import uuid from pgvector.sqlalchemy import Vector from sqlalchemy import Integer, String, Text from sqlalchemy.dialects.postgresql import JSONB, UUID from sqlalchemy.orm import Mapped, mapped_column from app.db import Base EMBEDDING_DIM = 384 class RulebookChunk(Base): __tablename__ = "rulebook_chunks" id: Mapped[uuid.UUID] = mapped_column( UUID(as_uuid=True), primary_key=True, default=uuid.uuid4 ) source_document: Mapped[str] = mapped_column(String(length=200), nullable=False, index=True) chunk_index: Mapped[int] = mapped_column(Integer, nullable=False) content: Mapped[str] = mapped_column(Text, nullable=False) embedding: Mapped[list[float]] = mapped_column(Vector(EMBEDDING_DIM), nullable=False) doc_metadata: Mapped[dict] = mapped_column(JSONB, nullable=False, default=dict)