refactor

Vision init

progress.md

@@ -50,9 +50,10 @@
 ### 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
-- NGSI-LD data for public API
 - Admin API with CRUD functions
 
 ### Next Steps

src/officesense_pi/package.json

@@ -12,19 +12,21 @@
     "start": "node dist/index.js"
   },
   "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",
     "tsx": "^4.21.0",
     "typescript": "^6.0.3"
   },
   "dependencies": {
-    "@prisma/adapter-better-sqlite3": "^7.8.0",
-    "@prisma/client": "^7.8.0",
-    "dotenv": "^17.4.2",
+    "@adminjs/express": "^6.1.1",
+    "@adminjs/prisma": "^5.0.4",
+    "@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/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"
-  output   = "../src/generated/prisma"
+  provider = "prisma-client-js"
 }
 
 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

@@ -3,8 +3,7 @@ import { getEntities, getEntitiesOfType, getEntity } from "./livedata.controller
 
 const router = express.Router();
 
-router.get("/entities", getEntities);
-router.get("/entities", getEntitiesOfType);
+router.get("/entities", getEntities, getEntitiesOfType);
 router.get("/entities/:urn", getEntity);
 
 export default router;

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

@@ -0,0 +1,59 @@
+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 +1,11 @@
+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'),
+}

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

@@ -0,0 +1,121 @@
+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/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 +1,23 @@
+import { prisma } from "../../../lib/prisma.js";
+import { getModelByName } from "@adminjs/prisma";
+
+export default {
+    resource: {
+        model: getModelByName("User"),
+        client: prisma,
+    },
+    options: {
+        titleProperty: "id",
+        navigation: { icon: "User" },
+        listProperties: ["id", "firstName", "lastName"],
+        showProperties: ["id", "firstName", "lastName"],
+        editProperties: ["firstName", "lastName"],
+        filterProperties: ["firstName", "lastName"],
+        properties: {
+            faceEmbedding: {
+                isVisible: false,
+                type: "string"
+            },
+        }
+    },
+}

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 +1,29 @@
+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/index.ts

@@ -1,14 +1,22 @@
 import express from "express";
-import lookupRoutes from "./api/lookup/lookup.routes.js";
-import livedataRoutes from "./api/livedata/livadata.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("/lookup", lookupRoutes);
-    app.use("/livedata", livedataRoutes);
+    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}`);

src/officesense_pi/src/lib/prisma.ts

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

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=