I've found an interesting performance problem in the intarray extension module. It doesn't seem to be version dependent, I've verified it in 9.4.4 and 9.6devel.
If I do a query that involves both an = op and a @@ op ANDed together, it gives a high cost estimate, which is justified by the slow runtime. If I omit the @@ it gives a low estimate, also justified. If I trick it into thinking it cannot use the index to satisfy the @@ op, then it gives a low estimate and low runtime, applying the @@ in the filter step and only the fast = in the bitmap index scan. Now it could use the index for the fast = operation and apply the @@ in the recheck, rather than the filter. But I guess it doesn't think of that, despite knowing that applying the @@ in index operation is slow. So it seems to be missing a trick someplace, but I don't if it reasonable to expect it to find that trick, or how easy/hard it would be to implement. The proposed selectivity estimate improvement patch for @@ does not fix this (and evaluating that patch was how I found this issue.) Set up: create table foobar as select ( select array_agg(floor(sqrt(random()*10000000+g.y/1000000+f.x/10000000))::int) from generate_series(1,10) g(y) ) foo from generate_series(1,10000000) f(x); create index on foobar using gin(foo gin__int_ops); analyze; You can knock an order of magnitude off from the table size and should still be able to see the problem. example: explain(analyze, buffers) select * from foobar where foo = '{22046,26347,6816,21401,18802,31318,30628,8027,22217,20984}' and foo @@ '!1'::query_int; QUERY PLAN --------------------------------------------------------------------------------------------------------------------------- Seq Scan on foobar (cost=0.00..263637.00 rows=1 width=61) (actual time=9717.957..9717.957 rows=0 loops=1) Filter: ((foo @@ '!1'::query_int) AND (foo = '{22046,26347,6816,21401,18802,31318,30628,8027,22217,20984}'::integer[])) Rows Removed by Filter: 10000000 Buffers: shared hit=64 read=113573 I/O Timings: read=361.402 Planning time: 0.101 ms Execution time: 9717.991 ms (7 rows) explain(analyze, buffers) select * from foobar where foo = '{22046,26347,6816,21401,18802,31318,30628,8027,22217,20984}' ; QUERY PLAN ------------------------------------------------------------------------------------------------------------------------- Bitmap Heap Scan on foobar (cost=112.01..116.02 rows=1 width=61) (actual time=0.027..0.027 rows=0 loops=1) Recheck Cond: (foo = '{22046,26347,6816,21401,18802,31318,30628,8027,22217,20984}'::integer[]) Buffers: shared hit=21 -> Bitmap Index Scan on foobar_foo_idx (cost=0.00..112.01 rows=1 width=0) (actual time=0.023..0.023 rows=0 loops=1) Index Cond: (foo = '{22046,26347,6816,21401,18802,31318,30628,8027,22217,20984}'::integer[]) Buffers: shared hit=21 Planning time: 0.097 ms Execution time: 0.061 ms If I trick it into thinking the @@ operator cannot be used in th eindex, then it gets really fast again: explain(analyze, buffers) select * from foobar where foo = '{22046,26347,6816,21401,18802,31318,30628,8027,22217,20984}' and foo||'{}' @@ '!1'::query_int; QUERY PLAN ------------------------------------------------------------------------------------------------------------------------- Bitmap Heap Scan on foobar (cost=112.01..116.03 rows=1 width=61) (actual time=0.082..0.082 rows=0 loops=1) Recheck Cond: (foo = '{22046,26347,6816,21401,18802,31318,30628,8027,22217,20984}'::integer[]) Filter: ((foo || '{}'::integer[]) @@ '!1'::query_int) Buffers: shared hit=21 -> Bitmap Index Scan on foobar_foo_idx (cost=0.00..112.01 rows=1 width=0) (actual time=0.080..0.080 rows=0 loops=1) Index Cond: (foo = '{22046,26347,6816,21401,18802,31318,30628,8027,22217,20984}'::integer[]) Buffers: shared hit=21 Planning time: 0.139 ms Execution time: 0.129 ms Cheers, Jeff