Hi,
I'm having problems with the query optimizer and FULL OUTER JOIN on PostgreSQL 7.4. I cannot get it to use my indexes with full outer joins. I might be naive, but I think that it should be possible?
I have two BIG tables (virtually identical) with 3 NOT NULL columns Station_id, TimeObs, Temp_XXXX, with indexes on (Station_id, TimeObs) and valid ANALYSE (set statistics=100). I want to join the two tables with a FULL OUTER JOIN.
When I specify the query as:
select temp_max_60min,temp_dry_at_2m from station s natural join temp_dry_at_2m a full outer join temp_max_60min b using (station_id, timeobs) where s.wmo_id=6065 and timeobs='2004-1-1 0:0:0' and '2004-1-1 0:0:0' between s.startdate and s.enddate;
I get the correct results, BUT LOUSY performance, and the following explain:
Nested Loop Left Join (cost=5.84..163484.08 rows=1349 width=12) (actual time=66146.815..119005.381 rows=1 loops=1) Filter: (COALESCE("outer".timeobs, "inner".timeobs) = '2004-01-01 00:00:00'::timestamp without time zone) -> Hash Join (cost=5.84..155420.24 rows=1349 width=16) (actual time=8644.449..110836.038 rows=109826 loops=1)
Well, the estimate here is quite a bit off. It thinks you will be getting 1349 (which is probably why it picked a nested loop plan), but then it is getting 109826 rows. I'm guessing it is misunderstanding the selectivity of the timeobs column.
Hash Cond: ("outer".station_id = "inner".station_id) -> Seq Scan on temp_dry_at_2m a (cost=0.00..120615.94 rows=6956994 width=16) (actual time=0.024..104548.515 rows=6956994 loops=1) -> Hash (cost=5.84..5.84 rows=1 width=4) (actual time=0.114..0.114 rows=0 loops=1) -> Index Scan using wmo_idx on station (cost=0.00..5.84 rows=1 width=4) (actual time=0.105..0.108 rows=1 loops=1) Index Cond: ((wmo_id = 6065) AND ('2004-01-01 00:00:00'::timestamp without time zone >= startdate) AND ('2004-01-01 00:00:00'::timestamp without time zone <= enddate)) -> Index Scan using temp_max_60min_idx on temp_max_60min b (cost=0.00..5.96 rows=1 width=20) (actual time=0.071..0.071 rows=0 loops=109826) Index Cond: (("outer".station_id = b.station_id) AND ("outer".timeobs = b.timeobs)) Total runtime: 119005.499 ms (11 rows)
I think the bigger problem is that a full outer join says grab all rows, even if they are null.
What about this query: SELECT temp_max_60min,temp_dry_at_2m FROM (station s LEFT JOIN temp_dry_at_2m a USING (station_id, timeobs) LEFT JOIN temp_max_60min b USING (station_id, timeobs) where s.wmo_id=6065 and timeobs='2004-1-1 0:0:0' and '2004-1-1 0:0:0' between s.startdate and s.enddate;
After that, you should probably have a multi-column index on (station_id, timeobs), which lets postgres use just that index for the lookup, rather than using an index and then a filter. (Looking at your next query you might already have that index).
If I change the query to (and thus negates the full outer join):
This is the same query, I think you messed up your copy and paste.
select temp_max_60min,temp_dry_at_2m from station s natural join temp_dry_at_2m a full outer join temp_max_60min b using (station_id, timeobs) where s.wmo_id=6065 and _a.timeobs='2004-1-1 0:0:0' and b._timeobs='2004-1-1 0:0:0' and '2004-1-1 0:0:0' between s.startdate and s.enddate;
I get wrong results (In the case where one of the records is missing in one of the tables), BUT GOOD performance, and this query plan:
Nested Loop (cost=0.00..17.83 rows=1 width=12) (actual time=79.221..79.236 rows=1 loops=1) -> Nested Loop (cost=0.00..11.82 rows=1 width=24) (actual time=65.517..65.526 rows=1 loops=1) -> Index Scan using wmo_idx on station (cost=0.00..5.83 rows=1 width=4) (actual time=0.022..0.026 rows=1 loops=1) Index Cond: ((wmo_id = 6065) AND ('2004-01-01 00:00:00'::timestamp without time zone >= startdate) AND ('2004-01-01 00:00:00'::timestamp without time zone <= enddate)) -> Index Scan using temp_max_60min_idx on temp_max_60min b (cost=0.00..5.97 rows=1 width=20) (actual time=65.483..65.486 rows=1 loops=1) Index Cond: (("outer".station_id = b.station_id) AND (b.timeobs = '2004-01-01 00:00:00'::timestamp without time zone)) -> Index Scan using temp_dry_at_2m_idx on temp_dry_at_2m a (cost=0.00..6.00 rows=1 width=16) (actual time=13.694..13.698 rows=1 loops=1) Index Cond: (("outer".station_id = a.station_id) AND (a.timeobs = '2004-01-01 00:00:00'::timestamp without time zone)) Total runtime: 79.340 ms (9 rows)
If further info like EXPLAIN VERBOSE is useful please say so and I will provide it.
Thanks in advance! Kim Bisgaard.
I still feel like you will have a problem with an outer join in this circumstance, because it will have to scan all of both tables.
I think what you are wanting is "give me everything where station_id = X, and there is a row in either a or b". I think my LEFT JOIN example does that, but I also think there would be a subselect form which would work, which might do better. Something like:
SELECT temp_max_60min,temp_dry_at_2m FROM (SELECT station_id, timeobs FROM station s WHERE s.wmo_id=6065 AND timeobs = '2004-1-1 0:0:0' AND '2004-1-1 0:0:0' BETWEEN s.startdate AND s.enddate ) AS s JOIN (SELECT temp_max_60min, temp_dry_at_2m FROM temp_dry_at_2m a FULL OUTER JOIN temp_max_60min b USING (station_id, timeobs) WHERE station_id = s.station_id AND timeobs = '2004-1-1 0:0:0' ) ;
If I did this correctly, you should have a very restrictive scan done on station, which only returns a few rows based on timeobs & station_id. But it might be better to turn that final FULL OUTER JOIN into 2 LEFT JOINs like I did the first time:
SELECT temp_max_60min,temp_dry_at_2m FROM (SELECT station_id, timeobs FROM station s WHERE s.wmo_id=6065 AND timeobs = '2004-1-1 0:0:0' AND '2004-1-1 0:0:0' BETWEEN s.startdate AND s.enddate ) AS s LEFT JOIN temp_dry_at_2m a USING (station_id, timeobs) LEFT JOIN temp_max_60min b USING (station_id, timeobs) ;
I would hope postgres could do this from just my earlier plan. And I hope I understand what you want, such that 2 LEFT JOINS work better than your FULL OUTER JOIN. If you only want rows where one of both temp_dry or temp_max exist, you probably could just add the line:
WHERE (temp_max_60_min IS NOT NULL OR temp_dry_at_2m IS NOT NULL)
John =:->
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