"""Mail search provider.""" from __future__ import annotations import logging import uuid from typing import Any from sqlalchemy import text from sqlalchemy.ext.asyncio import AsyncSession logger = logging.getLogger(__name__) class MailSearchProvider: """Search provider for Mail entities.""" entity_type = "mail" async def search_fts( self, db: AsyncSession, tsquery: str, tenant_id: uuid.UUID, limit: int, ) -> list[dict[str, Any]]: """Full-text search on mails.body_tsv.""" sql = text( """ SELECT m.*, ts_rank(m.body_tsv, to_tsquery('pg_catalog.german', :q)) AS rank FROM mails m WHERE m.tenant_id = :tid AND m.deleted_at IS NULL AND m.body_tsv @@ to_tsquery('pg_catalog.german', :q) ORDER BY rank DESC LIMIT :lim """ ) result = await db.execute( sql, {"q": tsquery, "tid": tenant_id, "lim": limit}, ) rows = result.mappings().all() return [dict(r) for r in rows] async def search_vector( self, db: AsyncSession, embedding: list[float], tenant_id: uuid.UUID, limit: int, ) -> list[dict[str, Any]]: """Semantic search on mails.embedding.""" sql = text( """ SELECT m.*, 1 - (m.embedding <=> cast(:emb AS vector)) AS score FROM mails m WHERE m.tenant_id = :tid AND m.deleted_at IS NULL AND m.embedding IS NOT NULL ORDER BY m.embedding <=> cast(:emb AS vector) LIMIT :lim """ ) result = await db.execute( sql, {"emb": str(embedding), "tid": tenant_id, "lim": limit}, ) rows = result.mappings().all() return [dict(r) for r in rows] async def get_embedding_text( self, db: AsyncSession, entity_id: uuid.UUID, tenant_id: uuid.UUID, ) -> str: """Get text for embedding generation.""" sql = text( """ SELECT subject, body_text FROM mails WHERE id = :eid AND tenant_id = :tid """ ) result = await db.execute(sql, {"eid": entity_id, "tid": tenant_id}) row = result.mappings().first() if not row: return "" subject = row.get("subject", "") or "" body = row.get("body_text", "") or "" return f"{subject} {body[:5000]}" def to_search_result(self, entity: object) -> dict[str, Any]: """Convert mail to search result dict.""" if isinstance(entity, dict): subject = entity.get("subject", "") body = entity.get("body_text", "") or "" entity_id = str(entity.get("id", "")) else: subject = getattr(entity, "subject", "") body = getattr(entity, "body_text", "") or "" entity_id = str(getattr(entity, "id", "")) return { "entity_type": self.entity_type, "entity_id": entity_id, "title": subject, "snippet": body[:200], "score": 0.0, "data": {}, }