from sqlalchemy import text, Index, Float, Integer, Text, func from sqlalchemy.orm import Mapped, mapped_column from app.models.base import Base class RagDocument(Base): __tablename__ = "rag_documents" id: Mapped[int] = mapped_column(Integer, primary_key=True, autoincrement=True) session_id: Mapped[str] = mapped_column(Text, nullable=False) content: Mapped[str] = mapped_column(Text, nullable=False) metadata_: Mapped[str] = mapped_column("metadata", Text, default="{}") embedding: Mapped[str | None] = mapped_column(Text, nullable=True) chunk_index: Mapped[int] = mapped_column(Integer, default=0) expires_at: Mapped[float] = mapped_column(Float, nullable=False) created_at: Mapped[str] = mapped_column(Text, server_default=text("CURRENT_TIMESTAMP")) __table_args__ = (Index("idx_rag_docs_session", "session_id", "expires_at"),)