from datetime import datetime from sqlalchemy import JSON, DateTime, ForeignKey, String, func from sqlalchemy.orm import Mapped, mapped_column from app.db.session import Base class RagContext(Base): __tablename__ = "rag_contexts" id: Mapped[str] = mapped_column(String(36), primary_key=True) retrieval_run_id: Mapped[str] = mapped_column(ForeignKey("retrieval_runs.id"), index=True) created_by: Mapped[int] = mapped_column(ForeignKey("users.id")) response: Mapped[dict] = mapped_column(JSON, nullable=False) created_at: Mapped[datetime] = mapped_column( DateTime(timezone=True), server_default=func.now(), index=True )