import json import firebase_admin from firebase_admin import credentials, firestore from datetime import datetime # Initialize Firebase app once if not firebase_admin._apps: cred = credentials.Certificate("firebase_key.json") firebase_admin.initialize_app(cred) db = firestore.client() def log_user_feedback(goal, sol1, sol2, winner): formatted_winner = "1" if "1" in winner else "2" # Critical fix doc = { "timestamp": datetime.utcnow().isoformat(), "goal": goal, "solution_1": sol1, "solution_2": sol2, "winner": formatted_winner, # ✅ Needed by training and plots "user_feedback": "from app.py" } db.collection("evo_feedback").add(doc) print(f"📥 Logged feedback: Solution {formatted_winner}")