diff --git a/app/api/search.py b/app/api/search.py index 4a67ac7..2a09fb2 100644 --- a/app/api/search.py +++ b/app/api/search.py @@ -143,55 +143,27 @@ async def _search_vector(session: AsyncSession, query: str, limit: int) -> list[ async def _search_hybrid(session: AsyncSession, query: str, limit: int) -> list[SearchResult]: - """하이브리드 검색 — FTS + 트리그램 + 벡터 가중 합산""" - # 벡터 임베딩 생성 (실패 시 FTS+트리그램만) - query_embedding = None - try: - client = AIClient() - query_embedding = await client.embed(query) - await client.close() - except Exception: - pass - - vector_clause = "" - vector_score = "0" - params = {"query": query, "limit": limit, "w_fts": W_FTS, "w_trgm": W_TRGM, "w_vector": W_VECTOR} - - if query_embedding: - vector_clause = "LEFT JOIN LATERAL (SELECT 1 - (d.embedding <=> :embedding::vector) AS vscore) v ON true" - vector_score = "coalesce(v.vscore, 0)" - params["embedding"] = str(query_embedding) - else: - # 벡터 없으면 FTS+트리그램만 사용 - params["w_fts"] = 0.6 - params["w_trgm"] = 0.4 - params["w_vector"] = 0.0 - + """하이브리드 검색 — FTS + ILIKE (안정적 한국어 지원)""" result = await session.execute( - text(f""" - SELECT * FROM ( - SELECT d.id, d.title, d.ai_domain, d.ai_summary, d.file_format, - ( - :w_fts * coalesce(ts_rank( - to_tsvector('simple', coalesce(d.title, '') || ' ' || coalesce(d.extracted_text, '')), - plainto_tsquery('simple', :query) - ), 0) - + :w_trgm * coalesce(similarity( - coalesce(d.title, '') || ' ' || coalesce(d.extracted_text, ''), - :query - ), 0) - + :w_vector * {vector_score} - ) AS score, - left(d.extracted_text, 200) AS snippet - FROM documents d - {vector_clause} - WHERE coalesce(d.extracted_text, '') != '' - OR (coalesce(d.title, '') || ' ' || coalesce(d.extracted_text, '')) ILIKE '%%' || :query || '%%' - ) sub - WHERE sub.score > 0.001 - ORDER BY sub.score DESC + text(""" + SELECT id, title, ai_domain, ai_summary, file_format, + GREATEST( + coalesce(ts_rank( + to_tsvector('simple', coalesce(title, '') || ' ' || coalesce(extracted_text, '')), + plainto_tsquery('simple', :query) + ), 0), + CASE WHEN (coalesce(title, '') || ' ' || coalesce(extracted_text, '')) + ILIKE '%%' || :query || '%%' THEN 0.5 ELSE 0 END + ) AS score, + left(extracted_text, 200) AS snippet + FROM documents + WHERE to_tsvector('simple', coalesce(title, '') || ' ' || coalesce(extracted_text, '')) + @@ plainto_tsquery('simple', :query) + OR (coalesce(title, '') || ' ' || coalesce(extracted_text, '')) + ILIKE '%%' || :query || '%%' + ORDER BY score DESC LIMIT :limit """), - params, + {"query": query, "limit": limit}, ) return [SearchResult(**row._mapping) for row in result]