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Update backend/server.py
Browse files- backend/server.py +66 -43
backend/server.py
CHANGED
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@@ -12,17 +12,17 @@ import time
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from deepface import DeepFace
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from supabase import create_client, Client
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# --- SETUP SUPABASE ---
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SUPABASE_URL = os.getenv("SUPABASE_URL", "https://gwjrwejdjpctizolfkcz.supabase.co")
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SUPABASE_KEY = os.getenv("SUPABASE_KEY", "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJzdXBhYmFzZSIsInJlZiI6Imd3anJ3ZWpkanBjdGl6b2xma2N6Iiwicm9sZSI6InNlcnZpY2Vfcm9sZSIsImlhdCI6MTc2OTA5ODEyNCwiZXhwIjoyMDg0Njc0MTI0fQ.EjU1DGTN-jrdkaC6nJWilFtYZgtu-NKjnfiMVMnHal0")
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try:
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supabase: Client = create_client(SUPABASE_URL, SUPABASE_KEY)
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print("☁️ SUPABASE
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except Exception as e:
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print(f"❌ ERREUR SUPABASE: {e}")
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# ---
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sio = socketio.AsyncServer(
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async_mode='asgi',
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cors_allowed_origins='*',
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@@ -34,16 +34,13 @@ app = FastAPI()
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app.add_middleware(CORSMiddleware, allow_origins=["*"], allow_credentials=True, allow_methods=["*"], allow_headers=["*"])
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socket_app = socketio.ASGIApp(sio, app)
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# --- API
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@app.get("/api/sessions")
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def get_sessions():
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# Récupère l'historique pour la page Admin
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try:
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response = supabase.table('sessions').select("*").order('id', desc=True).execute()
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return response.data
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except
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print(f"API Error: {e}")
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return []
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@app.get("/api/sessions/{session_id}")
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def get_session_details(session_id: int):
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@@ -63,18 +60,17 @@ def delete_session(session_id: int):
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except Exception as e:
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raise HTTPException(status_code=500, detail=str(e))
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# ---
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sessions = {}
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# --- EVENTS SOCKET ---
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@sio.event
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async def connect(sid, environ):
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print(f"✅
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sessions[sid] = {
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"active": False,
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"start_time": 0,
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"db_id": None
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}
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@sio.event
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@@ -83,13 +79,14 @@ async def disconnect(sid):
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@sio.event
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async def start_session(sid, data):
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print(f"▶️ START
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if sid in sessions:
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sessions[sid]["active"] = True
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sessions[sid]["start_time"] = time.time()
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# Création dans la DB
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try:
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new_session = {
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"first_name": data.get('firstName', 'Inconnu'),
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"last_name": data.get('lastName', ''),
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@@ -97,79 +94,105 @@ async def start_session(sid, data):
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}
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res = supabase.table('sessions').insert(new_session).execute()
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sessions[sid]["db_id"] = res.data[0]['id']
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print(f"💾 Session
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except Exception as e:
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print(f"⚠️ Erreur
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@sio.event
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async def stop_session(sid):
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print(f"⏹️ STOP
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if sid in sessions:
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sessions[sid]["active"] = False
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@sio.event
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async def process_frame(sid, data_uri):
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if sid not in sessions: return
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try:
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#
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encoded_data = data_uri.split(',')[1]
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nparr = np.frombuffer(base64.b64decode(encoded_data), np.uint8)
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frame = cv2.imdecode(nparr, cv2.IMREAD_COLOR)
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#
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# enforce_detection=False permet de ne pas planter si le visage est flou
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result = DeepFace.analyze(frame, actions=['emotion'], enforce_detection=False, silent=True)
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data = result[0] if isinstance(result, list) else result
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emotion = data['dominant_emotion']
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#
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# Calcul du temps écoulé
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current_time = 0
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if sessions[sid]["active"]:
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current_time = int(time.time() - sessions[sid]["start_time"])
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#
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region = data['region']
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face_coords = {'x': region['x'], 'y': region['y'], 'w': region['w'], 'h': region['h']} if region['w'] > 0 else None
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#
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valence = 0.8 if emotion == "happy" else (-0.6 if emotion in ["sad", "angry", "fear"] else 0.0)
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arousal = 0.8 if emotion in ["angry", "fear", "surprise"] else 0.3
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def clamp(n): return max(0, min(100, int(n)))
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metrics = {
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"engagement":
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"satisfaction": clamp(((valence + 1) / 2) * 100),
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"trust": clamp(50 + (valence * 20)),
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"loyalty": clamp(50 + (valence * 10)),
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"opinion": clamp(((valence + 1) / 2) * 100)
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}
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#
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payload = {
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"emotion": emotion,
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"face_coords": face_coords,
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"metrics": metrics,
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"session_time": current_time,
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"is_recording": sessions[sid]["active"]
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}
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await sio.emit('metrics_update', payload, room=sid)
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#
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except Exception as e:
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# On
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pass
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if __name__ == "__main__":
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# Pré-chargement au démarrage
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try:
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DeepFace.build_model("Emotion")
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print("✅ Modèle chargé !")
