- adjust treshold suggestion song

backend/app.py

@@ -29,14 +29,12 @@ app.add_middleware(
 )
 
 
-# 🔹 Load Emotion Detection Model
 emotion_classifier = pipeline(
     "zero-shot-classification",
     model="MarfinF/marfin_emotion",
     framework="pt"
 )
 
-# 🔹 Emotion-to-Mood Mapping
 emotion_to_mood = {
     "senang": "happy",
     "sedih": "sad",
@@ -45,7 +43,6 @@ emotion_to_mood = {
     "cinta": "romantic"
 }
 
-# 🔹 WebSocket Clients
 clients = {}
 chat_history = deque(maxlen=4)
 
@@ -67,7 +64,6 @@ genre_to_song = {
     "chill": ["https://sounds.pond5.com/fall-chill-music-088328584_nw_prev.m4a"]
 }
 
-# 🔹 Detect Emotion
 def detect_emotion(text):
     labels = ["takut", "marah", "sedih", "senang", "cinta"]
     result = emotion_classifier(text, candidate_labels=labels)
@@ -75,7 +71,6 @@ def detect_emotion(text):
     top_scores = result['scores'][0]
     return top_emotion, top_scores
 
-# 🔹 Get Music Recommendations
 def get_recommendations_by_mood(mood):
     genre_folder = mood_to_genre.get(mood, "chill")
     songs = genre_to_song.get(genre_folder, [])
@@ -104,7 +99,7 @@ async def periodic_recommendation():
     while True:
         user_list = list(clients.keys())
         if len(user_list) >= 2:
-            await asyncio.sleep(10)
+            await asyncio.sleep(60)
             if clients:  # Only run if someone is connected
                 if len(chat_history) > 0:
                     # 1. Detect emotion dan ambil (label, score)
@@ -146,12 +141,10 @@ async def periodic_recommendation():
             await asyncio.sleep(2)
             await broadcast_user_list()
 
-# 🔹 Start periodic task
 @app.on_event("startup")
 async def start_recommender():
     asyncio.create_task(periodic_recommendation())
 
-# 🔹 WebSocket Endpoint
 @app.websocket("/chat/{username}")
 async def chat_endpoint(websocket: WebSocket, username: str):
     await websocket.accept()
@@ -180,7 +173,7 @@ async def chat_endpoint(websocket: WebSocket, username: str):
         del clients[username]
         await broadcast_user_list()
 
-@app.get("/frontend")
+@app.get("/mp")
 def read_root():
     print("frontend")
     return FileResponse("frontend/index.html")