When using hybrid search I got an error: division by zero
SilenceLeo opened this issue · comments
When using hybrid search I got an error: division by zero
error: division by zero
SQL statement "
WITH similarity AS (
SELECT
id as key_field,
1 - 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<=> embedding) - 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<=> embedding) OVER ()) AS score
FROM public.book_local_embedding
ORDER BY 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<=> embedding
LIMIT $2
),
bm25 AS (
SELECT
id as key_field,
rank_bm25 as score
FROM paradedb.minmax_bm25($1)
)
SELECT
COALESCE(similarity.key_field, bm25.key_field) AS id,
(COALESCE(similarity.score, 0.0) * $3 + COALESCE(bm25.score, 0.0) * $4)::real AS score_hybrid
FROM similarity
FULL OUTER JOIN bm25 ON similarity.key_field = bm25.key_field
ORDER BY score_hybrid DESC;
"
PL/pgSQL function index_book_local_embedding_text.rank_hybrid(paradedb.searchqueryinput,text,integer,integer,real,real) line 39 at RETURN QUERY
SQL statement "SELECT * FROM index_book_local_embedding_text.rank_hybrid(
bm25_query => paradedb.parse(bm25_query),
similarity_query => similarity_query,
similarity_limit_n => similarity_limit_n,
bm25_limit_n => bm25_limit_n,
similarity_weight => similarity_weight,
bm25_weight => bm25_weight
)"
PL/pgSQL function index_book_local_embedding_text.rank_hybrid(text,text,integer,integer,real,real) line 4 at RETURN QUERY
···
As you can see, the rank_hybrid function is simply a UDF we've created for convenience.
I could ask for more info to debug, but since I can't access your environment the best way to debug might be to run the underlying query that the UDF is running and poke around the CTEs to see where the error is coming from.
As you can see, the
rank_hybridfunction is simply a UDF we've created for convenience.I could ask for more info to debug, but since I can't access your environment the best way to debug might be to run the underlying query that the UDF is running and poke around the CTEs to see where the error is coming from.
I think none of these are relevant. The root cause lies in the division calculation.
If there's only one result, then max - min will always be 0.
Just execute this statement alone with the query and set the limit to 1.
SELECT (('[...]' <=> "embedding") - MIN('[...]' <=> "embedding") OVER ()) /
(MAX('[...]' <=> "embedding") OVER () - MIN('[...]' <=> "embedding") OVER ()) AS "score"
FROM "table_name"
ORDER BY '[...]' <=> "embedding"
LIMIT 1;