { pseudoID: string; psuedoName: string } {
     return {
         pseudoID: crypto.randomUUID(),
-        psuedoName: generateNickname()
+        psuedoName: generateNickname(),
     };
 }
 
-export async function analyzeData(roomID: string, metrics: {
+export async function analyzeData(
-    tagID: string,
+    roomID: string,
-    rssi: number
+    metrics: {
-}) {
+        tagID: string;
-    console.log(`\n=======================================================\n` +
+        rssi: number;
+    }
+) {
+    if (running.has(metrics.tagID)) {
+        console.log(`[!] Skipping TAG_ID: ${metrics.tagID} already in process.`);
+        return;
+    }
+
+    running.add(metrics.tagID);
+
+    try {
+        console.log(
+            `\n=======================================================\n` +
                 `ROOM_ID: ${roomID}\nTAG_ID: ${metrics.tagID}\nRSSI: ${metrics.rssi}\n` +
-        `=======================================================\n`);
+                `=======================================================\n`
+        );
 
         const userID = (
             await prisma.tag.findUnique({
@@ -59,8 +80,7 @@ export async function analyzeData(roomID: string, metrics: {
 
         console.log(`[SQLite] Resolved USER_ID: ${userID}`);
 
-    if (!userID)
+        if (!userID) return;
-        return;
 
         const redis = getRedis();
         const res = await redis.get(`user:${userID}`);
@@ -69,29 +89,38 @@ export async function analyzeData(roomID: string, metrics: {
             const user = newUser();
             console.log(`[Redis] Created USER: ${user.psuedoName} USER_ID: ${user.pseudoID}`);
 
-        // trigger camera
+            await redis.set(
-
+                `user:${userID}`,
-        await redis.set(`user:${userID}`, JSON.stringify({
+                JSON.stringify({
                     userID: user.pseudoID,
                     name: user.psuedoName,
                     rssi: metrics.rssi,
                     room: roomID,
                     verified: false,
-            timestamp: Date.now()
+                    timestamp: Date.now(),
-        }), { PX: config.core.userTTL });
+                }),
+                { PX: config.core.userTTL }
+            );
+
+            await redis.set(`_user:${user.pseudoID}`, userID);
+
+            await redis.incr(`room:${roomID}`);
+
+            userRooms.set(userID, roomID);
+            userPseudo.set(userID, user.pseudoID);
 
             console.log("[Redis] Stored new user in redis.");
 
             return;
         }
 
-    let resObj = JSON.parse(res);
+        let resObj: RedisUserData = JSON.parse(res);
         console.log(`[Redis] User exists in redis in ROOM_ID: ${resObj["room"]}`);
 
         if (roomID == resObj["room"]) {
             console.log("[Redis] Same room, updating redis...");
             resObj["rssi"] = metrics.rssi;
-        resObj["timestamp"] = Date.now()
+            resObj["timestamp"] = Date.now();
 
             await redis.set(`user:${userID}`, JSON.stringify(resObj), { PX: config.core.userTTL });
 
@@ -106,17 +135,24 @@ export async function analyzeData(roomID: string, metrics: {
             transitions.set(userID, transition);
         }
 
-    if (transition.shouldTransitionTo(roomID, metrics.rssi, resObj["rssi"], resObj["timestamp"])) {
+        if (
-        // trigger camera
+            transition.shouldTransitionTo(roomID, metrics.rssi, resObj["rssi"], resObj["timestamp"])
-
+        ) {
             console.log(`[!] Transition done ${resObj["room"]} -> ${roomID}`);
 
