from sqlalchemy import create_engine, Column, Integer, String, DateTime from sqlalchemy.ext.declarative import declarative_base from sqlalchemy.orm import sessionmaker, Session from datetime import datetime import pandas as pd import uuid from rating_systems import compute_elo DATABASE_URL = "sqlite:///./data/votes.db" # Example with SQLite, replace with PostgreSQL for production engine = create_engine(DATABASE_URL, connect_args={"check_same_thread": False}) SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine) Base = declarative_base() # Database model class Vote(Base): __tablename__ = "votes" id = Column(Integer, primary_key=True, index=True) image_id = Column(String, index=True) model_a = Column(String) model_b = Column(String) winner = Column(String) user_id = Column(String, index=True) fpath_a = Column(String) fpath_b = Column(String) timestamp = Column(DateTime, default=datetime.utcnow) Base.metadata.create_all(bind=engine) # Dependency for database session def get_db(): db = SessionLocal() try: yield db finally: db.close() def add_vote(vote_data): with SessionLocal() as db: db_vote = Vote(**vote_data) db.add(db_vote) db.commit() db.refresh(db_vote) return {"id": db_vote.id, "user_id": db_vote.user_id, "timestamp": db_vote.timestamp} # Function to get all votes def get_all_votes(): with SessionLocal() as db: votes = db.query(Vote).all() return votes # Function to compute Elo scores def compute_elo_scores(): with SessionLocal() as db: votes = db.query(Vote).all() data = { "model_a": [vote.model_a for vote in votes], "model_b": [vote.model_b for vote in votes], "winner": [vote.winner for vote in votes] } df = pd.DataFrame(data) elo_scores = compute_elo(df) return elo_scores