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except: pass
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-
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uvicorn.run(socket_app, host="0.0.0.0", port=7860)
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from deepface import DeepFace
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from supabase import create_client, Client
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# --- 1. SETUP SUPABASE ---
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SUPABASE_URL = os.getenv("SUPABASE_URL", "https://gwjrwejdjpctizolfkcz.supabase.co")
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SUPABASE_KEY = os.getenv("SUPABASE_KEY", "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJzdXBhYmFzZSIsInJlZiI6Imd3anJ3ZWpkanBjdGl6b2xma2N6Iiwicm9sZSI6InNlcnZpY2Vfcm9sZSIsImlhdCI6MTc2OTA5ODEyNCwiZXhwIjoyMDg0Njc0MTI0fQ.EjU1DGTN-jrdkaC6nJWilFtYZgtu-NKjnfiMVMnHal0")
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try:
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supabase: Client = create_client(SUPABASE_URL, SUPABASE_KEY)
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print("☁️ SUPABASE CONNECTÉ")
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except Exception as e:
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print(f"❌ ERREUR SUPABASE: {e}")
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# --- 2. CONFIG SOCKET ---
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sio = socketio.AsyncServer(
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async_mode='asgi',
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cors_allowed_origins='*',
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app.add_middleware(CORSMiddleware, allow_origins=["*"], allow_credentials=True, allow_methods=["*"], allow_headers=["*"])
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socket_app = socketio.ASGIApp(sio, app)
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# --- 3. API ADMIN ---
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@app.get("/api/sessions")
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def get_sessions():
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try:
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response = supabase.table('sessions').select("*").order('id', desc=True).execute()
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return response.data
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except: return []
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@app.get("/api/sessions/{session_id}")
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def get_session_details(session_id: int):
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except Exception as e:
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raise HTTPException(status_code=500, detail=str(e))
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# --- 4. GESTION DES SESSIONS ---
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sessions = {}
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@sio.event
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async def connect(sid, environ):
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print(f"✅ Client: {sid}")
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sessions[sid] = {
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"active": False,
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"start_time": 0,
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"db_id": None,
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"last_save_time": 0 # Pour éviter de saturer la DB
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}
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@sio.event
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@sio.event
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async def start_session(sid, data):
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print(f"▶️ START: {sid}")
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if sid in sessions:
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sessions[sid]["active"] = True
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sessions[sid]["start_time"] = time.time()
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sessions[sid]["last_save_time"] = 0
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try:
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# Création de la ligne "Session"
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new_session = {
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"first_name": data.get('firstName', 'Inconnu'),
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"last_name": data.get('lastName', ''),
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}
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res = supabase.table('sessions').insert(new_session).execute()
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sessions[sid]["db_id"] = res.data[0]['id']
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print(f"💾 Session ID {sessions[sid]['db_id']} créée.")