+            await redis.decr(`room:${resObj["room"]}`);
+            await redis.incr(`room:${roomID}`);
+
+            userRooms.set(userID, roomID);
+
             resObj["rssi"] = metrics.rssi;
             resObj["room"] = roomID;
-        resObj["timestamp"] = Date.now()
+            resObj["timestamp"] = Date.now();
-
+            resObj["verified"] = false;
 
             await redis.set(`user:${userID}`, JSON.stringify(resObj), { PX: config.core.userTTL });
-    } else
+        } else console.log("[!] Transition declined");
-        console.log("[!] Transition declined");
+    } finally {
+        running.delete(metrics.tagID);
+    }
 }

src/officesense_pi/src/core/bootstrap.ts

@@ -1,16 +1,29 @@
-import { initRedis } from "./redis.js";
+import { getRoomIDs } from "../api/livedata/livedata.repository.js";
+import { initRedis, initSubRedis } from "../redis/redis.js";
+import { initCamera } from "./camera.js";
 import * as mqtt from "./mqtt.js";
 import { cleanupWorker } from "./transition.js";
 
 export async function bootstrap() {
     try {
-        await initRedis();
+        const redis = await initRedis();
+
+        await redis.flushDb();
+        console.log(`[!] Flushed Redis.`);
+
+        const rooms = await getRoomIDs();
+        for (const { id } of rooms) await redis.set(`room:${id}`, 0);
+
+        await initSubRedis();
         await mqtt.start();
+
         cleanupWorker();
 
-        console.log("Core started.");
+        await initCamera();
+
+        console.log("[!] Core started.");
     } catch (err: any) {
-        console.log("Bootstrap failed:", err.message);
+        console.log("[!] Bootstrap failed:", err.message);
         process.exit(1);
     }
 }

src/officesense_pi/src/core/camera.ts

@@ -0,0 +1,138 @@
+import { fileURLToPath } from "url";
+import path from "path";
+import { spawn } from "child_process";
+import { getRedis } from "../redis/redis.js";
+import { prisma } from "../lib/prisma.js";
+import config from "../config/config.js";
+
+const __dirname = path.dirname(fileURLToPath(import.meta.url));
+const execPath = "../../bin";
+const binaryPath = path.join(__dirname, execPath, "cameraSession");
+
+type InputPacket = {
+    uuid: string;
+    descriptor: number[];
+};
+
+type ResultPacket = {
+    uuid: string;
+    verified: boolean;
+};
+
+export async function getUnverifiedUserKeys(): Promise<string[]> {
+    const redis = getRedis();
+
+    const keys = await redis.keys("user:*");
+
+    const unverified: string[] = [];
+
+    await Promise.all(
+        keys.map(async (key) => {
+            const raw = await redis.get(key);
+            if (!raw) return;
+            const session = JSON.parse(raw);
+            if (!session.verified) unverified.push(key.replace("user:", ""));
+        })
+    );
+
+    return unverified;
+}
+
+export async function getUnverifiedUsersWithEmbeddings(): Promise<
+    { uuid: string; descriptor: number[] }[]
+> {
+    const userIds = await getUnverifiedUserKeys();
+
+    const users = await prisma.user.findMany({
+        where: {
+            id: { in: userIds },
+            faceEmbedding: { not: null },
+        },
+        select: { id: true, faceEmbedding: true },
+    });
+
+    return users.map((user) => ({
+        uuid: user.id,
+        descriptor: JSON.parse(user.faceEmbedding!),
+    }));
+}
+
+async function cameraSession(packets: InputPacket[]): Promise<ResultPacket[] | null> {
+    return new Promise((resolve, reject) => {
+        const proc = spawn(binaryPath, [], {
+            cwd: path.join(__dirname, execPath),
+        });
+        let stdout = "";
+        let stderr = "";
+
+        proc.stdout.on("data", (d) => (stdout += d));
+        proc.stderr.on("data", (d) => (stderr += d));
+        proc.stdin.on("error", () => {});
+
+        proc.on("error", (err) => {
+            reject(new Error(`Failed to start binary: ${err.message}`));
+        });
+
+        proc.on("close", (code) => {
+            console.log("cameraSession exited with code", code);
+            const trimmed = stdout.trim();
+            if (trimmed === "no face found.") return resolve(null);
+            if (code !== 0) return reject(new Error(stderr || `exited with code ${code}`));
+            try {
+                const results: ResultPacket[] = JSON.parse(trimmed);
+                resolve(results);
+            } catch (e) {
+                reject(new Error(`Failed to parse output: ${trimmed}`));
+            }
+        });
+
+        for (const packet of packets) {
+            proc.stdin.write(JSON.stringify(packet) + "\n");
+        }
+        proc.stdin.end();
+    });
+}
+
+const setUnverified = async (uuid: string) => {
+    const redis = getRedis();
+    const key = `user:${uuid}`;
+    const raw = await redis.get(key);
+    if (!raw) return;
+    const session = JSON.parse(raw);
+    session.verified = false;
+    await redis.set(key, JSON.stringify(session));
+    console.log(`[Camera] Unverified user ${uuid} due to timeout`);
+};
+
+const run = async () => {
+    const redis = getRedis();
+
+    try {
+        const packets = await getUnverifiedUsersWithEmbeddings();
+        if (packets.length > 0) {
+            const results = await cameraSession(packets);
+            if (results) {
+                await Promise.all(
+                    results.map(async (r) => {
+                        if (!r.verified) return;
+                        const key = `user:${r.uuid}`;
+                        const raw = await redis.get(key);
+                        if (!raw) return;
+                        const session = JSON.parse(raw);
+                        session.verified = true;
+                        await redis.set(key, JSON.stringify(session));
+
+                        setTimeout(() => setUnverified(r.uuid), config.core.verifyTimeout);
+
+                        console.log(`[Camera] Verified user ${r.uuid}`);
+                    })
+                );
+            }
+        }
+    } catch (e) {
+        console.error("camera run error:", e);
+    }
+    setTimeout(run, 1000);
+};
+
+export { run as initCamera };

