import datetime from sqlalchemy import create_engine, Column, Integer, String, Float, DateTime, Text from sqlalchemy.ext.declarative import declarative_base from sqlalchemy.orm import sessionmaker DATABASE_URL = "sqlite:///./diagnostic_history.db" engine = create_engine(DATABASE_URL, connect_args={"check_same_thread": False}) SessionLocal = sessionmaker(autocommit=False, autoflush=False, bind=engine) Base = declarative_base() class PredictionRecord(Base): __tablename__ = "prediction_history" id = Column(Integer, primary_key=True, index=True) timestamp = Column(DateTime, default=datetime.datetime.utcnow) module = Column(String, index=True) # 'blood_cell' or 'skin_lesion' filename = Column(String) predicted_class = Column(String) confidence = Column(Float) notes = Column(Text, nullable=True) def init_db(): Base.metadata.create_all(bind=engine) def get_db(): db = SessionLocal() try: yield db finally: db.close()