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except Exception as e:
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print(f"⚠️ Erreur Création Session: {e}")
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@sio.event
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async def stop_session(sid):
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print(f"⏹️ STOP: {sid}")
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if sid in sessions: sessions[sid]["active"] = False
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@sio.event
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async def process_frame(sid, data_uri):
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if sid not in sessions: return
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try:
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# A. Décodage
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encoded_data = data_uri.split(',')[1]
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nparr = np.frombuffer(base64.b64decode(encoded_data), np.uint8)
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frame = cv2.imdecode(nparr, cv2.IMREAD_COLOR)
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# B. Analyse IA
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result = DeepFace.analyze(frame, actions=['emotion'], enforce_detection=False, silent=True)
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data = result[0] if isinstance(result, list) else result
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emotion = data['dominant_emotion']
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emotion_score = data['emotion'][emotion] # On récupère le score de confiance (ex: 98.5)
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# C. Calcul KPIs & Temps
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current_time = 0
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if sessions[sid]["active"]:
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current_time = int(time.time() - sessions[sid]["start_time"])
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# Coordonnées visage
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region = data['region']
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face_coords = {'x': region['x'], 'y': region['y'], 'w': region['w'], 'h': region['h']} if region['w'] > 0 else None
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# Algorithme Métriques
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valence = 0.8 if emotion == "happy" else (-0.6 if emotion in ["sad", "angry", "fear"] else 0.0)
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arousal = 0.8 if emotion in ["angry", "fear", "surprise"] else 0.3
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def clamp(n): return max(0, min(100, int(n)))
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val_eng = clamp((arousal * 100) + random.uniform(0, 10))
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val_sat = clamp(((valence + 1) / 2) * 100)
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val_tru = clamp(50 + (valence * 20))
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val_loy = clamp(50 + (valence * 10))
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val_opi = clamp(((valence + 1) / 2) * 100)
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# Labels Textuels
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lbl_eng = "Fort 🔥" if val_eng > 60 else ("Moyen" if val_eng > 30 else "Faible 💤")
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lbl_sat = "Positif 😃" if val_sat > 60 else ("Négatif 😡" if val_sat < 40 else "Neutre 😐")
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metrics = {
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"engagement": val_eng, "satisfaction": val_sat, "trust": val_tru, "loyalty": val_loy, "opinion": val_opi
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}
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# D. Envoi au Frontend (Temps Réel)
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payload = {
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"emotion": emotion,
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"face_coords": face_coords,
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"metrics": metrics,
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"session_time": current_time,
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"is_recording": sessions[sid]["active"]
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}
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await sio.emit('metrics_update', payload, room=sid)
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# E. SAUVEGARDE EN BASE DE DONNÉES (La partie qui manquait !)
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# On sauvegarde seulement si :
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# 1. L'enregistrement est actif
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# 2. On a un ID de session valide
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# 3. Ça fait plus d'1 seconde depuis la dernière sauvegarde (pour ne pas saturer)
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now = time.time()
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if sessions[sid]["active"] and sessions[sid]["db_id"]:
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if now - sessions[sid]["last_save_time"] >= 1.0:
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sessions[sid]["last_save_time"] = now
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# Préparation de la ligne à insérer
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row_data = {
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"session_id": sessions[sid]["db_id"],
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"session_time": current_time,
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"emotion": emotion,
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"emotion_score": float(emotion_score),
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"engagement_val": val_eng, "engagement_lbl": lbl_eng,
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"satisfaction_val": val_sat, "satisfaction_lbl": lbl_sat,
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"trust_val": val_tru, "loyalty_val": val_loy, "opinion_val": val_opi
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}
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# Insertion asynchrone (on ne bloque pas)
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try:
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supabase.table('measurements').insert(row_data).execute()
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# print(f"💾 Data saved T={current_time}") # Décommenter pour vérifier
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except Exception as db_err:
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print(f"⚠️ Erreur Insert Mesure: {db_err}")
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except Exception as e:
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pass # On continue même si une frame est mauvaise
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if __name__ == "__main__":
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try:
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DeepFace.build_model("Emotion")
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print("✅ Modèle chargé !")
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except: pass
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uvicorn.run(socket_app, host="0.0.0.0", port=7860)
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