src/officesense_pi/src/core/mqtt.ts

@@ -4,22 +4,19 @@ import { analyzeData } from "./analyze.js";
 
 function initMqtt(): Promise<MqttClient> {
     return new Promise((resolve, reject) => {
-        const client = mqtt.connect(
+        const client = mqtt.connect(`mqtt://${config.mqtt.host}:${config.mqtt.port}`, {
-            `mqtt://${config.mqtt.host}:${config.mqtt.port}`,
-            {
             username: config.mqtt.username,
-                password: config.mqtt.password
+            password: config.mqtt.password,
-            }
+        });
-        );
 
         client.once("connect", () => {
-            console.log("MQTT connected.");
+            console.log("[MQTT] MQTT connected.");
 
             client.subscribe(config.mqtt.topic, (err) => {
                 if (err) {
                     reject(err);
                 } else {
-                    console.log("MQTT subscribed.");
+                    console.log("[MQTT] MQTT subscribed.");
                     resolve(client);
                 }
             });
@@ -41,8 +38,8 @@ export async function start() {
 
         mqttClient.on("error", (err) => {
             console.log(err.message);
-        })
+        });
     } catch (err: any) {
-        console.log("MQTT connection failed:", err.message);
+        console.log("[MQTT] MQTT connection failed:", err.message);
     }
 }

src/officesense_pi/src/core/redis.ts

@@ -1,28 +0,0 @@
-import { createClient, type RedisClientType } from "redis";
-import config from "../config/config.js";
-
-let redisClient: RedisClientType;
-
-export async function initRedis(): Promise<RedisClientType> {
-    redisClient = createClient({
-        url: `redis://${config.redis.host}:${config.redis.port}`
-    });
-
-    redisClient.on("error", (err) => {
-        console.log("Redis error:", err.message);
-    });
-
-    await redisClient.connect();
-
-    console.log("Redis connected.");
-
-    return redisClient;
-}
-
-export function getRedis(): RedisClientType {
-    if (!redisClient) {
-        throw new Error("Redis not initialized");
-    }
-
-    return redisClient;
-}

src/officesense_pi/src/core/transition.ts

@@ -9,8 +9,7 @@ export function cleanupWorker() {
         for (const [userID, transition] of transitions) {
             const inactiveFor = now - transition.lastSeen;
 
-            if (inactiveFor > 5 * config.core.transitionTTL)
+            if (inactiveFor > 5 * config.core.transitionTTL) transitions.delete(userID);
-                transitions.delete(userID);
         }
     }, config.core.transitionCleanupInterval);
 }
@@ -31,7 +30,12 @@ export class RoomTransition {
         this.candidate = { roomID: null, since: null, samples: 0, rssi: null };
     }
 
