fix: hybrid 검색 단순화 — FTS + ILIKE (vector/trgm 복잡 쿼리 제거)

asyncpg 파라미터 바인딩 충돌 문제 근본 해결.
한국어 검색: ILIKE fallback으로 안정 동작.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
This commit is contained in:
Hyungi Ahn
2026-04-03 14:16:36 +09:00
parent 3236b8d812
commit e7cd710e69

View File

@@ -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]