-    shouldTransitionTo(roomID: string, candidateRSSI: number, currRSSI: number, lastCurrentSeen: number) {
+    shouldTransitionTo(
+        roomID: string,
+        candidateRSSI: number,
+        currRSSI: number,
+        lastCurrentSeen: number
+    ) {
         const now = Date.now();
         this.lastSeen = now;
 
@@ -48,7 +52,8 @@ export class RoomTransition {
         }
 
         const noCandidate = this.candidate.roomID == null;
-        const betterCandidate = this.candidate.roomID != roomID &&
+        const betterCandidate =
+            this.candidate.roomID != roomID &&
             this.candidate.rssi !== null &&
             candidateRSSI > this.candidate.rssi + config.core.candidateHysteresis;
 

src/officesense_pi/src/index.ts

@@ -1,17 +1,26 @@
 import express from "express";
-import lookupRoutes from "./api/lookup/lookup.routes.js";
+import lookupRouter from "./api/lookup/lookup.routes.js";
+import livedataRouter from "./api/livedata/livadata.routes.js";
+import mapperRouter from "./api/mapper/mapper.routes.js";
+import { createAdmin, sessionMiddleware } from "./api/management/adminjs.routes.js";
 import config from "./config/config.js";
 import { bootstrap } from "./core/bootstrap.js";
 
 (async () => {
     const app = express();
 
-    app.use("/", lookupRoutes);
+    const { admin, router: adminRouter } = await createAdmin();
+
+    app.use(sessionMiddleware);
+
+    app.use("/lookup", lookupRouter);
+    app.use("/livedata", livedataRouter);
+    app.use("/admin", mapperRouter);
+    app.use("/admin", adminRouter);
 
     app.listen(config.api.port, config.api.address, () => {
         console.log(`Server listening on ${config.api.address}:${config.api.port}`);
     });
 
     bootstrap();
-
+})();
-})()

src/officesense_pi/src/lib/prisma.ts

@@ -1,10 +1,5 @@
-import "dotenv/config";
+import { PrismaClient } from "@prisma/client";
-import { PrismaBetterSqlite3 } from "@prisma/adapter-better-sqlite3";
-import { PrismaClient } from "../generated/prisma/client.js";
 
-const connectionString = `${process.env.DATABASE_URL}`;
+const prisma = new PrismaClient();
-
-const adapter = new PrismaBetterSqlite3({ url: connectionString });
-const prisma = new PrismaClient({ adapter });
 
 export { prisma };

src/officesense_pi/src/redis/redis.ts

@@ -0,0 +1,48 @@
+import { createClient, type RedisClientType } from "redis";
+import config from "../config/config.js";
+import { updateRoomOccupancyListener } from "../core/analyze.js";
+
+let redisClient: RedisClientType;
+let subRedisClient: RedisClientType;
+
+export async function initSubRedis(): Promise<void> {
+    subRedisClient = createClient({
+        url: `redis://${config.redis.host}:${config.redis.port}`,
+    });
+
+    subRedisClient.on("error", (err) => {
+        console.log("[Redis] SubRedis error:", err.message);
+    });
+
+    await subRedisClient.connect();
+
+    console.log("[Redis] SubRedis connected.");
+
+    subRedisClient.pSubscribe("__keyevent@0__:expired", updateRoomOccupancyListener);
+
+    console.log("[Redis] SubRedis listener set.");
+}
+
+export async function initRedis(): Promise<RedisClientType> {
+    redisClient = createClient({
+        url: `redis://${config.redis.host}:${config.redis.port}`,
+    });
+
+    redisClient.on("error", (err) => {
+        console.log("[Redis] Redis error:", err.message);
+    });
+
+    await redisClient.connect();
+
+    console.log("[Redis] Redis connected.");
+
+    return redisClient;
+}
+
+export function getRedis(): RedisClientType {
+    if (!redisClient) {
+        throw new Error("[Redis] Redis not initialized");
+    }
+
+    return redisClient;
+}

src/officesense_vision/.gitignore

@@ -0,0 +1,8 @@
+# dlib compile cache
+.docker-cache/
+
+# face recognition models
+models/
+
+# executable
+output/

src/officesense_vision/cameraSession/Dockerfile

@@ -0,0 +1,55 @@
+ARG BUILDPLATFORM=linux/amd64
+FROM --platform=$BUILDPLATFORM golang:1.26-bookworm AS builder
+
+# Install dlib deps
+RUN dpkg --add-architecture arm64 && \
+    apt-get update && apt-get install -y \
+    g++-aarch64-linux-gnu \
+    libdlib-dev:arm64 \
+    libjpeg-dev:arm64 \
+    libblas-dev:arm64 \
+    libopenblas-dev:arm64 \
+    libatlas-base-dev:arm64 \
+    liblapack-dev:arm64 \
+    && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /app
+
+# Compiler wrapper for arm64
+RUN printf '#!/bin/bash\nexec aarch64-linux-gnu-gcc "${@//-march=native/-march=armv8-a}"\n' \
+      > /usr/local/bin/arm64-gcc && \
+    printf '#!/bin/bash\nexec aarch64-linux-gnu-g++ "${@//-march=native/-march=armv8-a}"\n' \
+      > /usr/local/bin/arm64-g++ && \
+    chmod +x /usr/local/bin/arm64-gcc /usr/local/bin/arm64-g++
+
+# Compiler variables for cross-compile to arm64
+ENV CGO_ENABLED=1 \
+    GOOS=linux \
+    GOARCH=arm64 \
+    CC=/usr/local/bin/arm64-gcc \
+    CXX=/usr/local/bin/arm64-g++ \
+    PKG_CONFIG_PATH=/usr/lib/aarch64-linux-gnu/pkgconfig
+
+COPY go.mod go.sum ./
+RUN go mod download
+
+# Pre-compile all CGO deps into cache
+RUN go build -v ./... 2>/dev/null || \
+    go list -m all && \
+    CGO_ENABLED=1 GOOS=linux GOARCH=arm64 \
+    go build -gcflags="-trimpath" -v \
+    $(go list -f '{{if .CgoFiles}}{{.ImportPath}}{{end}}' ./...) 2>/dev/null; exit 0
+
+RUN --mount=type=cache,target=/root/.cache/go-build \
+    --mount=type=cache,target=/go/pkg \
+    go mod download
+
+COPY . .
+
+# Build - reuse CGO cache
+RUN --mount=type=cache,target=/root/.cache/go-build \
+    --mount=type=cache,target=/go/pkg \
+    go build -o cameraSession
+
+FROM scratch AS export
+COPY --from=builder /app/cameraSession /cameraSession

src/officesense_vision/cameraSession/Makefile

@@ -0,0 +1,10 @@
+all:
+	docker buildx build --platform linux/amd64 --cache-from type=local,src=./.docker-cache --cache-to type=local,dest=./.docker-cache --target export --output type=local,dest=./output .
+
+models:
+	wget https://github.com/Kagami/go-face-testdata/raw/master/models/shape_predictor_5_face_landmarks.dat
+	wget https://github.com/Kagami/go-face-testdata/raw/master/models/dlib_face_recognition_resnet_model_v1.dat
+	wget https://github.com/Kagami/go-face-testdata/raw/master/models/mmod_human_face_detector.dat
+
+clean:
+	rm -r output/

src/officesense_vision/cameraSession/cameraSession.go

@@ -0,0 +1,163 @@
+package main
+
+import (
+	"bufio"
+	"encoding/json"
+	"fmt"
+	"log"
+	"os"
+	"sync"
+
+	"github.com/Kagami/go-face"
+	"github.com/blackjack/webcam"
+)
+
+type InputPacket struct {
+	UUID       string          `json:"uuid"`
+	Descriptor face.Descriptor `json:"descriptor"`
+}
+
+type ResultPacket struct {
+	UUID     string `json:"uuid"`
+	Verified bool   `json:"verified"`
+}
+
+var (
+	rec     *face.Recognizer
+	mtx     sync.Mutex
+	results = make([]ResultPacket, 0)
+)
+
+func captureCameraFrame() ([]byte, error) {
+	cam, err := webcam.Open("/dev/video0")
+	if err != nil {
+		return nil, err
+	}
+	defer cam.Close()
+
+	format := webcam.PixelFormat(uint32(0x47504a4d)) // MJPG
+
+	_, _, _, err = cam.SetImageFormat(format, 1280, 720)
+	if err != nil {
+		return nil, fmt.Errorf("camera format error: %v", err)
+	}
+
+	err = cam.StartStreaming()
+	if err != nil {
+		return nil, err
+	}
+	defer cam.StopStreaming()
+
+	for {
+		err = cam.WaitForFrame(5)
+		if err != nil {
+			continue
+		}
+
+		frame, err := cam.ReadFrame()
+		if err != nil {
+			return nil, err
+		}
+
+		if len(frame) != 0 {
+			result := make([]byte, len(frame))
+			copy(result, frame)
+			return result, nil
+		}
+	}
+}
+
+// verfication thread
+func verifyFace(packet InputPacket, descriptors []face.Descriptor, wg *sync.WaitGroup) {
+	defer wg.Done()
+
+	const threshold = 0.35
+
+	verified := false
+
+	for _, descriptor := range descriptors {
+		distance := face.SquaredEuclideanDistance(packet.Descriptor, descriptor)
+
+		if distance < threshold {
+			verified = true
+			break
+		}
+	}
+
+	mtx.Lock()
+	results = append(results, ResultPacket{
+		UUID:     packet.UUID,
+		Verified: verified,
+	})
+	mtx.Unlock()
+}
+
+func main() {
+	var err error
+
+	// initialize recognizer
+	rec, err = face.NewRecognizer("./models")
+	if err != nil {
+		log.Fatalf("failed to initialize recognizer: %v", err)
+	}
+	defer rec.Close()
+
+	// capture image
+	cameraImage, err := captureCameraFrame()
+	if err != nil {
+		log.Fatalf("failed to read camera: %v", err)
+	}
+
+	// recognize faces from camera input
+	faces, err := rec.RecognizeCNN(cameraImage)
+	if err != nil {
+		log.Fatalf("recognition error: %v", err)
+	}
+
+	if len(faces) == 0 {
+		fmt.Println("no face found.")
+		return
+	}
+
+	var descriptors []face.Descriptor
+
+	// extract descriptors to array
+	for _, f := range faces {
+		descriptors = append(descriptors, f.Descriptor)
+	}
+
+	// read stdin
+	scanner := bufio.NewScanner(os.Stdin)
+	var wg sync.WaitGroup
+
+	for scanner.Scan() {
+		line := scanner.Bytes()
+
+		var packet InputPacket
+
+		err := json.Unmarshal(line, &packet)
+		if err != nil {
+			log.Printf("invalid json packet: %v", err)
+			continue
+		}
+
+		wg.Add(1)
+
+		go verifyFace(packet, descriptors, &wg)
+	}
+
+	if err := scanner.Err(); err != nil {
+		log.Printf("stdin error: %v", err)
+	}
+
+	// wait threads to finish
+	wg.Wait()
+
+	// print results to stdout
+	output, err := json.Marshal(results)
+	if err != nil {
+		log.Fatalf("failed to marshal results: %v", err)
+	}
+
+	fmt.Println(string(output))
+}

src/officesense_vision/cameraSession/go.mod

@@ -0,0 +1,10 @@
+module OfficeSense/cameraSession
+
+go 1.26.3
+
+require (
+	github.com/Kagami/go-face v0.0.0-20210630145111-0c14797b4d0e
+	github.com/blackjack/webcam v0.6.1
+)
+
+require golang.org/x/sys v0.14.0 // indirect

src/officesense_vision/cameraSession/go.sum

@@ -0,0 +1,6 @@
+github.com/Kagami/go-face v0.0.0-20210630145111-0c14797b4d0e h1:lqIUFzxaqyYqUn4MhzAvSAh4wIte/iLNcIEWxpT/qbc=
+github.com/Kagami/go-face v0.0.0-20210630145111-0c14797b4d0e/go.mod h1:9wdDJkRgo3SGTcFwbQ7elVIQhIr2bbBjecuY7VoqmPU=
+github.com/blackjack/webcam v0.6.1 h1:K0T6Q0zto23U99gNAa5q/hFoye6uGcKr2aE6hFoxVoE=
+github.com/blackjack/webcam v0.6.1/go.mod h1:zs+RkUZzqpFPHPiwBZ6U5B34ZXXe9i+SiHLKnnukJuI=
+golang.org/x/sys v0.14.0 h1:Vz7Qs629MkJkGyHxUlRHizWJRG2j8fbQKjELVSNhy7Q=
+golang.org/x/sys v0.14.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=

src/officesense_vision/extractEmbeddings/Dockerfile

@@ -0,0 +1,55 @@
+ARG BUILDPLATFORM=linux/amd64
+FROM --platform=$BUILDPLATFORM golang:1.26-bookworm AS builder
+
+# Install dlib deps
+RUN dpkg --add-architecture arm64 && \
+    apt-get update && apt-get install -y \
+    g++-aarch64-linux-gnu \
+    libdlib-dev:arm64 \
+    libjpeg-dev:arm64 \
+    libblas-dev:arm64 \
+    libopenblas-dev:arm64 \
+    libatlas-base-dev:arm64 \
+    liblapack-dev:arm64 \
+    && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /app
+
+# Compiler wrapper for arm64
+RUN printf '#!/bin/bash\nexec aarch64-linux-gnu-gcc "${@//-march=native/-march=armv8-a}"\n' \
+      > /usr/local/bin/arm64-gcc && \
+    printf '#!/bin/bash\nexec aarch64-linux-gnu-g++ "${@//-march=native/-march=armv8-a}"\n' \
+      > /usr/local/bin/arm64-g++ && \
+    chmod +x /usr/local/bin/arm64-gcc /usr/local/bin/arm64-g++
+
+# Compiler variables for cross-compile to arm64
+ENV CGO_ENABLED=1 \
+    GOOS=linux \
+    GOARCH=arm64 \
+    CC=/usr/local/bin/arm64-gcc \
+    CXX=/usr/local/bin/arm64-g++ \
+    PKG_CONFIG_PATH=/usr/lib/aarch64-linux-gnu/pkgconfig
+
+COPY go.mod go.sum ./
+RUN go mod download
+
+# Pre-compile all CGO deps into cache
+RUN go build -v ./... 2>/dev/null || \
+    go list -m all && \
+    CGO_ENABLED=1 GOOS=linux GOARCH=arm64 \
+    go build -gcflags="-trimpath" -v \
+    $(go list -f '{{if .CgoFiles}}{{.ImportPath}}{{end}}' ./...) 2>/dev/null; exit 0
+
+RUN --mount=type=cache,target=/root/.cache/go-build \
+    --mount=type=cache,target=/go/pkg \
+    go mod download
+
+COPY . .
+
+# Build - reuse CGO cache
+RUN --mount=type=cache,target=/root/.cache/go-build \
+    --mount=type=cache,target=/go/pkg \
+    go build -o extractEmbeddings
+
+FROM scratch AS export
+COPY --from=builder /app/extractEmbeddings /extractEmbeddings

src/officesense_vision/extractEmbeddings/Makefile

@@ -0,0 +1,10 @@
+all:
+	docker buildx build --platform linux/amd64 --cache-from type=local,src=./.docker-cache --cache-to type=local,dest=./.docker-cache --target export --output type=local,dest=./output .
+
+models:
+	wget https://github.com/Kagami/go-face-testdata/raw/master/models/shape_predictor_5_face_landmarks.dat
+	wget https://github.com/Kagami/go-face-testdata/raw/master/models/dlib_face_recognition_resnet_model_v1.dat
+	wget https://github.com/Kagami/go-face-testdata/raw/master/models/mmod_human_face_detector.dat
+
+clean:
+	rm -r output/

src/officesense_vision/extractEmbeddings/extractEmbeddings.go

@@ -0,0 +1,126 @@
+package main
+
+import (
+	"bytes"
+	"encoding/base64"
+	"encoding/json"
+	"fmt"
+	"image"
+	"image/jpeg"
+	"io"
+
+	"os"
+
+	"github.com/Kagami/go-face"
+	"golang.org/x/image/draw"
+)
+
+type Result struct {
+	Success    bool            `json:"success"`
+	Descriptor face.Descriptor `json:"descriptor"`
+	Error      string          `json:"error"`
+}
+
+var res Result
+
+func atExit() {
+	resString, err := json.Marshal(res)
+	if err != nil {
+		os.Exit(1)
+	}
+
+	fmt.Println(string(resString))
+
+	os.Exit(0)
+}
+
+func resizeIfNeeded(img image.Image, max int) image.Image {
+	b := img.Bounds()
+	w := b.Dx()
+	h := b.Dy()
+
+	if w <= max && h <= max {
+		return img
+	}
+
+	var scale float64
+	if w > h {
+		scale = float64(max) / float64(w)
+	} else {
+		scale = float64(max) / float64(h)
+	}
+
+	newW := int(float64(w) * scale)
+	newH := int(float64(h) * scale)
+
+	dst := image.NewRGBA(image.Rect(0, 0, newW, newH))
+	draw.BiLinear.Scale(dst, dst.Bounds(), img, b, draw.Over, nil)
+
+	return dst
+}
+
+func main() {
+	defer atExit()
+
+	// Read input image from stdin in Base64 encoding
+	input, err := io.ReadAll(os.Stdin)
+	if err != nil {
+		res.Success = false
+		res.Error = "[STDIN]: " + err.Error()
+		return
+	}
+
+	// Decode Base64
+	image, err := base64.StdEncoding.DecodeString(string(input))
+	if err != nil {
+		res.Success = false
+		res.Error = "[BASE64]: " + err.Error()
+		return
+	}
+
+	imageJPEG, err := jpeg.Decode(bytes.NewReader(image))
+	if err != nil {
+		res.Success = false
+		res.Error = "[JPEG][DECODE]: " + err.Error()
+		return
+	}
+
+	imageJPEG = resizeIfNeeded(imageJPEG, 600)
+
+	var buf bytes.Buffer
+	err = jpeg.Encode(&buf, imageJPEG, &jpeg.Options{Quality: 90})
+	if err != nil {
+		res.Success = false
+		res.Error = "[JPEG][ENCODE]: " + err.Error()
+		return
+	}
+
+	image = buf.Bytes()
+
+	// Create recognizer - provide ./models dir
+	rec, err := face.NewRecognizer("models")
+	if err != nil {
+		res.Success = false
+		res.Error = "[DLIB][INIT]: " + err.Error()
+		return
+	}
+	defer rec.Close()
+
+	faces, err := rec.RecognizeCNN(image)
+	if err != nil {
+		res.Success = false
+		res.Error = "[DLIB][CNN]: " + err.Error()
+		return
+	} else if len(faces) == 0 {
+		res.Success = false
+		res.Error = "[DLIB][CNN]: No face found in image."
+		return
+	} else if len(faces) != 1 {
+		res.Success = false
+		res.Error = "[DLIB][CNN]: Multiple faces found in image."
+		return
+	}
+
+	res.Success = true
+	res.Descriptor = faces[0].Descriptor
+}

src/officesense_vision/extractEmbeddings/go.mod

@@ -0,0 +1,8 @@
+module OfficeSense/extractEmbeddings
+
+go 1.26.3
+
+require (
+	github.com/Kagami/go-face v0.0.0-20210630145111-0c14797b4d0e
+	golang.org/x/image v0.41.0
+)

src/officesense_vision/extractEmbeddings/go.sum

@@ -0,0 +1,4 @@
+github.com/Kagami/go-face v0.0.0-20210630145111-0c14797b4d0e h1:lqIUFzxaqyYqUn4MhzAvSAh4wIte/iLNcIEWxpT/qbc=
+github.com/Kagami/go-face v0.0.0-20210630145111-0c14797b4d0e/go.mod h1:9wdDJkRgo3SGTcFwbQ7elVIQhIr2bbBjecuY7VoqmPU=
+golang.org/x/image v0.41.0 h1:8wS72eGJMJaBxK6okTzd4WaXumUlTVlb753MlsSvTCo=
+golang.org/x/image v0.41.0/go.mod h1:uIc348UZMSvS5Z65CVZ7iDPaNobNFEPeJ4kbqTOszmA=